Milestone1
Margot Chen, Qi Yang
2020/02/27
Beijing PM2.5
Data Description
The dataset used in our project was obtained from University of California Irvine Machine learning Repository. It was originally uploaded by Songxi Chen in Peking University, China. This is an hourly dataset containing 1) the PM2.5 of US Embassy in Beijing and 2) meteorological statistics from Beijing Capital International Airport. The data was collected from Jan 1st, 2010 to Dec 31st, 2014. The original purpose of the dataset was to assess the effect of Chinese government’s pollution reduction plan which started from September in 2013. The dataset can be downloaded here.
Below are the variables in the dataset:
| Variable | Type | Description |
|---|---|---|
| year | Quantitative | Year of data in this row |
| month | Quantitative | Month of data in this row |
| day | Quantitative | Day of data in this row |
| hour | Quantitative | Hour of data in this row |
PM2.5 |
Quantitative | PM2.5 concentration (ug/m^3) |
| DEWP | Quantitative | Dew Point (℃) |
| TEMP | Quantitative | Temperature (℃) |
| PRES | Quantitative | Pressure (hPa) |
| cbwd | Categorical | Combined wind direction |
| lws | Quantitative | Cumulated wind speed (m/s) |
| ls | Quantitative | Cumulated hours of snow |
| lr | Quantitative | Cumulated hours of rain |
Dataset loading
df<-read.csv("https://archive.ics.uci.edu/ml/machine-learning-databases/00381/PRSA_data_2010.1.1-2014.12.31.csv")df_clean<- na.omit(df)
head(df_clean)## No year month day hour pm2.5 DEWP TEMP PRES cbwd Iws Is Ir
## 25 25 2010 1 2 0 129 -16 -4 1020 SE 1.79 0 0
## 26 26 2010 1 2 1 148 -15 -4 1020 SE 2.68 0 0
## 27 27 2010 1 2 2 159 -11 -5 1021 SE 3.57 0 0
## 28 28 2010 1 2 3 181 -7 -5 1022 SE 5.36 1 0
## 29 29 2010 1 2 4 138 -7 -5 1022 SE 6.25 2 0
## 30 30 2010 1 2 5 109 -7 -6 1022 SE 7.14 3 0Dataset exploration
class(df_clean$cbwd)## [1] "factor"unique(df_clean$cbwd)## [1] SE cv NW NE
## Levels: cv NE NW SEmodel4<-lm(pm2.5 ~ DEWP+TEMP+PRES+cbwd, data=df_clean)
model4##
## Call:
## lm(formula = pm2.5 ~ DEWP + TEMP + PRES + cbwd, data = df_clean)
##
## Coefficients:
## (Intercept) DEWP TEMP PRES cbwdNE cbwdNW
## 1835.5839 4.1004 -6.2887 -1.6234 -28.8520 -39.8840
## cbwdSE
## 0.4349plot(model4)
index=c(6:9, 11:13)
index## [1] 6 7 8 9 11 12 13df_corr<-cor(df_clean[index]) %>% # get the correlation of the four columns DEWP, TEMP, PRES, and PM2.5 against each other.
round(2)
corrplot(df_corr,
type = "upper",
method = "color",
addCoef.col = "black",
diag = FALSE)
model<-lm(pm2.5 ~ DEWP + Iws, data=df_clean)
model##
## Call:
## lm(formula = pm2.5 ~ DEWP + Iws, data = df_clean)
##
## Coefficients:
## (Intercept) DEWP Iws
## 106.9755 0.6893 -0.4009model2<-lm(pm2.5 ~ DEWP + TEMP + Iws, data=df_clean)
model2##
## Call:
## lm(formula = pm2.5 ~ DEWP + TEMP + Iws, data = df_clean)
##
## Coefficients:
## (Intercept) DEWP TEMP Iws
## 161.1512 4.3842 -5.1335 -0.2743model3<-lm(pm2.5 ~ DEWP + TEMP + PRES + Iws, data=df_clean)
plot(model3)
df_clean %>% modelr::data_grid(DEWP)## # A tibble: 69 x 1
## DEWP
## <int>
## 1 -40
## 2 -39
## 3 -38
## 4 -37
## 5 -36
## 6 -35
## 7 -34
## 8 -33
## 9 -32
## 10 -31
## # ... with 59 more rowsplot(model)
library(DAAG)## Warning: package 'DAAG' was built under R version 3.6.3## Loading required package: latticecv.lm(df_clean, model, m=3) ## Analysis of Variance Table
##
## Response: pm2.5
## Df Sum Sq Mean Sq F value Pr(>F)
## DEWP 1 1.04e+07 10397039 1322 <2e-16 ***
## Iws 1 1.51e+07 15103882 1921 <2e-16 ***
## Residuals 41754 3.28e+08 7863
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Warning in cv.lm(df_clean, model, m = 3):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 13919
## 32 35 40 42 43 44 57 62 66 70 79
## Predicted 97.9 95.2 86.4 85.7 84.4 83.7 64.1 54.6 48.1 96.5 66.5
## cvpred 97.9 95.1 86.3 85.5 84.2 83.5 63.5 53.9 47.3 96.6 66.2
## pm2.5 124.0 140.0 154.0 164.0 170.0 149.0 82.0 90.0 70.0 72.0 20.0
## CV residual 26.1 44.9 67.7 78.5 85.8 65.5 18.5 36.1 22.7 -24.6 -46.2
## 84 85 87 89 91 94 106 107 115 116 117
## Predicted 47.6 45.4 37.85 31.396 24.82 15.4 79.2 77.9 88.3 87.7 86.43
## cvpred 46.9 44.6 36.98 30.415 23.75 14.1 79.2 77.8 88.3 87.7 86.46
## pm2.5 25.0 29.0 28.00 30.000 28.00 33.0 29.0 36.0 59.0 60.0 84.00
## CV residual -21.9 -15.6 -8.98 -0.415 4.25 18.9 -50.2 -41.8 -29.3 -27.7 -2.46
## 118 124 125 131 134 138 142 147 148 151 152
## Predicted 83.8 83.5 81.9 69.7 90.2 91.1 91.1 91.3 89.5 84.7 87.8
## cvpred 83.8 83.5 81.9 69.4 90.3 91.2 91.2 91.4 89.6 84.7 87.9
## pm2.5 106.0 44.0 27.0 34.0 36.0 56.0 132.0 43.0 37.0 24.0 23.0
## CV residual 22.2 -39.5 -54.9 -35.4 -54.3 -35.2 40.8 -48.4 -52.6 -60.7 -64.9
## 155 158 161 164 166 172 175 176 179 180 185
## Predicted 86.6 84.1 84.0 93.9 93.7 93.5 93.9 95.6 94.9 95.6 94.9
## cvpred 86.7 84.1 83.9 94.0 93.8 93.6 94.0 95.7 95.0 95.7 95.0
## pm2.5 40.0 55.0 57.0 67.0 159.0 164.0 81.0 71.0 135.0 155.0 250.0
## CV residual -46.7 -29.1 -26.9 -27.0 65.2 70.4 -13.0 -24.7 40.0 59.3 155.0
## 186 187 192 193 195 197 198 201 206 207 208
## Predicted 94.9 95.1 93.3 94.9 93.3 91.3 88.3 84.18 84.7 83.4 82.5
## cvpred 95.0 95.2 93.3 95.0 93.4 91.4 88.3 84.11 84.6 83.3 82.3
## pm2.5 212.0 219.0 169.0 165.0 167.0 169.0 155.0 93.00 49.0 50.0 49.0
## CV residual 117.0 123.8 75.7 70.0 73.6 77.6 66.7 8.89 -35.6 -33.3 -33.3
## 211 214 220 223 226 227 229 230 231 235 236
## Predicted 95.4 95.4 92.0 87.4 85.6 94.3 94.1 93.6 92.3 88.69 85.70
## cvpred 95.5 95.5 92.1 87.4 85.5 94.4 94.2 93.6 92.3 88.64 85.62
## pm2.5 45.0 50.0 83.0 23.0 35.0 50.0 75.0 58.0 70.0 84.00 83.00
## CV residual -50.5 -45.5 -9.1 -64.4 -50.5 -44.4 -19.2 -35.6 -22.3 -4.64 -2.62
## 238 244 245 246 247 249 252 259 260 261 262
## Predicted 82.5 89.6 90.9 90.6 89.8 86.3 79.2 60.4 57.4 55.8 54.4
## cvpred 82.3 89.7 91.0 90.7 89.9 86.3 79.1 59.9 56.9 55.3 53.8
## pm2.5 27.0 17.0 17.0 16.0 16.0 20.0 26.0 13.0 17.0 20.0 27.0
## CV residual -55.3 -72.7 -74.0 -74.7 -73.9 -66.3 -53.1 -46.9 -39.9 -35.3 -26.8
## 263 268 276 282 284 287 293 296 299 300 302
## Predicted 53.7 89.7 76.1 46.7 40.6 30.90 7.48 -4.52 -12.3 -13.9 -19.3
## cvpred 53.1 89.8 76.0 46.0 39.8 29.94 6.12 -6.10 -14.0 -15.7 -21.2
## pm2.5 20.0 26.0 21.0 23.0 25.0 22.00 12.00 27.00 33.0 36.0 49.0
## CV residual -33.1 -63.8 -55.0 -23.0 -14.8 -7.94 5.88 33.10 47.0 51.7 70.2
## 303 305 307 309 310 311 313 314 317 319 321
## Predicted -21.9 -27.4 93.7 93.16 93.52 93.9 93.9 92.1 91.8 89.58 87.61
## cvpred -23.8 -29.4 93.8 93.27 93.64 94.0 94.0 92.2 91.9 89.63 87.62
## pm2.5 52.0 47.0 59.0 96.00 95.00 68.0 75.0 257.0 161.0 92.00 87.00
## CV residual 75.8 76.4 -34.8 2.73 1.36 -26.0 -19.0 164.8 69.1 2.37 -0.62
## 325 326 328 331 333 334 340 346 351 355 356
## Predicted 85.4 83.97 83.37 95.00 88.4 86.1 88 82.4 95.6 96.3 95.92
## cvpred 85.3 83.89 83.25 95.07 88.4 86.0 88 82.3 95.7 96.4 96.03
## pm2.5 79.0 75.00 86.00 94.00 49.0 33.0 18 30.0 35.0 83.0 91.00
## CV residual -6.3 -8.89 2.75 -1.07 -39.4 -53.0 -70 -52.3 -60.7 -13.4 -5.03
## 358 359 361 367 372 376 378 380 383 385 388
## Predicted 95.89 96.97 95.6 95.6 97.7 97.6 99.0 98.0 97.7 94.3 96.6
## cvpred 95.98 97.08 95.7 95.7 97.8 97.7 99.1 98.1 97.8 94.4 96.7
## pm2.5 102.00 94.00 141.0 147.0 120.0 140.0 150.0 197.0 269.0 263.0 160.0
## CV residual 6.02 -3.08 45.3 51.3 22.2 42.3 50.9 98.9 171.2 168.6 63.3
## 392 393 394 395 396 397 398 401 402 409 410
## Predicted 92 92.1 90.8 98.5 98.9 98.5 98.1 99.7 99.4 98.3 96.8
## cvpred 92 92.1 90.8 98.6 99.0 98.6 98.2 99.8 99.5 98.5 96.9
## pm2.5 209 183.0 161.0 182.0 230.0 170.0 172.0 177.0 191.0 282.0 282.0
## CV residual 117 90.9 70.2 83.4 131.0 71.4 73.8 77.2 91.5 183.5 185.1
## 412 416 418 421 427 430 431 434 438 440 442 443 449 452
## Predicted 95.3 95.7 95.5 95.4 102 103 102 102 99.7 98.7 104 104 104 104
## cvpred 95.4 95.8 95.5 95.4 102 103 102 102 99.8 98.7 104 104 104 104
## pm2.5 349.0 149.0 184.0 146.0 233 403 360 383 302.0 367.0 331 323 336 426
## CV residual 253.6 53.2 88.5 50.6 131 300 258 281 202.2 268.3 227 219 232 322
## 458 463 464 466 469 474 475 476 480 483 484
## Predicted 99.0 88.8 84.1 77.7 66.6 91.4 87.5 84.0 67.5 55.0 50.4
## cvpred 98.9 88.7 83.9 77.4 66.2 91.5 87.5 83.9 67.2 54.5 49.8
## pm2.5 389.0 51.0 49.0 45.0 27.0 22.0 11.0 25.0 18.0 17.0 17.0
## CV residual 290.1 -37.7 -34.9 -32.4 -39.2 -69.5 -76.5 -58.9 -49.2 -37.5 -32.8
## 485 487 489 495 500 501 504 505 506 516 518
## Predicted 46.5 39.0 30.8 91.8 85.3 83.7 93.1 91.5 86.2 60.2 52.5
## cvpred 45.8 38.2 29.9 91.9 85.2 83.6 93.2 91.6 86.2 59.7 51.8
## pm2.5 15.0 16.0 18.0 15.0 51.0 45.0 38.0 35.0 29.0 22.0 32.0
## CV residual -30.8 -22.2 -11.9 -76.9 -34.2 -38.6 -55.2 -56.6 -57.2 -37.7 -19.8
## 519 520 525 529 532 534 536 537 540 622 623
## Predicted 47.8 44.6 33.1 26.3 91.3 88.1 84.9 84.2 76.4 97.3 99.0
## cvpred 47.1 43.8 32.1 25.1 91.4 88.1 84.8 84.1 76.2 97.4 99.1
## pm2.5 30.0 32.0 47.0 49.0 20.0 16.0 24.0 24.0 19.0 340.0 298.0
## CV residual -17.1 -11.8 14.9 23.9 -71.4 -72.1 -60.8 -60.1 -57.2 242.6 198.9
## 624 625 626 627 628 629 633 642 644 645 647
## Predicted 98.7 98 96.6 96.5 95.3 93.9 98.1 82.2 77.7 75.4 70.1
## cvpred 98.8 98 96.6 96.6 95.3 93.9 98.2 82.1 77.5 75.1 69.7
## pm2.5 268.0 299 300.0 240.0 213.0 171.0 147.0 29.0 49.0 56.0 37.0
## CV residual 169.2 201 203.4 143.4 117.7 77.1 48.8 -53.1 -28.5 -19.1 -32.7
## 649 652 653 655 656 657 662 664 665 669 670
## Predicted 67.2 90.2 88.2 95.4 93.4 90.7 68.9 60.7 57.5 50.4 92.1
## cvpred 66.7 90.2 88.2 95.5 93.5 90.8 68.7 60.3 57.0 49.8 92.3
## pm2.5 20.0 34.0 27.0 28.0 28.0 18.0 12.0 23.0 21.0 16.0 25.0
## CV residual -46.7 -56.2 -61.2 -67.5 -65.5 -72.8 -56.7 -37.3 -36.0 -33.8 -67.3
## 671 673 675 676 680 681 683 685 689 691 696
## Predicted 90.9 87 92.1 93.2 90.9 88.6 79.0 72.9 62.1 58.81 51.41
## cvpred 91.0 87 92.3 93.3 91.0 88.6 78.9 72.7 61.7 58.32 50.76
## pm2.5 20.0 19 25.0 20.0 11.0 16.0 13.0 12.0 36.0 52.00 47.00
## CV residual -71.0 -68 -67.3 -73.3 -80.0 -72.6 -65.9 -60.7 -25.7 -6.32 -3.76
## 699 700 702 706 709 713 714 715 716 720 731
## Predicted 95.9 96.3 92.4 95.0 84.3 70.0 68.3 66.7 64.4 60.7 41.9
## cvpred 96.0 96.4 92.4 95.1 84.3 69.7 68.0 66.4 64.0 60.2 41.1
## pm2.5 65.0 70.0 37.0 35.0 32.0 32.0 36.0 37.0 45.0 94.0 18.0
## CV residual -31.0 -26.4 -55.4 -60.1 -52.3 -37.7 -32.0 -29.4 -19.0 33.8 -23.1
## 735 737 743 755 756 759 761 764 765 767 769
## Predicted 91.7 93.9 97.8 100.4 100.1 91.4 90.8 89.5 87.9 84.3 82.9
## cvpred 91.8 94.0 97.9 100.5 100.2 91.4 90.8 89.4 87.8 84.1 82.7
## pm2.5 18.0 19.0 145.0 72.0 78.0 54.0 49.0 64.0 63.0 64.0 62.0
## CV residual -73.8 -75.0 47.1 -28.5 -22.2 -37.4 -41.8 -25.4 -24.8 -20.1 -20.7
## 770 773 777 780 781 783 785 786 793 798 802
## Predicted 99.0 98.35 99.4 87.3 86.6 92.5 90.4 93.2 90 94.540 93.9
## cvpred 99.1 98.46 99.5 87.3 86.6 92.6 90.5 93.3 90 94.649 94.0
## pm2.5 56.0 104.00 85.0 36.0 27.0 28.0 35.0 43.0 69 94.000 120.0
## CV residual -43.1 5.54 -14.5 -51.3 -59.6 -64.6 -55.5 -50.3 -21 -0.649 26.0
## 803 805 812 816 817 818 821 836 845 852 853
## Predicted 92.6 87 70.0 92.3 91.8 90.53 93.2 85.89 95.92 97.3 95.89
## cvpred 92.7 87 69.7 92.4 91.9 90.62 93.3 85.92 96.03 97.4 95.98
## pm2.5 72.0 34 87.0 114.0 103.0 99.00 78.0 79.00 87.00 114.0 100.00
## CV residual -20.7 -53 17.3 21.6 11.1 8.38 -15.3 -6.92 -9.03 16.6 4.02
## 855 859 862 863 865 866 868 871 878 879 880
## Predicted 96.6 96.2 94.8 94.0 93.3 92.6 91.1 87.77 93.3 91 89.7
## cvpred 96.7 96.3 94.8 94.1 93.3 92.6 91.1 87.68 93.3 91 89.7
## pm2.5 68.0 70.0 62.0 69.0 51.0 51.0 45.0 78.00 77.0 67 84.0
## CV residual -28.7 -26.3 -32.8 -25.1 -42.3 -41.6 -46.1 -9.68 -16.3 -24 -5.7
## 881 882 885 887 891 893 894 897 902 904 905
## Predicted 88.5 86.88 87.3 86.0 101.8 101.8 101.8 102.1 101.08 102.1 101.4
## cvpred 88.4 86.78 87.1 85.8 101.9 101.9 101.9 102.2 101.17 102.2 101.5
## pm2.5 77.0 83.00 189.0 71.0 69.0 71.0 77.0 90.0 105.00 125.0 141.0
## CV residual -11.4 -3.78 101.9 -14.8 -32.9 -30.9 -24.9 -12.2 3.83 22.8 39.5
## 907 911 913 914 915 917 921 928 933 934 940 943
## Predicted 101.8 103.2 102.5 102.3 101.8 102.5 99.6 102.8 104 103 103 103
## cvpred 101.9 103.3 102.6 102.4 101.9 102.6 99.7 102.9 104 103 103 103
## pm2.5 164.0 156.0 178.0 187.0 181.0 197.0 136.0 163.0 227 210 253 229
## CV residual 62.1 52.7 75.4 84.6 79.1 94.4 36.3 60.1 123 107 150 126
## 944 947 948 952 959 960 961 963 966 971 972
## Predicted 103.0 93.4 94.0 97.3 93.4 89.7 86.7 82.5 75.9 63.1 59.4
## cvpred 103.1 93.5 94.1 97.4 93.5 89.8 86.7 82.4 75.7 62.7 59.0
## pm2.5 199.0 176.0 91.0 51.0 156.0 27.0 16.0 21.0 8.0 14.0 16.0
## CV residual 95.9 82.5 -3.1 -46.4 62.5 -62.8 -70.7 -61.4 -67.7 -48.7 -43.0
## 977 979 980 981 983 986 991 992 994 997 999
## Predicted 84.8 78.4 76.2 73.9 69.2 62.6 88.8 87.9 83.9 87.2 89.5
## cvpred 84.8 78.3 76.1 73.7 69.0 62.2 88.9 87.9 83.9 87.2 89.6
## pm2.5 12.0 8.0 11.0 18.0 11.0 10.0 10.0 9.0 11.0 12.0 18.0
## CV residual -72.8 -70.3 -65.1 -55.7 -58.0 -52.2 -78.9 -78.9 -72.9 -75.2 -71.6
## 1000 1010 1015 1018 1019 1024 1026 1028 1034 1039 1041
## Predicted 88.3 85.9 87.3 90.2 88.9 90.4 89.7 92.1 92.1 86.2 85.6
## cvpred 88.3 85.9 87.4 90.3 89.0 90.5 89.8 92.3 92.1 86.2 85.5
## pm2.5 13.0 22.0 9.0 21.0 26.0 13.0 11.0 22.0 51.0 27.0 24.0
## CV residual -75.3 -63.9 -78.4 -69.3 -63.0 -77.5 -78.8 -70.3 -41.1 -59.2 -61.5
## 1047 1048 1049 1053 1055 1056 1057 1061 1062 1065 1066
## Predicted 92.5 91.9 90.3 87.7 97.3 96.9 97.7 93.2 89.2 89.6 86.6
## cvpred 92.6 92.0 90.4 87.6 97.4 97.0 97.8 93.2 89.2 89.7 86.6
## pm2.5 53.0 57.0 51.0 136.0 259.0 267.0 351.0 39.0 7.0 7.0 7.0
## CV residual -39.6 -35.0 -39.4 48.4 161.6 170.0 253.2 -54.2 -82.2 -82.7 -79.6
## 1068 1069 1071 1075 1078 1080 1083 1086 1088 1091 1097
## Predicted 89.5 89.1 87.2 81.6 89.8 87.3 86.6 90.6 90.2 86.3 88.0
## cvpred 89.6 89.2 87.2 81.6 89.9 87.4 86.7 90.7 90.3 86.3 88.1
## pm2.5 19.0 15.0 18.0 16.0 51.0 46.0 24.0 17.0 16.0 25.0 15.0
## CV residual -70.6 -74.2 -69.2 -65.6 -38.9 -41.4 -62.7 -73.7 -74.3 -61.3 -73.1
## 1099 1104 1112 1120 1121 1129 1132 1133 1139 1140 1141
## Predicted 90.4 93.9 90 92.72 91.8 97.7 95.8 94.2 66.4 61.2 55.0
## cvpred 90.5 94.0 90 92.79 91.8 97.8 95.9 94.3 66.0 60.8 54.5
## pm2.5 13.0 116.0 30 99.00 118.0 207.0 227.0 176.0 15.0 18.0 18.0
## CV residual -77.5 22.0 -60 6.21 26.2 109.2 131.1 81.7 -51.0 -42.8 -36.5
## 1143 1149 1152 1154 1155 1159 1164 1165 1166 1172 1173
## Predicted 46.6 92.8 90.8 93.5 94.9 93.9 91.8 91.4 90.2 91.2 89.6
## cvpred 45.9 92.9 90.9 93.6 95.0 94.0 91.9 91.5 90.3 91.3 89.7
## pm2.5 11.0 31.0 48.0 38.0 36.0 74.0 36.0 34.0 19.0 47.0 115.0
## CV residual -34.9 -61.9 -42.9 -55.6 -59.0 -20.0 -55.9 -57.5 -71.3 -44.3 25.3
## 1175 1180 1183 1187 1188 1191 1193 1194 1196 1201 1203
## Predicted 89.3 94.9 95.9 94.8 94.9 92.9 93.3 93.3 90.4 96.9 97.0
## cvpred 89.4 94.9 96.0 94.9 95.0 93.0 93.4 93.4 90.5 97.0 97.1
## pm2.5 236.0 168.0 185.0 112.0 107.0 82.0 40.0 45.0 49.0 205.0 204.0
## CV residual 146.6 73.1 89.0 17.1 12.0 -11.0 -53.4 -48.4 -41.5 108.0 106.9
## 1205 1207 1210 1211 1217 1220 1222 1225 1227 1229 1231 1232
## Predicted 97.3 98.3 98.0 98.0 101.1 99.5 102 101 101 101 98.4 98.4
## cvpred 97.4 98.5 98.1 98.1 101.2 99.6 102 101 101 101 98.5 98.4
## pm2.5 174.0 120.0 158.0 178.0 150.0 184.0 211 261 233 214 206.0 220.0
## CV residual 76.6 21.5 59.9 79.9 48.8 84.4 109 160 132 113 107.5 121.6
## 1236 1238 1241 1244 1248 1250 1251 1252 1253 1256 1262
## Predicted 91.2 82.1 75.8 97.3 98.2 103.0 102.1 100.2 98.77 96.62 86.3
## cvpred 91.2 82.0 75.6 97.4 98.2 103.1 102.2 100.3 98.83 96.64 86.1
## pm2.5 65.0 35.0 30.0 30.0 154.0 136.0 143.0 132.0 100.00 90.00 72.0
## CV residual -26.2 -47.0 -45.6 -67.4 55.8 32.9 40.8 31.7 1.17 -6.64 -14.1
## 1263 1268 1276 1287 1288 1290 1292 1294 1299 1301 1302 1304
## Predicted 84.7 81.5 100.7 101.8 102.1 101.4 102 102 103 102 102 99.6
## cvpred 84.5 81.3 100.8 101.9 102.2 101.5 102 103 103 102 102 99.6
## pm2.5 76.0 95.0 129.0 179.0 183.0 195.0 218 264 227 227 227 243.0
## CV residual -8.5 13.7 28.2 77.1 80.8 93.5 116 161 124 125 125 143.4
## 1312 1315 1317 1318 1319 1323 1334 1335 1338 1340 1342 1344
## Predicted 105 105 108 108 106 106.4 97.0 95.0 90.5 87.3 81.0 77.4
## cvpred 105 105 108 108 106 106.5 96.9 94.9 90.3 87.1 80.7 77.0
## pm2.5 298 353 309 284 244 135.0 248.0 180.0 138.0 136.0 118.0 55.0
## CV residual 193 248 201 176 138 28.5 151.1 85.1 47.7 48.9 37.3 -22.0
## 1348 1349 1350 1352 1357 1358 1359 1361 1362 1366 1370
## Predicted 73.4 73.4 72.7 71.6 102.1 101.4 101.23 97.3 96.1 91.3 83.2
## cvpred 73.0 73.0 72.2 71.2 102.2 101.5 101.31 97.3 96.1 91.3 83.0
## pm2.5 45.0 51.0 53.0 46.0 81.0 91.0 93.00 79.0 79.0 103.0 35.0
## CV residual -28.0 -22.0 -19.2 -25.2 -21.2 -10.5 -8.31 -18.3 -17.1 11.7 -48.0
## 1372 1374 1379 1380 1384 1389 1396 1399 1400 1405 1414
## Predicted 80.3 82.2 104 103.5 100.8 103.17 104 102 99.6 85.2 90.9
## cvpred 80.1 82.0 104 103.6 100.9 103.27 104 102 99.6 85.1 90.8
## pm2.5 29.0 29.0 89 138.0 105.0 98.00 128 139 119.0 20.0 108.0
## CV residual -51.1 -53.0 -15 34.4 4.1 -5.27 24 37 19.4 -65.1 17.2
## 1415 1418 1420 1421 1425 1427 1436 1438 1443 1448 1457
## Predicted 104.6 98.7 96.2 95.5 91.5 89.0 76.6 74.1 103.17 100.7 73.8
## cvpred 104.6 98.7 96.2 95.4 91.4 88.9 76.3 73.7 103.27 100.8 73.5
## pm2.5 128.0 59.0 35.0 35.0 17.0 39.0 91.0 89.0 108.00 125.0 30.0
## CV residual 23.4 -39.7 -61.2 -60.4 -74.4 -49.9 14.7 15.3 4.73 24.2 -43.5
## 1459 1462 1464 1465 1467 1472 1473 1477 1482 1483 1487
## Predicted 70.2 98.7 102.5 102.12 103.2 100.4 101.8 99.8 93.0 102 103.5
## cvpred 69.8 98.8 102.6 102.22 103.3 100.5 101.9 99.8 92.9 103 103.6
## pm2.5 28.0 116.0 129.0 109.00 92.0 114.0 121.0 165.0 227.0 224 123.0
## CV residual -41.8 17.2 26.4 6.78 -11.3 13.5 19.1 65.2 134.1 121 19.4
## 1490 1491 1493 1494 1499 1501 1502 1506 1508 1511 1513
## Predicted 100.839 99.58 104 104.2 100.5 98.5 97.2 102 105 102 98.8
## cvpred 100.897 99.62 104 104.3 100.5 98.5 97.2 102 105 102 98.8
## pm2.5 101.000 108.00 125 121.0 156.0 220.0 237.0 222 261 263 248.0
## CV residual 0.103 8.38 21 16.7 55.5 121.5 139.8 120 156 161 149.2
## 1515 1519 1524 1526 1529 1535 1538 1541 1544 1548 1550
## Predicted 87.3 70.9 45.3 40.1 89.7 82.5 76.2 69.6 62.3 91.1 91.9
## cvpred 87.2 70.5 44.6 39.3 89.8 82.4 76.0 69.3 61.9 91.2 92.0
## pm2.5 15.0 16.0 17.0 17.0 16.0 20.0 16.0 15.0 16.0 26.0 52.0
## CV residual -72.2 -54.5 -27.6 -22.3 -73.8 -62.4 -60.0 -54.3 -45.9 -65.2 -40.0
## 1551 1553 1566 1571 1574 1575 1578 1580 1582 1584 1587
## Predicted 92.6 97.3 85.0 98.1 98.68 98.65 95.5 98.7 99.4 98.0 101.4
## cvpred 92.7 97.4 84.9 98.2 98.78 98.73 95.5 98.8 99.5 98.1 101.4
## pm2.5 65.0 103.0 62.0 57.0 92.00 100.00 132.0 128.0 116.0 70.0 74.0
## CV residual -27.7 5.6 -22.9 -41.2 -6.78 1.27 36.5 29.2 16.5 -28.1 -27.4
## 1591 1597 1604 1605 1612 1615 1616 1617 1619 1626 1631
## Predicted 98 91.5 96.3 94.3 67.5 59.3 59.1 57.5 52.3 25.9 97.3
## cvpred 98 91.4 96.3 94.3 67.1 58.8 58.6 56.9 51.6 24.8 97.4
## pm2.5 61 26.0 63.0 47.0 10.0 13.0 20.0 18.0 14.0 14.0 27.0
## CV residual -37 -65.4 -33.3 -47.3 -57.1 -45.8 -38.6 -38.9 -37.6 -10.8 -70.4
## 1635 1636 1642 1649 1650 1652 1657 1658 1659 1662
## Predicted 97.6 96.6 96.94 90.9 89.6 88.8 101.104 101.10 101.3 100.7
## cvpred 97.7 96.7 97.04 90.9 89.6 88.8 101.209 101.21 101.4 100.8
## pm2.5 48.0 61.0 105.00 40.0 34.0 33.0 101.000 106.00 144.0 158.0
## CV residual -49.7 -35.7 7.96 -50.9 -55.6 -55.8 -0.209 4.79 42.6 57.2
## 1663 1664 1665 1670 1671 1675 1677 1678 1680 1681 1683
## Predicted 101.8 101.4 101.8 96.3 95.8 102.1 101 99.8 98.2 96.2 84.1
## cvpred 101.9 101.5 101.9 96.4 95.8 102.2 101 99.8 98.2 96.2 84.0
## pm2.5 135.0 145.0 161.0 167.0 162.0 189.0 222 216.0 223.0 213.0 59.0
## CV residual 33.1 43.5 59.1 70.6 66.2 86.8 121 116.2 124.8 116.8 -25.0
## 1686 1690 1695 1696 1702 1712 1715 1718 1719 1727 1728
## Predicted 72.0 94.7 81.5 93.3 101.1 99.7 94.1 91.0 90.1 75.0 99.7
## cvpred 71.7 94.8 81.4 93.4 101.2 99.8 94.1 90.9 90.0 74.7 99.8
## pm2.5 27.0 14.0 12.0 16.0 54.0 50.0 79.0 71.0 73.0 53.0 41.0
## CV residual -44.7 -80.8 -69.4 -77.4 -47.2 -49.8 -15.1 -19.9 -17.0 -21.7 -58.8
## 1731 1733 1734 1735 1737 1738 1748 1753 1758 1759
## Predicted 98.1 100.4 101.3 101.6 101.8 101.11 104.88 99.12 95.6 91.2
## cvpred 98.1 100.5 101.4 101.7 101.9 101.14 104.97 99.09 95.6 91.2
## pm2.5 65.0 75.0 80.0 80.0 86.0 93.00 108.00 103.00 132.0 69.0
## CV residual -33.1 -25.5 -21.4 -21.7 -15.9 -8.14 3.03 3.91 36.4 -22.2
## 1764 1765 1767 1770 1771 1773 1775 1777 1783 1788 1790
## Predicted 78.6 73.8 66.8 52.8 49.6 46.3 44.91 99.7 99.4 93.2 96.6
## cvpred 78.4 73.5 66.3 52.1 48.8 45.5 44.04 99.8 99.5 93.3 96.7
## pm2.5 26.0 21.0 21.0 17.0 25.0 30.0 38.00 61.0 55.0 73.0 56.0
## CV residual -52.4 -52.5 -45.3 -35.1 -23.8 -15.5 -6.04 -38.8 -44.5 -20.3 -40.7
## 1791 1796 1805 1810 1813 1819 1823 1828 1830 1832 1835
## Predicted 95.2 95.4 95.4 80.0 75.5 97.0 101.8 95.64 103.5 102.8 102.8
## cvpred 95.3 95.4 95.5 79.8 75.2 97.1 101.9 95.61 103.6 102.9 102.8
## pm2.5 60.0 62.0 41.0 28.0 22.0 28.0 66.0 91.00 83.0 90.0 144.0
## CV residual -35.3 -33.4 -54.5 -51.8 -53.2 -69.1 -35.9 -4.61 -20.6 -12.9 41.2
## 1839 1843 1845 1846 1851 1855 1856 1857 1863 1864 1874 1880 1881
## Predicted 105 103 105 105 106 108 107 106 108 108 108.3 96.3 89.4
## cvpred 105 103 105 105 106 108 107 106 108 108 108.4 96.2 89.2
## pm2.5 227 205 209 226 248 222 221 214 232 243 180.0 473.0 201.0
## CV residual 122 102 104 121 142 114 114 108 124 135 71.6 376.8 111.8
## 1884 1885 1886 1889 1892 1893 1899 1903 1906 1914 1915
## Predicted 74.2 66.0 57.71 38.97 33.3 32.02 102.8 103.2 99.5 91.54 90.6
## cvpred 73.8 65.5 57.11 38.07 32.2 30.93 102.9 103.3 99.6 91.52 90.6
## pm2.5 343.0 156.0 64.00 37.00 19.0 23.00 46.0 51.0 50.0 90.00 106.0
## CV residual 269.2 90.5 6.89 -1.07 -13.2 -7.93 -56.9 -52.3 -49.6 -1.52 15.4
## 1922 1923 1929 1930 1932 1937 1943 1948 1952 1954 1965
## Predicted 103.7 104.6 105.24 104 92.7 71.0 55.1 99.2 101.8 101.6 75.1
## cvpred 103.7 104.6 105.34 104 92.7 70.6 54.4 99.2 101.9 101.7 74.7
## pm2.5 87.0 90.0 112.00 315 761.0 128.0 18.0 24.0 60.0 58.0 55.0
## CV residual -16.7 -14.6 6.66 211 668.3 57.4 -36.4 -75.2 -41.9 -43.7 -19.7
## 1968 1969 1974 1976 1977 1978 1979 1982 1983 1990 1991
## Predicted 70.257 69.33 102.1 102.2 98.5 94.8 96.5 86.3 95.0 106.4 106.1
## cvpred 69.788 68.83 102.2 102.3 98.6 94.8 96.6 86.2 95.1 106.5 106.1
## pm2.5 69.000 70.00 70.0 63.0 67.0 76.0 65.0 29.0 20.0 63.0 36.0
## CV residual -0.788 1.17 -32.2 -39.3 -31.6 -18.8 -31.6 -57.2 -75.1 -43.5 -70.1
## 1992 1995 1996 1999 2000 2001 2002 2005 2006 2013 2016
## Predicted 104.1 99.8 98.4 103.3 92.8 87.5 85.3 72.4 92.5 99.4 101.8
## cvpred 104.2 99.8 98.4 103.3 92.8 87.5 85.3 72.2 92.6 99.5 101.9
## pm2.5 22.0 43.0 44.0 54.0 10.0 12.0 10.0 12.0 18.0 29.0 59.0
## CV residual -82.2 -56.8 -54.4 -49.3 -82.8 -75.5 -75.3 -60.2 -74.6 -70.5 -42.9
## 2017 2022 2023 2024 2026 2027 2028 2033 2034 2050 2053
## Predicted 101.8 100.4 101.1 102.5 96.6 94.0 91.7 86.0 83.3 91.7 87.5
## cvpred 101.9 100.5 101.2 102.6 96.7 94.1 91.8 85.9 83.2 91.6 87.4
## pm2.5 63.0 70.0 57.0 61.0 44.0 37.0 43.0 70.0 65.0 79.0 62.0
## CV residual -38.9 -30.5 -44.2 -41.6 -52.7 -57.1 -48.8 -15.9 -18.2 -12.6 -25.4
## 2059 2062 2065 2066 2071 2073 2079 2080 2081 2083
## Predicted 97.7 93.2 89.3 89.2 102.5 102.1 101.23 99.256 95.2 91.6
## cvpred 97.7 93.2 89.2 89.1 102.6 102.2 101.31 99.299 95.2 91.6
## pm2.5 61.0 54.0 41.0 48.0 68.0 88.0 99.00 100.000 63.0 46.0
## CV residual -36.7 -39.2 -48.2 -41.1 -34.6 -14.2 -2.31 0.701 -32.2 -45.6
## 2084 2086 2090 2091 2093 2094 2095 2097 2098 2100 2103 2105
## Predicted 91.1 88.4 87.2 86.5 86.8 104 103.5 106 103.6 100 106 108
## cvpred 91.0 88.2 87.1 86.3 86.6 104 103.6 106 103.7 100 106 108
## pm2.5 48.0 57.0 100.0 117.0 132.0 142 147.0 208 198.0 218 237 260
## CV residual -43.0 -31.2 12.9 30.7 45.4 38 43.4 102 94.3 118 131 152
## 2106 2110 2114 2118 2158 2165 2166 2167 2174 2176 2182
## Predicted 110 109 110 107 85.693 60.1 57.5 56.2 35.94571 25.94 9.78
## cvpred 110 109 110 107 85.517 59.6 56.9 55.7 34.99126 24.81 8.35
## pm2.5 259 366 288 271 85.000 31.0 26.0 24.0 35.00000 15.00 20.00
## CV residual 149 257 178 164 -0.517 -28.6 -30.9 -31.7 0.00874 -9.81 11.65
## 2186 2188 2189 2195 2197 2201 2202 2204 2213 2215 2217
## Predicted 101.3 97.1 97.2 76.8 67.6 54.7 51.1 49.6 99.5 98.3 100.1
## cvpred 101.4 97.2 97.3 76.6 67.3 54.2 50.5 48.9 99.6 98.4 100.2
## pm2.5 52.0 35.0 44.0 14.0 17.0 18.0 12.0 21.0 58.0 60.0 133.0
## CV residual -49.4 -62.2 -53.3 -62.6 -50.3 -36.2 -38.5 -27.9 -41.6 -38.4 32.8
## 2224 2231 2232 2233 2235 2237 2246 2257 2260 2261 2265
## Predicted 90.5 82.7 80.7 106 106 106 96.5 95.6 106.6 106.3 107.6
## cvpred 90.4 82.3 80.3 106 106 106 96.6 95.5 106.7 106.3 107.7
## pm2.5 128.0 168.0 164.0 184 194 191 44.0 199.0 187.0 166.0 166.0
## CV residual 37.6 85.7 83.7 78 88 85 -52.6 103.5 80.3 59.7 58.3
## 2268 2272 2274 2275 2277 2278 2279 2281 2284 2285 2289
## Predicted 106.3 100.1 96.5 106.5 108.5 108.5 109.4 108.0 98.0 95.7 82.5
## cvpred 106.3 100.1 96.4 106.5 108.5 108.5 109.5 108.1 98.1 95.7 82.3
## pm2.5 171.0 121.0 132.0 126.0 25.0 23.0 20.0 30.0 18.0 19.0 28.0
## CV residual 64.7 20.9 35.6 19.5 -83.5 -85.5 -89.5 -78.1 -80.1 -76.7 -54.3
## 2291 2292 2295 2299 2302 2306 2325 2326 2329 2330 2332 2333
## Predicted 73.9 70.3 92.9 86.2 98.7 100.6 75.24 74.3 68.3 66.7 63.8 62.2
## cvpred 73.6 70.0 93.0 86.2 98.8 100.7 74.84 73.8 67.7 66.1 63.1 61.5
## pm2.5 19.0 16.0 16.0 15.0 19.0 55.0 84.00 96.0 97.0 84.0 74.0 67.0
## CV residual -54.6 -54.0 -77.0 -71.2 -79.8 -45.7 9.16 22.2 29.3 17.9 10.9 5.5
## 2337 2338 2339 2340 2341 2342 2346 2348 2351 2353 2355
## Predicted 58.2 56.9 55.7 53.7 52.1 49.4 41.4 40.1 109.0 107.8 104.9
## cvpred 57.4 56.1 54.8 52.8 51.2 48.5 40.3 38.9 109.1 107.9 104.9
## pm2.5 78.0 91.0 107.0 107.0 127.0 132.0 105.0 144.0 124.0 150.0 128.0
## CV residual 20.6 34.9 52.2 54.2 75.8 83.5 64.7 105.1 14.9 42.1 23.1
## 2356 2357 2359 2360 2363 2366 2367 2369 2370 2373 2378
## Predicted 100.52 106.4 103.4 101.7 107.9 97.4 95.4 92.2 90.3 107.6 106.7
## cvpred 100.51 106.4 103.4 101.7 107.9 97.3 95.3 92.0 90.0 107.7 106.8
## pm2.5 103.00 60.0 63.0 77.0 77.0 81.0 77.0 66.0 60.0 90.0 89.0
## CV residual 2.49 -46.4 -40.4 -24.7 -30.9 -16.3 -18.3 -26.0 -30.0 -17.7 -17.8
## 2380 2381 2382 2383 2386 2390 2391 2392 2393 2396 2398
## Predicted 102.3 99.1 95.8 93.8 98.1 95 96.8 95.1 92.3 89.1 85.1
## cvpred 102.3 99.2 95.8 93.8 98.2 95 96.9 95.2 92.3 89.0 84.8
## pm2.5 49.0 14.0 14.0 16.0 17.0 24 22.0 22.0 32.0 29.0 58.0
## CV residual -53.3 -85.2 -81.8 -77.8 -81.2 -71 -74.9 -73.2 -60.3 -60.0 -26.8
## 2402 2403 2406 2407 2408 2412 2418 2419 2422 2428 2429
## Predicted 78.6 77.7 73.880 73.3 72.75 69.47 107.6 107 107.6 107.608 107.58
## cvpred 78.2 77.3 73.407 72.8 72.23 68.86 107.7 107 107.7 107.678 107.64
## pm2.5 40.0 44.0 73.000 89.0 80.00 67.00 63.0 81 87.0 108.000 116.00
## CV residual -38.2 -33.3 -0.407 16.2 7.77 -1.86 -44.7 -26 -20.7 0.322 8.36
## 2430 2438 2440 2441 2446 2448 2451 2453 2454 2455 2456
## Predicted 106.9 73.5 63.5 56.5 39.8 34.6 27.8 23.84 21.5 20.29 19.36
## cvpred 106.9 73.2 63.0 55.9 38.9 33.6 26.6 22.63 20.3 19.02 18.07
## pm2.5 105.0 40.0 29.0 31.0 11.0 7.0 14.0 13.00 16.0 14.00 14.00
## CV residual -1.9 -33.2 -34.0 -24.9 -27.9 -26.6 -12.6 -9.63 -4.3 -5.02 -4.07
## 2461 2462 2464 2467 2468 2474 2476 2477 2478 2479 2492
## Predicted -4.07 -8.91 -16.0 -21 95.2 98.0 101.1 101.8 99.0 100.4 97.94
## cvpred -5.68 -10.61 -17.8 -23 95.3 98.1 101.2 101.9 99.1 100.5 97.94
## pm2.5 14.00 13.00 11.0 13 17.0 81.0 48.0 42.0 39.0 26.0 94.00
## CV residual 19.68 23.61 28.8 36 -78.3 -17.1 -53.2 -59.9 -60.1 -74.5 -3.94
## 2493 2498 2500 2503 2505 2506 2509 2512 2513 2515 2517
## Predicted 95.8 84.96 81.0 77.9 75.8 74.5 72.0 68.1 108.0 107.6 108
## cvpred 95.7 84.67 80.7 77.5 75.3 74.0 71.4 67.4 108.1 107.7 108
## pm2.5 84.0 81.00 97.0 130.0 171.0 196.0 203.0 193.0 194.0 200.0 212
## CV residual -11.7 -3.67 16.3 52.5 95.7 122.0 131.6 125.6 85.9 92.3 104
## 2522 2526 2533 2534 2535 2540 2542 2543 2552 2553 2555 2556
## Predicted 106 105 108 107 105 97.3 93.40 90.74 79.7 78.1 75.6 74.3
## cvpred 106 105 108 107 105 97.2 93.19 90.49 79.3 77.6 75.1 73.8
## pm2.5 239 253 286 289 285 143.0 102.00 96.00 152.0 154.0 165.0 149.0
## CV residual 133 148 178 182 180 45.8 8.81 5.51 72.7 76.4 89.9 75.2
## 2560 2565 2566 2569 2580 2581 2584 2593 2595 2599 2600 2602
## Predicted 70.3 66.3 110.1 110.1 110.4 110.0 110 110 112 109 108 108
## cvpred 69.7 65.6 110.2 110.2 110.5 110.1 110 110 112 109 108 108
## pm2.5 144.0 138.0 184.0 206.0 200.0 207.0 248 389 382 342 324 272
## CV residual 74.3 72.4 73.8 95.8 89.5 96.9 138 279 270 233 216 164
## 2609 2611 2612 2613 2618 2620 2625 2630 2632 2634 2636
## Predicted 109.6 103.9 103.7 102.4 97.08 111.1 112.1 105.8 107 106.1 102.9
## cvpred 109.6 103.9 103.6 102.3 96.89 111.2 112.2 105.9 107 106.1 102.9
## pm2.5 170.0 121.0 198.0 184.0 94.00 100.0 94.0 90.0 73 77.0 76.0
## CV residual 60.4 17.1 94.4 81.7 -2.89 -11.2 -18.2 -15.9 -34 -29.1 -26.9
## 2637 2644 2649 2650 2651 2658 2659 2661 2663 2666 2668
## Predicted 108.0 107.3 105.8 102.9 100.6 103.7 102.1 107.1 105.3 110.4 109.9
## cvpred 108.1 107.4 105.8 102.9 100.5 103.7 102.1 107.1 105.3 110.5 109.9
## pm2.5 80.0 38.0 50.0 51.0 48.0 26.0 32.0 34.0 44.0 31.0 37.0
## CV residual -28.1 -69.4 -55.8 -51.9 -52.5 -77.7 -70.1 -73.1 -61.3 -79.5 -72.9
## 2678 2686 2688 2689 2691 2695 2697 2698 2699 2708 2709
## Predicted 97.8 108.5 104.9 109.6 109.4 104.4 102.4 99.1 105 87.5 99.5
## cvpred 97.7 108.5 104.9 109.6 109.5 104.4 102.4 99.1 105 87.4 99.6
## pm2.5 40.0 47.0 47.0 37.0 60.0 24.0 51.0 41.0 39 20.0 23.0
## CV residual -57.7 -61.5 -57.9 -72.6 -49.5 -80.4 -51.4 -58.1 -66 -67.4 -76.6
## 2712 2713 2715 2716 2720 2724 2725 2726 2727 2729 2731
## Predicted 95.7 93.7 93.1 92.5 107.5 103.7 101.5 98.3 96.0 90.2 86.58
## cvpred 95.6 93.6 93.0 92.4 107.6 103.7 101.5 98.2 95.8 89.9 86.24
## pm2.5 38.0 45.0 56.0 54.0 81.0 122.0 114.0 111.0 112.0 117.0 85.00
## CV residual -57.6 -48.6 -37.0 -38.4 -26.6 18.3 12.5 12.8 16.2 27.1 -1.24
## 2739 2743 2744 2749 2753 2755 2756 2758 2763 2764 2766 2767
## Predicted 73.3 68.2 67.0 55.4 109.6 102 100.5 110 103.4 99 91.9 89.6
## cvpred 72.7 67.5 66.3 54.5 109.7 102 100.4 110 103.4 99 91.9 89.5
## pm2.5 96.0 110.0 129.0 133.0 135.0 15 19.0 9 5.0 9 8.0 7.0
## CV residual 23.3 42.5 62.7 78.5 25.3 -87 -81.4 -101 -98.4 -90 -83.9 -82.5
## 2774 2775 2776 2778 2783 2791 2794 2795 2798 2808 2812
## Predicted 99.6 97 95.7 101.8 78.8 56.3 51.4 51.12 45.004 14.62 5.57
## cvpred 99.7 97 95.7 101.8 78.5 55.6 50.6 50.33 44.089 13.19 3.94
## pm2.5 26.0 25 20.0 15.0 11.0 19.0 31.0 42.00 45.000 11.00 13.00
## CV residual -73.7 -72 -75.7 -86.8 -67.5 -36.6 -19.6 -8.33 0.911 -2.19 9.06
## 2816 2819 2821 2822 2825 2826 2828 2830 2831 2834 2837
## Predicted -7.43 -18 -27.0 -31.5 -47.8 -52.3 -59.8 -65.4 -68.7 103.5 100.9
## cvpred -9.25 -20 -29.1 -33.8 -50.4 -54.9 -62.6 -68.4 -71.6 103.6 100.9
## pm2.5 13.00 14 14.0 13.0 20.0 16.0 17.0 15.0 38.0 16.0 20.0
## CV residual 22.25 34 43.1 46.8 70.4 70.9 79.6 83.4 109.6 -87.6 -80.9
## 2840 2841 2844 2852 2855 2856 2857 2860 2863 2865 2870
## Predicted 94.8 91.5 78.3 43 39.5 38.2 36.26 30.41 24.85 20.21 7.37
## cvpred 94.7 91.4 78.0 42 38.4 37.1 35.12 29.18 23.53 18.82 5.77
## pm2.5 21.0 20.0 16.0 22 15.0 19.0 27.00 32.00 20.00 28.00 16.00
## CV residual -73.7 -71.4 -62.0 -20 -23.4 -18.1 -8.12 2.82 -3.53 9.18 10.23
## 2871 2872 2873 2876 2877 2880 2881 2882 2883 2884 2889
## Predicted 5.19 2.650 -1.27 98.7 96.2 89.1 105.2 106.6 107.3 107 106.6
## cvpred 3.54 0.939 -3.03 98.7 96.1 88.9 105.3 106.7 107.4 107 106.7
## pm2.5 20.00 15.000 20.00 37.0 34.0 54.0 62.0 70.0 66.0 70 89.0
## CV residual 16.46 14.061 23.03 -61.7 -62.1 -34.9 -43.3 -36.7 -41.4 -37 -17.7
## 2890 2891 2895 2898 2907 2909 2910 2912 2913 2915
## Predicted 106.3 105.5 103.0 92.9 81.06 111.08 111.444 113.2 113.2 111.2
## cvpred 106.3 105.6 103.1 92.8 80.64 111.16 111.528 113.2 113.2 111.3
## pm2.5 90.0 86.0 69.0 35.0 77.00 102.00 111.000 132.0 146.0 142.0
## CV residual -16.3 -19.6 -34.1 -57.8 -3.64 -9.16 -0.528 18.8 32.8 30.7
## 2918 2921 2922 2924 2925 2931 2933 2934 2949 2950 2951
## Predicted 101.6 96.4 92.1 89.0 83.2 105.4 108.3 104.2 107.9 109.4 108.8
## cvpred 101.6 96.4 92.0 88.8 83.0 105.5 108.4 104.2 107.9 109.5 108.9
## pm2.5 63.0 55.0 45.0 32.0 32.0 43.0 45.0 44.0 142.0 142.0 150.0
## CV residual -38.6 -41.4 -47.0 -56.8 -51.0 -62.5 -63.4 -60.2 34.1 32.5 41.1
## 2953 2957 2958 2964 2968 2975 2978 2981 2982 2983
## Predicted 108.12 113.51 112.8 111.8 112.84 102.1 95.8 91.9 91.2 89.7
## cvpred 108.19 113.59 112.9 111.8 112.84 101.8 95.5 91.5 90.8 89.3
## pm2.5 118.00 120.00 129.0 128.0 104.00 142.0 182.0 202.0 202.0 198.0
## CV residual 9.81 6.41 16.1 16.2 -8.84 40.2 86.5 110.5 111.2 108.7
## 2984 2985 2986 2990 2994 2995 2997 3001 3003 3004 3006
## Predicted 89.7 88.5 87.7 107.7 87.5 80.5 68.1 48.9 44.6 105.7 103.8
## cvpred 89.3 88.0 87.3 107.7 87.1 80.1 67.5 48.0 43.6 105.8 103.8
## pm2.5 215.0 216.0 261.0 70.0 7.0 11.0 14.0 16.0 10.0 10.0 13.0
## CV residual 125.7 128.0 173.7 -37.7 -80.1 -69.1 -53.5 -32.0 -33.6 -95.8 -90.8
## 3007 3009 3012 3015 3016 3018 3022 3023 3025 3026 3028
## Predicted 103.2 96.8 90.1 79.4 76.2 71.7 104.4 102.8 97.6 96.0 94.5
## cvpred 103.2 96.7 89.8 79.0 75.7 71.1 104.4 102.8 97.5 95.9 94.3
## pm2.5 12.0 15.0 16.0 14.0 18.0 16.0 35.0 35.0 48.0 50.0 57.0
## CV residual -91.2 -81.7 -73.8 -65.0 -57.7 -55.1 -69.4 -67.8 -49.5 -45.9 -37.3
## 3030 3031 3035 3036 3037 3044 3046 3050 3052 3058 3066
## Predicted 110.8 111.8 113.2 103.4 98.1 76.8 76.1 109.7 110.4 112.5 100.3
## cvpred 110.8 111.8 113.2 103.4 98.0 76.4 75.6 109.8 110.5 112.5 100.2
## pm2.5 66.0 73.0 87.0 165.0 219.0 58.0 30.0 71.0 67.0 201.0 114.0
## CV residual -44.8 -38.8 -26.2 61.6 121.0 -18.4 -45.6 -38.8 -43.5 88.5 13.8
## 3068 3069 3072 3073 3074 3080 3085 3093 3095 3098 3100
## Predicted 95.7 93.4 110.8 113.8 114.5 92.6 73.5 87.27 105.2 103.6 108.3
## cvpred 95.5 93.2 110.8 113.9 114.6 92.5 73.0 87.11 105.3 103.6 108.4
## pm2.5 150.0 154.0 133.0 139.0 129.0 55.0 20.0 82.00 117.0 125.0 40.0
## CV residual 54.5 60.8 22.2 25.1 14.4 -37.5 -53.0 -5.11 11.7 21.4 -68.4
## 3113 3115 3119 3120 3124 3127 3128 3138 3140 3144 3145
## Predicted 73.3 65.4 50.9 48.4 38.0 35.6 33.6 107.8 108.3 105.4 104.1
## cvpred 72.8 64.8 50.0 47.4 36.8 34.3 32.4 107.9 108.4 105.4 104.1
## pm2.5 32.0 15.0 11.0 11.0 5.0 4.0 6.0 20.0 19.0 54.0 49.0
## CV residual -40.8 -49.8 -39.0 -36.4 -31.8 -30.3 -26.4 -87.9 -89.4 -51.4 -55.1
## 3149 3152 3153 3157 3158 3163 3165 3166 3167 3172 3173
## Predicted 110.8 111.6 111.8 109.1 109.7 101.3 98.7 97.1 95.9 110.1 109.7
## cvpred 110.8 111.7 111.8 109.2 109.8 101.2 98.6 97.0 95.7 110.2 109.8
## pm2.5 38.0 55.0 51.0 44.0 44.0 43.0 44.0 43.0 46.0 69.0 75.0
## CV residual -72.8 -56.7 -60.8 -65.2 -65.8 -58.2 -54.6 -54.0 -49.7 -41.2 -34.8
## 3176 3178 3179 3184 3185 3191 3192 3193 3195 3196 3197
## Predicted 110.4 109.6 112.8 105.9 104.7 96.4 95.9 95.1 111.4 110.4 110.04
## cvpred 110.5 109.7 112.9 105.9 104.6 96.2 95.7 94.9 111.5 110.5 110.11
## pm2.5 78.0 83.0 82.0 57.0 66.0 69.0 64.0 60.0 61.0 83.0 112.00
## CV residual -32.5 -26.7 -30.9 -48.9 -38.6 -27.2 -31.7 -34.9 -50.5 -27.5 1.89
## 3198 3199 3205 3214 3219 3220 3222 3223 3227 3229 3233
## Predicted 108.78 108.753 104.2 115.6 116 115 113 113 109.8 114.3 114.0
## cvpred 108.83 108.789 104.1 115.7 116 115 113 113 109.8 114.4 114.1
## pm2.5 99.00 108.000 147.0 193.0 231 237 235 222 191.0 181.0 170.0
## CV residual -9.83 -0.789 42.9 77.3 115 122 122 109 81.2 66.6 55.9
## 3235 3237 3238 3240 3247 3248 3249 3252 3255 3259 3260
## Predicted 109.4 107.42 107.4 104.17 97.7 96.1 95.1 92.5 86.9 80.45 80.42
## cvpred 109.4 107.39 107.3 104.06 97.4 95.8 94.9 92.1 86.5 79.89 79.85
## pm2.5 126.0 113.00 122.0 113.00 185.0 182.0 178.0 145.0 100.0 70.00 87.00
## CV residual 16.6 5.61 14.7 8.94 87.6 86.2 83.1 52.9 13.5 -9.89 7.15
## 3265 3268 3273 3278 3281 3287 3288 3293 3298 3301 3304
## Predicted 75.1 115.2 115.2 111.2 114.7 110.6 108.6 115.4 101.6 93.0 107.7
## cvpred 74.4 115.3 115.3 111.2 114.7 110.5 108.5 115.4 101.5 92.7 107.7
## pm2.5 51.0 44.0 53.0 76.0 89.0 74.0 84.0 89.0 13.0 53.0 60.0
## CV residual -23.4 -71.3 -62.3 -35.2 -25.7 -36.5 -24.5 -26.4 -88.5 -39.7 -47.7
## 3307 3308 3309 3311 3313 3315 3316 3324 3325 3327 3328
## Predicted 115.6 112.6 108.2 111.1 112.8 112 110 107.4 107.1 99.2 94.6
## cvpred 115.7 112.7 108.3 111.2 112.9 112 110 107.5 107.1 99.2 94.5
## pm2.5 41.0 56.0 33.0 41.0 49.0 41 34 44.0 36.0 27.0 30.0
## CV residual -74.7 -56.7 -75.3 -70.2 -63.9 -71 -76 -63.5 -71.1 -72.2 -64.5
## 3333 3334 3337 3339 3340 3343 3351 3357 3358 3361 3362
## Predicted 104.7 102.4 108.5 112.8 111.8 112.80 104.8 91.6 92.0 93.109 93.08
## cvpred 104.7 102.4 108.5 112.9 111.8 112.87 104.8 91.4 91.9 92.833 92.79
## pm2.5 28.0 32.0 61.0 66.0 89.0 104.00 39.0 43.0 54.0 93.000 91.00
## CV residual -76.7 -70.4 -47.5 -46.9 -22.8 -8.87 -65.8 -48.4 -37.9 0.167 -1.79
## 3365 3367 3368 3369 3370 3373 3375 3376 3385 3387
## Predicted 92.31 114.0 114.35 115.58 114.86 112.71 106.2 105.3 115 115
## cvpred 91.97 114.1 114.42 115.66 114.93 112.73 106.2 105.3 115 115
## pm2.5 101.00 95.0 105.00 110.00 116.00 120.00 72.0 79.0 229 229
## CV residual 9.03 -19.1 -9.42 -5.66 1.07 7.27 -34.2 -26.3 114 114
## 3388 3390 3396 3397 3399 3403 3404 3407 3410 3415 3421
## Predicted 113.8 113.13 114.8 116 111.2 106.5 103.5 114.89 113.8 115 113.51
## cvpred 113.9 113.19 114.9 116 111.3 106.4 103.4 114.97 113.9 115 113.59
## pm2.5 198.0 119.00 182.0 174 128.0 118.0 116.0 106.00 163.0 165 115.00
## CV residual 84.1 5.81 67.1 58 16.7 11.6 12.6 -8.97 49.1 50 1.41
## 3424 3426 3432 3437 3438 3440 3441 3442 3447 3450 3460
## Predicted 109.0 107.1 103.4 114.2 113.2 111.8 107.2 104.6 91.0 85.8 103.7
## cvpred 109.1 107.2 103.3 114.3 113.2 111.8 107.2 104.6 90.7 85.4 103.7
## pm2.5 70.0 53.0 93.0 85.0 98.0 45.0 40.0 35.0 28.0 26.0 28.0
## CV residual -39.1 -54.2 -10.3 -29.3 -15.2 -66.8 -67.2 -69.6 -62.7 -59.4 -75.7
## 3461 3463 3468 3469 3471 3472 3475 3477 3480 3485 3491
## Predicted 102.1 100.5 103.6 109.9 107.6 109.0 108.3 107.3 111.1 112.8 110.26
## cvpred 102.1 100.4 103.6 109.9 107.6 109.1 108.3 107.3 111.2 112.9 110.26
## pm2.5 16.0 14.0 46.0 39.0 55.0 45.0 57.0 43.0 39.0 92.0 118.00
## CV residual -86.1 -86.4 -57.6 -70.9 -52.6 -64.1 -51.3 -64.3 -72.2 -20.9 7.74
## 3494 3495 3501 3510 3512 3514 3516 3520 3521 3522 3523
## Predicted 104.3 102.4 90.9 114.5 116 114.6 116.3 115.3 114.8 113.5 112.3
## cvpred 104.2 102.2 90.6 114.6 116 114.7 116.3 115.4 114.8 113.5 112.2
## pm2.5 79.0 62.0 40.0 74.0 67 92.0 92.0 96.0 70.0 72.0 85.0
## CV residual -25.2 -40.2 -50.6 -40.6 -49 -22.7 -24.3 -19.4 -44.8 -41.5 -27.2
## 3531 3535 3538 3545 3547 3548 3556 3558 3559 3560 3566
## Predicted 117.6 117.65 114.8 118 116.5 117.4 117.6 117 117 117 110.5
## cvpred 117.7 117.72 114.8 118 116.5 117.5 117.7 117 117 117 110.6
## pm2.5 100.0 111.00 152.0 108 142.0 180.0 205.0 214 230 242 28.0
## CV residual -17.7 -6.72 37.2 -10 25.5 62.5 87.3 97 113 125 -82.6
## 3569 3574 3575 3577 3580 3581 3583 3587 3588 3591 3593 3596
## Predicted 103.3 116.6 117 113 105.7 102.8 113.3 107 105.4 110.7 112 113.6
## cvpred 103.3 116.7 117 113 105.6 102.7 113.4 107 105.4 110.7 112 113.6
## pm2.5 19.0 214.0 314 33 33.0 22.0 25.0 23 54.0 18.0 39 97.0
## CV residual -84.3 97.3 197 -80 -72.6 -80.7 -88.4 -84 -51.4 -92.7 -73 -16.6
## 3599 3600 3601 3607 3608 3611 3612 3614 3620 3621 3624
## Predicted 116.1 114.4 113.7 116.3 116.60 116.6 115.2 111.2 109.2 116.3 111.4
## cvpred 116.1 114.5 113.7 116.3 116.66 116.7 115.3 111.3 109.1 116.3 111.4
## pm2.5 83.0 94.0 77.0 98.0 118.00 77.0 76.0 69.0 79.0 61.0 179.0
## CV residual -33.1 -20.5 -36.7 -18.3 1.34 -39.7 -39.3 -42.3 -30.1 -55.3 67.6
## 3628 3630 3631 3635 3637 3639 3640 3644 3666 3672 3676
## Predicted 115.2 114.1 116.3 114.84 114.7 112.68 115.4 115.7 114.1 116.6 114.1
## cvpred 115.2 114.2 116.3 114.89 114.7 112.69 115.4 115.8 114.2 116.7 114.2
## pm2.5 94.0 92.0 86.0 106.00 110.0 103.00 98.0 100.0 74.0 159.0 134.0
## CV residual -21.2 -22.2 -30.3 -8.89 -4.7 -9.69 -17.4 -15.8 -40.2 42.3 19.8
## 3681 3685 3688 3689 3690 3691 3694 3697 3698 3699 3701
## Predicted 116.6 114.48 114.68 112.7 112.2 109.2 106.6 106.2 105.5 105 115.6
## cvpred 116.7 114.53 114.74 112.8 112.2 109.2 106.6 106.1 105.4 105 115.7
## pm2.5 152.0 122.00 108.00 101.0 92.0 82.0 90.0 79.0 71.0 64 76.0
## CV residual 35.3 7.47 -6.74 -11.8 -20.2 -27.2 -16.6 -27.1 -34.4 -41 -39.7
## 3703 3705 3707 3708 3783 3787 3789 3791 3793 3794 3795
## Predicted 115.6 114.9 114.2 113.8 109.69 104.6 100.0 97.4 94.9 93.7 116.3
## cvpred 115.7 114.9 114.2 113.8 109.67 104.4 99.7 97.2 94.6 93.4 116.3
## pm2.5 101.0 82.0 79.0 76.0 107.00 108.0 157.0 148.0 128.0 148.0 176.0
## CV residual -14.7 -32.9 -35.2 -37.8 -2.67 3.6 57.3 50.8 33.4 54.6 59.7
## 3834 3836 3841 3844 3848 3849 3852 3855 3859 3866 3870
## Predicted 111.7 109.8 114.5 113.8 114.8 113.2 107.6 116.1 111.6 117 117.3
## cvpred 111.7 109.8 114.6 113.8 114.8 113.2 107.5 116.1 111.6 117 117.4
## pm2.5 70.0 41.0 42.0 63.0 46.0 41.0 36.0 36.0 46.0 97 81.0
## CV residual -41.7 -68.8 -72.6 -50.8 -68.8 -72.2 -71.5 -80.1 -65.6 -20 -36.4
## 3872 3874 3876 3877 3882 3883 3884 3886 3888 3889 3893
## Predicted 117.3 117 115.9 115.2 113.4 112.7 111.7 109.8 117.6 117.3 114.8
## cvpred 117.4 117 115.9 115.2 113.4 112.6 111.7 109.7 117.7 117.4 114.8
## pm2.5 72.0 71 73.0 85.0 89.0 95.0 93.0 93.0 99.0 101.0 105.0
## CV residual -45.4 -46 -42.9 -30.2 -24.4 -17.6 -18.7 -16.7 -18.7 -16.4 -9.8
## 3895 3897 3898 3900 3905 3907 3908 3910 3920 3923 3925
## Predicted 112.5 111.7 111 117.29 114.4 112.6 117.44 116.72 110.2 106 104.1
## cvpred 112.5 111.7 111 117.36 114.5 112.6 117.49 116.76 110.2 106 103.9
## pm2.5 94.0 91.0 98 115.00 89.0 96.0 119.00 125.00 141.0 137 147.0
## CV residual -18.5 -20.7 -13 -2.36 -25.5 -16.6 1.51 8.24 30.8 31 43.1
## 3926 3930 3933 3946 3947 3948 3959 3965 3966 3973 3974
## Predicted 103.6 99.3 117.1 118.7 118 117 109.4 119.4 119.7 120.0 119.4
## cvpred 103.4 99.0 117.1 118.7 118 117 109.3 119.4 119.8 120.1 119.4
## pm2.5 143.0 173.0 37.0 82.0 68 56 137.0 198.0 175.0 148.0 136.0
## CV residual 39.6 74.0 -80.1 -36.7 -50 -61 27.7 78.6 55.2 27.9 16.6
## 3981 3982 3985 3995 3996 3999 4003 4004 4005 4006 4007
## Predicted 119.4 115.8 120.4 116.9 115.3 116.82 113.37 112.8 116.7 117.3 119.0
## cvpred 119.4 115.9 120.5 116.9 115.3 116.82 113.38 112.8 116.8 117.4 119.1
## pm2.5 152.0 183.0 105.0 81.0 95.0 125.00 109.00 20.0 20.0 22.0 27.0
## CV residual 32.6 67.1 -15.5 -35.9 -20.3 8.18 -4.38 -92.8 -96.8 -95.4 -92.1
## 4008 4012 4013 4014 4015 4018 4019 4020 4022 4027 4032
## Predicted 118.8 118 117.8 116.5 114.9 117.4 118 117.3 118.3 117.4 117.4
## cvpred 118.9 118 117.8 116.5 114.9 117.5 118 117.3 118.4 117.5 117.5
## pm2.5 30.0 50 46.0 42.0 35.0 43.0 30 27.0 35.0 29.0 49.0
## CV residual -88.9 -68 -71.8 -74.5 -79.9 -74.5 -88 -90.3 -83.4 -88.5 -68.5
## 4034 4038 4039 4041 4042 4047 4048 4050 4054 4056 4058
## Predicted 115.5 117.3 118 114.8 114.2 116.2 118.7 116.5 111.2 118.3 117.5
## cvpred 115.5 117.4 118 114.8 114.2 116.3 118.7 116.5 111.1 118.4 117.5
## pm2.5 34.0 40.0 41 49.0 61.0 74.0 79.0 69.0 88.0 69.0 89.0
## CV residual -81.5 -77.4 -77 -65.8 -53.2 -42.3 -39.7 -47.5 -23.1 -49.4 -28.5
## 4059 4064 4068 4069 4081 4085 4087 4091 4092 4094 4096
## Predicted 117.6 119.4 118.31 118.7 120.0 116.84 114.9 115.3 115.4 114 115
## cvpred 117.7 119.4 118.37 118.7 120.1 116.86 114.9 115.4 115.4 114 115
## pm2.5 98.0 92.0 109.00 74.0 205.0 124.00 95.0 48.0 21.0 11 10
## CV residual -19.7 -27.4 -9.37 -44.7 84.9 7.14 -19.9 -67.4 -94.4 -103 -105
## 4098 4099 4104 4105 4107 4110 4114 4117 4119 4124 4127
## Predicted 115.7 113.7 102.8 101 116.3 115.2 115.2 117.6 116.7 117.3 117.4
## cvpred 115.7 113.7 102.6 101 116.3 115.3 115.2 117.7 116.8 117.4 117.5
## pm2.5 49.0 49.0 70.0 61 66.0 42.0 63.0 85.0 85.0 92.0 107.0
## CV residual -66.7 -64.7 -32.6 -40 -50.3 -73.3 -52.2 -32.7 -31.8 -25.4 -10.5
## 4128 4131 4132 4165 4167 4169 4172 4174 4175 4179 4181
## Predicted 116.7 119.35 119.35 110.3 107.8 105.2 102.7 114.7 113.4 108.9 107.5
## cvpred 116.7 119.42 119.42 110.3 107.8 105.2 102.6 114.7 113.5 108.9 107.4
## pm2.5 132.0 122.00 121.00 48.0 39.0 40.0 62.0 66.0 68.0 63.0 76.0
## CV residual 15.3 2.58 1.58 -62.3 -68.8 -65.2 -40.6 -48.7 -45.5 -45.9 -31.4
## 4182 4185 4188 4190 4192 4194 4198 4200 4201 4202 4203
## Predicted 116.3 116.42 113.96 110.8 107.9 113.8 111.2 116.3 116.60 115.9 115
## cvpred 116.3 116.49 114.01 110.8 107.8 113.9 111.2 116.3 116.66 115.9 115
## pm2.5 68.0 120.00 106.00 70.0 49.0 48.0 81.0 98.0 114.00 169.0 231
## CV residual -48.3 3.51 -8.01 -40.8 -58.8 -65.9 -30.2 -18.3 -2.66 53.1 116
## 4207 4218 4220 4227 4228 4233 4235 4236 4237 4238 4242
## Predicted 119.2 111.6 110.3 119.0 117 118.7 118 118 116.7 115.5 114.2
## cvpred 119.3 111.6 110.2 119.1 117 118.7 118 118 116.8 115.5 114.3
## pm2.5 191.0 171.0 150.0 204.0 251 205.0 205 184 160.0 150.0 133.0
## CV residual 71.7 59.4 39.8 84.9 134 86.3 87 66 43.2 34.5 18.7
## 4244 4245 4247 4248 4249 4251 4252 4254 4255 4256
## Predicted 110.7 110.12 105.87 105 104.4 101.62 101.60 117.1 117.44 117.6
## cvpred 110.6 110.05 105.76 105 104.3 101.46 101.42 117.2 117.49 117.7
## pm2.5 127.0 119.00 102.00 91 92.0 100.00 97.00 94.0 121.00 153.0
## CV residual 16.4 8.95 -3.76 -14 -12.3 -1.46 -4.42 -23.2 3.51 35.3
## 4258 4264 4266 4267 4271 4272 4274 4275 4277 4278
## Predicted 116.7 113.40 111.19 116.032 118.10 116.2 119.35 119.4 119.4 118.82
## cvpred 116.8 113.42 111.15 116.075 118.14 116.2 119.42 119.4 119.4 118.87
## pm2.5 163.0 117.00 117.00 116.000 112.00 97.0 126.00 151.0 134.0 118.00
## CV residual 46.2 3.58 5.85 -0.075 -6.14 -19.2 6.58 31.6 14.6 -0.87
## 4279 4281 4282 4283 4284 4285 4290 4292 4294 4295 4296
## Predicted 118.10 116.1 119.7 118.7 118.6 118.1 110.4 108.6 107.3 106.6 104.7
## cvpred 118.14 116.1 119.8 118.7 118.7 118.2 110.3 108.5 107.2 106.4 104.5
## pm2.5 124.00 101.0 131.0 137.0 166.0 152.0 174.0 198.0 194.0 200.0 190.0
## CV residual 5.86 -15.1 11.2 18.3 47.3 33.8 63.7 89.5 86.8 93.6 85.5
## 4297 4299 4300 4301 4303 4307 4312 4313 4314 4316 4317 4318
## Predicted 103.9 103 101.8 120 120 119.3 115 113.4 112.2 111.4 110.2 121.1
## cvpred 103.7 103 101.5 120 120 119.4 115 113.4 112.1 111.3 110.1 121.2
## pm2.5 196.0 199 201.0 215 249 181.0 170 194.0 196.0 166.0 174.0 158.0
## CV residual 92.3 96 99.5 95 129 61.6 55 80.6 83.9 54.7 63.9 36.8
## 4322 4323 4325 4328 4330 4332 4341 4344 4350 4353 4357
## Predicted 117.9 116.5 119.7 120.4 119.3 120.4 114 121.1 117 121.4 121.783
## cvpred 117.9 116.5 119.8 120.5 119.4 120.5 114 121.2 117 121.5 121.848
## pm2.5 155.0 158.0 160.0 197.0 195.0 159.0 230 219.0 225 174.0 121.000
## CV residual 37.1 41.5 40.2 76.5 75.6 38.5 116 97.8 108 52.5 -0.848
## 4360 4361 4365 4366 4367 4369 4370 4371 4373 4380 4387
## Predicted 117.7 120.2 116.3 120.0 119.5 116.8 115.9 113.6 110.8 118.3 113.6
## cvpred 117.7 120.2 116.3 120.1 119.6 116.9 115.9 113.6 110.7 118.4 113.6
## pm2.5 92.0 38.0 40.0 36.0 27.0 46.0 43.0 37.0 45.0 40.0 15.0
## CV residual -25.7 -82.2 -76.3 -84.1 -92.6 -70.9 -72.9 -76.6 -65.7 -78.4 -98.6
## 4389 4392 4393 4395 4396 4398 4404 4407 4409 4410 4412
## Predicted 114.4 119.4 119.7 120.0 120.4 120.4 120.0 116.2 112.6 111.7 109.7
## cvpred 114.4 119.4 119.8 120.1 120.5 120.5 120.1 116.2 112.6 111.7 109.6
## pm2.5 34.0 41.0 34.0 54.0 73.0 90.0 93.0 88.0 68.0 72.0 48.0
## CV residual -80.4 -78.4 -85.8 -66.1 -47.5 -30.5 -27.1 -28.2 -44.6 -39.7 -61.6
## 4419 4422 4425 4431 4434 4440 4441 4442 4446 4455 4457
## Predicted 120.73 120.0 120.0 114.8 114.4 109.8 120.4 120.05 117.7 106.3 99.1
## cvpred 120.79 120.1 120.1 114.8 114.4 109.7 120.5 120.11 117.8 106.3 99.0
## pm2.5 127.00 161.0 119.0 47.0 56.0 87.0 105.0 117.00 104.0 8.0 13.0
## CV residual 6.21 40.9 -1.1 -67.8 -58.4 -22.7 -15.5 -3.11 -13.8 -98.3 -86.0
## 4458 4459 4461 4464 4471 4475 4476 4481 4482 4483 4484
## Predicted 97.2 95.7 99.3 116.8 114.7 111.8 110 105.9 104.3 103.0 102.8
## cvpred 97.0 95.6 99.1 116.8 114.7 111.8 110 105.9 104.2 102.9 102.6
## pm2.5 12.0 9.0 20.0 44.0 24.0 19.0 4 21.0 23.0 17.0 25.0
## CV residual -85.0 -86.6 -79.1 -72.8 -90.7 -92.8 -106 -84.9 -81.2 -85.9 -77.6
## 4486 4488 4496 4498 4508 4511 4512 4515 4519 4520 4521
## Predicted 101.1 99.5 116.6 113.7 119.0 115.1 114.4 110.8 118.8 118.5 118
## cvpred 100.9 99.2 116.7 113.7 119.1 115.1 114.4 110.7 118.9 118.5 118
## pm2.5 50.0 59.0 46.0 39.0 76.0 67.0 61.0 45.0 46.0 63.0 74
## CV residual -50.9 -40.2 -70.7 -74.7 -43.1 -48.1 -53.4 -65.7 -72.9 -55.5 -44
## 4522 4523 4529 4531 4532 4540 4547 4554 4562 4563 4572
## Predicted 117.3 116.7 113.3 112.6 111 101.9 115.5 121.1 119.4 119.4 111
## cvpred 117.3 116.8 113.4 112.7 111 101.7 115.5 121.2 119.4 119.4 111
## pm2.5 77.0 71.0 14.0 31.0 32 67.0 96.0 105.0 40.0 43.0 83
## CV residual -40.3 -45.8 -99.4 -81.7 -79 -34.7 -19.5 -16.2 -79.4 -76.4 -28
## 4575 4580 4581 4592 4594 4598 4608 4617 4618 4621 4624
## Predicted 109.62 115.6 115 103.5 102.1 120.7 119.5 119.3 118.6 120.7 120.02
## cvpred 109.47 115.6 115 103.3 101.8 120.8 119.6 119.4 118.6 120.8 120.06
## pm2.5 117.00 77.0 72 165.0 155.0 178.0 161.0 69.0 83.0 100.0 122.00
## CV residual 7.53 -38.6 -43 61.7 53.2 57.2 41.4 -50.4 -35.6 -20.8 1.94
## 4625 4626 4630 4631 4635 4637 4640 4641 4642 4644 4646
## Predicted 120.7 120.0 120.7 121.1 120.0 118.6 120.2 119 118.2 121.8 120.2
## cvpred 120.8 120.1 120.8 121.2 120.1 118.6 120.2 119 118.2 121.8 120.2
## pm2.5 155.0 184.0 185.0 186.0 145.0 107.0 58.0 61 72.0 105.0 92.0
## CV residual 34.2 63.9 64.2 64.8 24.9 -11.6 -62.2 -58 -46.2 -16.8 -28.2
## 4654 4657 4659 4661 4662 4665 4671 4676 4678 4685
## Predicted 109.11 121.783 120.7 121.07 121.8 121.78 119.3 116.6 121.6 120.7
## cvpred 108.97 121.848 120.8 121.12 121.8 121.85 119.3 116.6 121.7 120.7
## pm2.5 99.00 122.000 141.0 120.00 103.0 124.00 95.0 130.0 167.0 162.0
## CV residual -9.97 0.152 20.2 -1.12 -18.8 2.15 -24.3 13.4 45.3 41.3
## 4686 4689 4693 4695 4696 4703 4710 4711 4714 4715 4716 4717
## Predicted 119.3 120.4 119.3 117.8 121.8 121 121 120.7 119 119 122 122
## cvpred 119.3 120.4 119.3 117.8 121.8 121 121 120.7 119 119 123 122
## pm2.5 141.0 175.0 167.0 196.0 172.0 264 231 209.0 310 304 290 283
## CV residual 21.7 54.6 47.7 78.2 50.2 143 110 88.3 191 185 167 161
## 4718 4719 4720 4723 4726 4727 4728 4733 4734 4735 4736
## Predicted 121.4 119.8 119.2 114.4 112.6 120.88 120.7 120.7 121.8 122.1 122.5
## cvpred 121.4 119.8 119.2 114.3 112.5 120.93 120.8 120.7 121.8 122.2 122.5
## pm2.5 212.0 185.0 195.0 178.0 116.0 127.00 61.0 53.0 68.0 60.0 73.0
## CV residual 90.6 65.2 75.8 63.7 3.5 6.07 -59.8 -67.7 -53.8 -62.2 -49.5
## 4739 4741 4744 4746 4750 4751 4755 4759 4762 4763 4764
## Predicted 120.7 119.2 120.319 116 111.6 111.0 109 120.38 121.43 121.1 121.4
## cvpred 120.7 119.2 120.344 116 111.5 110.9 109 120.43 121.48 121.1 121.4
## pm2.5 154.0 186.0 120.000 90 143.0 145.0 267 122.00 123.00 167.0 153.0
## CV residual 33.3 66.8 -0.344 -26 31.5 34.1 158 1.57 1.52 45.9 31.6
## 4765 4775 4777 4780 4781 4783 4784 4788 4789 4791 4795 4797
## Predicted 122.1 110.4 107 104 103 102 101 97.9 97.2 92.7 120.0 118.8
## cvpred 122.2 110.3 107 104 103 102 101 97.5 96.8 92.3 120.1 118.8
## pm2.5 149.0 142.0 147 227 236 258 250 263.0 270.0 212.0 47.0 55.0
## CV residual 26.8 31.7 40 123 133 156 149 165.5 173.2 119.7 -73.1 -63.8
## 4799 4800 4809 4811 4814 4815 4821 4823 4825 4827 4829
## Predicted 119.3 120.0 114.3 112.2 120.4 119.5 109.8 108.4 108.3 106.9 121.1
## cvpred 119.4 120.1 114.3 112.1 120.5 119.6 109.7 108.2 108.2 106.8 121.2
## pm2.5 36.0 50.0 43.0 46.0 27.0 34.0 39.0 49.0 47.0 75.0 101.0
## CV residual -83.4 -70.1 -71.3 -66.1 -93.5 -85.6 -70.7 -59.2 -61.2 -31.8 -20.2
## 4830 4831 4835 4838 4846 4855 4859 4860 4861 4862 4864
## Predicted 120.4 120.7 121.8 119.5 108.7 121.8 122.4 122.8 122.8 123 119.6
## cvpred 120.5 120.8 121.8 119.5 108.5 121.8 122.5 122.9 122.9 123 119.6
## pm2.5 92.0 99.0 70.0 54.0 70.0 209.0 197.0 202.0 206.0 201 130.0
## CV residual -28.5 -21.8 -51.8 -65.5 -38.5 87.2 74.5 79.1 83.1 78 10.4
## 4867 4868 4869 4870 4873 4876 4879 4881 4883 4889 4891
## Predicted 117 116.3 115.8 114.5 111 123.2 122 122 122 114.6 110.67
## cvpred 117 116.3 115.7 114.4 111 123.2 122 122 122 114.5 110.53
## pm2.5 139 153.0 194.0 176.0 189 172.0 227 245 226 132.0 102.00
## CV residual 22 36.7 78.3 61.6 78 48.8 105 123 104 17.5 -8.53
## 4892 4894 4898 4901 4907 4908 4911 4912 4916 4919
## Predicted 109.415 107.59 103.6 102.19 121.3 122.8 118 116.4 109.6 108.13
## cvpred 109.255 107.39 103.4 101.87 121.4 122.9 118 116.4 109.4 107.93
## pm2.5 110.000 99.00 84.0 105.00 104.0 85.0 77 71.0 71.0 111.00
## CV residual 0.745 -8.39 -19.4 3.13 -17.4 -37.9 -41 -45.4 -38.4 3.07
## 4923 4927 4932 4934 4937 4938 4939 4942 4943 4944 4945
## Predicted 104 122.5 123.5 121.91 115.7 113.0 110.3 108.1 107.4 107.1 106.3
## cvpred 104 122.5 123.5 121.95 115.6 112.9 110.2 107.9 107.2 106.8 106.1
## pm2.5 211 201.0 201.0 113.00 111.0 118.0 128.0 138.0 150.0 146.0 161.0
## CV residual 107 78.5 77.5 -8.95 -4.6 5.1 17.8 30.1 42.8 39.2 54.9
## 4949 4953 4954 4957 4959 4960 4962 4963 4970 4973 4974 4977
## Predicted 122.8 122 122 123 122 120 116.4 115.8 120.7 118.5 118 117
## cvpred 122.9 122 122 124 122 120 116.3 115.7 120.7 118.5 118 117
## pm2.5 204.0 227 244 249 262 269 194.0 174.0 193.0 208.0 225 230
## CV residual 81.1 105 122 125 140 149 77.7 58.3 72.3 89.5 107 113
## 4981 4982 4988 4990 4991 4992 4993 4994 4995 5004 5009
## Predicted 119 116.4 104.5 101.9 100.6 100.6 99.3 98.1 97.3 90.0 118
## cvpred 119 116.3 104.3 101.5 100.3 100.2 98.9 97.7 96.9 89.4 118
## pm2.5 176 192.0 140.0 126.0 139.0 138.0 152.0 150.0 157.0 178.0 193
## CV residual 57 75.7 35.7 24.5 38.7 37.8 53.1 52.3 60.1 88.6 75
## 5011 5013 5016 5017 5019 5021 5023 5025 5030 5031 5033 5040
## Predicted 115 113 111 109.9 107.9 105.9 104.5 103.7 121.1 119.8 117.0 124
## cvpred 115 113 111 109.7 107.7 105.7 104.2 103.4 121.1 119.8 116.9 124
## pm2.5 189 194 188 159.0 149.0 131.0 149.0 156.0 204.0 178.0 210.0 285
## CV residual 74 81 77 49.3 41.3 25.3 44.8 52.6 82.9 58.2 93.1 161
## 5042 5046 5059 5060 5061 5070 5071 5072 5073 5082 5083 5085
## Predicted 119 112.8 125 124.5 124.2 124 125 125 126 100.4 96.7 117
## cvpred 119 112.7 125 124.6 124.2 124 125 125 126 100.1 96.4 117
## pm2.5 230 199.0 267 205.0 188.0 242 259 234 248 18.0 18.0 13
## CV residual 111 86.3 142 80.4 63.8 118 134 109 122 -82.1 -78.4 -104
## 5090 5092 5094 5096 5104 5114 5115 5116 5118 5121
## Predicted 118.6 118.2 116.4 121.6 110.4 1.05e+02 119.0 119.7 118.3 118.3
## cvpred 118.6 118.2 116.4 121.7 110.4 1.05e+02 119.1 119.8 118.4 118.4
## pm2.5 22.0 53.0 48.0 45.0 30.0 1.05e+02 78.0 64.0 41.0 100.0
## CV residual -96.6 -65.2 -68.4 -76.7 -80.4 1.03e-03 -41.1 -55.8 -77.4 -18.4
## 5124 5127 5128 5135 5142 5144 5147 5149 5152 5158 5159
## Predicted 115.9 116 115.6 110.5 105.60 118 118.8 118.7 119.4 121.1 121.1
## cvpred 115.9 116 115.7 110.4 105.44 118 118.9 118.7 119.4 121.2 121.2
## pm2.5 90.0 65 44.0 52.0 96.00 121 184.0 163.0 161.0 174.0 199.0
## CV residual -25.9 -51 -71.7 -58.4 -9.44 3 65.1 44.3 41.6 52.8 77.8
## 5162 5165 5167 5169 5173 5177 5180 5181 5184 5187 5188
## Predicted 120.7 121.3 121.8 121.1 118.2 111.0 105.9 104 119.5 119.5 118.3
## cvpred 120.8 121.3 121.8 121.1 118.2 110.9 105.6 104 119.6 119.6 118.3
## pm2.5 202.0 178.0 178.0 159.0 137.0 35.0 36.0 38 43.0 28.0 19.0
## CV residual 81.2 56.7 56.2 37.9 18.8 -75.9 -69.6 -66 -76.6 -91.6 -99.3
## 5193 5194 5198 5211 5215 5216 5218 5226 5231 5233 5237
## Predicted 111.6 102.2 86.6 59.7 57.1 54.8 52.0 110.2 107.0 105.6 117.3
## cvpred 111.5 102.1 86.2 58.8 56.1 53.8 50.9 110.1 106.9 105.4 117.3
## pm2.5 33.0 24.0 30.0 10.0 13.0 25.0 23.0 20.0 38.0 62.0 76.0
## CV residual -78.5 -78.1 -56.2 -48.8 -43.1 -28.8 -27.9 -90.1 -68.9 -43.4 -41.3
## 5239 5240 5241 5252 5254 5257 5258 5260 5261 5265 5267
## Predicted 119.0 119.0 118.7 100.6 98.8 118.8 119.7 120 119.5 117.2 115.2
## cvpred 119.1 119.1 118.7 100.4 98.6 118.9 119.8 120 119.6 117.2 115.2
## pm2.5 92.0 105.0 90.0 39.0 39.0 45.0 40.0 44 55.0 68.0 71.0
## CV residual -27.1 -14.1 -28.7 -61.4 -59.6 -73.9 -79.8 -76 -64.6 -49.2 -44.2
## 5268 5271 5272 5274 5276 5278 5285 5287 5293 5295 5298
## Predicted 119.7 118.1 117.35 115.71 113.9 111.9 121 121.8 121.4 119 116.2
## cvpred 119.8 118.1 117.37 115.68 113.8 111.8 121 121.8 121.5 119 116.2
## pm2.5 66.0 98.0 114.00 125.00 124.0 157.0 231 208.0 207.0 245 209.0
## CV residual -53.8 -20.1 -3.37 9.32 10.2 45.2 110 86.2 85.5 126 92.8
## 5302 5303 5304 5308 5311 5313 5314 5315 5316 5319 5320 5324
## Predicted 122 122 122 122 114.09 109.1 106.8 113 114.5 118.3 117.53 112
## cvpred 122 123 122 122 114.11 109.1 106.8 113 114.6 118.3 117.55 112
## pm2.5 297 275 295 271 123.00 32.0 34.0 45 17.0 83.0 110.00 154
## CV residual 175 152 173 149 8.89 -77.1 -72.8 -68 -97.6 -35.3 -7.55 42
## 5325 5326 5330 5334 5336 5341 5346 5349 5353 5356 5357
## Predicted 110.9 110.8 122.1 118.6 117.1 111.7 102.6 97.8 118.6 119.7 120.6
## cvpred 110.8 110.7 122.2 118.6 117.1 111.6 102.4 97.5 118.6 119.8 120.7
## pm2.5 160.0 175.0 194.0 101.0 92.0 181.0 79.0 69.0 83.0 70.0 74.0
## CV residual 49.2 64.3 71.8 -17.6 -25.1 69.4 -23.4 -28.5 -35.6 -49.8 -46.7
## 5359 5361 5364 5366 5368 5371 5373 5382 5383 5385 5386
## Predicted 120.0 121.42 121.1 120.73 120.7 116.6 115.3 117.4 117 123.2 123.16
## cvpred 120.1 121.48 121.2 120.79 120.8 116.6 115.2 117.4 117 123.2 123.22
## pm2.5 111.0 117.00 93.0 111.00 105.0 71.0 47.0 88.0 87 96.0 132.00
## CV residual -9.1 -4.48 -28.2 -9.79 -15.8 -45.6 -68.2 -29.4 -30 -27.2 8.78
## 5387 5465 5467 5468 5470 5475 5476 5477 5482 5484
## Predicted 123.5 112.119 109.9 106.9 104.4 102.33 101.6 100.9 118.3 114.3
## cvpred 123.5 112.105 109.8 106.8 104.2 102.08 101.4 100.6 118.3 114.3
## pm2.5 141.0 112.000 45.0 69.0 92.0 97.00 114.0 140.0 188.0 174.0
## CV residual 17.5 -0.105 -64.8 -37.8 -12.2 -5.08 12.6 39.4 69.7 59.7
## 5489 5495 5498 5500 5502 5503 5505 5509 5514 5515 5516
## Predicted 102.0 93.7 93.6 91.7 89.7 88.4 86.6 122 118.7 118.3 116.9
## cvpred 101.8 93.3 93.2 91.2 89.2 87.9 86.0 122 118.7 118.3 116.9
## pm2.5 118.0 156.0 249.0 285.0 318.0 326.0 312.0 246 140.0 140.0 152.0
## CV residual 16.2 62.7 155.8 193.8 228.8 238.1 226.0 124 21.3 21.7 35.1
## 5523 5524 5526 5527 5531 5534 5535 5537 5539 5542 5544
## Predicted 120.7 120.0 117.5 116.3 112.3 121.1 120.7 118.76 118 121.8 121.8
## cvpred 120.8 120.1 117.5 116.2 112.2 121.2 120.8 118.78 118 121.8 121.8
## pm2.5 89.0 85.0 88.0 97.0 100.0 75.0 93.0 124.00 129 137.0 210.0
## CV residual -31.8 -35.1 -29.5 -19.2 -12.2 -46.2 -27.8 5.22 11 15.2 88.2
## 5546 5550 5551 5552 5559 5560 5561 5562 5563 5564
## Predicted 121.8 121.42 119.48 118.9 120.0 119.99 119.1 116.8 115.8 114.6
## cvpred 121.8 121.48 119.51 118.9 120.1 120.02 119.1 116.7 115.8 114.5
## pm2.5 154.0 126.00 121.00 132.0 93.0 116.00 146.0 138.0 144.0 151.0
## CV residual 32.2 4.52 1.49 13.1 -27.1 -4.02 26.9 21.3 28.2 36.5
## 5570 5578 5579 5584 5586 5591 5592 5595 5596 5597 5601 5604
## Predicted 107.8 118.8 115.2 105.0 116.8 117 115 116.4 115 112 116.0 115
## cvpred 107.7 118.8 115.2 104.8 116.9 117 115 116.4 115 112 116.1 115
## pm2.5 62.0 50.0 35.0 44.0 21.0 13 9 17.0 4 8 23.0 12
## CV residual -45.7 -68.8 -80.2 -60.8 -95.9 -104 -106 -99.4 -111 -104 -93.1 -103
## 5606 5609 5612 5613 5620 5628 5630 5631 5632 5636 5639
## Predicted 115.1 112.5 111.1 110.4 118.3 114.9 119.4 118.3 118.1 115.7 114.3
## cvpred 115.2 112.5 111.1 110.3 118.4 114.9 119.4 118.4 118.2 115.7 114.2
## pm2.5 17.0 15.0 38.0 45.0 56.0 62.0 63.0 57.0 65.0 70.0 169.0
## CV residual -98.2 -97.5 -73.1 -65.3 -62.4 -52.9 -56.4 -61.4 -53.2 -45.7 54.8
## 5640 5643 5645 5648 5653 5655 5656 5657 5660 5665 5666
## Predicted 113.6 110.2 120.0 120.7 119.4 115.9 112.54 109.5 101.7 117.6 116.9
## cvpred 113.5 110.1 120.1 120.8 119.5 115.9 112.48 109.4 101.4 117.7 116.9
## pm2.5 157.0 173.0 190.0 182.0 202.0 127.0 117.00 87.0 34.0 61.0 72.0
## CV residual 43.5 62.9 69.9 61.2 82.5 11.1 4.52 -22.4 -67.4 -56.7 -44.9
## 5668 5670 5671 5675 5676 5678 5679 5682 5684 5690 5695
## Predicted 115.8 117.6 117.3 118.1 119.7 117.3 119.4 114.6 114.9 119.0 113.7
## cvpred 115.9 117.7 117.4 118.2 119.8 117.3 119.4 114.6 114.9 119.1 113.7
## pm2.5 77.0 83.0 76.0 74.0 81.0 82.0 75.0 71.0 81.0 124.0 81.0
## CV residual -38.9 -34.7 -41.4 -44.2 -38.8 -35.3 -44.4 -43.6 -33.9 4.9 -32.7
## 5697 5698 5700 5707 5709 5710 5714 5718 5722 5732 5736
## Predicted 110.8 109.5 116.4 119.0 116.7 114.1 109.4 105.3 100.8 115.2 118.3
## cvpred 110.7 109.4 116.4 119.1 116.8 114.2 109.4 105.1 100.6 115.2 118.4
## pm2.5 71.0 57.0 44.0 45.0 101.0 26.0 33.0 46.0 41.0 42.0 44.0
## CV residual -39.7 -52.4 -72.4 -74.1 -15.8 -88.2 -76.4 -59.1 -59.6 -73.2 -74.4
## 5737 5739 5745 5752 5754 5756 5757 5760 5762 5763 5766
## Predicted 118 118.34 111.5 116 114.8 113.5 113.5 112.2 119.72 119.7 120.4
## cvpred 118 118.41 111.5 116 114.8 113.5 113.4 112.1 119.78 119.8 120.5
## pm2.5 44 127.00 47.0 16 35.0 44.0 55.0 97.0 110.00 136.0 191.0
## CV residual -74 8.59 -64.5 -100 -79.8 -69.5 -58.4 -15.1 -9.78 16.2 70.5
## 5767 5773 5777 5781 5783 5785 5787 5788 5789 5791 5793
## Predicted 120.4 120.0 113.0 107.91 107 119.0 119.7 119.4 118.7 118 119.4
## cvpred 120.5 120.1 112.9 107.78 107 119.1 119.8 119.4 118.7 118 119.4
## pm2.5 160.0 98.0 60.0 99.00 88 102.0 107.0 100.0 103.0 130 77.0
## CV residual 39.5 -22.1 -52.9 -8.78 -19 -17.1 -12.8 -19.4 -15.7 12 -42.4
## 5795 5796 5800 5801 5803 5805 5806 5811 5812 5813 5814
## Predicted 117.4 115.4 119.5 119 117.5 117 116 120.0 119.4 119.7 119.0
## cvpred 117.4 115.4 119.6 119 117.5 117 115 120.1 119.4 119.8 119.1
## pm2.5 95.0 83.0 58.0 88 70.0 217 224 60.0 59.0 45.0 65.0
## CV residual -22.4 -32.4 -61.6 -31 -47.5 100 109 -60.1 -60.4 -74.8 -54.1
## 5815 5825 5826 5830 5832 5833 5834 5837 5844 5845 5849
## Predicted 118.3 113.9 112.5 120.4 120.4 119.7 120.4 117.8 114.3 113 107.4
## cvpred 118.4 113.9 112.5 120.5 120.5 119.8 120.5 117.8 114.3 113 107.2
## pm2.5 72.0 80.0 101.0 107.0 100.0 99.0 105.0 95.0 61.0 52 55.0
## CV residual -46.4 -33.9 -11.5 -13.5 -20.5 -20.8 -15.5 -22.8 -53.3 -61 -52.2
## 5851 5853 5854 5855 5857 5859 5864 5866 5870 5876 5877
## Predicted 104.5 119.7 118.1 119.0 118.7 119.4 118.7 116.9 119.0 119.3 119
## cvpred 104.3 119.8 118.2 119.1 118.7 119.4 118.7 116.9 119.1 119.3 119
## pm2.5 37.0 59.0 53.0 73.0 82.0 105.0 36.0 59.0 39.0 143.0 191
## CV residual -67.3 -60.8 -65.2 -46.1 -36.7 -14.4 -82.7 -57.9 -80.1 23.7 72
## 5878 5879 5881 5884 5887 5889 5893 5902 5905 5908 5910
## Predicted 118.6 118 120 119.3 120.2 117.4 109.2 119.18 118.7 118.5 118
## cvpred 118.6 118 120 119.4 120.3 117.4 109.1 119.24 118.7 118.6 118
## pm2.5 211.0 224 254 135.0 93.0 100.0 52.0 118.00 155.0 81.0 101
## CV residual 92.4 106 134 15.6 -27.3 -17.4 -57.1 -1.24 36.3 -37.6 -17
## 5911 5916 5924 5926 5930 5933 5935 5936 5938 5945 5948
## Predicted 118.3 117.3 112.8 111.4 119.0 119.0 118.3 118.6 118 118.3 114.7
## cvpred 118.4 117.4 112.8 111.3 119.1 119.1 118.4 118.7 118 118.3 114.6
## pm2.5 93.0 74.0 89.0 90.0 88.0 103.0 91.0 161.0 170 96.0 97.0
## CV residual -25.4 -43.4 -23.8 -21.3 -31.1 -16.1 -27.4 42.3 52 -22.3 -17.6
## 5956 5958 5960 5962 5963 5967 5968 5969 5973 5974 5976 5979
## Predicted 118.7 119.4 120.0 120.0 119.5 119.4 119.3 118.6 119 122 122 122
## cvpred 118.7 119.4 120.1 120.1 119.6 119.4 119.4 118.6 119 122 122 122
## pm2.5 168.0 177.0 177.0 150.0 131.0 103.0 95.0 99.0 224 232 229 278
## CV residual 49.3 57.6 56.9 29.9 11.4 -16.4 -24.4 -19.6 105 110 107 156
## 5981 5992 5995 5997 5998 5999 6002 6005 6006 6011 6013
## Predicted 121.8 109 116.9 113.4 118.3 118 116.4 117 116.6 114.3 112.6
## cvpred 121.8 109 116.9 113.4 118.4 118 116.4 117 116.7 114.4 112.7
## pm2.5 201.0 41 54.0 58.0 61.0 64 102.0 81 79.0 58.0 67.0
## CV residual 79.2 -68 -62.9 -55.4 -57.4 -54 -14.4 -36 -37.7 -56.4 -45.7
## 6014 6018 6020 6022 6027 6028 6031 6032 6033 6034 6035
## Predicted 112.6 108.97 109.61 116.60 112.5 111 117 117 117 117 116.6
## cvpred 112.7 108.94 109.55 116.66 112.5 111 117 117 117 117 116.7
## pm2.5 81.0 111.00 100.00 125.00 142.0 122 154 213 216 227 210.0
## CV residual -31.7 2.06 -9.55 8.34 29.5 11 37 96 99 110 93.3
## 6036 6039 6052 6053 6054 6062 6064 6065 6066 6068 6070
## Predicted 117 115.8 117.6 117.6 116.96 101.0 97.1 95.8 93.1 91.8 117.8
## cvpred 117 115.9 117.7 117.7 117.03 100.9 96.9 95.6 92.9 91.5 117.9
## pm2.5 220 204.0 200.0 189.0 108.00 24.0 27.0 38.0 39.0 66.0 198.0
## CV residual 103 88.1 82.3 71.3 -9.03 -76.9 -69.9 -57.6 -53.9 -25.5 80.1
## 6074 6078 6096 6101 6105 6108 6111 6113 6116 6126 6127
## Predicted 110.6 115 117.6 117 116.57 113.2 114.5 113.2 110.4 117.6 117.286
## cvpred 110.6 115 117.7 117 116.62 113.3 114.6 113.3 110.3 117.7 117.353
## pm2.5 170.0 18 72.0 164 119.00 91.0 85.0 103.0 123.0 206.0 117.000
## CV residual 59.4 -97 -45.7 47 2.38 -22.3 -29.6 -10.3 12.7 88.3 -0.353
## 6128 6133 6136 6138 6139 6142 6147 6148 6149 6151 6156
## Predicted 116.72 116.6 116.1 113.7 112.12 109.9 118 118 118 116.2 118
## cvpred 116.76 116.6 116.1 113.7 112.11 109.8 118 118 118 116.2 118
## pm2.5 111.00 141.0 129.0 124.0 121.00 180.0 277 310 242 136.0 182
## CV residual -5.76 24.4 12.9 10.3 8.89 70.2 159 192 124 19.8 64
## 6157 6158 6160 6162 6171 6177 6178 6183 6188 6192 6193 6196
## Predicted 117.3 116.6 114.5 112.3 120 119 119 112.7 104 99.8 99.0 96.4
## cvpred 117.3 116.7 114.5 112.3 120 119 119 112.7 104 99.4 98.7 96.0
## pm2.5 177.0 183.0 128.0 166.0 360 334 333 190.0 240 254.0 203.0 200.0
## CV residual 59.7 66.3 13.5 53.7 240 215 214 77.3 136 154.6 104.3 104.0
## 6197 6198 6202 6204 6211 6213 6219 6224 6225 6233 6235
## Predicted 95.6 94.9 92.4 89.8 81.2 75.8 62.8 117.6 117.3 108.0 115.2
## cvpred 95.2 94.5 92.0 89.3 80.5 75.1 61.9 117.7 117.4 107.9 115.3
## pm2.5 181.0 176.0 226.0 247.0 224.0 170.0 112.0 61.0 53.0 9.0 30.0
## CV residual 85.8 81.5 134.0 157.7 143.5 94.9 50.1 -56.7 -64.4 -98.9 -85.3
## 6236 6241 6244 6251 6252 6254 6255 6258 6261 6271 6275
## Predicted 116 112.2 114.7 109.3 114.0 115.2 115 113.4 115.2 115.2 112.5
## cvpred 116 112.2 114.8 109.3 114.1 115.3 115 113.4 115.3 115.2 112.5
## pm2.5 14 26.0 16.0 20.0 23.0 21.0 3 23.0 54.0 55.0 87.0
## CV residual -102 -86.2 -98.8 -89.3 -91.1 -94.3 -112 -90.4 -61.3 -60.2 -25.5
## 6279 6280 6289 6290 6295 6296 6297 6299 6301 6302 6555
## Predicted 114.7 114 115.9 115.5 116.96 116.60 115.88 114.44 113 111.8 115
## cvpred 114.7 114 115.9 115.6 117.03 116.66 115.93 114.47 113 111.7 115
## pm2.5 79.0 70 84.0 91.0 115.00 121.00 109.00 121.00 124 143.0 258
## CV residual -35.7 -44 -31.9 -24.6 -2.03 4.34 -6.93 6.53 11 31.3 143
## 6556 6557 6558 6560 6562 6563 6566 6574 6576 6577 6581 6584
## Predicted 113.3 113 114.2 113.5 115.6 115 116.3 117 115 113.2 117.3 113.4
## cvpred 113.4 113 114.3 113.5 115.7 115 116.3 117 116 113.2 117.4 113.4
## pm2.5 196.0 192 165.0 155.0 211.0 274 194.0 243 256 168.0 75.0 51.0
## CV residual 82.6 79 50.7 41.5 95.3 159 77.7 126 140 54.8 -42.4 -62.4
## 6585 6587 6589 6591 6594 6595 6598 6600 6608 6613 6614
## Predicted 112.1 106 97.2 89.3 77.5 74.0 67.1 65.2 46.3 26.3 21.3
## cvpred 112.1 106 97.0 89.0 77.0 73.3 66.4 64.4 45.3 24.9 19.9
## pm2.5 47.0 22 11.0 11.0 5.0 7.0 13.0 12.0 13.0 11.0 11.0
## CV residual -65.1 -84 -86.0 -78.0 -72.0 -66.3 -53.4 -52.4 -32.3 -13.9 -8.9
## 6615 6616 6619 6620 6622 6624 6626 6631 6632 6633 6636
## Predicted 17.42 15.22 6.56 3.33 0.587 -1.92 110.8 105.7 105.7 110.4 109.7
## cvpred 15.92 13.65 4.81 1.52 -1.300 -3.86 110.8 105.7 105.7 110.5 109.8
## pm2.5 10.00 8.00 6.00 8.00 7.000 7.00 23.0 22.0 27.0 22.0 15.0
## CV residual -5.92 -5.65 1.19 6.48 8.300 10.86 -87.8 -83.7 -78.7 -88.5 -94.8
## 6637 6638 6639 6640 6641 6644 6646 6647 6660 6661 6663
## Predicted 109.0 109.3 110.4 109.1 108.6 113.5 113.5 114.2 112.4 112.8 112.6
## cvpred 109.1 109.4 110.5 109.2 108.6 113.6 113.6 114.3 112.5 112.9 112.7
## pm2.5 17.0 21.0 24.0 24.0 26.0 27.0 47.0 41.0 44.0 39.0 55.0
## CV residual -92.1 -88.4 -86.5 -85.2 -82.6 -86.6 -66.6 -73.3 -68.5 -73.9 -57.7
## 6666 6668 6672 6677 6678 6679 6684 6690 6691 6692 6693 6697
## Predicted 110.4 115.6 115.6 113.8 114.2 113.51 115 112 112 117 118 116
## cvpred 110.4 115.7 115.7 113.9 114.3 113.59 115 112 112 117 118 116
## pm2.5 72.0 99.0 192.0 151.0 136.0 115.00 263 264 320 372 435 505
## CV residual -38.4 -16.7 76.3 37.1 21.7 1.41 148 152 208 255 317 389
## 6698 6704 6706 6710 6711 6712 6713 6715 6717 6718 6719 6723 6725
## Predicted 116 115 116 115 114 113 111 117 116 116 116 114 115
## cvpred 116 115 116 115 114 113 111 117 116 116 116 114 115
## pm2.5 465 388 384 355 348 344 330 252 327 365 391 458 431
## CV residual 349 273 268 240 234 231 219 135 211 249 275 344 316
## 6727 6728 6730 6732 6733 6735 6737 6741 6746 6749 6752 6753 6758
## Predicted 114 116 116 117 117 114 109.4 116 114 114 114 115 115
## cvpred 114 116 116 117 117 115 109.4 116 114 114 114 115 115
## pm2.5 387 349 348 344 369 422 175.0 400 290 283 311 318 350
## CV residual 273 233 232 227 252 307 65.6 284 176 169 197 203 235
## 6759 6763 6765 6769 6776 6778 6779 6780 6782 6783 6790 6793 6797
## Predicted 115 116 116 115 116 116 116 117 114 116 117 108 97.8
## cvpred 115 116 116 115 116 116 116 117 115 116 117 108 97.6
## pm2.5 374 449 411 434 385 397 392 408 420 399 394 32 4.0
## CV residual 259 333 295 319 269 281 276 291 305 283 277 -76 -93.6
## 6802 6811 6815 6817 6818 6823 6824 6828 6836 6841 6842
## Predicted 109 109.0 110.8 110.0 110.1 109.2 110.8 107.6 106.1 111.4 111.1
## cvpred 109 109.1 110.8 110.1 110.2 109.2 110.8 107.6 106.1 111.5 111.1
## pm2.5 4 13.0 21.0 37.0 30.0 33.0 48.0 31.0 55.0 168.0 187.0
## CV residual -105 -96.1 -89.8 -73.1 -80.2 -76.2 -62.8 -76.6 -51.1 56.5 75.9
## 6845 6846 6847 6848 6849 6850 6851 6852 6856 6859
## Predicted 110.52 111.444 111.4 111.1 111.4 112.8 112.5 112.1 108.22 105.47
## cvpred 110.58 111.528 111.5 111.2 111.5 112.9 112.5 112.2 108.24 105.42
## pm2.5 118.00 111.000 99.0 86.0 66.0 56.0 55.0 63.0 107.00 114.00
## CV residual 7.42 -0.528 -12.5 -25.2 -45.5 -56.9 -57.5 -49.2 -1.24 8.58
## 6861 6862 6864 6867 6868 6869 6873 6874 6875 6883 6884
## Predicted 115 114.2 111.69 100.2 108.3 105.7 98.8 97.2 94.2 71.5 69.2
## cvpred 115 114.3 111.72 100.1 108.4 105.8 98.8 97.1 94.1 71.0 68.7
## pm2.5 164 193.0 118.00 13.0 13.0 10.0 22.0 12.0 22.0 21.0 16.0
## CV residual 49 78.7 6.28 -87.1 -95.4 -95.8 -76.8 -85.1 -72.1 -50.0 -52.7
## 6891 6902 6908 6913 6916 6919 6922 6924 6926 6927 6930
## Predicted 56.9 102 86.2 110.75 107.8 109.6 106.7 106.481 104.6 103.7 98.5
## cvpred 56.1 102 85.9 110.84 107.8 109.6 106.8 106.503 104.6 103.6 98.4
## pm2.5 15.0 24 67.0 111.00 134.0 97.0 34.0 106.000 79.0 50.0 47.0
## CV residual -41.1 -78 -18.9 0.16 26.2 -12.6 -72.8 -0.503 -25.6 -53.6 -51.4
## 6934 6939 6940 6942 6945 6955 6956 6959 6961 6975 6976
## Predicted 90.7 77.5 74.8 70.9 67.9 104.6 105.6 108.0 107.3 105.2 103.6
## cvpred 90.4 77.1 74.4 70.5 67.3 104.6 105.7 108.1 107.4 105.2 103.6
## pm2.5 46.0 27.0 24.0 23.0 44.0 59.0 64.0 80.0 81.0 79.0 75.0
## CV residual -44.4 -50.1 -50.4 -47.5 -23.3 -45.6 -41.7 -28.1 -26.4 -26.2 -28.6
## 6977 6980 6981 6982 6983 6985 6987 6991 6994 6995 6996
## Predicted 103 110.8 110.4 110.8 110.4 109.7 110.8 110.8 111.4 111.1 110.7
## cvpred 103 110.8 110.5 110.8 110.5 109.8 110.8 110.8 111.5 111.2 110.8
## pm2.5 68 47.0 47.0 41.0 38.0 42.0 40.0 61.0 73.0 60.0 81.0
## CV residual -35 -63.8 -63.5 -69.8 -72.5 -67.8 -70.8 -49.8 -38.5 -51.2 -29.8
## 6997 7000 7001 7003 7013 7015 7016 7021 7022 7023 7025
## Predicted 111.1 111.1 111.4 112.1 110.4 111.4 110.8 110.8 110.4 110.0 111.1
## cvpred 111.2 111.2 111.5 112.2 110.5 111.5 110.8 110.8 110.5 110.1 111.2
## pm2.5 79.0 87.0 93.0 79.0 92.0 79.0 86.0 74.0 87.0 79.0 78.0
## CV residual -32.2 -24.2 -18.5 -33.2 -18.5 -32.5 -24.8 -36.8 -23.5 -31.1 -33.2
## 7026 7040 7041 7044 7048 7050 7052 7053 7054 7059
## Predicted 110.7 112.1 112.13 111.8 112.5 110.34 110.31 113.5 112.8 113.0
## cvpred 110.8 112.2 112.22 111.8 112.5 110.39 110.35 113.6 112.9 113.1
## pm2.5 73.0 100.0 103.00 140.0 127.0 105.00 115.00 161.0 180.0 164.0
## CV residual -37.8 -12.2 -9.22 28.2 14.5 -5.39 4.65 47.4 67.1 50.9
## 7062 7066 7069 7073 7077 7080 7081 7085 7087 7093 7099
## Predicted 112.5 112.8 112.5 113.2 113.5 111.9 111.2 112.8 112.4 115 115
## cvpred 112.5 112.9 112.5 113.2 113.6 111.9 111.2 112.9 112.5 115 115
## pm2.5 142.0 147.0 165.0 201.0 204.0 174.0 178.0 158.0 164.0 225 271
## CV residual 29.5 34.1 52.5 87.8 90.4 62.1 66.8 45.1 51.5 110 156
## 7102 7106 7107 7109 7110 7111 7113 7114 7119 7122 7123 7128
## Predicted 114 113 113 112 111 111 112 107.8 88.8 82.2 79.5 98.9
## cvpred 114 114 113 112 111 111 112 107.8 88.5 81.8 79.1 98.9
## pm2.5 275 256 251 260 252 234 218 63.0 8.0 11.0 13.0 15.0
## CV residual 161 142 138 148 141 123 106 -44.8 -80.5 -70.8 -66.1 -83.9
## 7131 7134 7137 7141 7142 7143 7146 7149 7151 7155 7156
## Predicted 90.7 80.4 76.2 65.8 62.2 56.0 40.1 29.7 98.5 96.0 94.1
## cvpred 90.5 80.1 75.8 65.2 61.6 55.3 39.1 28.5 98.6 96.1 94.1
## pm2.5 10.0 7.0 17.0 11.0 12.0 12.0 8.0 14.0 9.0 7.0 4.0
## CV residual -80.5 -73.1 -58.8 -54.2 -49.6 -43.3 -31.1 -14.5 -89.6 -89.1 -90.1
## 7158 7164 7165 7170 7182 7185 7186 7187 7188 7190 7193
## Predicted 93.4 97.1 94.1 96.1 104.2 105.2 105.2 103.5 101.8 100.3 99.74
## cvpred 93.4 97.2 94.2 96.2 104.3 105.3 105.3 103.6 101.9 100.4 99.76
## pm2.5 4.0 9.0 10.0 8.0 76.0 92.0 82.0 69.0 73.0 89.0 97.00
## CV residual -89.4 -88.2 -84.2 -88.2 -28.3 -13.3 -23.3 -34.6 -28.9 -11.4 -2.76
## 7201 7203 7204 7207 7208 7209 7210 7212 7215 7216 7223
## Predicted 105.0 106 105.03 103.3 102.7 102.2 100.9 98.9 105.7 103.8 107.3
## cvpred 105.1 106 105.11 103.4 102.8 102.2 100.9 98.9 105.8 103.8 107.4
## pm2.5 176.0 174 107.00 89.0 82.0 76.0 83.0 67.0 37.0 44.0 41.0
## CV residual 70.9 68 1.89 -14.4 -20.8 -26.2 -17.9 -31.9 -68.8 -59.8 -66.4
## 7228 7230 7232 7238 7240 7245 7246 7248 7251 7252 7253
## Predicted 108.2 106.2 106.3 96.3 92.4 99.5 97.9 106.6 103.4 102.6 101.2
## cvpred 108.3 106.3 106.3 96.3 92.3 99.5 97.9 106.7 103.4 102.7 101.2
## pm2.5 79.0 88.0 76.0 34.0 19.0 42.0 49.0 51.0 75.0 69.0 57.0
## CV residual -29.3 -18.3 -30.3 -62.3 -73.3 -57.5 -48.9 -55.7 -28.4 -33.7 -44.2
## 7258 7264 7265 7266 7267 7270 7277 7280 7282 7284 7286
## Predicted 106.4 103.1 104.2 105 108.7 108.0 102.7 98.8 97.6 95.0 91.8
## cvpred 106.5 103.2 104.2 105 108.8 108.1 102.7 98.7 97.5 94.8 91.6
## pm2.5 38.0 9.0 15.0 24 45.0 92.0 117.0 57.0 47.0 64.0 60.0
## CV residual -68.5 -94.2 -89.2 -81 -63.8 -16.1 14.3 -41.7 -50.5 -30.8 -31.6
## 7288 7289 7290 7299 7301 7302 7303 7305 7362 7363 7364
## Predicted 106 102.6 101.7 101.2 98.0 97.3 95.0 103.6 105.7 107.3 107.13
## cvpred 106 102.7 101.7 101.2 97.9 97.2 94.9 103.7 105.8 107.4 107.22
## pm2.5 30 22.0 24.0 71.0 86.0 61.0 58.0 41.0 61.0 75.0 109.00
## CV residual -76 -80.7 -77.7 -30.2 -11.9 -36.2 -36.9 -62.7 -44.8 -32.4 1.78
## 7365 7372 7374 7375 7377 7379 7385 7386 7387 7394 7395
## Predicted 107.5 101.8 99.8 98.4 96.6 93.4 101.1 99.9 99.3 105.3 108.0
## cvpred 107.5 101.8 99.8 98.4 96.5 93.3 101.1 99.9 99.3 105.4 108.1
## pm2.5 143.0 51.0 85.0 53.0 55.0 41.0 44.0 39.0 43.0 148.0 130.0
## CV residual 35.5 -50.8 -14.8 -45.4 -41.5 -52.3 -57.1 -60.9 -56.3 42.6 21.9
## 7396 7399 7402 7404 7405 7413 7415 7416 7421 7423 7438 7439
## Predicted 106.95 104 101.2 99.1 107.3 109.4 108 108 106.2 107.3 111 111
## cvpred 107.03 104 101.2 99.1 107.4 109.5 108 108 106.3 107.4 111 111
## pm2.5 98.00 79 54.0 49.0 51.0 154.0 187 232 122.0 147.0 419 463
## CV residual -9.03 -25 -47.2 -50.1 -56.4 44.5 79 124 15.7 39.6 308 352
## 7442 7443 7448 7450 7452 7454 7455 7457 7458 7461 7462
## Predicted 109 108 106.0 96.3 87.2 77.9 72.3 61.6 56.4 47.9 45.9
## cvpred 109 108 106.1 96.3 87.0 77.5 71.9 61.0 55.7 47.0 45.0
## pm2.5 479 343 14.0 11.0 16.0 11.0 15.0 13.0 16.0 9.0 10.0
## CV residual 370 235 -92.1 -85.3 -71.0 -66.5 -56.9 -48.0 -39.7 -38.0 -35.0
## 7465 7470 7472 7474 7477 7485 7489 7506 7509 7523 7524
## Predicted 41.8 37.6 30.5 103 90.4 98.7 102.1 102.5 103.50 104.2 103.1
## cvpred 40.8 36.5 29.3 103 90.3 98.8 102.2 102.6 103.59 104.3 103.2
## pm2.5 18.0 7.0 9.0 7 10.0 21.0 21.0 66.0 111.00 59.0 77.0
## CV residual -22.8 -29.5 -20.3 -96 -80.3 -77.8 -81.2 -36.6 7.41 -45.3 -26.2
## 7529 7530 7537 7538 7542 7545 7547 7549 7550 7557 7564
## Predicted 103.3 103 106 105.6 106.3 99.3 91.4 83.6 79.6 52.5 47.5
## cvpred 103.3 103 106 105.7 106.3 99.3 91.3 83.3 79.3 51.7 46.6
## pm2.5 122.0 118 213 193.0 138.0 153.0 17.0 10.0 12.0 11.0 9.0
## CV residual 18.7 15 107 87.3 31.7 53.7 -74.3 -73.3 -67.3 -40.7 -37.6
## 7565 7566 7567 7569 7578 7580 7581 7586 7587 7589 7596
## Predicted 46.8 46.0 46.37 44.939 101 90.5 86.9 70.1 66.5 59.7 41.4
## cvpred 45.8 45.1 45.44 43.982 101 90.5 86.9 69.7 66.1 59.1 40.5
## pm2.5 12.0 30.0 37.00 43.000 120 115.0 125.0 16.0 12.0 10.0 8.0
## CV residual -33.8 -15.1 -8.44 -0.982 19 24.5 38.1 -53.7 -54.1 -49.1 -32.5
## 7598 7600 7603 7605 7608 7613 7614 7616 7617 7620 7621
## Predicted 38.9 36.4 33.3 34.78 32.63 29.04 28.3 26.89 26.17 24.0 23.30
## cvpred 37.9 35.4 32.2 33.68 31.49 27.83 27.1 25.64 24.91 22.7 21.99
## pm2.5 15.0 14.0 10.0 31.00 29.00 21.00 41.0 27.00 22.00 44.0 25.00
## CV residual -22.9 -21.4 -22.2 -2.68 -2.49 -6.83 13.9 1.36 -2.91 21.3 3.01
## 7622 7632 7636 7640 7642 7645 7646 7650 7654 7656
## Predicted 22.58 15.40 12.53 9.66 8.23 6.07 5.36 5.24 2.373 0.938
## cvpred 21.26 13.95 11.03 8.11 6.65 4.45 3.72 3.55 0.629 -0.832
## pm2.5 24.00 12.00 17.00 20.00 21.00 45.00 50.00 68.00 124.000 152.000
## CV residual 2.74 -1.95 5.97 11.89 14.35 40.55 46.28 64.45 123.371 152.832
## 7658 7660 7661 7663 7664 7665 7667 7668 7669
## Predicted -0.498 -1.93 -2.65 -4.09 -4.80 -5.52 -6.96 -7.67 -8.39
## cvpred -2.294 -3.75 -4.49 -5.95 -6.68 -7.41 -8.87 -9.60 -10.33
## pm2.5 213.000 208.00 191.00 124.00 108.00 94.00 94.00 105.00 90.00
## CV residual 215.294 211.75 195.49 129.95 114.68 101.41 102.87 114.60 100.33
## 7672 7673 7674 7676 7678 7682 7683 7684 7689 7691 7692
## Predicted -10.5 -11.3 -12 -13.4 -14.9 -17.7 -18.4 -18.8 102.4 104.6 103.5
## cvpred -12.5 -13.3 -14 -15.4 -16.9 -19.8 -20.6 -20.9 102.5 104.6 103.6
## pm2.5 66.0 77.0 116 135.0 196.0 276.0 275.0 255.0 133.0 154.0 197.0
## CV residual 78.5 90.3 130 150.4 212.9 295.8 295.6 275.9 30.5 49.4 93.4
## 7695 7696 7705 7707 7708 7714 7716 7717 7719 7727 7728 7731 7733
## Predicted 103 103 105 103 102 103 101 107 106 107 108 105 102
## cvpred 104 104 105 104 102 103 101 107 106 107 108 105 102
## pm2.5 331 400 521 391 354 325 346 299 304 480 482 562 488
## CV residual 227 296 416 287 252 222 245 192 198 373 374 457 386
## 7735 7736 7739 7740 7741 7743 7745 7746 7747 7751 7752 7753
## Predicted 101 99.5 109 107 108 101 106.6 106 105.573 107 106 107
## cvpred 101 99.5 109 107 108 101 106.7 106 105.661 107 106 107
## pm2.5 453 466.0 559 557 540 230 135.0 95 106.000 277 371 454
## CV residual 352 366.5 450 450 432 129 28.3 -11 0.339 170 265 347
## 7757 7760 7761 7764 7765 7766 7768 7775 7778 7780 7783 7784 7785
## Predicted 103 101 100 97.0 105 105 104 107 107 105 102 96.8 90.1
## cvpred 104 101 100 96.9 105 105 104 107 108 105 102 96.8 90.0
## pm2.5 296 271 262 202.0 219 214 207 432 462 398 287 210.0 139.0
## CV residual 192 170 162 105.1 114 109 103 325 354 293 185 113.2 49.0
## 7787 7790 7792 7793 7798 7802 7804 7811 7815 7824 7825 7827
## Predicted 77.9 62.7 52.0 47.5 35.1 101.3 100.7 96 96.6 102 102 100
## cvpred 77.7 62.1 51.2 46.7 34.1 101.4 100.8 96 96.7 102 102 100
## pm2.5 28.0 14.0 8.0 10.0 19.0 25.0 49.0 46 24.0 223 228 236
## CV residual -49.7 -48.1 -43.2 -36.7 -15.1 -76.4 -51.8 -50 -72.7 121 126 136
## 7828 7829 7834 7838 7842 7843 7848 7850 7855 7856 7860 7861
## Predicted 99.7 100 102 101 102 104 99.3 98.2 101.6 95.1 77.8 73.4
## cvpred 99.8 100 102 101 102 104 99.3 98.2 101.6 95.1 77.6 73.1
## pm2.5 218.0 222 203 213 217 258 264.0 238.0 88.0 27.0 17.0 18.0
## CV residual 118.2 122 101 112 115 154 164.7 139.8 -13.6 -68.1 -60.6 -55.1
## 7862 7865 7870 7872 7873 7883 7884 7885 7889 7894 7902
## Predicted 70.1 59.7 51.6 96.8 96.0 96.6 98.3 97.6 90.9 97.9 99.7
## cvpred 69.8 59.2 51.0 96.9 96.1 96.6 98.5 97.7 90.9 98.0 99.8
## pm2.5 17.0 13.0 22.0 23.0 16.0 80.0 55.0 49.0 52.0 146.0 62.0
## CV residual -52.8 -46.2 -29.0 -73.9 -80.1 -16.6 -43.5 -48.7 -38.9 48.0 -37.8
## 7906 7907 7910 7911 7914 7921 7925 7929 7938 7940 7942
## Predicted 100.90 98.95 98.0 98.3 98.0 81.4 62.0 50.4 92.6 92.7 92.0
## cvpred 100.98 99.02 98.1 98.5 98.1 81.3 61.6 49.7 92.7 92.8 92.1
## pm2.5 93.00 96.00 137.0 127.0 127.0 43.0 30.0 19.0 18.0 43.0 35.0
## CV residual -7.98 -3.02 38.9 28.5 28.9 -38.3 -31.6 -30.7 -74.7 -49.8 -57.1
## 7943 7956 7957 7958 7961 7962 7965 7966 7969 7970 7971 7973
## Predicted 92 96.6 97.0 96.6 97.3 98.3 100 100 99.7 100 100 100
## cvpred 92 96.7 97.1 96.7 97.4 98.5 100 101 99.8 101 101 101
## pm2.5 45 173.0 136.0 141.0 202.0 229.0 316 354 443.0 418 376 248
## CV residual -47 76.3 38.9 44.3 104.6 130.5 216 253 343.2 317 275 147
## 7980 7984 7986 7989 7991 7992 7996 7999 8004 8005 8008 8015
## Predicted 102.8 105.93 105.2 102.8 103.8 104 99 103.2 106 106 107 106
## cvpred 102.9 106.02 105.3 102.8 103.9 104 99 103.3 106 106 107 106
## pm2.5 121.0 98.00 130.0 173.0 172.0 213 236 159.0 240 256 242 249
## CV residual 18.1 -8.02 24.7 70.2 68.1 109 137 55.7 134 150 135 143
## 8018 8019 8020 8023 8026 8028 8030 8038 8039 8040 8041 8043 8045
## Predicted 106 106 105 106 106 106 106 104 102 101 99.5 96.6 94.5
## cvpred 106 106 105 106 106 106 106 104 102 101 99.5 96.6 94.3
## pm2.5 256 252 248 239 233 258 261 288 284 275 270.0 240.0 235.0
## CV residual 150 146 143 133 127 152 155 184 182 174 170.5 143.4 140.7
## 8046 8051 8057 8058 8062 8069 8070 8073 8078 8079 8081
## Predicted 86.6 63.8 30.6 27.7 95.4 94.7 94.1 97.6 95.7 94.1 98.0
## cvpred 86.5 63.3 29.5 26.6 95.5 94.7 94.2 97.7 95.8 94.2 98.1
## pm2.5 142.0 39.0 12.0 14.0 17.0 11.0 13.0 41.0 73.0 65.0 71.0
## CV residual 55.5 -24.3 -17.5 -12.6 -78.5 -83.7 -81.2 -56.7 -22.8 -29.2 -27.1
## 8086 8087 8089 8090 8091 8093 8094 8100 8101 8102 8112
## Predicted 99.0 98.7 98.1 96.9 96.1 94.2 93.4 99.4 98.7 98.7 102
## cvpred 99.1 98.8 98.2 96.9 96.2 94.2 93.4 99.5 98.8 98.8 102
## pm2.5 174.0 193.0 193.0 167.0 145.0 129.0 122.0 139.0 120.0 116.0 309
## CV residual 74.9 94.2 94.8 70.1 48.8 34.8 28.6 39.5 21.2 17.2 207
## 8121 8123 8124 8125 8127 8130 8133 8135 8139 8141 8145
## Predicted 90.0 100.5 99.8 98.2 91.3 79.2 70.2 62.4 47.0 36.6 21.05
## cvpred 89.9 100.6 99.9 98.3 91.3 78.9 69.9 61.9 46.3 35.7 19.81
## pm2.5 113.0 22.0 16.0 18.0 16.0 9.0 11.0 8.0 9.0 10.0 15.00
## CV residual 23.1 -78.6 -83.9 -80.3 -75.3 -69.9 -58.9 -53.9 -37.3 -25.7 -4.81
## 8150 8155 8156 8157 8161 8164 8165 8170 8172 8175 8177
## Predicted -0.316 -13.6 91.6 90.7 88.1 93.3 92.1 94.3 94.5 92.0 88.1
## cvpred -1.874 -15.4 91.7 90.7 88.1 93.4 92.1 94.3 94.6 92.1 88.1
## pm2.5 13.000 16.0 20.0 32.0 61.0 43.0 43.0 68.0 27.0 41.0 46.0
## CV residual 14.874 31.4 -71.7 -58.7 -27.1 -50.4 -49.1 -26.3 -67.6 -51.1 -42.1
## 8184 8187 8190 8191 8193 8197 8198 8200 8203 8205 8206
## Predicted 98.0 98.8 94.5 90.3 99.3 94.0 98.0 95.5 88.6 87.1 97.0
## cvpred 98.1 98.9 94.5 90.2 99.4 94.1 98.1 95.6 88.5 87.1 97.1
## pm2.5 67.0 73.0 62.0 29.0 19.0 27.0 21.0 13.0 13.0 29.0 61.0
## CV residual -31.1 -25.9 -32.5 -61.2 -80.4 -67.1 -77.1 -82.6 -75.5 -58.1 -36.1
## 8210 8218 8219 8223 8227 8232 8236 8240 8241 8251 8261 8264
## Predicted 99.7 101.8 100.7 101 100 98.7 95.5 102 101 35.5 93.8 90.4
## cvpred 99.8 101.9 100.8 101 100 98.8 95.5 102 101 34.6 93.9 90.4
## pm2.5 126.0 146.0 159.0 211 243 241.0 212.0 231 221 13.0 16.0 19.0
## CV residual 26.2 44.1 58.2 110 143 142.2 116.5 129 120 -21.6 -77.9 -71.4
## 8266 8267 8268 8269 8271 8273 8280 8282 8285 8286
## Predicted 96.0 93.1 88.8 86.8 82.5 78.2 99.0 99.7 99.04 97.09
## cvpred 96.1 93.1 88.8 86.8 82.4 78.0 99.1 99.8 99.14 97.18
## pm2.5 35.0 47.0 40.0 41.0 49.0 46.0 119.0 131.0 102.00 105.00
## CV residual -61.1 -46.1 -48.8 -45.8 -33.4 -32.0 19.9 31.2 2.86 7.82
## 8287 8289 8301 8302 8304 8305 8307 8308 8311 8316 8317
## Predicted 96.53 94.7 101 101.3 95.7 92.8 84.7 80.1 70.8 55.1 52.3
## cvpred 96.59 94.7 101 101.3 95.8 92.8 84.6 79.9 70.5 54.6 51.7
## pm2.5 100.00 107.0 139 140.0 171.0 140.0 11.0 8.0 10.0 18.0 17.0
## CV residual 3.41 12.3 38 38.7 75.2 47.2 -73.6 -71.9 -60.5 -36.6 -34.7
## 8319 8322 8323 8336 8342 8346 8349 8354 8356 8364 8367
## Predicted 48.0 42.8 90.4 83.9 70.2 57.1 49.0 34.7 25.1 1.060 -8.31
## cvpred 47.3 42.0 90.5 83.9 69.9 56.6 48.4 33.9 24.1 -0.403 -9.97
## pm2.5 15.0 9.0 17.0 15.0 16.0 16.0 16.0 12.0 13.0 22.000 17.00
## CV residual -32.3 -33.0 -73.5 -68.9 -53.9 -40.6 -32.4 -21.9 -11.1 22.403 26.97
## 8370 8373 8384 8385 8386 8388 8389 8390 8391 8393 8396
## Predicted -16.4 88.6 91.1 93.5 93.9 90.4 87.4 84.5 82.2 90.53 88.1
## cvpred -18.2 88.7 91.2 93.6 94.0 90.5 87.5 84.5 82.2 90.62 88.1
## pm2.5 13.0 43.0 41.0 39.0 40.0 56.0 63.0 58.0 50.0 81.00 60.0
## CV residual 31.2 -45.7 -50.2 -54.6 -54.0 -34.5 -24.5 -26.5 -32.2 -9.62 -28.1
## 8400 8404 8408 8409 8411 8412 8416 8417 8418 8420 8421
## Predicted 93.31 87.1 94.9 95.6 96.6 93.0 85.10 85.23 84.5 97.7 97.7
## cvpred 93.41 87.1 95.0 95.7 96.7 93.1 85.07 85.17 84.4 97.8 97.8
## pm2.5 95.00 36.0 40.0 71.0 64.0 65.0 93.00 87.00 136.0 145.0 205.0
## CV residual 1.59 -51.1 -55.0 -24.7 -32.7 -28.1 7.93 1.83 51.6 47.2 107.2
## 8422 8425 8430 8433 8434 8435 8436 8446 8447 8448 8449
## Predicted 97.7 96.6 96.8 97.7 98.7 98.6 98.3 99.0 99.4 98.3 99.0
## cvpred 97.8 96.7 96.9 97.8 98.8 98.7 98.5 99.1 99.5 98.4 99.1
## pm2.5 282.0 374.0 231.0 242.0 249.0 211.0 201.0 290.0 308.0 454.0 528.0
## CV residual 184.2 277.3 134.1 144.2 150.2 112.3 102.5 190.9 208.5 355.6 428.9
## 8451 8455 8456 8460 8471 8472 8474 8475 8477 8478 8483
## Predicted 98.7 98.0 90.6 80.6 94.8 97.0 99.0 99.0 98.7 97.6 98.8
## cvpred 98.8 98.1 90.6 80.4 94.9 97.1 99.1 99.1 98.8 97.7 98.9
## pm2.5 489.0 133.0 105.0 49.0 126.0 144.0 187.0 200.0 233.0 221.0 352.0
## CV residual 390.2 34.9 14.4 -31.4 31.1 46.9 87.9 100.9 134.2 123.3 253.1
## 8484 8485 8487 8488 8489 8490 8491 8494 8503 8506 8507
## Predicted 98.5 97.3 95.4 94.8 93.5 91.6 90.9 99.7 99.7 100 101
## cvpred 98.6 97.4 95.5 94.9 93.6 91.6 90.9 99.8 99.8 101 102
## pm2.5 227.0 175.0 129.0 196.0 117.0 104.0 115.0 237.0 346.0 206 224
## CV residual 128.4 77.6 33.5 101.1 23.4 12.4 24.1 137.2 246.2 105 122
## 8509 8510 8511 8512 8518 8522 8524 8533 8539 8540 8542 8543
## Predicted 103 102 103 103 101 98.2 98.6 75.8 91.6 89.6 85 82.0
## cvpred 103 103 103 103 101 98.3 98.7 75.5 91.7 89.7 85 81.9
## pm2.5 441 425 439 427 611 573.0 397.0 23.0 17.0 27.0 24 18.0
## CV residual 338 322 336 324 510 474.7 298.3 -52.5 -74.7 -62.7 -61 -63.9
## 8548 8552 8554 8557 8561 8562 8566 8571 8572 8573 8574
## Predicted 94.5 70.3 63.2 51.2 86.4 86.4 88.2 87.4 86.2 84.6 83
## cvpred 94.5 70.1 62.9 50.7 86.5 86.5 88.3 87.5 86.3 84.6 83
## pm2.5 12.0 17.0 17.0 24.0 24.0 21.0 52.0 26.0 27.0 28.0 19
## CV residual -82.5 -53.1 -45.9 -26.7 -62.5 -65.5 -36.3 -61.5 -59.3 -56.6 -64
## 8577 8580 8586 8590 8591 8597 8603 8610 8616 8620 8622
## Predicted 85.8 81.4 87.6 91.6 89.7 81.9 89.8 91.8 92.5 93.0 89.7
## cvpred 85.9 81.3 87.7 91.8 89.8 81.8 89.9 91.9 92.6 93.1 89.7
## pm2.5 21.0 34.0 51.0 103.0 116.0 18.0 25.0 89.0 135.0 26.0 22.0
## CV residual -64.9 -47.3 -36.7 11.2 26.2 -63.8 -64.9 -2.9 42.4 -67.1 -67.7
## 8627 8632 8633 8634 8639 8642 8643 8644 8645 8651 8653
## Predicted 81.6 64.30 92.3 91.0 95.2 93.97 92.6 91.8 94.9 95.6 95.7
## cvpred 81.5 63.89 92.4 91.1 95.3 94.06 92.6 91.9 95.0 95.7 95.7
## pm2.5 32.0 55.00 43.0 34.0 58.0 92.00 130.0 161.0 151.0 130.0 119.0
## CV residual -49.5 -8.89 -49.4 -57.1 -37.3 -2.06 37.4 69.1 56.0 34.3 23.3
## 8657 8661 8662 8668 8671 8672 8673 8674 8675 8678 8679
## Predicted 77.1 57.7 55.9 40.1 31.4 29.78 28.1 26.5 24.35 14.90 12.93
## cvpred 76.9 57.2 55.3 39.3 30.4 28.77 27.1 25.4 23.21 13.62 11.61
## pm2.5 31.0 20.0 29.0 16.0 16.0 19.00 14.0 15.0 18.00 19.00 17.00
## CV residual -45.9 -37.2 -26.3 -23.3 -14.4 -9.77 -13.1 -10.4 -5.21 5.38 5.39
## 8682 8688 8693 8694 8696 8700 8703 8706 8707 8712 8713
## Predicted 93.5 92.8 95.6 95.9 95.2 93.4 78.4 62.9 59.1 42.6 39.1
## cvpred 93.6 92.9 95.7 96.0 95.3 93.4 78.1 62.5 58.6 41.9 38.3
## pm2.5 20.0 67.0 34.0 34.0 42.0 56.0 30.0 15.0 13.0 18.0 17.0
## CV residual -73.6 -25.9 -61.7 -62.0 -53.3 -37.4 -48.1 -47.5 -45.6 -23.9 -21.3
## 8714 8717 8718 8719 8722 8725 8729 8739 8743 8744 8752
## Predicted 37.1 28.4 23.89 21.23 11.19 -1.72 -19.1 -60.0 -73.6 -75.7 -107
## cvpred 36.2 27.3 22.78 20.09 9.87 -3.27 -21.0 -62.6 -76.4 -78.6 -110
## pm2.5 17.0 14.0 14.00 15.00 18.00 13.00 19.0 20.0 14.0 16.0 19
## CV residual -19.2 -13.3 -8.78 -5.09 8.13 16.27 40.0 82.6 90.4 94.6 129
## 8756 8759 8760 8785 8788 8790 8796 8798 8804 8811 8812
## Predicted -121 -132 -134 65.1 93.0 91.3 86.8 94.5 95.6 95.6 95.2
## cvpred -125 -136 -138 64.7 93.1 91.4 86.8 94.6 95.7 95.7 95.3
## pm2.5 27 16 22 36.0 19.0 17.0 24.0 37.0 63.0 85.0 143.0
## CV residual 152 152 160 -28.7 -74.1 -74.4 -62.8 -57.6 -32.7 -10.7 47.7
## 8813 8820 8821 8822 8825 8826 8829 8830 8833 8836 8837
## Predicted 96.3 97.7 97.66 97.3 96.3 96.1 96.3 96.5 95.6 94.7 94.3
## cvpred 96.4 97.8 97.77 97.4 96.4 96.2 96.4 96.6 95.7 94.7 94.4
## pm2.5 181.0 87.0 93.00 134.0 184.0 175.0 286.0 225.0 233.0 121.0 77.0
## CV residual 84.6 -10.8 -4.77 36.6 87.6 78.8 189.6 128.4 137.3 26.3 -17.4
## 8840 8841 8842 8843 8847 8848 8851 8852 8853 8854 8858
## Predicted 96.3 95.2 96.6 97.66 96.1 93.05 85.0 81.4 77.9 74.6 59.6
## cvpred 96.4 95.3 96.7 97.77 96.2 93.11 84.9 81.3 77.7 74.4 59.2
## pm2.5 67.0 59.0 74.0 89.00 84.0 90.00 73.0 68.0 58.0 53.0 31.0
## CV residual -29.4 -36.3 -22.7 -8.77 -12.2 -3.11 -11.9 -13.3 -19.7 -21.4 -28.2
## 8861 8862 8866 8870 8871 8872 8873 8875 8876 8878 8880
## Predicted 47.8 43.2 30.32 15.62 13.09 9.50 5.56 -0.561 -3.79 -10.2 -16.3
## cvpred 47.2 42.5 29.32 14.36 11.76 8.11 4.10 -2.151 -5.44 -12.0 -18.2
## pm2.5 27.0 23.0 21.00 19.00 16.00 18.00 18.00 10.000 16.00 17.0 12.0
## CV residual -20.2 -19.5 -8.32 4.64 4.24 9.89 13.90 12.151 21.44 29.0 30.2
## 8881 8885 8887 8899 8900 8903 8908 8909 8910 8911 8914
## Predicted -19.6 -30.1 -34.1 -68.5 -70.8 -76.7 -84.8 92.3 92.3 91.0 87.6
## cvpred -21.5 -32.2 -36.2 -71.4 -73.7 -79.7 -87.9 92.4 92.4 91.1 87.6
## pm2.5 13.0 13.0 9.0 21.0 22.0 28.0 27.0 17.0 13.0 23.0 24.0
## CV residual 34.5 45.2 45.2 92.4 95.7 107.7 114.9 -75.4 -79.4 -68.1 -63.6
## 8917 8919 8921 8926 8934 8995 8999 9001 9002 9003 9005
## Predicted 83.6 93.5 92.6 87.55 94.3 91.9 85.8 93.2 91.9 91.2 93.2
## cvpred 83.6 93.6 92.7 87.53 94.4 92.0 85.8 93.3 92.0 91.3 93.3
## pm2.5 43.0 48.0 56.0 92.00 181.0 70.0 115.0 105.0 76.0 33.0 26.0
## CV residual -40.6 -45.6 -36.7 4.47 86.6 -22.0 29.2 11.7 -16.0 -58.3 -67.3
## 9006 9008 9009 9011 9013 9016 9017 9019 9020 9024 9025
## Predicted 90.7 85.3 83.0 76.5 70.4 60.7 57.5 51.8 48.3 90.4 91.1
## cvpred 90.7 85.3 82.9 76.3 70.1 60.3 57.0 51.2 47.6 90.5 91.2
## pm2.5 19.0 13.0 14.0 18.0 21.0 18.0 12.0 19.0 21.0 54.0 45.0
## CV residual -71.7 -72.3 -68.9 -58.3 -49.1 -42.3 -45.0 -32.2 -26.6 -36.5 -46.2
## 9026 9029 9032 9035 9038 9041 9042 9047 9048 9049 9052
## Predicted 91.1 91.2 88.9 92.4 93.2 89.07 88.4 94.21 93.2 93.5 91.9
## cvpred 91.2 91.4 89.0 92.5 93.3 89.12 88.4 94.33 93.3 93.6 92.0
## pm2.5 24.0 34.0 62.0 61.0 56.0 89.00 45.0 100.00 124.0 144.0 204.0
## CV residual -67.2 -57.4 -27.0 -31.5 -37.3 -0.12 -43.4 5.67 30.7 50.4 112.0
## 9053 9054 9055 9070 9072 9074 9087 9088 9090 9095 9096
## Predicted 91.9 91.5 90.1 93.0 93.31 89 53.6 50.0 41.5 22.03 19.16
## cvpred 92.0 91.6 90.2 93.1 93.41 89 53.0 49.4 40.8 20.95 18.03
## pm2.5 166.0 138.0 149.0 120.0 95.00 25 18.0 20.0 16.0 13.00 12.00
## CV residual 74.0 46.4 58.8 26.9 1.59 -64 -35.0 -29.4 -24.8 -7.95 -6.03
## 9101 9107 9111 9116 9118 9121 9122 9124 9128 9133 9136
## Predicted -1.6 -19.9 -33.2 -44.7 89.0 87.9 86.7 89.2 89.4 90.2 91.8
## cvpred -3.1 -21.8 -35.3 -47.1 89.1 88.0 86.7 89.3 89.5 90.3 91.9
## pm2.5 12.0 22.0 17.0 21.0 17.0 29.0 24.0 14.0 19.0 31.0 40.0
## CV residual 15.1 43.8 52.3 68.1 -72.1 -59.0 -62.7 -75.3 -70.5 -59.3 -51.9
## 9139 9143 9146 9148 9149 9150 9157 9158 9159 9160 9168
## Predicted 92.8 93.5 88.9 85 83.4 82.1 70.4 67.6 64.0 60.8 40.0
## cvpred 92.9 93.6 89.0 85 83.4 82.1 70.1 67.2 63.6 60.3 39.2
## pm2.5 60.0 73.0 130.0 50 41.0 40.0 18.0 20.0 23.0 14.0 10.0
## CV residual -32.9 -20.6 41.0 -35 -42.4 -42.1 -52.1 -47.2 -40.6 -46.3 -29.2
## 9169 9170 9171 9172 9184 9185 9187 9189 9190 9193 9202
## Predicted 91.1 90.2 89.5 89.5 67.6 64.7 60.8 56.1 54.5 51.0 89.8
## cvpred 91.2 90.3 89.6 89.6 67.3 64.4 60.3 55.6 54.0 50.3 89.9
## pm2.5 12.0 12.0 12.0 13.0 19.0 19.0 17.0 28.0 25.0 22.0 21.0
## CV residual -79.2 -78.3 -77.6 -76.6 -48.3 -45.4 -43.3 -27.6 -29.0 -28.3 -68.9
## 9206 9209 9214 9217 9218 9220 9222 9223 9224 9227 9231
## Predicted 80.7 73.2 90.2 91.1 89.5 85.9 90.6 89.3 87.7 90.6 86.6
## cvpred 80.6 73.0 90.3 91.2 89.6 85.9 90.7 89.3 87.7 90.7 86.6
## pm2.5 21.0 13.0 16.0 17.0 15.0 13.0 17.0 20.0 20.0 25.0 19.0
## CV residual -59.6 -60.0 -74.3 -74.2 -74.6 -72.9 -73.7 -69.3 -67.7 -65.7 -67.6
## 9233 9234 9236 9242 9245 9247 9249 9252 9253 9254 9256
## Predicted 91.1 90.4 92.0 91.1 86.3 83.4 90.9 89.6 91.9 90.7 92.1
## cvpred 91.2 90.5 92.1 91.2 86.3 83.4 91.0 89.7 92.0 90.8 92.3
## pm2.5 47.0 58.0 70.0 120.0 34.0 27.0 31.0 42.0 29.0 24.0 35.0
## CV residual -44.2 -32.5 -22.1 28.8 -52.3 -56.4 -60.0 -47.7 -63.0 -66.8 -57.3
## 9257 9259 9262 9264 9266 9268 9273 9276 9279 9286 9287
## Predicted 91.2 93.16 94.2 93.2 91.3 94.4 88.474 93.3 89.1 64.4 62.2
## cvpred 91.3 93.27 94.3 93.3 91.4 94.5 88.488 93.4 89.1 64.0 61.8
## pm2.5 37.0 102.00 154.0 187.0 130.0 51.0 88.000 49.0 44.0 11.0 12.0
## CV residual -54.3 8.73 59.7 93.7 38.6 -43.5 -0.488 -44.4 -45.1 -53.0 -49.8
## 9295 9298 9299 9300 9301 9312 9314 9315 9319 9320 9321
## Predicted 41.3 33.5 30.3 27.1 23.49 -10.0 -14.7 -15.2 89.8 88.6 88.0
## cvpred 40.5 32.6 29.3 26.0 22.37 -11.8 -16.5 -17.0 89.9 88.7 88.1
## pm2.5 10.0 14.0 15.0 14.0 13.00 15.0 11.0 11.0 27.0 27.0 43.0
## CV residual -30.5 -18.6 -14.3 -12.0 -9.37 26.8 27.5 28.0 -62.9 -61.7 -45.1
## 9323 9324 9327 9330 9335 9345 9347 9352 9353 9356 9357
## Predicted 91.9 91.9 92.6 91.4 93.5 82.1 74.6 60.2 56.7 90.6 89.8
## cvpred 92.0 92.0 92.7 91.4 93.6 82.0 74.4 59.8 56.1 90.7 89.9
## pm2.5 27.0 27.0 71.0 47.0 87.0 11.0 13.0 13.0 17.0 12.0 25.0
## CV residual -65.0 -65.0 -21.7 -44.4 -6.6 -71.0 -61.4 -46.8 -39.1 -78.7 -64.9
## 9361 9363 9368 9369 9370 9371 9373 9379 9383 9387 9392
## Predicted 91.1 88.4 85.5 85.6 84.9 84.2 93.5 92.8045 92.6 86.89 78.5
## cvpred 91.2 88.5 85.5 85.6 84.9 84.1 93.6 92.9102 92.7 86.89 78.3
## pm2.5 34.0 29.0 41.0 82.0 58.0 56.0 54.0 93.0000 137.0 89.00 19.0
## CV residual -57.2 -59.5 -44.5 -3.6 -26.9 -28.1 -39.6 0.0898 44.3 2.11 -59.3
## 9393 9394 9396 9397 9403 9406 9408 9409 9411 9414 9417
## Predicted 90.9 88.2 84.9 83.7 86.6 90.0 88.6 87.3 85.3 81.2 92.5
## cvpred 90.9 88.2 84.9 83.6 86.6 90.1 88.6 87.3 85.3 81.1 92.6
## pm2.5 18.0 19.0 8.0 11.0 12.0 19.0 32.0 32.0 13.0 20.0 27.0
## CV residual -72.9 -69.2 -76.9 -72.6 -74.6 -71.1 -56.6 -55.3 -72.3 -61.1 -65.6
## 9423 9425 9426 9429 9431 9442 9443 9444 9445 9452 9454
## Predicted 78.0 70.5 67.3 61.7 59.7 89.2 88.6 90.6 87.3 68.9 65.3
## cvpred 77.8 70.2 66.9 61.3 59.2 89.3 88.7 90.7 87.4 68.6 64.9
## pm2.5 14.0 12.0 12.0 16.0 10.0 9.0 16.0 27.0 19.0 12.0 9.0
## CV residual -63.8 -58.2 -54.9 -45.3 -49.2 -80.3 -72.7 -63.7 -68.4 -56.6 -55.9
## 9455 9456 9457 9460 9464 9465 9466 9471 9480 9483 9488
## Predicted 61.4 60.1 58.8 51.8 44.3 42.3 40.0 22.10 93.2 88.7 93.0
## cvpred 61.0 59.7 58.4 51.2 43.5 41.5 39.2 20.96 93.3 88.7 93.1
## pm2.5 10.0 9.0 21.0 19.0 9.0 17.0 19.0 16.00 45.0 12.0 25.0
## CV residual -51.0 -50.7 -37.4 -32.2 -34.5 -24.5 -20.2 -4.96 -48.3 -76.7 -68.1
## 9490 9492 9493 9494 9495 9496 9500 9503 9505 9506 9508
## Predicted 90.4 85.5 81.9 79.8 77.6 75.2 67.4 63.95 62.8 61.2 56.6
## cvpred 90.5 85.5 81.9 79.6 77.4 75.0 67.0 63.54 62.4 60.7 56.0
## pm2.5 23.0 19.0 23.0 23.0 17.0 21.0 46.0 68.00 33.0 43.0 34.0
## CV residual -67.5 -66.5 -58.9 -56.6 -60.4 -54.0 -21.0 4.46 -29.4 -17.7 -22.0
## 9509 9517 9520 9523 9529 9532 9533 9538 9540 9545 9550
## Predicted 55.7 91.9 82.9 76.9 68.6 91.37 92.8 87.2 82.6 72.8 57.3
## cvpred 55.1 92.0 82.8 76.8 68.3 91.45 93.0 87.2 82.6 72.5 56.7
## pm2.5 29.0 29.0 23.0 29.0 84.0 95.00 71.0 42.0 60.0 34.0 89.0
## CV residual -26.1 -63.0 -59.8 -47.8 15.7 3.55 -22.0 -45.2 -22.6 -38.5 32.3
## 9551 9553 9555 9561 9566 9571 9575 9579 9580 9582 9589
## Predicted 54.93 52.1 48.5 94.7 93.5 87.4 96.1 95.9 95.2 93.3 98.5
## cvpred 54.32 51.4 47.8 94.8 93.6 87.4 96.2 96.0 95.3 93.3 98.6
## pm2.5 61.00 75.0 79.0 39.0 28.0 146.0 288.0 270.0 263.0 171.0 40.0
## CV residual 6.68 23.6 31.2 -55.8 -65.6 58.6 191.8 174.0 167.7 77.7 -58.6
## 9590 9591 9598 9604 9609 9610 9615 9616 9617 9619 9627
## Predicted 96.2 98.0 90.4 99.0 99.04 99.73 97.5 100.4 100.1 100.1 99.4
## cvpred 96.2 98.1 90.4 99.1 99.14 99.83 97.6 100.5 100.2 100.2 99.5
## pm2.5 37.0 33.0 149.0 55.0 90.00 92.00 130.0 145.0 147.0 178.0 144.0
## CV residual -59.2 -65.1 58.6 -44.1 -9.14 -7.83 32.4 44.5 46.8 77.8 44.5
## 9629 9630 9631 9640 9642 9645 9646 9653 9656 9657 9658
## Predicted 96.5 98.5 97.8 98.6 97.2 99.0 96.7 99.5 100.2 99.9 100.74
## cvpred 96.6 98.6 97.8 98.7 97.3 99.1 96.8 99.6 100.3 100.0 100.84
## pm2.5 17.0 19.0 22.0 25.0 21.0 35.0 41.0 122.0 117.0 118.0 110.00
## CV residual -79.6 -79.6 -75.8 -73.7 -76.3 -64.1 -55.8 22.4 16.7 18.0 9.16
## 9661 9666 9669 9670 9674 9675 9676 9677 9681 9682 9691
## Predicted 100.7 90.6 99.7 99.9 98.1 99.7 97.6 96.4 91.3 90 96.3
## cvpred 100.8 90.6 99.8 100.0 98.2 99.8 97.7 96.4 91.3 90 96.4
## pm2.5 151.0 108.0 200.0 288.0 176.0 121.0 133.0 128.0 119.0 118 17.0
## CV residual 50.2 17.4 100.2 188.0 77.8 21.2 35.3 31.6 27.7 28 -79.4
## 9695 9701 9703 9706 9710 9713 9716 9717 9721 9723 9724
## Predicted 98.0 100.4 101.1 102 99.8 94.3 90.86 88.9 84.5 82.0 81.3
## cvpred 98.1 100.5 101.2 103 99.8 94.3 90.77 88.8 84.3 81.7 81.0
## pm2.5 148.0 171.0 199.0 211 151.0 68.0 82.00 43.0 31.0 28.0 30.0
## CV residual 49.9 70.5 97.8 108 51.2 -26.3 -8.77 -45.8 -53.3 -53.7 -51.0
## 9726 9732 9739 9742 9743 9747 9750 9752 9758 9761
## Predicted 78.1 74.643 68.9 103.5 103.86 102.12 100.33 97.3 73.3 59.2
## cvpred 77.8 74.211 68.4 103.6 103.96 102.22 100.39 97.3 73.0 58.7
## pm2.5 55.0 74.000 83.0 98.0 98.00 105.00 104.00 111.0 13.0 12.0
## CV residual -22.8 -0.211 14.6 -5.6 -5.96 2.78 3.61 13.7 -60.0 -46.7
## 9768 9773 9775 9776 9781 9782 9784 9785 9786 9787 9789
## Predicted 93.2 86.7 91.6 90.3 91.3 94.2 93.3 92.7 91.5 90.2 87.7
## cvpred 93.3 86.7 91.7 90.4 91.4 94.3 93.4 92.8 91.5 90.2 87.7
## pm2.5 9.0 12.0 10.0 12.0 23.0 27.0 49.0 41.0 48.0 43.0 39.0
## CV residual -84.3 -74.7 -81.7 -78.4 -68.4 -67.3 -44.4 -51.8 -43.5 -47.2 -48.7
## 9791 9792 9793 9799 9800 9801 9804 9814 9815 9816 9817
## Predicted 88.3 88.9 89.6 100.0 99.7 99 102.1 100.2 94.8 91.8 88.1
## cvpred 88.2 88.8 89.5 100.1 99.7 99 102.2 100.3 94.8 91.8 88.1
## pm2.5 47.0 58.0 50.0 61.0 69.0 72 85.0 115.0 12.0 13.0 11.0
## CV residual -41.2 -30.8 -39.5 -39.1 -30.7 -27 -17.2 14.7 -82.8 -78.8 -77.1
## 9818 9820 9822 9823 9827 9833 9834 9843 9844 9846 9853
## Predicted 86.9 82.6 92.5 91.5 89.0 93.1 94.6 96.6 96.3 97.0 100
## cvpred 86.8 82.6 92.6 91.6 89.1 93.2 94.7 96.7 96.4 97.1 100
## pm2.5 6.0 8.0 10.0 11.0 37.0 53.0 56.0 154.0 153.0 113.0 233
## CV residual -80.8 -74.6 -82.6 -80.6 -52.1 -40.2 -38.7 57.3 56.6 15.9 133
## 9854 9856 9861 9862 9864 9866 9869 9870 9872 9874 9877 9878
## Predicted 99.7 100 99.0 99.3 100 98.6 98.7 99.9 99.2 101 101 101
## cvpred 99.8 100 99.1 99.4 100 98.7 98.8 100.0 99.3 101 101 101
## pm2.5 252.0 248 301.0 298.0 328 312.0 277.0 281.0 269.0 263 281 292
## CV residual 152.2 148 201.9 198.6 228 213.3 178.2 181.0 169.7 162 180 191
## 9879 9880 9881 9885 9888 9893 9896 9900 9902 9907 9910 9912
## Predicted 100 99.5 102 101 103 98.4 95.2 101.8 99.5 99.8 95.4 101
## cvpred 100 99.6 103 101 103 98.5 95.1 101.9 99.6 99.9 95.4 102
## pm2.5 289 272.0 234 240 279 315.0 226.0 195.0 75.0 53.0 288.0 422
## CV residual 189 172.4 131 139 176 216.5 130.9 93.1 -24.6 -46.9 192.6 320
## 9916 9925 9927 9930 9931 9933 9934 9936 9937 9939 9941
## Predicted 99.0 95.9 96.76 96.4 95.9 93.9 93.2 102 102 100 98.1
## cvpred 99.1 96.0 96.85 96.5 95.9 93.9 93.1 103 102 100 98.1
## pm2.5 399.0 50.0 101.00 206.0 226.0 240.0 258.0 260 264 253 259.0
## CV residual 299.9 -46.0 4.15 109.5 130.1 146.1 164.9 157 162 153 160.9
## 9942 9944 9947 9951 9953 9954 9958 9960 9962 9964 9968
## Predicted 96.7 93.8 88.3 99.4 98.8 99.5 97.1 102 103 102 101.28
## cvpred 96.7 93.8 88.2 99.5 98.9 99.6 97.1 102 103 102 101.39
## pm2.5 140.0 154.0 138.0 127.0 131.0 153.0 273.0 268 297 355 108.00
## CV residual 43.3 60.2 49.8 27.5 32.1 53.4 175.9 166 194 253 6.61
## 9970 9978 9979 9984 9986 9989 9993 9996 10000 10001 10003 10007
## Predicted 101.8 101 101 103 104 103 102 105 105 104 102 103
## cvpred 101.9 101 101 103 104 103 103 105 105 104 102 103
## pm2.5 126.0 492 472 480 486 595 515 508 489 477 407 476
## CV residual 24.1 391 371 377 382 492 412 403 384 373 305 373
## 10009 10010 10015 10017 10019 10026 10028 10029 10033 10034 10036
## Predicted 102 103 100 99.6 104 103 102 103 103 103 103
## cvpred 103 103 100 99.6 104 103 103 103 103 103 103
## pm2.5 499 489 423 434.0 347 354 394 397 399 373 461
## CV residual 396 386 323 334.4 243 251 291 294 296 270 358
## 10038 10045 10046 10047 10049 10056 10060 10061 10063 10065 10067
## Predicted 103 103 102 101 105 97.6 92.9 90.6 87.8 82.1 96.0
## cvpred 103 103 102 101 105 97.5 92.8 90.5 87.6 81.9 96.1
## pm2.5 415 403 406 469 397 411.0 404.0 397.0 215.0 119.0 16.0
## CV residual 312 300 304 368 292 313.5 311.2 306.5 127.4 37.1 -80.1
## 10069 10077 10086 10088 10092 10097 10104 10105 10107 10108 10110
## Predicted 95.0 101.7 101.8 101.43 100.4 95.4 83.5 81.5 82.3 83.0 104.6
## cvpred 95.1 101.7 101.9 101.53 100.5 95.4 83.4 81.3 82.1 82.7 104.6
## pm2.5 17.0 52.0 75.0 106.00 79.0 53.0 52.0 42.0 39.0 35.0 30.0
## CV residual -78.1 -49.7 -26.9 4.47 -21.5 -42.4 -31.4 -39.3 -43.1 -47.7 -74.6
## 10112 10113 10115 10117 10122 10125 10131 10134 10136 10137 10141
## Predicted 103.5 102.8 101.3 104.6 103.50 104.7 104.2 101 103 102.7 92.0
## cvpred 103.6 102.8 101.4 104.6 103.59 104.8 104.3 101 103 102.8 91.9
## pm2.5 52.0 58.0 79.0 71.0 108.00 115.0 127.0 105 66 59.0 26.0
## CV residual -51.6 -44.8 -22.4 -33.6 4.41 10.2 22.7 4 -37 -43.8 -65.9
## 10142 10146 10148 10149 10151 10152 10153 10154 10155 10159 10164
## Predicted 88.5 78.5 74.9 74.4 100.2 100.7 100.1 98.8 98.5 95.4 87.1
## cvpred 88.3 78.2 74.6 74.0 100.3 100.8 100.2 98.9 98.6 95.5 87.0
## pm2.5 31.0 26.0 29.0 29.0 32.0 29.0 25.0 31.0 29.0 20.0 20.0
## CV residual -57.3 -52.2 -45.6 -45.0 -68.3 -71.8 -75.2 -67.9 -69.6 -75.5 -67.0
## 10169 10170 10171 10174 10176 10188 10189 10190 10192 10194 10195
## Predicted 76.3 74.0 72.7 67.2 63.2 79.6 76.6 75.4 69.3 63.1 60.8
## cvpred 76.0 73.7 72.4 66.7 62.7 79.5 76.4 75.1 68.9 62.7 60.3
## pm2.5 15.0 20.0 16.0 8.0 8.0 28.0 16.0 16.0 19.0 15.0 14.0
## CV residual -61.0 -53.7 -56.4 -58.7 -54.7 -51.5 -60.4 -59.1 -49.9 -47.7 -46.3
## 10202 10204 10207 10209 10211 10212 10214 10215 10217 10219 10221
## Predicted 47.2 94.7 95.6 98.0 95.6 94.3 91 87.9 81.5 79.4 74.4
## cvpred 46.4 94.8 95.7 98.1 95.7 94.4 91 87.9 81.3 79.2 74.1
## pm2.5 11.0 11.0 29.0 33.0 27.0 26.0 27 10.0 32.0 40.0 42.0
## CV residual -35.4 -83.8 -66.7 -65.1 -68.7 -68.4 -64 -77.9 -49.3 -39.2 -32.1
## 10223 10224 10225 10230 10231 10233 10235 10237 10238 10241 10244
## Predicted 69.4 67.8 63.2 52.9 51.3 46.6 40.7 34.3 31.5 24.1 18.83
## cvpred 69.1 67.4 62.7 52.2 50.6 45.8 39.9 33.3 30.4 22.9 17.53
## pm2.5 20.0 16.0 9.0 8.0 9.0 13.0 26.0 19.0 18.0 12.0 9.00
## CV residual -49.1 -51.4 -53.7 -44.2 -41.6 -32.8 -13.9 -14.3 -12.4 -10.9 -8.53
## 10247 10249 10255 10258 10262 10266 10267 10268 10271 10276 10282
## Predicted 96.8 95.5 99.7 99.7 98.3 93.2 92.3 92.9 90.6 83.2 77.7
## cvpred 96.9 95.6 99.8 99.8 98.5 93.2 92.3 92.9 90.5 82.9 77.4
## pm2.5 36.0 43.0 69.0 51.0 55.0 55.0 58.0 68.0 59.0 62.0 91.0
## CV residual -60.9 -52.6 -30.8 -48.8 -43.5 -38.2 -34.3 -24.9 -31.5 -20.9 13.6
## 10286 10288 10299 10301 10303 10312 10314 10315 10316 10332 10335
## Predicted 102.4 101.4 93 86.8 79.5 91.3 91.7 92.4 90.8 81.6 72.2
## cvpred 102.5 101.4 93 86.7 79.2 91.3 91.7 92.5 90.8 81.4 71.9
## pm2.5 109.0 133.0 15 12.0 24.0 12.0 14.0 10.0 7.0 15.0 12.0
## CV residual 6.5 31.6 -78 -74.7 -55.2 -79.3 -77.7 -82.5 -83.8 -66.4 -59.9
## 10343 10349 10352 10354 10358 10359 10360 10361 10365 10366 10367
## Predicted 50.6 34.3 28.4 22.26 93.3 94.5 94.7 94.0 90.7 90.1 88.8
## cvpred 49.9 33.3 27.2 21.03 93.4 94.6 94.8 94.1 90.7 90.1 88.8
## pm2.5 35.0 13.0 16.0 19.00 19.0 16.0 21.0 24.0 18.0 14.0 10.0
## CV residual -14.9 -20.3 -11.2 -2.03 -74.4 -78.6 -73.8 -70.1 -72.7 -76.1 -78.8
## 10368 10370 10371 10373 10378 10379 10382 10385 10386 10389 10390
## Predicted 85.6 81.4 79.1 74.4 95.9 94.5 87.9 76.5 73.6 95.0 93.8
## cvpred 85.5 81.3 78.9 74.2 96.0 94.6 87.9 76.3 73.3 95.1 93.8
## pm2.5 7.0 6.0 7.0 9.0 34.0 21.0 17.0 17.0 12.0 34.0 35.0
## CV residual -78.5 -75.3 -71.9 -65.2 -62.0 -73.6 -70.9 -59.3 -61.3 -61.1 -58.8
## 10393 10396 10400 10405 10406 10413 10415 10416 10419 10421 10423
## Predicted 97.3 99.0 99.0 95.7 96.1 94.9 94.5 95.9 96.6 98.3 99.4
## cvpred 97.4 99.1 99.1 95.8 96.2 95.0 94.6 96.0 96.7 98.5 99.5
## pm2.5 66.0 79.0 83.0 36.0 27.0 25.0 43.0 48.0 40.0 44.0 26.0
## CV residual -31.4 -20.1 -16.1 -59.8 -69.2 -70.0 -51.6 -48.0 -56.7 -54.5 -73.5
## 10427 10429 10430 10434 10435 10438 10439 10440 10442 10447 10449
## Predicted 96.76 94.3 92.3 91.8 101.8 102.1 102.1 102 103 103 102
## cvpred 96.85 94.3 92.3 91.7 101.9 102.2 102.2 103 103 103 102
## pm2.5 99.00 92.0 80.0 110.0 108.0 166.0 196.0 209 248 274 271
## CV residual 2.15 -2.3 -12.3 18.3 6.1 63.8 93.8 106 145 171 169
## 10450 10453 10462 10463 10465 10470 10472 10475 10483 10484 10485
## Predicted 103 104 106 105 105 105 104 99 93.6 88.3 95.1
## cvpred 103 104 106 105 105 105 104 99 93.6 88.2 95.2
## pm2.5 250 241 416 415 379 339 339 267 16.0 16.0 17.0
## CV residual 147 137 310 310 274 234 235 168 -77.6 -72.2 -78.2
## 10486 10488 10491 10494 10507 10508 10513 10515 10516 10519 10521
## Predicted 94.8 87.5 93.8 87.9 47.6 46.4 25.03 19.26 17.09 3.73 -3.44
## cvpred 94.8 87.5 93.8 87.8 46.9 45.6 23.89 18.01 15.78 2.22 -5.08
## pm2.5 13.0 9.0 7.0 8.0 12.0 16.0 16.00 9.00 9.00 14.00 12.00
## CV residual -81.8 -78.5 -86.8 -79.8 -34.9 -29.6 -7.89 -9.01 -6.78 11.78 17.08
## 10530 10534 10538 10543 10553 10561 10562 10563 10564 10568
## Predicted -28.7 -40.3 96.3 97.7 91.2 98.35 100.1 100.2 101.1 97.91
## cvpred -30.8 -42.6 96.4 97.8 91.2 98.46 100.2 100.3 101.2 97.97
## pm2.5 19.0 14.0 17.0 23.0 27.0 105.00 125.0 138.0 128.0 104.00
## CV residual 49.8 56.6 -79.4 -74.8 -64.2 6.54 24.8 37.7 26.8 6.03
## 10569 10573 10575 10576 10673 10681 10683 10689 10690 10702 10710
## Predicted 100.42 102.8 100 97 53.0 26.45 20.72 88.9 88.0 60.2 48.5
## cvpred 100.52 102.9 100 97 52.4 25.42 19.59 89.0 88.1 59.7 47.8
## pm2.5 107.00 132.0 123 112 13.0 17.00 12.00 13.0 12.0 41.0 20.0
## CV residual 6.48 29.1 23 15 -39.4 -8.42 -7.59 -76.0 -76.1 -18.7 -27.8
## 10712 10713 10714 10717 10718 10726 10727 10728 10731 10732 10733
## Predicted 46.3 43.3 41.0 36.7 36.1 92.8 90.5 83.5 71.4 68.1 64.9
## cvpred 45.6 42.5 40.1 35.8 35.2 92.8 90.4 83.4 71.1 67.8 64.5
## pm2.5 20.0 30.0 25.0 16.0 19.0 23.0 24.0 15.0 13.0 10.0 8.0
## CV residual -25.6 -12.5 -15.1 -19.8 -16.2 -69.8 -66.4 -68.4 -58.1 -57.8 -56.5
## 10735 10745 10750 10752 10758 10760 10762 10764 10766 10767 10772
## Predicted 58.4 26.5 10.54 6.234 93.6 92.2 87.0 83.4 95.7 93.4 94.6
## cvpred 57.9 25.3 9.15 4.768 93.7 92.2 86.9 83.3 95.8 93.4 94.6
## pm2.5 8.0 15.0 4.00 4.000 23.0 18.0 31.0 17.0 16.0 15.0 22.0
## CV residual -49.9 -10.3 -5.15 -0.768 -70.7 -74.2 -55.9 -66.3 -79.8 -78.4 -72.6
## 10774 10776 10782 10783 10785 10793 10796 10799 10802 10812 10815
## Predicted 93.3 91.9 100.4 101.4 101.4 95.7 94.4 86.5 80.5 54.9 96.8
## cvpred 93.3 91.8 100.5 101.5 101.5 95.8 94.5 86.4 80.4 54.2 96.9
## pm2.5 21.0 37.0 76.0 85.0 145.0 29.0 12.0 13.0 6.0 27.0 16.0
## CV residual -72.3 -54.8 -24.5 -16.5 43.5 -66.8 -82.5 -73.4 -74.4 -27.2 -80.9
## 10817 10819 10820 10821 10823 10824 10840 10841 10845 10852 10853
## Predicted 96.8 95.7 94.3 93.7 101.6 97.5 97.9 97.2 99.7 104 104.7
## cvpred 96.9 95.8 94.3 93.8 101.6 97.6 98.0 97.3 99.7 104 104.8
## pm2.5 21.0 13.0 17.0 50.0 22.0 69.0 38.0 43.0 60.0 64 79.0
## CV residual -75.9 -82.8 -77.3 -43.8 -79.6 -28.6 -60.0 -54.3 -39.7 -40 -25.8
## 10856 10859 10860 10867 10871 10875 10880 10883 10885 10886
## Predicted 105.24 101.32 104.19 94.3 88.9 102.12 103.2 103.2 102.4 101.2
## cvpred 105.34 101.36 104.28 94.4 88.8 102.22 103.3 103.3 102.5 101.3
## pm2.5 110.00 99.00 107.00 51.0 67.0 96.00 87.0 136.0 152.0 132.0
## CV residual 4.66 -2.36 2.72 -43.4 -21.8 -6.22 -16.3 32.7 49.5 30.7
## 10887 10890 10892 10913 10915 10925 10929 10930 10931 10939 10944
## Predicted 97.52 89.0 87.2 107.8 108.7 88.8 72.8 68.9 65.0 103.7 108.0
## cvpred 97.56 88.9 87.0 107.9 108.8 88.7 72.4 68.4 64.5 103.7 108.1
## pm2.5 104.00 50.0 77.0 179.0 168.0 23.0 18.0 25.0 17.0 19.0 23.0
## CV residual 6.44 -38.9 -10.0 71.1 59.2 -65.7 -54.4 -43.4 -47.5 -84.7 -85.1
## 10949 10950 10953 10954 10958 10960 10965 10969 10970 10971 10972
## Predicted 102.3 101 97.93 93.6 95.3 93.3 99.5 105.6 106.6 106 105.0
## cvpred 102.3 101 97.83 93.4 95.4 93.3 99.5 105.7 106.7 106 105.1
## pm2.5 56.0 46 89.00 79.0 178.0 108.0 24.0 79.0 124.0 143 186.0
## CV residual -46.3 -55 -8.83 -14.4 82.6 14.7 -75.5 -26.7 17.3 37 80.9
## 10973 10975 10986 10995 11001 11004 11011 11018 11020 11021 11023
## Predicted 103.6 99.6 95.7 104.4 97.9 99.3 86.0 79.2 78.5 77.8 103.2
## cvpred 103.7 99.6 95.8 104.5 98.0 99.4 85.9 78.9 78.1 77.4 103.3
## pm2.5 167.0 172.0 89.0 80.0 132.0 177.0 52.0 154.0 164.0 191.0 160.0
## CV residual 63.3 72.4 -6.8 -24.5 34.0 77.6 -33.9 75.1 85.9 113.6 56.7
## 11029 11030 11035 11042 11049 11105 11113 11124 11125 11129
## Predicted 94.0 91.3 78.4 73.5 107.6 83.2 71.12 104.190 102.246 94.80
## cvpred 93.9 91.2 78.1 73.0 107.7 83.0 70.65 104.281 102.315 94.78
## pm2.5 218.0 264.0 166.0 190.0 158.0 39.0 69.00 105.000 103.000 102.00
## CV residual 124.1 172.8 87.9 117.0 50.3 -44.0 -1.65 0.719 0.685 7.22
## 11132 11135 11136 11138 11142 11145 11146 11154 11155 11157 11158
## Predicted 102.12 101.3 96 90.0 95.0 88.1 84.5 84.6 80.3 77.0 75.8
## cvpred 102.22 101.4 96 89.9 95.1 88.1 84.5 84.5 80.2 76.9 75.6
## pm2.5 109.00 80.0 82 50.0 14.0 17.0 15.0 10.0 10.0 17.0 91.0
## CV residual 6.78 -21.4 -14 -39.9 -81.1 -71.1 -69.5 -74.5 -70.2 -59.9 15.4
## 11160 11162 11165 11166 11169 11170 11172 11173 11175 11182 11183
## Predicted 72.6 70.0 65.6 96.6 95.4 93.1 96.6 96.3 96.6 86.0 83.6
## cvpred 72.3 69.7 65.2 96.7 95.5 93.1 96.7 96.4 96.7 85.8 83.4
## pm2.5 16.0 12.0 14.0 16.0 24.0 19.0 17.0 13.0 10.0 45.0 49.0
## CV residual -56.3 -57.7 -51.2 -80.7 -71.5 -74.1 -79.7 -83.4 -86.7 -40.8 -34.4
## 11194 11197 11199 11201 11202 11203 11206 11209 11212 11213 11214
## Predicted 103.5 101.58 99.05 93.5 91.88 90.60 90.7 107.3 108.3 108.7 108.7
## cvpred 103.6 101.67 99.08 93.5 91.78 90.46 90.5 107.4 108.4 108.8 108.8
## pm2.5 101.0 99.00 101.00 73.0 94.00 88.00 171.0 196.0 188.0 189.0 201.0
## CV residual -2.6 -2.67 1.92 -20.5 2.22 -2.46 80.5 88.6 79.6 80.2 92.2
## 11215 11222 11227 11230 11231 11240 11270 11271 11272 11296 11308
## Predicted 109 107.5 101.8 109.6 111.4 111.1 95.9 95.0 93.0 93.3 101.6
## cvpred 109 107.6 101.7 109.7 111.5 111.1 95.9 94.9 92.9 93.1 101.6
## pm2.5 231 125.0 157.0 172.0 155.0 174.0 28.0 26.0 27.0 76.0 41.0
## CV residual 122 17.4 55.3 62.3 43.5 62.9 -67.9 -68.9 -65.9 -17.1 -60.6
## 11318 11325 11326 11332 11334 11335 11338 11343 11345 11350 11356
## Predicted 65.9 32.3 29.4 17.05 100.7 98 90.3 97.1 97.2 101.7 107
## cvpred 65.4 31.2 28.3 15.71 100.8 98 90.2 97.1 97.3 101.8 107
## pm2.5 76.0 97.0 14.0 9.00 4.0 6 3.0 11.0 10.0 43.0 53
## CV residual 10.6 65.8 -14.3 -6.71 -96.8 -92 -87.2 -86.1 -87.3 -58.8 -54
## 11359 11360 11361 11362 11363 11364 11367 11370 11371 11373 11374
## Predicted 107 107.6 106.2 104.1 102.0 100.4 92.8 88.95 87.7 86.21 86.2
## cvpred 107 107.7 106.3 104.2 102.1 100.4 92.7 88.77 87.5 85.95 85.9
## pm2.5 59 93.0 103.0 79.0 80.0 84.0 44.0 86.00 99.0 93.00 120.0
## CV residual -48 -14.7 -3.3 -25.2 -22.1 -16.4 -48.7 -2.77 11.5 7.05 34.1
## 11375 11376 11377 11378 11384 11392 11393 11396 11403 11404 11405
## Predicted 85.5 85.43 85.41 83.461 108.7 106 104.7 103.2 111.1 111.1 109.6
## cvpred 85.2 85.13 85.09 83.121 108.8 106 104.6 103.1 111.2 111.1 109.7
## pm2.5 115.0 91.00 82.00 84.000 121.0 270 141.0 157.0 161.0 167.0 171.0
## CV residual 29.8 5.87 -3.09 0.879 12.2 164 36.4 53.9 49.8 55.9 61.3
## 11436 11438 11440 11441 11466 11468 11470 11471 11472 11476 11477
## Predicted 108.7 106.4 103.3 106.7 103.7 97.5 89.7 85.9 81.9 72.1 70.1
## cvpred 108.7 106.5 103.3 106.8 103.8 97.5 89.5 85.6 81.6 71.5 69.5
## pm2.5 39.0 34.0 36.0 28.0 10.0 16.0 13.0 12.0 12.0 11.0 15.0
## CV residual -69.7 -72.5 -67.3 -78.8 -93.8 -81.5 -76.5 -73.6 -69.6 -60.5 -54.5
## 11478 11479 11480 11481 11482 11485 11486 11488 11490 11492 11494
## Predicted 67.1 65.4 63.1 59.2 56.0 45.9 41.3 101 97.1 105.6 103
## cvpred 66.5 64.8 62.4 58.4 55.2 45.0 40.3 101 97.1 105.7 103
## pm2.5 16.0 17.0 23.0 17.0 19.0 13.0 14.0 10 14.0 13.0 32
## CV residual -50.5 -47.8 -39.4 -41.4 -36.2 -32.0 -26.3 -91 -83.1 -92.7 -71
## 11495 11498 11501 11502 11508 11516 11517 11524 11525 11526
## Predicted 102.3 107.3 107 107.1 107.0 98.53 98.18 92.5 110.24 110.39
## cvpred 102.4 107.4 107 107.2 107.1 98.38 98.02 92.2 110.33 110.47
## pm2.5 37.0 99.0 78 96.0 162.0 90.00 93.00 126.0 101.00 104.00
## CV residual -65.4 -8.4 -29 -11.2 54.9 -8.38 -5.02 33.8 -9.33 -6.47
## 11527 11530 11534 11535 11536 11537 11538 11539 11541 11542 11543
## Predicted 110.75 109.8 94.8 107.5 107.2 103.6 100.6 99.0 109.4 109.4 109.0
## cvpred 110.84 109.9 94.6 107.6 107.2 103.6 100.6 98.9 109.5 109.5 109.1
## pm2.5 116.00 149.0 31.0 26.0 20.0 15.0 13.0 16.0 22.0 63.0 68.0
## CV residual 5.16 39.1 -63.6 -81.6 -87.2 -88.6 -87.6 -82.9 -87.5 -46.5 -41.1
## 11547 11551 11563 11564 11571 11574 11577 11581 11601 11605 11610
## Predicted 107.1 102.6 99.2 98.7 91.8 109.0 107.6 106.92 113.2 109.9 104.9
## cvpred 107.1 102.6 99.2 98.6 91.6 109.1 107.6 106.99 113.2 109.9 104.8
## pm2.5 46.0 42.0 47.0 62.0 59.0 64.0 93.0 99.00 166.0 172.0 162.0
## CV residual -61.1 -60.6 -52.2 -36.6 -32.6 -45.1 -14.6 -7.99 52.8 62.1 57.2
## 11613 11616 11618 11620 11631 11632 11633 11635 11636 11637 11641
## Predicted 102 115 113.5 113.8 91.2 85.7 79.1 71.4 66.9 62.4 49.0
## cvpred 102 115 113.6 113.9 91.0 85.4 78.7 70.8 66.2 61.7 48.1
## pm2.5 170 168 170.0 186.0 53.0 36.0 41.0 120.0 201.0 214.0 164.0
## CV residual 68 53 56.4 72.1 -38.0 -49.4 -37.7 49.2 134.8 152.3 115.9
## 11651 11658 11663 11665 11668 11670 11674 11678 11679 11681 11686
## Predicted 23.8 3.65 106.3 104.4 99.5 107.6 99.4 78.5 72.3 63.0 51.9
## cvpred 22.5 1.92 106.3 104.5 99.5 107.7 99.4 78.2 71.9 62.4 51.1
## pm2.5 86.0 31.00 37.0 38.0 15.0 17.0 20.0 16.0 27.0 41.0 34.0
## CV residual 63.5 29.08 -69.3 -66.5 -84.5 -90.7 -79.4 -62.2 -44.9 -21.4 -17.1
## 11687 11691 11693 11695 11697 11698 11705 11709 11711 11712 11713
## Predicted 51.9 99.8 95.7 95.4 103.7 103.7 106.3 98.4 98.0 98.1 97.2
## cvpred 51.1 99.9 95.7 95.4 103.7 103.7 106.3 98.4 97.9 98.0 97.1
## pm2.5 21.0 12.0 7.0 8.0 13.0 14.0 36.0 27.0 45.0 57.0 68.0
## CV residual -30.1 -87.9 -88.7 -87.4 -90.7 -89.7 -70.3 -71.4 -52.9 -41.0 -29.1
## 11715 11716 11724 11725 11727 11730 11737 11738 11739 11742
## Predicted 95.2 94.5 86.2 84.2 82.4 79.8 112.8 111.78 112.798 113.15
## cvpred 95.0 94.3 85.8 83.8 81.9 79.3 112.9 111.85 112.866 113.22
## pm2.5 65.0 70.0 42.0 39.0 48.0 54.0 98.0 110.00 113.000 123.00
## CV residual -30.0 -24.3 -43.8 -44.8 -33.9 -25.3 -14.9 -1.85 0.134 9.78
## 11744 11748 11749 11758 11759 11760 11761 11768 11777 11779 11784
## Predicted 113.8 113.8 113.5 105.7 103.6 106.6 109.0 109.4 74.3 71.5 108.5
## cvpred 113.9 113.9 113.5 105.8 103.6 106.7 109.1 109.5 73.9 71.0 108.5
## pm2.5 136.0 201.0 188.0 95.0 79.0 75.0 97.0 60.0 30.0 23.0 31.0
## CV residual 22.1 87.1 74.5 -10.8 -24.6 -31.7 -12.1 -49.5 -43.9 -48.0 -77.5
## 11786 11788 11790 11792 11804 11805 11811 11816 11818 11819 11829
## Predicted 109.7 107.6 104.4 109.2 102.2 101.7 96.21 110.7 108.1 107.4 114.5
## cvpred 109.8 107.6 104.4 109.2 102.2 101.6 96.02 110.8 108.1 107.4 114.6
## pm2.5 46.0 27.0 17.0 15.0 47.0 39.0 88.00 79.0 80.0 63.0 58.0
## CV residual -63.8 -80.6 -87.4 -94.2 -55.2 -62.6 -8.02 -31.8 -28.1 -44.4 -56.6
## 11832 11833 11836 11838 11846 11848 11849 11856 11859 11861 11865
## Predicted 114.5 115 113.5 111.7 112.5 112.8 108.5 93.8 90.2 111.1 105.6
## cvpred 114.6 115 113.5 111.7 112.5 112.9 108.5 93.6 89.9 111.2 105.6
## pm2.5 61.0 76 78.0 79.0 38.0 19.0 23.0 28.0 22.0 20.0 44.0
## CV residual -53.6 -39 -35.5 -32.7 -74.5 -93.9 -85.5 -65.6 -67.9 -91.2 -61.6
## 11870 11871 11874 11878 11891 11892 11893 11894 11896 11900 11908
## Predicted 107.4 106.1 103.4 100.0 116.3 115.6 110.5 101 93.2 74.8 43.9
## cvpred 107.5 106.2 103.4 99.9 116.3 115.6 110.6 101 93.1 74.4 43.1
## pm2.5 28.0 32.0 29.0 35.0 102.0 99.0 184.0 202 159.0 33.0 77.0
## CV residual -79.5 -74.2 -74.4 -64.9 -14.3 -16.6 73.4 101 65.9 -41.4 33.9
## 11911 11913 11914 11916 11922 11929 11940 11945 11947 11948 11950
## Predicted 41.8 35.2 30.4 27.70 7.93 -9.28 85.8 58.5 49.1 44.45 39.9
## cvpred 40.9 34.2 29.3 26.42 6.26 -11.27 85.5 57.8 48.2 43.51 38.9
## pm2.5 63.0 60.0 56.0 24.00 63.00 27.00 27.0 24.0 31.0 35.00 40.0
## CV residual 22.1 25.8 26.7 -2.42 56.74 38.27 -58.5 -33.8 -17.2 -8.51 1.1
## 11955 11956 11962 11963 11966 11967 11969 11975 11977 11981 11985
## Predicted 30.11 106.6 100.8 102.6 91.8 87.9 101.1 84.5 109.4 109.7 99.7
## cvpred 28.91 106.7 100.8 102.6 91.7 87.7 101.1 84.2 109.5 109.8 99.6
## pm2.5 31.00 29.0 26.0 30.0 20.0 16.0 22.0 39.0 53.0 63.0 16.0
## CV residual 2.09 -77.7 -74.8 -72.6 -71.7 -71.7 -79.1 -45.2 -56.5 -46.8 -83.6
## 11988 11989 11993 11997 12000 12002 12005 12007 12008 12010 12013
## Predicted 92.01 89.7 105.0 99.2 95.8 108.0 108.7 109.2 107.8 108.7 108.5
## cvpred 91.88 89.5 105.1 99.2 95.7 108.1 108.8 109.2 107.8 108.8 108.5
## pm2.5 83.00 21.0 27.0 45.0 53.0 42.0 43.0 55.0 65.0 64.0 75.0
## CV residual -8.88 -68.5 -78.1 -54.2 -42.7 -66.1 -65.8 -54.2 -42.8 -44.8 -33.5
## 12015 12017 12019 12022 12023 12026 12027 12029 12032 12033 12036
## Predicted 103.7 97.1 93.7 89.2 87.9 83.4 82.9 111.1 113.15 112.6 110.7
## cvpred 103.8 97.1 93.5 88.9 87.6 83.1 82.5 111.2 113.22 112.6 110.7
## pm2.5 70.0 19.0 40.0 41.0 40.0 52.0 57.0 80.0 105.00 140.0 138.0
## CV residual -33.8 -78.1 -53.5 -47.9 -47.6 -31.1 -25.5 -31.2 -8.22 27.4 27.3
## 12040 12044 12045 12046 12047 12051 12054 12057 12060 12063 12064
## Predicted 108.0 117.3 117.3 117 117 115 116 115.3 116.7 118 117
## cvpred 107.9 117.4 117.4 117 117 115 116 115.4 116.8 118 117
## pm2.5 158.0 206.0 217.0 236 237 255 213 212.0 215.0 226 236
## CV residual 50.1 88.6 99.6 119 120 140 97 96.6 98.2 108 119
## 12071 12072 12073 12077 12080 12082 12085 12094 12096 12098 12099
## Predicted 91.8 87.9 85.5 75.7 65.7 61.1 107 98.7 94.4 110.5 109.3
## cvpred 91.5 87.5 85.2 75.2 65.1 60.3 107 98.6 94.2 110.6 109.3
## pm2.5 23.0 19.0 7.0 6.0 10.0 11.0 9 29.0 27.0 33.0 35.0
## CV residual -68.5 -68.5 -78.2 -69.2 -55.1 -49.3 -98 -69.6 -67.2 -77.6 -74.3
## 12102 12106 12108 12109 12112 12113 12117 12118 12123 12128 12130
## Predicted 91.9 76.3 71.2 68.9 102.2 104.6 103.6 102.9 101.2 99.9 90.7
## cvpred 91.8 75.9 70.7 68.4 102.3 104.6 103.6 102.9 101.1 99.9 90.6
## pm2.5 23.0 18.0 10.0 11.0 19.0 180.0 51.0 32.0 39.0 41.0 52.0
## CV residual -68.8 -57.9 -60.7 -57.4 -83.3 75.4 -52.6 -70.9 -62.1 -58.9 -38.6
## 12131 12133 12134 12136 12139 12141 12143 12144 12149 12152 12153
## Predicted 86.8 81.63 76.3 74.1 96.6 100.2 96.7 95.1 109.4 109.0 110.75
## cvpred 86.6 81.33 76.0 73.7 96.6 100.2 96.6 95.0 109.5 109.1 110.84
## pm2.5 55.0 91.00 25.0 34.0 9.0 51.0 29.0 56.0 53.0 122.0 115.00
## CV residual -31.6 9.67 -51.0 -39.7 -87.6 -49.2 -67.6 -39.0 -56.5 12.9 4.16
## 12168 12169 12173 12179 12185 12189 12191 12194 12196 12198 12201
## Predicted 73.91 73.887 109.0 115 103.1 90.4 87.8 84.3 82.7 81.9 80.63
## cvpred 73.37 73.331 109.1 115 103.1 90.1 87.5 83.9 82.2 81.4 80.07
## pm2.5 83.00 73.000 78.0 168 120.0 61.0 46.0 49.0 57.0 63.0 86.00
## CV residual 9.63 -0.331 -31.1 53 16.9 -29.1 -41.5 -34.9 -25.2 -18.4 5.93
## 12203 12205 12206 12207 12208 12209 12210 12211 12213 12219 12221
## Predicted 78.7 73.7 71.1 68.04 64.49 62.31 59.29 57.3 53 46.454 44.5
## cvpred 78.1 73.1 70.4 67.33 63.72 61.49 58.43 56.4 52 45.303 43.3
## pm2.5 106.0 102.0 107.0 77.00 57.00 63.00 50.00 46.0 67 45.000 58.0
## CV residual 27.9 28.9 36.6 9.67 -6.72 1.51 -8.43 -10.4 15 -0.303 14.7
## 12225 12227 12230 12231 12232 12233 12239 12241 12247 12250 12251
## Predicted 39.8 35.8 24.3 21.4 18.9 15.0 113.2 112 105.41 102.3 100.0
## cvpred 38.5 34.5 22.8 19.9 17.3 13.3 113.2 112 105.33 102.1 99.8
## pm2.5 72.0 79.0 66.0 62.0 66.0 61.0 62.0 88 112.00 116.0 110.0
## CV residual 33.5 44.5 43.2 42.1 48.7 47.7 -51.2 -24 6.67 13.9 10.2
## 12282 12283 12284 12285 12287 12289 12290 12294 12296 12302 12314
## Predicted 108.9 106.3 106.0 104.42 102.8 102.0 100.8 117.6 118 106.8 88.9
## cvpred 108.9 106.2 105.9 104.26 102.6 101.8 100.5 117.7 118 106.8 88.4
## pm2.5 82.0 73.0 96.0 107.00 137.0 153.0 160.0 195.0 184 122.0 101.0
## CV residual -26.9 -33.2 -9.9 2.74 34.4 51.2 59.5 77.3 66 15.2 12.6
## 12317 12318 12319 12323 12325 12330 12340 12348 12349 12351
## Predicted 118.7 118 117.2 117.98 117.98 118.67 113.9 116 116 111
## cvpred 118.7 118 117.3 118.04 118.04 118.73 113.9 116 116 111
## pm2.5 97.0 100 95.0 112.00 116.00 117.00 71.0 72 85 44
## CV residual -21.7 -18 -22.3 -6.04 -2.04 -1.73 -42.9 -44 -31 -67
## 12352 12354 12359 12360 12362 12363 12366 12367 12372 12374 12376
## Predicted 108.5 108.9 107.4 105.8 108.5 107.6 100.9 97.6 83.6 78.9 75.5
## cvpred 108.5 108.9 107.5 105.9 108.5 107.6 100.8 97.5 83.2 78.4 74.8
## pm2.5 67.0 26.0 12.0 18.0 13.0 14.0 10.0 10.0 8.0 11.0 14.0
## CV residual -41.5 -82.9 -95.5 -87.9 -95.5 -93.6 -90.8 -87.5 -75.2 -67.4 -60.8
## 12379 12380 12382 12385 12389 12390 12393 12394 12395 12396 12398
## Predicted 62.8 58.2 54.2 48.7 39.7 38.1 34.3 32.7 30.8 29.5 110
## cvpred 61.9 57.2 53.2 47.6 38.5 36.8 33.0 31.3 29.4 28.1 110
## pm2.5 10.0 24.0 14.0 12.0 8.0 11.0 16.0 15.0 15.0 13.0 9
## CV residual -51.9 -33.2 -39.2 -35.6 -30.5 -25.8 -17.0 -16.3 -14.4 -15.1 -101
## 12402 12407 12408 12412 12416 12417 12419 12421 12423 12424 12426
## Predicted 106.9 104.8 104 113.6 115.2 115.2 113.8 113.8 110.8 107.8 99.3
## cvpred 106.9 104.7 104 113.6 115.3 115.3 113.9 113.9 110.9 107.8 99.2
## pm2.5 18.0 33.0 29 36.0 81.0 98.0 143.0 83.0 128.0 127.0 60.0
## CV residual -88.9 -71.7 -75 -77.6 -34.3 -17.3 29.1 -30.9 17.1 19.2 -39.2
## 12429 12430 12431 12433 12435 12437 12438 12440 12441 12442 12443
## Predicted 95.4 94.9 112.3 110.3 112.3 110.2 105.9 97.8 104.1 101.9 97.9
## cvpred 95.2 94.6 112.3 110.3 112.3 110.2 105.9 97.6 104.1 101.9 97.8
## pm2.5 116.0 74.0 64.0 69.0 37.0 32.0 23.0 25.0 34.0 9.0 12.0
## CV residual 20.8 -20.6 -48.3 -41.3 -75.3 -78.2 -82.9 -72.6 -70.1 -92.9 -85.8
## 12450 12453 12460 12461 12474 12478 12480 12483 12487 12493 12494
## Predicted 110.4 109.2 113.5 114.4 104.9 96.2 113.2 113.8 113.1 110.28 108.0
## cvpred 110.5 109.2 113.6 114.5 104.9 96.0 113.2 113.9 113.2 110.31 107.9
## pm2.5 56.0 48.0 48.0 58.0 45.0 27.0 22.0 63.0 124.0 109.00 43.0
## CV residual -54.5 -61.2 -65.6 -56.5 -59.9 -69.0 -91.2 -50.9 10.8 -1.31 -64.9
## 12498 12504 12510 12512 12522 12523 12526 12532 12536 12538 12542
## Predicted 98.5 116 116.6 116.6 113.5 118.1 118 117.6 117.6 119 114.8
## cvpred 98.3 116 116.7 116.7 113.5 118.2 118 117.7 117.7 119 114.8
## pm2.5 60.0 67 74.0 103.0 91.0 99.0 145 201.0 206.0 237 152.0
## CV residual -38.3 -49 -42.7 -13.7 -22.5 -19.2 27 83.3 88.3 118 37.2
## 12544 12546 12550 12556 12563 12565 12568 12574 12576 12580 12581
## Predicted 109 106.2 120.0 105.5 113.2 109.3 113.8 107.9 106.1 118.7 119.0
## cvpred 109 106.1 120.1 105.3 113.2 109.3 113.8 107.8 105.9 118.7 119.1
## pm2.5 66 69.0 55.0 9.0 27.0 14.0 49.0 29.0 47.0 210.0 188.0
## CV residual -43 -37.1 -65.1 -96.3 -86.2 -95.3 -64.8 -78.8 -58.9 91.3 68.9
## 12583 12590 12593 12607 12609 12613 12616 12618 12619 12620 12622
## Predicted 119.7 117.44 110.9 116.3 117.6 117.3 107.2 102.5 101.24 114.4 112.8
## cvpred 119.8 117.49 110.8 116.4 117.7 117.4 107.1 102.4 101.06 114.5 112.8
## pm2.5 184.0 111.00 76.0 199.0 173.0 132.0 83.0 80.0 92.00 80.0 64.0
## CV residual 64.2 -6.49 -34.8 82.6 55.3 14.6 -24.1 -22.4 -9.06 -34.5 -48.8
## 12625 12627 12628 12631 12633 12635 12636 12644 12646 12648 12651
## Predicted 116.5 114.5 113.8 118.7 118.7 117.2 116.9 116.6 117.3 115.0 116.3
## cvpred 116.5 114.5 113.8 118.7 118.7 117.3 116.9 116.7 117.4 115.1 116.3
## pm2.5 96.0 53.0 52.0 95.0 96.0 82.0 73.0 27.0 43.0 48.0 18.0
## CV residual -20.5 -61.5 -61.8 -23.7 -22.7 -35.3 -43.9 -89.7 -74.4 -67.1 -98.3
## 12660 12661 12662 12663 12664 12666 12667 12675 12677 12682 12683
## Predicted 107.8 105.8 104.2 112 111.2 112.6 112.7 118.3 118 116.5 118.7
## cvpred 107.8 105.8 104.1 112 111.3 112.7 112.8 118.4 118 116.6 118.7
## pm2.5 10.0 11.0 13.0 22 15.0 17.0 46.0 79.0 95 103.0 98.0
## CV residual -97.8 -94.8 -91.1 -90 -96.3 -95.7 -66.8 -39.4 -23 -13.6 -20.7
## 12685 12698 12700 12701 12709 12715 12718 12719 12726 12727 12730
## Predicted 116.2 104.9 117.65 117.3 115.8 101.0 118.8 116.84 119.7 120.0 118.8
## cvpred 116.2 104.7 117.72 117.4 115.9 100.8 118.8 116.86 119.8 120.1 118.8
## pm2.5 98.0 147.0 125.00 100.0 205.0 146.0 142.0 123.00 135.0 167.0 170.0
## CV residual -18.2 42.3 7.28 -17.4 89.1 45.2 23.2 6.14 15.2 46.9 51.2
## 12733 12735 12737 12741 12743 12747 12751 12754 12760 12761 12765
## Predicted 115.7 110.4 106.4 117.8 118 113.7 118 117.6 114.9 113.65 118.7
## cvpred 115.7 110.3 106.2 117.8 118 113.7 118 117.7 114.9 113.62 118.7
## pm2.5 175.0 153.0 158.0 165.0 195 177.0 91 69.0 140.0 123.00 137.0
## CV residual 59.3 42.7 51.8 47.2 77 63.3 -27 -48.7 25.1 9.38 18.3
## 12769 12771 12773 12777 12785 12790 12792 12799 12805 12806 12812
## Predicted 116.18 114.2 118 118.3 117.3 114.2 113 119 120.0 118.8 112.0
## cvpred 116.22 114.2 118 118.4 117.4 114.1 113 119 120.1 118.9 111.9
## pm2.5 115.00 134.0 106 102.0 66.0 104.0 142 244 132.0 106.0 147.0
## CV residual -1.22 19.8 -12 -16.4 -51.4 -10.1 29 125 11.9 -12.9 35.1
## 12814 12818 12820 12821 12822 12823 12825 12828 12829 12833 12835
## Predicted 109 105 102.3 119.7 119 120 120.0 120.7 120.0 117.2 113.6
## cvpred 109 105 102.1 119.8 119 120 120.1 120.8 120.1 117.2 113.6
## pm2.5 285 221 195.0 205.0 242 235 199.0 207.0 201.0 167.0 149.0
## CV residual 176 116 92.9 85.2 123 115 78.9 86.2 80.9 49.8 35.4
## 12836 12841 12843 12849 12853 12855 12864 12869 12871 12872 12882
## Predicted 112.0 105 104 119.7 119.0 119.5 106.5 101.6 100.9 100.9 103.9
## cvpred 111.9 105 104 119.7 119.1 119.5 106.3 101.4 100.6 100.6 103.7
## pm2.5 158.0 222 207 192.0 173.0 165.0 183.0 161.0 176.0 176.0 137.0
## CV residual 46.1 117 103 72.3 53.9 45.5 76.7 59.6 75.4 75.4 33.3
## 12883 12884 12885 12886 12887 12890 12894 12896 12899 12909 12911
## Predicted 102.3 100.65 99.9 99.4 98.1 95.7 91.9 120 117.5 116 113.4
## cvpred 102.1 100.43 99.7 99.1 97.8 95.4 91.5 120 117.5 116 113.3
## pm2.5 91.0 91.00 101.0 116.0 145.0 156.0 146.0 231 194.0 399 99.0
## CV residual -11.1 -9.43 1.3 16.9 47.2 60.6 54.5 111 76.5 283 -14.3
## 12914 12918 12927 12932 12933 12938 12944 12946 12949 12951 12954
## Predicted 120.7 120.7 107.6 118.8 118.8 114.9 110 107.0 116.6 114 116
## cvpred 120.7 120.7 107.4 118.9 118.9 114.9 110 106.9 116.7 114 116
## pm2.5 145.0 185.0 182.0 51.0 44.0 54.0 9 11.0 18.0 20 27
## CV residual 24.3 64.3 74.6 -67.9 -74.9 -60.9 -101 -95.9 -98.7 -94 -89
## 12957 12958 12961 12963 12966 12969 12970 12971 12972 12973 12974
## Predicted 114.1 112.8 116.7 114.7 117.3 116.7 116.0 116.6 116.6 114.7 115
## cvpred 114.1 112.8 116.8 114.8 117.4 116.8 116.1 116.7 116.7 114.7 115
## pm2.5 35.0 45.0 51.0 50.0 31.0 22.0 29.0 23.0 29.0 30.0 27
## CV residual -79.1 -67.8 -65.8 -64.8 -86.4 -94.8 -87.1 -93.7 -87.7 -84.7 -88
## 12976 12981 12985 12987 12991 12994 12997 13002 13004 13006 13007
## Predicted 114.5 117 115.5 118 111.8 106.9 113.4 114.7 112.1 118.3 116.6
## cvpred 114.6 117 115.5 118 111.7 106.8 113.4 114.7 112.1 118.4 116.7
## pm2.5 19.0 40 102.0 91 56.0 41.0 16.0 21.0 23.0 75.0 64.0
## CV residual -95.6 -77 -13.5 -27 -55.7 -65.8 -97.4 -93.7 -89.1 -43.4 -52.7
## 13008 13009 13012 13013 13022 13034 13035 13039 13042 13043 13046
## Predicted 116.0 114.8 117.3 119.0 114.5 105.8 105.05 119.0 119.35 119.4 119.5
## cvpred 116.1 114.8 117.4 119.1 114.6 105.6 104.86 119.1 119.42 119.4 119.6
## pm2.5 62.0 72.0 47.0 57.0 30.0 94.0 112.00 127.0 127.00 205.0 173.0
## CV residual -54.1 -42.8 -70.4 -62.1 -84.6 -11.6 7.14 7.9 7.58 85.6 53.4
## 13047 13050 13051 13056 13058 13059 13060 13061 13065 13069 13070
## Predicted 119.5 114.2 112.9 108.6 119.4 120 119 120 121 118 116.4
## cvpred 119.6 114.2 112.9 108.4 119.4 120 119 120 121 118 116.4
## pm2.5 202.0 152.0 137.0 141.0 199.0 226 229 242 259 232 208.0
## CV residual 82.4 37.8 24.1 32.6 79.6 106 110 122 138 114 91.6
## 13078 13079 13080 13082 13086 13087 13092 13093 13095 13098 13109
## Predicted 102 122 121 118 121 120.2 121.8 120.7 120.7 122.1 121
## cvpred 101 122 121 118 121 120.2 121.8 120.8 120.8 122.2 121
## pm2.5 206 226 256 242 231 219.0 33.0 48.0 47.0 75.0 222
## CV residual 105 104 135 124 110 98.8 -88.8 -72.8 -73.8 -47.2 101
## 13110 13112 13113 13123 13124 13125 13128 13129 13132 13135
## Predicted 122 122.5 120.9 122.5 122.11 121.394 122.11 122.5 122.1 122.5
## cvpred 122 122.5 120.9 122.5 122.17 121.438 122.17 122.5 122.2 122.5
## pm2.5 230 221.0 206.0 91.0 117.00 121.000 118.00 133.0 170.0 153.0
## CV residual 108 98.5 85.1 -31.5 -5.17 -0.438 -4.17 10.5 47.8 30.5
## 13137 13141 13144 13152 13153 13158 13162 13164 13165 13168 13172
## Predicted 123.2 122.5 121.4 122.1 121.8 121 113.3 116.4 116.7 116 117.4
## cvpred 123.2 122.5 121.4 122.2 121.8 121 113.2 116.4 116.8 116 117.5
## pm2.5 165.0 144.0 133.0 198.0 202.0 224 140.0 47.0 30.0 19 44.0
## CV residual 41.8 21.5 11.6 75.8 80.2 103 26.8 -69.4 -86.8 -97 -73.5
## 13173 13174 13176 13177 13178 13180 13181 13188 13189 13199 13200
## Predicted 115.1 113.8 110.6 119.4 120.4 121.1 120.4 117.3 117.6 109.3 107.7
## cvpred 115.1 113.8 110.5 119.4 120.5 121.2 120.5 117.4 117.7 109.2 107.6
## pm2.5 46.0 44.0 56.0 72.0 96.0 104.0 74.0 42.0 36.0 61.0 57.0
## CV residual -69.1 -69.8 -54.5 -47.4 -24.5 -17.2 -46.5 -75.4 -81.7 -48.2 -50.6
## 13201 13203 13207 13210 13211 13212 13215 13218 13220 13221 13222
## Predicted 106.8 103.9 98.24 95.2 94.4 94.4 119.1 119.3 117.9 121.1 121.1
## cvpred 106.6 103.7 97.93 94.8 94.1 94.0 119.2 119.4 117.9 121.2 121.2
## pm2.5 65.0 86.0 95.00 119.0 134.0 133.0 153.0 139.0 160.0 145.0 132.0
## CV residual -41.6 -17.7 -2.93 24.2 39.9 39.0 33.8 19.6 42.1 23.8 10.8
## 13227 13228 13230 13231 13232 13235 13239 13241 13244 13252 13256
## Predicted 119.5 121.1 120.7 120.4 120.0 121.8 120.2 116.6 111.4 120.4 118.8
## cvpred 119.6 121.2 120.8 120.4 120.1 121.8 120.2 116.6 111.3 120.5 118.9
## pm2.5 199.0 193.0 185.0 184.0 178.0 158.0 181.0 171.0 174.0 87.0 31.0
## CV residual 79.4 71.8 64.2 63.6 57.9 36.2 60.8 54.4 62.7 -33.5 -87.9
## 13258 13262 13263 13264 13266 13267 13269 13271 13274 13275 13280
## Predicted 115 100 111.6 111.9 113 113.6 112.7 110 118.3 117.3 118.3
## cvpred 115 100 111.6 111.9 113 113.7 112.7 110 118.4 117.4 118.4
## pm2.5 10 9 16.0 17.0 12 21.0 22.0 23 22.0 31.0 40.0
## CV residual -105 -91 -95.6 -94.9 -101 -92.7 -90.7 -87 -96.4 -86.4 -78.4
## 13285 13288 13293 13299 13301 13303 13304 13311 13312 13314 13319
## Predicted 112.7 103.4 92.4 116.1 116.3 115.1 113.9 116 116 113 109
## cvpred 112.7 103.3 92.1 116.1 116.3 115.2 113.9 116 116 113 109
## pm2.5 18.0 12.0 16.0 34.0 21.0 25.0 19.0 14 23 19 29
## CV residual -94.7 -91.3 -76.1 -82.1 -95.3 -90.2 -94.9 -102 -93 -94 -80
## 13320 13321 13322 13325 13326 13328 13334 13335 13337 13341 13344
## Predicted 109.4 118.3 118.7 119.7 118.8 116.2 119.7 119.4 116.5 112.3 117.21
## cvpred 109.3 118.4 118.7 119.8 118.9 116.2 119.7 119.4 116.5 112.3 117.23
## pm2.5 28.0 42.0 53.0 80.0 100.0 82.0 90.0 79.0 87.0 72.0 125.00
## CV residual -81.3 -76.4 -65.7 -39.8 -18.9 -34.2 -29.7 -40.4 -29.5 -40.3 7.77
## 13348 13351 13353 13354 13359 13362 13368 13371 13384 13386
## Predicted 122 123 121 120 118.9 112.3 104.46 101.71 118.22 115.71
## cvpred 122 123 121 120 118.9 112.3 104.23 101.41 118.24 115.68
## pm2.5 296 298 281 280 154.0 125.0 113.00 107.00 112.00 109.00
## CV residual 174 175 160 160 35.1 12.7 8.77 5.59 -6.24 -6.68
## 13390 13391 13395 13403 13404 13408 13410 13413 13415 13416 13418
## Predicted 121.09 120.88 115.3 106.9 121.4 119.5 117.7 114.4 112.3 111.0 108.3
## cvpred 121.16 120.93 115.3 106.7 121.5 119.5 117.6 114.4 112.1 110.9 108.2
## pm2.5 117.00 117.00 87.0 91.0 95.0 101.0 87.0 91.0 93.0 81.0 77.0
## CV residual -4.16 -3.93 -28.3 -15.7 -26.5 -18.5 -30.6 -23.4 -19.1 -29.9 -31.2
## 13419 13420 13422 13427 13435 13438 13444 13446 13447 13448 13449
## Predicted 121.1 120.7 120.7 119.96 121.6 117.4 118.5 116.3 120.0 120.0 121.1
## cvpred 121.2 120.8 120.8 119.98 121.6 117.4 118.5 116.3 120.1 120.1 121.2
## pm2.5 80.0 82.0 78.0 125.00 141.0 83.0 58.0 57.0 59.0 52.0 64.0
## CV residual -41.2 -38.8 -42.8 5.02 19.4 -34.4 -60.5 -59.3 -61.1 -68.1 -57.2
## 13451 13457 13458 13459 13462 13463 13467 13469 13470 13476 13477
## Predicted 121.1 115.9 114.6 112.7 109.1 108.4 104 101.8 101.04 117.6 116.3
## cvpred 121.2 115.8 114.5 112.6 108.9 108.2 104 101.5 100.76 117.6 116.3
## pm2.5 66.0 91.0 90.0 88.0 94.0 74.0 80 86.0 108.00 55.0 69.0
## CV residual -55.2 -24.8 -24.5 -24.6 -14.9 -34.2 -24 -15.5 7.24 -62.6 -47.3
## 13480 13481 13482 13486 13489 13490 13498 13500 13505 13509 13511
## Predicted 116.3 116.4 114.8 116.5 119.5 120.7 121.09 121.8 117 113 120.7
## cvpred 116.3 116.4 114.8 116.5 119.6 120.8 121.16 121.8 117 113 120.8
## pm2.5 75.0 84.0 91.0 84.0 48.0 63.0 121.00 147.0 75 75 93.0
## CV residual -41.3 -32.4 -23.8 -32.5 -71.6 -57.8 -0.16 25.2 -42 -38 -27.8
## 13517 13519 13521 13523 13525 13530 13532 13536 13538 13539 13541
## Predicted 117.5 116.1 114.1 120.7 121.1 120.7 117.9 121.4 118.6 118.2 121.09
## cvpred 117.5 116.1 114.1 120.8 121.1 120.8 117.9 121.5 118.6 118.2 121.16
## pm2.5 54.0 62.0 74.0 69.0 101.0 144.0 134.0 157.0 181.0 174.0 126.00
## CV residual -63.5 -54.1 -40.1 -51.8 -20.1 23.2 16.1 35.5 62.4 55.8 4.84
## 13550 13551 13552 13555 13557 13558 13559 13560 13564 13566 13567
## Predicted 118.9 121.8 120.9 118.7 115.9 114.5 121.8 121.4 119.3 121.1 121
## cvpred 118.9 121.8 120.9 118.7 115.8 114.4 121.8 121.5 119.3 121.2 121
## pm2.5 62.0 68.0 75.0 65.0 83.0 50.0 44.0 45.0 27.0 28.0 16
## CV residual -56.9 -53.8 -45.9 -53.7 -32.8 -64.4 -77.8 -76.5 -92.3 -93.2 -105
## 13569 13574 13576 13578 13584 13587 13592 13603 13606 13607 13610
## Predicted 120 120.5 118.7 115.5 121.78 121.4 122.1 114 110.3 109.6 106.9
## cvpred 120 120.6 118.7 115.5 121.85 121.5 122.2 114 110.1 109.4 106.7
## pm2.5 13 21.0 47.0 61.0 116.00 86.0 65.0 86 91.0 91.0 118.0
## CV residual -107 -99.6 -71.7 -54.5 -5.85 -35.5 -57.2 -28 -19.1 -18.4 11.3
## 13611 13612 13613 13625 13630 13631 13633 13641 13642 13643 13646
## Predicted 105.6 104.4 102.4 121.5 123 123 124 123 125 124 125
## cvpred 105.4 104.1 102.1 121.5 124 123 124 124 125 124 125
## pm2.5 129.0 116.0 119.0 203.0 291 271 261 330 334 334 308
## CV residual 23.6 11.9 16.9 81.5 167 148 137 206 209 210 183
## 13647 13651 13655 13661 13665 13666 13669 13670 13672 13673 13676
## Predicted 125 125.6 122 116 124 122 125 124 120.3 119 113.8
## cvpred 125 125.6 122 116 124 122 125 124 120.3 119 113.7
## pm2.5 299 223.0 277 321 375 390 375 337 127.0 38 59.0
## CV residual 174 97.4 155 205 251 268 250 213 6.7 -81 -54.7
## 13679 13682 13683 13685 13689 13690 13692 13695 13699 13707 13710
## Predicted 122.3 122.8 122.4 122.1 122.8 122.4 122.8 121 123.5 123.2 121.1
## cvpred 122.3 122.9 122.5 122.2 122.9 122.5 122.9 121 123.5 123.2 121.1
## pm2.5 23.0 32.0 31.0 41.0 57.0 58.0 56.0 27 40.0 102.0 47.0
## CV residual -99.3 -90.9 -91.5 -81.2 -65.9 -64.5 -66.9 -94 -83.5 -21.2 -74.1
## 13718 13719 13720 13721 13723 13727 13728 13738 13739 13740 13741
## Predicted 120.7 121.4 120.2 118.6 116.4 113 109 121.8 122.8 122.1 120.8
## cvpred 120.8 121.5 120.2 118.6 116.3 113 109 121.8 122.9 122.1 120.8
## pm2.5 30.0 36.0 45.0 42.0 35.0 56 70 51.0 68.0 77.0 88.0
## CV residual -90.8 -85.5 -75.2 -76.6 -81.3 -57 -39 -70.8 -54.9 -45.1 -32.8
## 13743 13744 13746 13747 13748 13750 13751 13752 13753 13755 13760
## Predicted 118.7 116.3 113.8 111.5 110.3 110.26 109.9 110 108.29 106.3 102
## cvpred 118.6 116.3 113.7 111.4 110.1 110.09 109.7 110 108.08 106.1 102
## pm2.5 65.0 67.0 62.0 73.0 84.0 102.00 93.0 99 116.00 171.0 209
## CV residual -53.6 -49.3 -51.7 -38.4 -26.1 -8.09 -16.7 -11 7.92 64.9 107
## 13764 13771 13772 13777 13780 13782 13785 13787 13788 13790 13796
## Predicted 122.2 120 119.3 124 123 123 123 117.7 120.5 120.9 117.5
## cvpred 122.3 120 119.3 124 124 124 124 117.7 120.6 120.9 117.4
## pm2.5 201.0 186 187.0 286 307 300 264 50.0 49.0 43.0 43.0
## CV residual 78.7 66 67.7 162 183 176 140 -67.7 -71.6 -77.9 -74.4
## 13798 13802 13807 13809 13810 13815 13816 13817 13818 13823 13824
## Predicted 112.5 120.7 119.1 118.2 118.2 120.4 120.7 121.4 121.4 114.4 112.8
## cvpred 112.4 120.8 119.2 118.2 118.2 120.4 120.8 121.5 121.4 114.3 112.7
## pm2.5 49.0 36.0 39.0 27.0 35.0 30.0 37.0 51.0 54.0 62.0 58.0
## CV residual -63.4 -84.8 -80.2 -91.2 -83.2 -90.4 -83.8 -70.5 -67.4 -52.3 -54.7
## 13825 13834 13836 13842 13844 13845 13912 13918 13920 13925 13931
## Predicted 122.5 117.1 114.4 121.6 119.6 118.7 114.6 104.8 101.9 98.506 121.07
## cvpred 122.5 117.1 114.4 121.6 119.6 118.7 114.6 104.6 101.7 98.162 121.12
## pm2.5 61.0 64.0 29.0 47.0 88.0 104.0 46.0 75.0 70.0 98.000 113.00
## CV residual -61.5 -53.1 -85.4 -74.6 -31.6 -14.7 -68.6 -29.6 -31.7 -0.162 -8.12
## 13932 13934 13943 13949 13950 13957 13958 13959 13962 13963 13965
## Predicted 122.11 122.8 121.8 119.6 119.2 120.6 118.7 117.4 113.0 111.0 109
## cvpred 122.17 122.9 121.8 119.6 119.2 120.7 118.7 117.4 112.9 110.9 109
## pm2.5 114.00 103.0 101.0 146.0 154.0 134.0 144.0 142.0 143.0 144.0 154
## CV residual -8.17 -19.9 -20.8 26.4 34.8 13.3 25.3 24.6 30.1 33.1 45
## 13967 14024 14025 14031 14036 14042 14043 14046 14048 14049 14053
## Predicted 106.0 119.6 118 120.7 119 115.4 114.7 123.2 123.5 122.8 124
## cvpred 105.8 119.6 118 120.7 119 115.3 114.6 123.2 123.5 122.8 124
## pm2.5 119.0 107.0 135 87.0 97 194.0 209.0 201.0 214.0 212.0 230
## CV residual 13.2 -12.6 17 -33.7 -22 78.7 94.4 77.8 90.5 89.2 106
## 14056 14057 14060 14062 14086 14087 14092 14097 14098 14101 14102
## Predicted 123 121 114.3 119.5 115.6 114.9 122.47 123.2 122.8 122.1 122.1
## cvpred 123 121 114.2 119.5 115.6 114.8 122.54 123.2 122.9 122.2 122.1
## pm2.5 221 201 34.0 36.0 58.0 54.0 119.00 61.0 83.0 87.0 91.0
## CV residual 98 80 -80.2 -83.5 -57.6 -60.8 -3.54 -62.2 -39.9 -35.2 -31.1
## 14105 14106 14107 14110 14112 14114 14117 14118 14123 14128 14130
## Predicted 116.9 116.4 116.35 114.3 112.2 110.79 123.2 122.8 122.1 119 115.8
## cvpred 116.9 116.3 116.28 114.2 112.1 110.62 123.2 122.9 122.2 119 115.8
## pm2.5 103.0 101.0 111.00 130.0 161.0 115.00 111.0 103.0 112.0 151 148.0
## CV residual -13.9 -15.3 -5.28 15.8 48.9 4.38 -12.2 -19.9 -10.2 32 32.2
## 14132 14133 14142 14144 14145 14147 14148 14155 14156 14158 14162
## Predicted 114.7 113 118.1 115.5 114.22 113.5 113.4 104.7 103.9 102.5 100.0
## cvpred 114.6 113 118.1 115.4 114.14 113.4 113.3 104.4 103.6 102.2 99.6
## pm2.5 171.0 174 96.0 99.0 116.00 132.0 137.0 141.0 142.0 123.0 138.0
## CV residual 56.4 61 -22.1 -16.4 1.86 18.6 23.7 36.6 38.4 20.8 38.4
## 14164 14169 14176 14177 14179 14182 14183 14185 14187 14188 14189
## Predicted 122.3 122.8 119.9 124.5 123.64 123.9 123 122.8 121.5 120.3 119.6
## cvpred 122.3 122.9 119.9 124.6 123.69 123.9 123 122.9 121.6 120.3 119.6
## pm2.5 31.0 40.0 100.0 97.0 122.00 206.0 221 165.0 175.0 158.0 137.0
## CV residual -91.3 -82.9 -19.9 -27.6 -1.69 82.1 98 42.1 53.4 37.7 17.4
## 14190 14191 14192 14199 14200 14203 14205 14207 14210 14212
## Predicted 118.86 117.60 116.88 122.1 123.2 122.8 122.8 120.5 122 122
## cvpred 118.84 117.56 116.83 122.2 123.2 122.9 122.9 120.6 122 122
## pm2.5 128.00 126.00 124.00 109.0 109.0 100.0 107.0 107.0 7 9
## CV residual 9.16 8.44 7.17 -13.2 -14.2 -22.9 -15.9 -13.6 -115 -113
## 14216 14219 14222 14223 14224 14230 14235 14238 14239 14240 14242
## Predicted 115.7 111.2 116 115 117 113.4 121.8 121.8 121.8 122.5 121.8
## cvpred 115.7 111.1 116 115 117 113.3 121.8 121.8 121.8 122.5 121.8
## pm2.5 21.0 13.0 11 7 4 32.0 67.0 63.0 74.0 74.0 59.0
## CV residual -94.7 -98.1 -105 -108 -113 -81.3 -54.8 -58.8 -47.8 -48.5 -62.8
## 14243 14246 14248 14250 14251 14254 14260 14263 14264 14265 14273
## Predicted 122.1 122.1 118.9 113.6 109.9 106.1 120 120 120 118 116.1
## cvpred 122.2 122.2 118.9 113.5 109.8 105.9 120 120 120 118 116.1
## pm2.5 69.0 67.0 37.0 22.0 16.0 25.0 7 5 10 12 23.0
## CV residual -53.2 -55.2 -81.9 -91.5 -93.8 -80.9 -113 -115 -110 -106 -93.1
## 14276 14278 14280 14290 14292 14293 14299 14300 14303 14305 14310
## Predicted 110.0 107 105.3 121.1 120.2 120.5 109 107.9 104.8 104.1 118.6
## cvpred 109.9 107 105.1 121.1 120.2 120.6 109 107.7 104.6 103.9 118.7
## pm2.5 37.0 49 47.0 77.0 87.0 81.0 34 48.0 51.0 67.0 82.0
## CV residual -72.9 -58 -58.1 -44.1 -33.2 -39.6 -75 -59.7 -53.6 -36.9 -36.7
## 14312 14315 14317 14318 14333 14334 14336 14337 14338 14340 14344
## Predicted 121.1 121.8 120.7 119.3 119.7 119.7 121.1 121.43 121.4 121.4 115.4
## cvpred 121.2 121.8 120.8 119.4 119.8 119.8 121.2 121.48 121.5 121.5 115.4
## pm2.5 89.0 106.0 85.0 92.0 92.0 105.0 110.0 118.00 107.0 85.0 48.0
## CV residual -32.2 -15.8 -35.8 -27.4 -27.8 -14.8 -11.2 -3.48 -14.5 -36.5 -67.4
## 14347 14353 14354 14357 14359 14364 14367 14369 14370 14371 14374
## Predicted 109.2 120.7 120.0 120.4 119.0 119.4 118.82 114.2 112.6 112 118.5
## cvpred 109.1 120.8 120.1 120.5 119.1 119.4 118.87 114.2 112.6 112 118.5
## pm2.5 71.0 104.0 106.0 145.0 139.0 99.0 114.00 74.0 81.0 98 104.0
## CV residual -38.1 -16.8 -14.1 24.5 19.9 -20.4 -4.87 -40.2 -31.6 -14 -14.5
## 14377 14412 14416 14420 14424 14426 14433 14436 14437 14445 14446
## Predicted 120.73 121.4 117.2 112.7 120.4 118.6 120.73 117.7 115.7 120.0 120.4
## cvpred 120.79 121.5 117.2 112.6 120.5 118.7 120.79 117.6 115.7 120.1 120.5
## pm2.5 130.00 132.0 93.0 70.0 96.0 93.0 117.00 91.0 80.0 96.0 92.0
## CV residual 9.21 10.5 -24.2 -42.6 -24.5 -25.7 -3.79 -26.6 -35.7 -24.1 -28.5
## 14450 14454 14457 14458 14459 14460 14461 14464 14467 14468 14471
## Predicted 120.4 120.20 117.7 116.5 116.1 115.2 115.3 111.6 107.1 106.4 120.7
## cvpred 120.4 120.25 117.8 116.5 116.1 115.2 115.3 111.4 106.9 106.2 120.8
## pm2.5 108.0 116.00 35.0 32.0 31.0 57.0 69.0 75.0 80.0 95.0 118.0
## CV residual -12.4 -4.25 -82.8 -84.5 -85.1 -58.2 -46.3 -36.4 -26.9 -11.2 -2.8
## 14472 14473 14475 14477 14484 14489 14490 14492 14508 14510
## Predicted 119.69 121.09 120.38 120.4 120.0 110.6 109.0 107.0 119.7 118.1
## cvpred 119.75 121.16 120.43 120.5 120.1 110.5 108.9 106.9 119.8 118.2
## pm2.5 111.00 118.00 111.00 92.0 110.0 87.0 58.0 56.0 84.0 83.0
## CV residual -8.75 -3.16 -9.43 -28.5 -10.1 -23.5 -50.9 -50.9 -35.8 -35.2
## 14513 14517 14520 14521 14522 14524 14525 14527 14535 14539
## Predicted 119.3 113 119.7 120.4 120.4 119.18 118.82 119.72 118.2 114.3
## cvpred 119.4 113 119.7 120.5 120.5 119.24 118.87 119.78 118.2 114.2
## pm2.5 84.0 75 69.0 65.0 76.0 114.00 124.00 129.00 90.0 100.0
## CV residual -35.4 -38 -50.7 -55.5 -44.5 -5.24 5.13 9.22 -28.2 -14.2
## 14542 14543 14546 14551 14552 14554 14558 14559 14563 14567 14568
## Predicted 121.1 121.1 120.4 121.8 121.8 122.1 121.6 122.1 117.3 121.8 122.5
## cvpred 121.2 121.2 120.4 121.8 121.8 122.2 121.6 122.2 117.3 121.8 122.5
## pm2.5 135.0 179.0 184.0 171.0 171.0 172.0 143.0 141.0 147.0 155.0 172.0
## CV residual 13.8 57.8 63.6 49.2 49.2 49.8 21.4 18.8 29.7 33.2 49.5
## 14570 14573 14577 14583 14585 14590 14591 14592 14595 14596 14597
## Predicted 121.1 121.8 122.4 123 122 123 123 122 118.8 119.8 116.5
## cvpred 121.1 121.8 122.5 123 123 123 123 122 118.8 119.9 116.5
## pm2.5 205.0 204.0 204.0 233 266 309 300 341 36.0 41.0 52.0
## CV residual 83.9 82.2 81.5 110 143 186 177 219 -82.8 -78.9 -64.5
## 14598 14600 14601 14603 14604 14605 14607 14611 14612 14614 14615
## Predicted 114.9 112.2 111.0 118 118.1 118 113.8 105.9 104.7 103 102.4
## cvpred 114.9 112.2 110.9 118 118.2 118 113.8 105.8 104.5 103 102.3
## pm2.5 25.0 13.0 14.0 27 22.0 27 19.0 20.0 24.0 32 32.0
## CV residual -89.9 -99.2 -96.9 -91 -96.2 -91 -94.8 -85.8 -80.5 -71 -70.3
## 14616 14617 14618 14621 14623 14631 14635 14641 14645 14646 14647
## Predicted 103.5 103.1 102.8 117.3 117.6 115.3 113.9 120.4 119.4 119.7 119.7
## cvpred 103.3 102.9 102.5 117.4 117.7 115.3 113.8 120.5 119.4 119.8 119.8
## pm2.5 31.0 39.0 32.0 43.0 82.0 37.0 49.0 47.0 82.0 78.0 79.0
## CV residual -72.3 -63.9 -70.5 -74.4 -35.7 -78.3 -64.8 -73.5 -37.4 -41.8 -40.8
## 14651 14652 14653 14662 14663 14666 14668 14678 14680 14682 14683
## Predicted 118.1 116.84 115.9 120.4 118.82 119.7 119.0 116.0 118 116.1 115.1
## cvpred 118.1 116.86 115.9 120.5 118.87 119.8 119.1 116.1 118 116.1 115.2
## pm2.5 99.0 107.00 89.0 102.0 121.00 191.0 189.0 63.0 56 58.0 52.0
## CV residual -19.1 -9.86 -26.9 -18.5 2.13 71.2 69.9 -53.1 -62 -58.1 -63.2
## 14686 14688 14691 14695 14696 14699 14704 14706 14707 14709 14713
## Predicted 111.4 118.3 118.3 118.3 119.7 118.6 109.7 106 104.2 102.3 117.8
## cvpred 111.3 118.4 118.4 118.4 119.8 118.7 109.6 106 104.1 102.1 117.9
## pm2.5 39.0 48.0 90.0 78.0 85.0 163.0 92.0 96 51.0 58.0 49.0
## CV residual -72.3 -70.4 -28.4 -40.4 -34.8 44.3 -17.6 -10 -53.1 -44.1 -68.9
## 14716 14718 14730 14731 14733 14736 14738 14740 14747 14754 14755
## Predicted 117.3 116.6 108.3 107.7 106.4 103.8 103 102 121 116.1 117.1
## cvpred 117.4 116.6 108.2 107.6 106.3 103.5 103 101 121 116.1 117.1
## pm2.5 60.0 86.0 125.0 155.0 160.0 194.0 206 217 256 30.0 43.0
## CV residual -57.4 -30.6 16.8 47.4 53.7 90.5 103 116 135 -86.1 -74.1
## 14757 14759 14760 14762 14766 14768 14775 14779 14780 14781 14784
## Predicted 116.4 119.0 118.7 117.1 108.6 116 113.8 112.3 117.6 117.6 118
## cvpred 116.4 119.1 118.7 117.1 108.5 116 113.8 112.2 117.7 117.7 118
## pm2.5 70.0 79.0 76.0 69.0 13.0 10 51.0 57.0 58.0 58.0 48
## CV residual -46.4 -40.1 -42.7 -48.1 -95.5 -106 -62.8 -55.2 -59.7 -59.7 -70
## 14785 14786 14787 14795 14805 14814 14815 14826 14827 14829 14830
## Predicted 118 117.3 118.3 99.1 115 112 110.4 114 116 115.2 116
## cvpred 118 117.3 118.4 99.0 115 112 110.4 114 116 115.2 116
## pm2.5 43 58.0 54.0 7.0 32 22 11.0 17 15 27.0 31
## CV residual -75 -59.3 -64.4 -92.0 -83 -90 -99.4 -97 -101 -88.2 -85
## 14831 14833 14843 14844 14847 14848 14850 14858 14859 14863 14864
## Predicted 116 113.2 116 116 114.1 116 115.2 115.6 114.5 115 115.2
## cvpred 116 113.3 116 116 114.2 116 115.2 115.6 114.6 115 115.3
## pm2.5 31 35.0 36 37 58.0 67 61.0 71.0 75.0 100 94.0
## CV residual -85 -78.3 -80 -79 -56.2 -49 -54.2 -44.6 -39.6 -15 -21.3
## 14866 14868 14880 14883 14887 14891 14894 14896 14899 14902
## Predicted 115.89 117.3 105.78 103.1 119.0 115.4 112.7 110.2 107.55 119.0
## cvpred 115.94 117.4 105.63 102.9 119.1 115.4 112.7 110.1 107.41 119.1
## pm2.5 124.00 131.0 102.00 116.0 117.0 134.0 117.0 132.0 102.00 134.0
## CV residual 8.06 13.6 -3.63 13.1 -2.1 18.6 4.3 21.9 -5.41 14.9
## 14903 14907 14910 14912 14916 14926 14929 14931 14932 14935 14936
## Predicted 118.7 118.7 119.0 119.0 118.1 118.3 118.3 119.0 118 117.6 118.3
## cvpred 118.7 118.7 119.1 119.1 118.2 118.4 118.4 119.1 118 117.7 118.4
## pm2.5 136.0 164.0 172.0 178.0 186.0 146.0 204.0 180.0 186 203.0 173.0
## CV residual 17.3 45.3 52.9 58.9 67.8 27.6 85.6 60.9 68 85.3 54.6
## 14937 14940 14943 14947 14948 14950 14952 14954 14960 14961 14962
## Predicted 118.3 119.4 119.0 116.7 117 116.4 114.4 118.3 118.3 117.8 114.4
## cvpred 118.4 119.4 119.1 116.7 117 116.4 114.3 118.4 118.4 117.8 114.4
## pm2.5 183.0 168.0 164.0 102.0 105 108.0 92.0 31.0 28.0 33.0 26.0
## CV residual 64.6 48.6 44.9 -14.7 -12 -8.4 -22.3 -87.4 -90.4 -84.8 -88.4
## 14966 14970 14972 14978 14979 14982 14989 14993 14994 14995 14999
## Predicted 105.6 112.5 109.6 115.6 114.5 107 102.7 108 109 108.0 110.4
## cvpred 105.6 112.5 109.6 115.7 114.6 107 102.7 108 109 108.1 110.5
## pm2.5 12.0 16.0 25.0 26.0 24.0 5 11.0 7 7 21.0 47.0
## CV residual -93.6 -96.5 -84.6 -89.7 -90.6 -102 -91.7 -101 -102 -87.1 -63.5
## 15001 15002 15003 15007 15010 15012 15015 15019 15021 15022 15027
## Predicted 109.1 107.9 107.2 108.5 106.7 102.1 99.2 103.4 101.2 99.3 109.8
## cvpred 109.2 107.9 107.2 108.5 106.8 102.2 99.2 103.4 101.2 99.2 109.9
## pm2.5 49.0 35.0 28.0 31.0 14.0 17.0 11.0 8.0 26.0 28.0 64.0
## CV residual -60.2 -72.9 -79.2 -77.5 -92.8 -85.2 -88.2 -95.4 -75.2 -71.2 -45.9
## 15028 15030 15031 15033 15039 15041 15045 15046 15049 15051 15055
## Predicted 107.9 105 102.7 100.2 89.9 107.1 105.7 105.6 112.8 112 106.6
## cvpred 107.9 105 102.7 100.1 89.7 107.2 105.7 105.7 112.9 112 106.6
## pm2.5 41.0 25 28.0 29.0 11.0 22.0 22.0 29.0 64.0 78 25.0
## CV residual -66.9 -80 -74.7 -71.1 -78.7 -85.2 -83.7 -76.7 -48.9 -34 -81.6
## 15056 15063 15070 15072 15074 15079 15083 15084 15086 15087 15089
## Predicted 106.8 93.5 107.1 112 111.2 106.4 108.5 107.2 107.8 106.5 109.0
## cvpred 106.7 93.3 107.1 112 111.3 106.5 108.5 107.3 107.9 106.6 109.1
## pm2.5 27.0 16.0 49.0 24 47.0 57.0 38.0 31.0 14.0 18.0 18.0
## CV residual -79.7 -77.3 -58.1 -88 -64.3 -49.5 -70.5 -76.3 -93.9 -88.6 -91.1
## 15091 15095 15098 15101 15103 15108 15113 15121 15127 15138
## Predicted 107.0 113.2 112.6 107 103.4 93.6 107 113.8 109.4 104.56
## cvpred 107.1 113.2 112.7 107 103.4 93.4 107 113.9 109.4 104.47
## pm2.5 28.0 50.0 87.0 40 36.0 40.0 21 164.0 57.0 113.00
## CV residual -79.1 -63.2 -25.7 -67 -67.4 -53.4 -86 50.1 -52.4 8.53
## 15140 15141 15142 15145 15146 15148 15152 15156 15162 15166
## Predicted 114.8901 113.99 114 113 114.5 115.6 112.4 116 108.8 115.2
## cvpred 114.9681 114.05 114 113 114.6 115.7 112.4 116 108.8 115.3
## pm2.5 115.0000 120.00 179 227 197.0 152.0 139.0 150 141.0 163.0
## CV residual 0.0319 5.95 65 114 82.4 36.3 26.6 34 32.2 47.7
## 15167 15168 15169 15173 15176 15180 15182 15185 15186 15188 15191
## Predicted 114.5 116.3 116 116 116 116 115 112 112 118 117
## cvpred 114.6 116.3 116 116 116 116 115 112 112 118 117
## pm2.5 176.0 177.0 181 253 240 271 280 256 256 259 316
## CV residual 61.4 60.7 65 137 124 155 165 144 144 141 199
## 15192 15194 15198 15199 15201 15204 15211 15222 15227 15228 15229
## Predicted 116 118 116 116 117 116 103 115 117 117 115
## cvpred 116 118 116 116 117 116 103 115 117 117 115
## pm2.5 301 307 316 279 256 309 130 251 294 288 281
## CV residual 185 189 200 163 139 193 27 136 177 171 166
## 15231 15233 15235 15240 15242 15243 15250 15252 15253 15254 15256
## Predicted 115.2 111.3 110 116.3 116.3 117 117 117 117 117 118
## cvpred 115.3 111.3 110 116.3 116.3 117 117 117 117 117 118
## pm2.5 199.0 130.0 155 178.0 204.0 221 273 282 291 302 288
## CV residual 83.7 18.7 45 61.7 87.7 104 156 165 174 185 170
## 15258 15260 15261 15269 15274 15277 15278 15279 15280 15285 15290
## Predicted 117 118 118 102.5 84.1 77.2 75.6 72.6 70.6 61.8 104.1
## cvpred 117 118 118 102.5 83.8 76.8 75.1 72.0 70.0 61.0 104.2
## pm2.5 326 349 346 28.0 15.0 26.0 19.0 25.0 19.0 24.0 20.0
## CV residual 209 231 228 -74.5 -68.8 -50.8 -56.1 -47.0 -51.0 -37.0 -84.2
## 15294 15295 15297 15301 15303 15305 15306 15307 15323 15325 15327
## Predicted 94.2 92.2 88.6 104.3 104.2 103.6 102.3 101.8 100 92.2 102.2
## cvpred 94.1 92.1 88.4 104.4 104.3 103.7 102.4 101.8 100 92.1 102.3
## pm2.5 20.0 16.0 19.0 18.0 18.0 28.0 35.0 37.0 10 4.0 11.0
## CV residual -74.1 -76.1 -69.4 -86.4 -86.3 -75.7 -67.4 -64.8 -90 -88.1 -91.3
## 15328 15331 15334 15335 15336 15344 15345 15347 15348 15349 15352
## Predicted 105 105.0 102.0 101.3 100.6 106.4 104.1 104.3 100.7 102.8 104.2
## cvpred 105 105.1 102.1 101.4 100.6 106.4 104.1 104.4 100.7 102.9 104.3
## pm2.5 18 26.0 79.0 51.0 24.0 19.0 8.0 18.0 19.0 22.0 11.0
## CV residual -87 -79.1 -23.1 -50.4 -76.6 -87.4 -96.1 -86.4 -81.7 -80.9 -93.3
## 15358 15360 15362 15366 15371 15372 15473 15476 15477 15479 15491
## Predicted 104.1 107.6 108.3 102.6 95.5 105 106.4 105.8 105 113.5 105.98
## cvpred 104.1 107.7 108.4 102.7 95.4 105 106.3 105.7 105 113.6 105.92
## pm2.5 35.0 55.0 67.0 36.0 24.0 26 162.0 144.0 146 168.0 110.00
## CV residual -69.1 -52.7 -41.4 -66.7 -71.4 -79 55.7 38.3 41 54.4 4.08
## 15507 15508 15509 15513 15522 15523 15524 15528 15529 15531 15534
## Predicted 117 116 116 117 113 113 112 105 114 114.20 114.5
## cvpred 117 116 116 117 113 113 112 105 114 114.28 114.6
## pm2.5 314 349 341 284 335 340 435 453 283 105.00 63.0
## CV residual 197 233 225 167 222 227 323 348 169 -9.28 -51.6
## 15536 15549 15550 15551 15552 15554 15559 15564 15566 15573 15574
## Predicted 113.8 106.4 112.1 112.5 112.8 113.2 114.2 112.4 113.30 108.7 108.4
## cvpred 113.9 106.3 112.2 112.5 112.9 113.2 114.2 112.5 113.37 108.7 108.3
## pm2.5 69.0 64.0 65.0 65.0 59.0 38.0 90.0 87.0 109.00 188.0 198.0
## CV residual -44.9 -42.3 -47.2 -47.5 -53.9 -75.2 -24.2 -25.5 -4.37 79.3 89.7
## 15575 15583 15586 15588 15589 15592 15594 15600 15603 15604 15609
## Predicted 116.3 115 116 116 115 117 114.0 114 112 112 110.4
## cvpred 116.3 115 116 116 115 117 114.1 114 112 112 110.4
## pm2.5 197.0 205 216 238 266 296 186.0 225 248 259 36.0
## CV residual 80.7 90 100 122 151 179 71.9 111 136 147 -74.4
## 15610 15612 15615 15617 15619 15621 15626 15627 15628 15630 15632
## Predicted 109 113 113.2 110.6 108.1 114.0 107.2 105.3 103.6 111.4 106
## cvpred 109 113 113.2 110.7 108.1 114.1 107.2 105.3 103.6 111.5 106
## pm2.5 8 13 26.0 43.0 40.0 46.0 23.0 32.0 21.0 15.0 6
## CV residual -101 -100 -87.2 -67.7 -68.1 -68.1 -84.2 -73.3 -82.6 -96.5 -100
## 15636 15637 15639 15642 15644 15645 15646 15652 15654 15655 15656
## Predicted 91.3 87.0 79.8 106.6 106.7 107.4 106.7 94.9 91.0 89.0 89.7
## cvpred 91.1 86.8 79.5 106.7 106.8 107.5 106.8 94.7 90.8 88.7 89.4
## pm2.5 9.0 5.0 13.0 11.0 17.0 16.0 17.0 16.0 21.0 23.0 16.0
## CV residual -82.1 -81.8 -66.5 -95.7 -89.8 -91.5 -89.8 -78.7 -69.8 -65.7 -73.4
## 15660 15666 15671 15672 15674 15676 15679 15681 15685 15687 15690
## Predicted 79.7 56.7 47.7 45.1 108.5 109 107.2 107.1 99.8 91.6 81.4
## cvpred 79.3 55.9 46.7 44.0 108.5 109 107.3 107.2 99.8 91.4 81.1
## pm2.5 11.0 9.0 11.0 20.0 16.0 9 22.0 20.0 8.0 7.0 3.0
## CV residual -68.3 -46.9 -35.7 -24.0 -92.5 -100 -85.3 -87.2 -91.8 -84.4 -78.1
## 15691 15694 15696 15701 15704 15708 15710 15713 15716 15717 15718
## Predicted 79.8 105.4 107 107.1 108.2 103.7 105.6 102.2 109.4 110 110.1
## cvpred 79.4 105.4 107 107.2 108.3 103.7 105.7 102.2 109.5 110 110.2
## pm2.5 6.0 54.0 14 28.0 23.0 18.0 22.0 21.0 43.0 65 76.0
## CV residual -73.4 -51.4 -93 -79.2 -85.3 -85.7 -83.7 -81.2 -66.5 -45 -34.2
## 15720 15723 15726 15728 15740 15742 15743 15747 15749 15754
## Predicted 109.4 111.1 110.07 107.4 112.8 112.13 111.8 112 111.1 108.34
## cvpred 109.5 111.2 110.15 107.5 112.9 112.22 111.9 112 111.2 108.34
## pm2.5 78.0 96.0 102.00 78.0 98.0 122.00 123.0 154 100.0 99.00
## CV residual -31.5 -15.2 -8.15 -29.5 -14.9 9.78 11.1 42 -11.2 -9.34
## 15756 15757 15758 15762 15768 15773 15774 15775 15781 15783 15786
## Predicted 106.22 113.3 112.7 109 114 114 115 115 113 111 115
## cvpred 106.19 113.4 112.8 109 114 114 115 115 113 111 115
## pm2.5 103.00 133.0 157.0 209 294 258 269 263 332 293 302
## CV residual -3.19 19.6 44.2 100 180 144 154 148 219 182 187
## 15789 15790 15791 15795 15796 15797 15798 15801 15802 15805 15812
## Predicted 115 114 113 114 113 112 112 112 116 113.8 115
## cvpred 115 114 114 114 113 112 113 112 116 113.9 115
## pm2.5 299 300 308 285 282 273 275 251 249 175.0 269
## CV residual 184 186 194 171 169 161 162 139 133 61.1 154
## 15815 15817 15818 15821 15825 15826 15827 15833 15839 15841 15842
## Predicted 113 114 114 113 111 115 114 115 115 115 115
## cvpred 113 114 114 113 111 115 114 115 115 115 115
## pm2.5 306 318 311 248 239 259 270 370 395 430 414
## CV residual 193 204 197 135 128 144 156 255 280 315 299
## 15844 15850 15854 15863 15865 15866 15870 15872 15878 15881 15886
## Predicted 115 111 105.4 105.6 107 107 103 101.6 101.4 101.6 100.7
## cvpred 115 111 105.4 105.7 107 107 103 101.6 101.5 101.6 100.8
## pm2.5 408 390 12.0 16.0 7 6 15 12.0 7.0 9.0 38.0
## CV residual 293 279 -93.4 -89.7 -100 -101 -88 -89.6 -94.5 -92.6 -62.8
## 15888 15890 15896 15906 15914 15917 15919 15923 15924 15927
## Predicted 102.1 101.5 102.2 95.8 107.3 107.6 107.28 109.0 109.38 109.015
## cvpred 102.2 101.6 102.3 95.8 107.4 107.7 107.35 109.1 109.46 109.097
## pm2.5 9.0 8.0 35.0 55.0 131.0 138.0 102.00 80.0 101.00 110.000
## CV residual -93.2 -93.6 -67.3 -40.8 23.6 30.3 -5.35 -29.1 -8.46 0.903
## 15949 15960 15964 15965 15966 15968 15973 15977 15978 15979 15980
## Predicted 109.7 109 104.2 108.7 107.8 107.6 108 108.3 108.6 111 111
## cvpred 109.7 109 104.3 108.8 107.9 107.7 108 108.4 108.7 111 111
## pm2.5 199.0 273 186.0 187.0 180.0 141.0 92 129.0 146.0 162 214
## CV residual 89.3 164 81.7 78.2 72.1 33.3 -16 20.6 37.3 51 103
## 15981 15984 15985 15988 15990 15991 15994 15997 15998 16000 16001
## Predicted 111 109 109 109 109.6 108.7 110.2 111 110 109 106
## cvpred 111 109 109 109 109.6 108.8 110.3 111 110 109 106
## pm2.5 227 301 336 285 148.0 139.0 161.0 283 302 226 207
## CV residual 116 192 227 176 38.4 30.2 50.7 172 192 117 101
## 16007 16016 16019 16021 16023 16029 16033 16038 16041 16044 16046
## Predicted 103 111 110 112 112 105 103 113 113 113 111
## cvpred 103 111 110 113 112 105 103 113 113 113 111
## pm2.5 267 275 291 387 460 217 257 257 264 269 214
## CV residual 164 164 181 274 348 112 154 144 151 156 103
## 16049 16050 16053 16054 16055 16057 16058 16059 16060 16066 16067
## Predicted 114.2 115 114 114 114 113 115 114 115 115 114
## cvpred 114.2 115 114 114 114 113 115 114 115 115 114
## pm2.5 208.0 214 252 248 248 266 253 245 246 284 297
## CV residual 93.8 99 138 134 134 153 138 131 131 169 183
## 16077 16079 16081 16084 16087 16091 16092 16106 16110 16113 16114
## Predicted 105.1 100.5 97.3 92.9 86.6 103 103.3 111.4 111.4 110.2 109.2
## cvpred 105.1 100.4 97.2 92.6 86.3 103 103.4 111.5 111.5 110.3 109.2
## pm2.5 44.0 32.0 38.0 34.0 29.0 25 26.0 24.0 59.0 72.0 79.0
## CV residual -61.1 -68.4 -59.2 -58.6 -57.3 -78 -77.4 -87.5 -52.5 -38.3 -30.2
## 16118 16123 16124 16128 16130 16133 16140 16143 16153 16154 16156
## Predicted 109.0 111.4 112.1 112.3 111.4 111.03 111.4 109.68 103.2 100.2 94.2
## cvpred 109.1 111.5 112.2 112.4 111.5 111.08 111.5 109.74 103.2 100.2 94.0
## pm2.5 62.0 80.0 81.0 123.0 89.0 108.00 87.0 103.00 38.0 14.0 24.0
## CV residual -47.1 -31.5 -31.2 10.6 -22.5 -3.08 -24.5 -6.74 -65.2 -86.2 -70.0
## 16158 16160 16162 16167 16168 16171 16172 16174 16176 16181 16182
## Predicted 90.9 88.7 108.8 108.6 107.8 109.3 108 110.8 111.6 110.4 110.7
## cvpred 90.7 88.4 108.9 108.6 107.9 109.4 108 110.8 111.7 110.5 110.8
## pm2.5 23.0 15.0 31.0 33.0 28.0 23.0 28 37.0 61.0 76.0 78.0
## CV residual -67.7 -73.4 -77.9 -75.6 -79.9 -86.4 -80 -73.8 -50.7 -34.5 -32.8
## 16183 16188 16191 16194 16196 16197 16198 16199 16200 16205 16206
## Predicted 108.7 104.3 103.2 106.6 108.3 108.7 108.51 107.79 106.7 103.0 101.8
## cvpred 108.8 104.3 103.2 106.7 108.4 108.8 108.59 107.86 106.8 103.1 101.8
## pm2.5 49.0 36.0 47.0 46.0 79.0 97.0 114.00 102.00 121.0 43.0 44.0
## CV residual -59.8 -68.3 -56.2 -60.7 -29.4 -11.8 5.41 -5.86 14.2 -60.1 -57.8
## 16208 16209 16215 16216 16217 16224 16225 16226 16228 16229 16230
## Predicted 100.5 99.6 105.6 105.5 107 109 109.4 110.2 107.8 107.0 105
## cvpred 100.5 99.5 105.7 105.6 107 109 109.5 110.3 107.8 107.1 105
## pm2.5 39.0 34.0 37.0 37.0 46 94 127.0 122.0 144.0 91.0 68
## CV residual -61.5 -65.5 -68.7 -68.6 -61 -15 17.5 11.7 36.2 -16.1 -37
## 16231 16233 16234 16236 16237 16238 16239 16241 16244 16249 16250
## Predicted 103.7 101.2 99.5 97.4 95.4 106 105.2 107 108.7 108 106.6
## cvpred 103.7 101.1 99.5 97.2 95.3 106 105.3 107 108.8 108 106.6
## pm2.5 56.0 47.0 33.0 27.0 25.0 8 16.0 17 31.0 65 61.0
## CV residual -47.7 -54.1 -66.5 -70.2 -70.3 -98 -89.3 -90 -77.8 -43 -45.6
## 16251 16252 16253 16255 16257 16259 16261 16262 16265 16266 16268
## Predicted 103.6 101.6 100.4 97.5 95.0 102.6 100.6 99.2 104 104.6 107
## cvpred 103.6 101.6 100.4 97.4 94.9 102.7 100.7 99.3 104 104.6 107
## pm2.5 54.0 33.0 33.0 22.0 32.0 21.0 23.0 24.0 21 25.0 44
## CV residual -49.6 -68.6 -67.4 -75.4 -62.9 -81.7 -77.7 -75.3 -83 -79.6 -63
## 16269 16270 16275 16282 16283 16284 16285 16290 16291 16292 16293
## Predicted 104.2 106 104.49 94.9 93.0 92.2 103.2 100.6 100.8 100.2 106.6
## cvpred 104.2 106 104.56 94.8 92.9 92.1 103.3 100.7 100.8 100.2 106.7
## pm2.5 43.0 66 113.00 44.0 43.0 50.0 47.0 54.0 55.0 63.0 84.0
## CV residual -61.2 -40 8.44 -50.8 -49.9 -42.1 -56.3 -46.7 -45.8 -37.2 -22.7
## 16295 16296 16297 16298 16300 16305 16306 16307 16310 16315 16316
## Predicted 107.3 107 105.6 106.8 105.2 105.03 105.0 106.6 105.54 108.7 109
## cvpred 107.4 107 105.7 106.9 105.3 105.11 105.1 106.7 105.61 108.8 109
## pm2.5 113.0 139 135.0 161.0 154.0 102.00 78.0 83.0 96.00 208.0 255
## CV residual 5.6 32 29.3 54.1 48.7 -3.11 -27.1 -23.7 -9.61 99.2 146
## 16319 16324 16325 16332 16334 16338 16347 16348 16349 16351 16356
## Predicted 108 102.5 100.2 91.1 82.5 69.8 88.9 87.3 85.7 82.4 70.4
## cvpred 108 102.5 100.1 91.0 82.3 69.4 88.8 87.2 85.5 82.3 70.1
## pm2.5 228 43.0 19.0 43.0 42.0 45.0 7.0 6.0 6.0 8.0 12.0
## CV residual 120 -59.5 -81.1 -48.0 -40.3 -24.4 -81.8 -81.2 -79.5 -74.3 -58.1
## 16361 16373 16377 16379 16380 16381 16382 16385 16392 16394 16397
## Predicted 95.9 100.7 102.1 101.1 100.1 100.0 100.74 102.8 102 104 105
## cvpred 96.0 100.8 102.2 101.2 100.2 100.1 100.84 102.9 102 104 105
## pm2.5 17.0 144.0 114.0 88.0 118.0 113.0 110.00 128.0 204 333 225
## CV residual -79.0 43.2 11.8 -13.2 17.8 12.9 9.16 25.1 102 229 120
## 16399 16400 16401 16412 16417 16418 16421 16426 16427 16434 16437
## Predicted 104.0 102.8 103.5 108.0 109.0 108 104.4 109.4 109.0 111 110
## cvpred 104.1 102.9 103.6 108.1 109.1 108 104.5 109.5 109.1 111 110
## pm2.5 190.0 185.0 188.0 206.0 206.0 187 184.0 149.0 154.0 342 336
## CV residual 85.9 82.1 84.4 97.9 96.9 79 79.5 39.5 44.9 231 226
## 16439 16441 16443 16444 16447 16448 16455 16456 16459 16460
## Predicted 105.8 103.7 108.3 108.66 108.09 107.53 111.77 111.05 106.45 105.73
## cvpred 105.9 103.7 108.4 108.74 108.14 107.55 111.85 111.12 106.46 105.73
## pm2.5 132.0 127.0 93.0 103.00 111.00 113.00 114.00 119.00 109.00 112.00
## CV residual 26.1 23.3 -15.4 -5.74 2.86 5.45 2.15 7.88 2.54 6.27
## 16469 16470 16472 16473 16475 16478 16480 16483 16484 16487 16493
## Predicted 105.6 104.63 102.66 100.7 107.8 105.2 106.3 104.5 102.5 98.08 103.4
## cvpred 105.5 104.59 102.58 100.6 107.8 105.2 106.3 104.4 102.4 97.96 103.5
## pm2.5 127.0 95.00 97.00 89.0 54.0 59.0 40.0 55.0 70.0 91.00 34.0
## CV residual 21.5 -9.59 -5.58 -11.6 -53.8 -46.2 -66.3 -49.4 -32.4 -6.96 -69.5
## 16494 16497 16499 16501 16509 16516 16519 16521 16524 16527 16528
## Predicted 96.7 81.4 72.7 63.0 44.0 98.1 98.6 96.7 93.1 98.1 97.5
## cvpred 96.7 81.2 72.3 62.5 43.2 98.2 98.7 96.7 93.2 98.2 97.6
## pm2.5 13.0 9.0 15.0 16.0 18.0 16.0 20.0 19.0 42.0 55.0 55.0
## CV residual -83.7 -72.2 -57.3 -46.5 -25.2 -82.2 -78.7 -77.7 -51.2 -43.2 -42.6
## 16530 16532 16533 16536 16537 16542 16543 16544 16548 16552 16556
## Predicted 95.6 104 101.8 104 103 99.43 99.4 96.8 102.5 102.2 105
## cvpred 95.6 104 101.9 104 103 99.48 99.4 96.8 102.6 102.3 105
## pm2.5 48.0 52 77.0 249 226 102.00 80.0 71.0 89.0 132.0 172
## CV residual -47.6 -52 -24.9 145 123 2.52 -19.4 -25.8 -13.6 29.7 67
## 16558 16559 16561 16570 16574 16581 16582 16584 16585 16588 16591
## Predicted 106 106 105 106.6 99.3 57.9 51.1 42.3 37.9 24.6 15.60
## cvpred 106 106 105 106.7 99.3 57.3 50.4 41.5 36.9 23.4 14.24
## pm2.5 196 210 380 194.0 208.0 10.0 7.0 19.0 6.0 10.0 8.00
## CV residual 90 104 275 87.3 108.7 -47.3 -43.4 -22.5 -30.9 -13.4 -6.24
## 16592 16604 16606 16614 16619 16620 16627 16628 16630 16632 16633
## Predicted 12.05 99.0 96.0 100.4 100.75 101.1 103 103 103 100 98.4
## cvpred 10.63 99.1 96.1 100.5 100.85 101.2 103 103 103 100 98.5
## pm2.5 9.00 28.0 48.0 135.0 96.00 114.0 266 273 290 333 305.0
## CV residual -1.63 -71.1 -48.1 34.5 -4.85 12.8 163 170 187 233 206.5
## 16634 16635 16636 16640 16641 16642 16647 16652 16654 16655 16659
## Predicted 98.7 96.8 95.4 94.1 94.1 103.2 102 104 105 105 103
## cvpred 98.8 96.8 95.4 94.1 94.0 103.3 102 104 105 105 103
## pm2.5 280.0 260.0 207.0 105.0 120.0 121.0 227 256 274 332 292
## CV residual 181.2 163.2 111.6 10.9 26.0 17.7 125 152 169 227 189
## 16663 16668 16669 16678 16679 16680 16682 16685 16686 16688 16696
## Predicted 99.2 93.1 92.4 102 105 104 102 103 102 98.3 101.7
## cvpred 99.2 93.0 92.3 102 105 104 102 103 102 98.3 101.7
## pm2.5 222.0 223.0 209.0 292 305 322 326 302 237 143.0 140.0
## CV residual 122.8 130.0 116.7 190 200 218 224 199 135 44.7 38.3
## 16700 16707 16709 16712 16716 16720 16725 16726 16730 16731 16738
## Predicted 106 103 101.7 97.4 99.6 101.8 92.7 104.6 100.1 101.8 100.7
## cvpred 106 103 101.7 97.3 99.6 101.7 92.6 104.6 100.2 101.9 100.8
## pm2.5 277 257 177.0 140.0 138.0 180.0 48.0 50.0 48.0 47.0 31.0
## CV residual 171 154 75.3 42.7 38.4 78.3 -44.6 -54.6 -52.2 -54.9 -69.8
## 16743 16748 16753 16754 16759 16760 16765 16769 16771 16772 16779
## Predicted 93.9 100.57 102.3 102.63 98.4 97.7 93.8 90.4 98.0 94.7 101.1
## cvpred 93.9 100.66 102.4 102.73 98.5 97.8 93.8 90.4 98.1 94.8 101.2
## pm2.5 51.0 97.00 127.0 112.00 208.0 163.0 20.0 31.0 40.0 70.0 174.0
## CV residual -42.9 -3.66 24.6 9.27 109.5 65.2 -73.8 -59.4 -58.1 -24.8 72.8
## 16781 16788 16794 16800 16801 16802 16803 16807 16810 16811 16815
## Predicted 100 100.4 102 103 102 104 104 105 105 105 105
## cvpred 100 100.5 102 103 102 104 104 105 105 105 105
## pm2.5 215 69.0 301 219 243 287 303 296 301 265 279
## CV residual 115 -31.5 199 116 141 183 199 191 196 160 174
## 16818 16826 16828 16830 16831 16833 16835 16836 16837 16838 16843
## Predicted 103 104 99.6 97.3 100.2 97.7 100.2 98.6 99.2 99.4 98.647
## cvpred 103 104 99.7 97.3 100.3 97.7 100.3 98.6 99.2 99.5 98.735
## pm2.5 295 477 288.0 17.0 26.0 36.0 34.0 27.0 29.0 29.0 99.000
## CV residual 192 373 188.3 -80.3 -74.3 -61.7 -66.3 -71.6 -70.2 -70.5 0.265
## 16846 16849 16850 16852 16854 16855 16859 16864 16866 16868 16869
## Predicted 103.2 102.1 103.2 102 102 102 102.8 103 102 101 99.3
## cvpred 103.3 102.2 103.3 103 103 102 102.9 104 102 101 99.4
## pm2.5 177.0 193.0 187.0 206 276 250 54.0 221 472 522 469.0
## CV residual 73.7 90.8 83.7 103 173 148 -48.9 117 370 421 369.6
## 16870 16871 16878 16883 16891 16892 16896 16898 16907 16910 16913
## Predicted 98.6 104 102 105 106 106 106 106 107 107 106.6
## cvpred 98.6 104 102 105 106 106 106 106 107 107 106.7
## pm2.5 412.0 372 416 282 332 335 266 252 210 215 193.0
## CV residual 313.4 268 314 177 226 229 160 146 103 108 86.3
## 16915 16917 16918 16921 16923 16931 16932 16933 16937 16941 16942
## Predicted 104.5 102 105 106 106 105.0 96.3 93 74.7 59.7 54.2
## cvpred 104.6 102 105 106 106 105.1 96.3 93 74.4 59.1 53.5
## pm2.5 187.0 232 279 340 286 146.0 27.0 28 18.0 12.0 11.0
## CV residual 82.4 130 174 234 180 40.9 -69.3 -65 -56.4 -47.1 -42.5
## 16943 16944 16946 16949 16951 16954 16955 16956 16957 16959 16960
## Predicted 49.5 46.3 37.7 26.3 20.9 94.3 92.0 91.1 86.5 78.6 74.1
## cvpred 48.8 45.5 36.8 25.2 19.7 94.4 92.1 91.1 86.4 78.5 73.9
## pm2.5 12.0 11.0 11.0 11.0 8.0 16.0 12.0 11.0 11.0 9.0 10.0
## CV residual -36.8 -34.5 -25.8 -14.2 -11.7 -78.4 -80.1 -80.1 -75.4 -69.5 -63.9
## 16962 16966 16975 16982 16986 16987 16989 17002 17007 17011 17012
## Predicted 66.6 52.6 94.5 84.5 74.4 71.8 65.7 38.8 27.8 96.0 94.1
## cvpred 66.2 52.0 94.6 84.5 74.1 71.4 65.2 37.8 26.6 96.1 94.1
## pm2.5 14.0 7.0 14.0 19.0 18.0 18.0 29.0 21.0 16.0 74.0 77.0
## CV residual -52.2 -45.0 -80.6 -65.5 -56.1 -53.4 -36.2 -16.8 -10.6 -22.1 -17.1
## 17013 17017 17020 17023 17025 17029 17031 17040 17041 17043 17045
## Predicted 93.5 99.4 99.012 99.4 101.4 97.2 90.8 100.7 100.4 98.4 95.2
## cvpred 93.5 99.5 99.106 99.5 101.5 97.3 90.7 100.8 100.5 98.5 95.2
## pm2.5 80.0 73.0 100.000 148.0 187.0 46.0 24.0 48.0 50.0 61.0 35.0
## CV residual -13.5 -26.5 0.894 48.5 85.5 -51.3 -66.7 -52.8 -50.5 -37.5 -60.2
## 17048 17050 17051 17053 17056 17058 17060 17062 17063 17067 17068
## Predicted 99.2 95.9 94 100.1 97.9 97.0 99.02 97 96.5 104 103.86
## cvpred 99.2 96.0 94 100.2 98.0 97.1 99.03 97 96.4 104 103.96
## pm2.5 16.0 25.0 29 43.0 61.0 57.0 91.00 62 62.0 90 100.00
## CV residual -83.2 -71.0 -65 -57.2 -37.0 -40.1 -8.03 -35 -34.4 -14 -3.96
## 17070 17074 17075 17079 17080 17082 17083 17084 17091 17098 17100
## Predicted 104.6 103.4 106 105.2 104.9 105 105 106 80.1 58.8 50.7
## cvpred 104.6 103.5 106 105.3 104.9 105 105 106 80.0 58.3 50.0
## pm2.5 79.0 93.0 121 186.0 200.0 238 247 279 14.0 13.0 18.0
## CV residual -25.6 -10.5 15 80.7 95.1 133 142 173 -66.0 -45.3 -32.0
## 17103 17105 17108 17109 17113 17114 17116 17123 17125 17129 17145
## Predicted 40.6 33.5 25.56 22.33 11.40 9.43 6.74 83.8 78.3 65.7 4.56
## cvpred 39.8 32.5 24.43 21.15 10.02 8.01 5.27 83.7 78.1 65.4 3.11
## pm2.5 17.0 11.0 17.00 20.00 16.00 16.00 16.00 19.0 19.0 7.0 14.00
## CV residual -22.8 -21.5 -7.43 -1.15 5.98 7.99 10.73 -64.7 -59.1 -58.4 10.89
## 17147 17148 17153 17158 17160 17161 17162 17170 17171 17175 17180
## Predicted -2.61 -6.20 -20.7 93.8 94.9 94.54 93.2 88.1 88.1 91.7 96.5
## cvpred -4.18 -7.83 -22.6 93.9 95.0 94.65 93.3 88.1 88.0 91.8 96.6
## pm2.5 13.00 12.00 17.0 49.0 85.0 96.00 123.0 58.0 57.0 77.0 109.0
## CV residual 17.18 19.83 39.6 -44.9 -10.0 1.35 29.7 -30.1 -31.0 -14.8 12.4
## 17185 17187 17190 17193 17194 17202 17204 17205 17209 17214 17217
## Predicted 92.4 89.5 91 85.8 84.2 94.2 95.6 94.9 88.8 92.6 93.3
## cvpred 92.4 89.5 91 85.8 84.1 94.3 95.7 95.0 88.8 92.7 93.4
## pm2.5 111.0 39.0 13 15.0 22.0 67.0 111.0 107.0 64.0 18.0 18.0
## CV residual 18.6 -50.5 -78 -70.8 -62.1 -27.3 15.3 12.0 -24.8 -74.7 -75.4
## 17219 17221 17224 17230 17231 17233 17241 17246 17249 17252 17266
## Predicted 90.3 91.8 90.4 95.9 95.9 97.0 87.3 95.2 95.9 96.4 90.1
## cvpred 90.4 91.9 90.5 96.0 96.0 97.1 87.3 95.3 96.0 96.5 90.1
## pm2.5 30.0 38.0 34.0 161.0 153.0 185.0 31.0 62.0 112.0 62.0 12.0
## CV residual -60.4 -53.9 -56.5 65.0 57.0 87.9 -56.3 -33.3 16.0 -34.5 -78.1
## 17267 17268 17271 17274 17279 17280 17282 17290 17294 17295 17296
## Predicted 87.7 83.5 71.0 55.1 92.8 92.6 92.7 79.1 67.0 64.7 62.7
## cvpred 87.7 83.4 70.7 54.5 93.0 92.7 92.8 79.0 66.7 64.3 62.3
## pm2.5 18.0 17.0 19.0 13.0 14.0 16.0 13.0 24.0 14.0 16.0 15.0
## CV residual -69.7 -66.4 -51.7 -41.5 -79.0 -76.7 -79.8 -55.0 -52.7 -48.3 -47.3
## 17305 17312 17315 17316 17318 17319 17323 17329 17337 17341 17345
## Predicted 95.92 95.9 96.73 94.1 89.8 85.6 75.7 87.9 90.7 91.3 80.9
## cvpred 96.03 96.0 96.81 94.2 89.8 85.5 75.5 87.8 90.7 91.4 80.8
## pm2.5 95.00 76.0 90.00 70.0 33.0 15.0 8.0 11.0 20.0 22.0 22.0
## CV residual -1.03 -20.0 -6.81 -24.2 -56.8 -70.5 -67.5 -76.8 -70.7 -69.4 -58.8
## 17347 17349 17350 17351 17352 17356 17364 17365 17366 17367 17369
## Predicted 79.6 95.92 94.66 96.6 97.1 96.6 95.9 95.9 96.3 95.9 95.9
## cvpred 79.5 96.03 94.75 96.7 97.3 96.7 96.0 96.0 96.4 96.0 96.0
## pm2.5 53.0 102.00 90.00 126.0 131.0 79.0 48.0 66.0 65.0 63.0 61.0
## CV residual -26.5 5.97 -4.75 29.3 33.7 -17.7 -48.0 -30.0 -31.4 -33.0 -35.0
## 17375 17383 17384 17385 17387 17389 17393 17398 17399 17412 17413
## Predicted 96.6 96.2 96.97 96.8 97.3 97.0 96.9 99.0 97.9 91.1 99.0
## cvpred 96.7 96.3 97.08 96.9 97.4 97.1 97.0 99.1 98.0 91.1 99.1
## pm2.5 214.0 134.0 95.00 79.0 49.0 56.0 121.0 307.0 302.0 142.0 146.0
## CV residual 117.3 37.7 -2.08 -17.9 -48.4 -41.1 24.0 207.9 204.0 50.9 46.9
## 17415 17416 17417 17424 17427 17438 17439 17440 17443 17444 17446
## Predicted 98.7 98.3 100.4 100 96.3 97.3 97.1 96.83 95.9 94.6 93.5
## cvpred 98.7 98.4 100.5 101 96.4 97.4 97.1 96.87 95.8 94.6 93.5
## pm2.5 157.0 162.0 161.0 356 199.0 101.0 63.0 99.00 316.0 437.0 104.0
## CV residual 58.3 63.6 60.5 255 102.6 3.6 -34.1 2.13 220.2 342.4 10.5
## 17451 17454 17464 17465 17468 17473 17474 17475 17476 17479 17481
## Predicted 100.1 97.4 86.3 85.59 83.44 80.5 80.9 100.4 101.1 99.4 100.4
## cvpred 100.2 97.5 86.2 85.45 83.26 80.3 80.6 100.5 101.2 99.5 100.5
## pm2.5 47.0 42.0 73.0 78.00 87.00 71.0 67.0 64.0 64.0 79.0 81.0
## CV residual -53.2 -55.5 -13.2 -7.45 3.74 -9.3 -13.6 -36.5 -37.2 -20.5 -19.5
## 17482 17486 17488 17489 17491 17492 17493 17494 17495 17496 17498
## Predicted 100.42 100.4 101.1 100.7 101 100 101 101 99.5 97.6 96.7
## cvpred 100.52 100.5 101.2 100.8 101 101 101 101 99.6 97.6 96.7
## pm2.5 91.00 141.0 170.0 190.0 211 218 222 207 208.0 195.0 196.0
## CV residual -9.52 40.5 68.8 89.2 110 117 121 106 108.4 97.4 99.3
## 17502 17503 17506 17510 17513 17515 17516 17518 17523 17524 17525
## Predicted 90.8 90.1 87.7 95.4 96.3 98.0 97.6 98.3 96.6 95.3 96.0
## cvpred 90.7 90.0 87.6 95.5 96.4 98.1 97.7 98.5 96.7 95.4 96.1
## pm2.5 128.0 135.0 155.0 82.0 72.0 209.0 209.0 223.0 215.0 222.0 85.0
## CV residual 37.3 45.0 67.4 -13.5 -24.4 110.9 111.3 124.5 118.3 126.6 -11.1
## 17529 17532 17533 17537 17538 17541 17546 17547 17552 17558
## Predicted 87.9 80.5 77.5 95.6 93.9 96.3 95.24 95.2 99.9022 91.7
## cvpred 87.8 80.4 77.4 95.7 94.0 96.4 95.27 95.2 100.0123 91.7
## pm2.5 14.0 22.0 22.0 39.0 42.0 72.0 97.00 79.0 100.0000 39.0
## CV residual -73.8 -58.4 -55.4 -56.7 -52.0 -24.4 1.73 -16.2 -0.0123 -52.7
## 17562 17566 17567 17568 17573 17574 17584 17585 17586 17588 17596
## Predicted 74.3 56.4 50.5 46.0 33.1 30.8 -7.18 -12.0 -16.5 -26.2 -51.4
## cvpred 74.0 55.8 49.8 45.3 32.1 29.8 -8.87 -13.8 -18.4 -28.2 -53.9
## pm2.5 13.0 10.0 27.0 18.0 11.0 12.0 23.00 13.0 11.0 19.0 11.0
## CV residual -61.0 -45.8 -22.8 -27.3 -21.1 -17.8 31.87 26.8 29.4 47.2 64.9
## 17598 17601 17603 17604 17611 17612 17616 17617 17618 17620 17623
## Predicted 92.8 92.6 87.1 84.7 93.0 93.0 94.54 94.90 94.54 93.32 92.6
## cvpred 93.0 92.7 87.1 84.7 93.1 93.1 94.65 95.02 94.65 93.42 92.6
## pm2.5 13.0 20.0 16.0 17.0 42.0 55.0 87.00 90.00 89.00 99.00 130.0
## CV residual -80.0 -72.7 -71.1 -67.7 -51.1 -38.1 -7.65 -5.02 -5.65 5.58 37.4
## 17624 17626 17628 17629 17632 17636 17639 17640 17641 17646 17647
## Predicted 91.8 89.9 88.6 85.81 92.1 95.6 95.6 94.5 93.3 95.2 95.2
## cvpred 91.9 89.9 88.6 85.79 92.2 95.7 95.7 94.6 93.4 95.3 95.3
## pm2.5 102.0 72.0 70.0 76.00 53.0 179.0 189.0 161.0 189.0 183.0 172.0
## CV residual 10.1 -17.9 -18.6 -9.79 -39.2 83.3 93.3 66.4 95.6 87.7 76.7
## 17648 17649 17651 17652 17662 17663 17664 17666 17667 17668 17669
## Predicted 94.5 97.0 96.0 94.1 86.3 85.6 85.6 84.2 84.1 82.9 82.1
## cvpred 94.6 97.1 96.1 94.2 86.2 85.5 85.4 84.0 83.9 82.7 81.9
## pm2.5 170.0 179.0 183.0 150.0 51.0 52.0 45.0 49.0 47.0 40.0 46.0
## CV residual 75.4 81.9 86.9 55.8 -35.2 -33.5 -40.4 -35.0 -36.9 -42.7 -35.9
## 17676 17678 17681 17684 17685 17690 17692 17697 17700 17703 17707
## Predicted 102.1 103.2 101.4 102.8 102.5 102.5 101.6 94.5 100.7 100.4 100.4
## cvpred 102.2 103.3 101.4 102.9 102.6 102.6 101.7 94.5 100.8 100.5 100.5
## pm2.5 83.0 175.0 169.0 172.0 166.0 184.0 169.0 109.0 125.0 153.0 181.0
## CV residual -19.2 71.7 67.6 69.1 63.4 81.4 67.3 14.5 24.2 52.5 80.5
## 17708 17710 17712 17719 17721 17722 17724 17726 17729 17736 17740
## Predicted 101.3 101 99.7 94.1 92.1 94.17 99.0 96.3 95.8 98.3 100
## cvpred 101.4 101 99.8 94.2 92.2 94.18 99.1 96.4 95.9 98.4 100
## pm2.5 197.0 211 275.0 63.0 126.0 100.00 74.0 85.0 177.0 335.0 433
## CV residual 95.6 110 175.2 -31.2 33.8 5.82 -25.1 -11.4 81.1 236.6 333
## 17742 17746 17754 17755 17758 17761 17762 17763 17764 17765 17771
## Predicted 99.7 99.3 71.3 70.5 60.3 91.7 90.4 94.2 92.6 92.6 91.8
## cvpred 99.7 99.4 71.0 70.2 59.8 91.8 90.5 94.3 92.7 92.7 91.9
## pm2.5 534.0 502.0 13.0 15.0 12.0 17.0 14.0 17.0 13.0 14.0 31.0
## CV residual 434.3 402.6 -58.0 -55.2 -47.8 -74.8 -76.5 -77.3 -79.7 -78.7 -60.9
## 17773 17774 17775 17776 17779 17782 17784 17785 17790 17791 17794
## Predicted 94.9 94.3 92.7 90.8 85.9 82.8 96.3 95.9 95.2 93.8 93.6
## cvpred 95.0 94.4 92.8 90.8 85.9 82.7 96.4 96.0 95.3 93.9 93.6
## pm2.5 47.0 57.0 47.0 46.0 68.0 120.0 123.0 138.0 148.0 137.0 123.0
## CV residual -48.0 -37.4 -45.8 -44.8 -17.9 37.3 26.6 42.0 52.7 43.1 29.4
## 17806 17807 17808 17812 17815 17817 17821 17828 17830 17834 17837
## Predicted 96.6 95.9 93.9 87.5 83.9 83.3 78.3 91.2 97.7 94.6 96.0
## cvpred 96.7 96.0 94.0 87.4 83.8 83.2 78.1 91.2 97.8 94.7 96.1
## pm2.5 156.0 230.0 182.0 52.0 47.0 37.0 45.0 72.0 73.0 133.0 125.0
## CV residual 59.3 134.0 88.0 -35.4 -36.8 -46.2 -33.1 -19.2 -24.8 38.3 28.9
## 17919 17924 17927 17928 17934 17938 17941 17944 17945 17946 17953
## Predicted 101 102 104 104 102 94.3 101 101 100 102 102
## cvpred 102 102 104 104 102 94.2 101 101 100 102 102
## pm2.5 301 338 385 348 394 384.0 345 412 440 436 437
## CV residual 199 236 281 244 292 289.8 244 311 340 334 335
## 17958 17959 17960 17964 17968 17971 17973 17974 17976 17978 17982
## Predicted 101 100 98.7 100 102 101 101 99 100 98.2 86.8
## cvpred 101 100 98.8 100 103 101 101 99 100 98.2 86.8
## pm2.5 441 388 351.0 380 378 419 436 459 522 315.0 47.0
## CV residual 340 288 252.2 280 275 318 335 360 422 216.8 -39.8
## 17984 17986 17990 17991 17994 17998 17999 18000 18001 18002 18004
## Predicted 81.5 77.5 66.0 64.0 55.1 46.5 43.6 40.1 37.1 34.2 28.5
## cvpred 81.4 77.4 65.6 63.6 54.6 45.8 42.9 39.3 36.2 33.3 27.5
## pm2.5 17.0 24.0 22.0 21.0 13.0 17.0 21.0 18.0 17.0 10.0 11.0
## CV residual -64.4 -53.4 -43.6 -42.6 -41.6 -28.8 -21.9 -21.3 -19.2 -23.3 -16.5
## 18005 18007 18017 18018 18021 18022 18029 18032 18035 18040 18043
## Predicted 25.4 20.2 85.8 86.2 87.4 85.8 87.1 87.8 84.2 79.9 86.8
## cvpred 24.4 19.1 85.9 86.2 87.5 85.9 87.2 87.9 84.2 79.9 86.9
## pm2.5 11.0 7.0 13.0 20.0 22.0 28.0 11.0 16.0 21.0 23.0 54.0
## CV residual -13.4 -12.1 -72.9 -66.2 -65.5 -57.9 -76.2 -71.9 -63.2 -56.9 -32.9
## 18050 18057 18065 18066 18078 18092 18097 18103 18107 18108 18115
## Predicted 88.5 90.4 73.2 71.2 82.5 87.8 90.4 88.4 91.1 91.4 93.0
## cvpred 88.6 90.5 73.0 71.0 82.4 87.9 90.5 88.5 91.2 91.5 93.1
## pm2.5 994.0 141.0 24.0 13.0 6.0 18.0 33.0 42.0 50.0 52.0 60.0
## CV residual 905.4 50.5 -49.0 -58.0 -76.4 -69.9 -57.5 -46.5 -41.2 -39.5 -33.1
## 18127 18135 18141 18142 18145 18147 18148 18154 18160 18163 18165
## Predicted 91.0 93.1 95.1 94.0 93.3 88.9 93.5 88.9 92.1 91.11 90.2
## cvpred 91.1 93.2 95.2 94.1 93.4 88.9 93.6 89.0 92.1 91.14 90.2
## pm2.5 80.0 67.0 125.0 158.0 113.0 25.0 18.0 21.0 76.0 93.00 128.0
## CV residual -11.1 -26.2 29.8 63.9 19.6 -63.9 -75.6 -68.0 -16.1 1.86 37.8
## 18171 18172 18174 18176 18177 18178 18179 18187 18188 18190 18196
## Predicted 98.0 97.3 99.2 98.7 99.0 99.4 99.7 98.81 97.76 96.5 93.0
## cvpred 98.1 97.4 99.3 98.8 99.1 99.5 99.8 98.88 97.83 96.6 93.1
## pm2.5 58.0 59.0 67.0 63.0 60.0 72.0 75.0 96.00 103.00 132.0 44.0
## CV residual -40.1 -38.4 -32.3 -35.8 -39.1 -27.5 -24.8 -2.88 5.17 35.4 -49.1
## 18199 18200 18204 18205 18206 18207 18211 18216 18219 18226 18227
## Predicted 88.0 86.8 89.3 92.1 91.8 91.1 92.8 90.37 89.1 97.81 98.7
## cvpred 88.1 86.8 89.3 92.3 91.9 91.2 92.9 90.37 89.0 97.91 98.8
## pm2.5 14.0 14.0 19.0 18.0 20.0 20.0 38.0 87.00 77.0 99.00 112.0
## CV residual -74.1 -72.8 -70.3 -74.3 -71.9 -71.2 -54.9 -3.37 -12.0 1.09 13.2
## 18230 18231 18232 18233 18236 18239 18246 18247 18249 18254 18256
## Predicted 98.6 101.8 100.7 100.4 100.1 99.3 95.4 94.2 98.5 78.0 72.4
## cvpred 98.6 101.9 100.8 100.5 100.2 99.4 95.4 94.2 98.6 77.9 72.2
## pm2.5 133.0 129.0 134.0 135.0 157.0 152.0 144.0 154.0 147.0 19.0 23.0
## CV residual 34.4 27.1 33.2 34.5 56.8 52.6 48.6 59.8 48.4 -58.9 -49.2
## 18265 18267 18272 18275 18277 18279 18284 18288 18292 18295 18297
## Predicted 54.0 86.4 78.2 80.3 87.4 86 90.8 84.2 82 74.5 70.6
## cvpred 53.5 86.5 78.1 80.3 87.5 86 90.9 84.2 82 74.4 70.4
## pm2.5 15.0 13.0 13.0 14.0 14.0 13 25.0 24.0 10 6.0 11.0
## CV residual -38.5 -73.5 -65.1 -66.3 -73.5 -73 -65.9 -60.2 -72 -68.4 -59.4
## 18300 18301 18302 18309 18314 18317 18319 18323 18324 18325 18326
## Predicted 64.0 61.1 59.5 89.7 88.8 86.3 83.6 79.6 78.9 89.7 89.5
## cvpred 63.6 60.7 59.0 89.8 88.9 86.3 83.6 79.5 78.8 89.8 89.6
## pm2.5 16.0 14.0 17.0 69.0 61.0 68.0 63.0 49.0 59.0 60.0 52.0
## CV residual -47.6 -46.7 -42.0 -20.8 -27.9 -18.3 -20.6 -30.5 -19.8 -29.8 -37.6
## 18328 18334 18335 18339 18340 18344 18348 18349 18352 18359 18360
## Predicted 79.71 91.8 91.1 81.1 88.5 86.5 81.2 89.7 89.7 93.5 92.80
## cvpred 79.66 91.9 91.2 81.1 88.6 86.5 81.2 89.8 89.8 93.6 92.91
## pm2.5 76.00 147.0 114.0 9.0 9.0 9.0 19.0 20.0 40.0 82.0 100.00
## CV residual -3.66 55.1 22.8 -72.1 -79.6 -77.5 -62.2 -69.8 -49.8 -11.6 7.09
## 18361 18363 18365 18372 18376 18379 18381 18382 18396 18397 18401
## Predicted 92.1 95.9 97.8 98.3 96.6 92.1 92.8 99.2 56.9 51.3 26.2
## cvpred 92.2 96.0 97.9 98.5 96.7 92.2 92.8 99.3 56.4 50.7 25.2
## pm2.5 118.0 140.0 119.0 82.0 108.0 132.0 132.0 201.0 10.0 12.0 13.0
## CV residual 25.8 44.0 21.1 -16.5 11.3 39.8 39.2 101.7 -46.4 -38.7 -12.2
## 18404 18410 18413 18414 18415 18416 18419 18422 18425 18431 18432
## Predicted 12.9 -12.7 -26.1 -29.4 -32.2 -33.9 84 74.7 66.2 53.2 50.8
## cvpred 11.7 -14.4 -28.1 -31.4 -34.3 -35.9 84 74.5 65.9 52.6 50.2
## pm2.5 27.0 17.0 7.0 9.0 9.0 7.0 22 18.0 12.0 9.0 9.0
## CV residual 15.3 31.4 35.1 40.4 43.3 42.9 -62 -56.5 -53.9 -43.6 -41.2
## 18434 18437 18439 18441 18450 18454 18459 18464 18470 18479 18490
## Predicted 45.1 37.8 35.8 90.4 65.5 91.2 93.0 92.8 90.3 90.1 92.5
## cvpred 44.4 37.0 35.0 90.5 65.2 91.4 93.1 93.0 90.4 90.2 92.6
## pm2.5 9.0 11.0 8.0 12.0 17.0 26.0 36.0 38.0 40.0 57.0 29.0
## CV residual -35.4 -26.0 -27.0 -78.5 -48.2 -65.4 -57.1 -55.0 -50.4 -33.2 -63.6
## 18491 18493 18504 18506 18507 18509 18511 18515 18520 18526 18529
## Predicted 91.2 91.4 76.5 75.1 73.6 93.2 94.9 91.3 88.3 92.78 94.1
## cvpred 91.4 91.5 76.3 74.8 73.4 93.3 95.0 91.4 88.3 92.87 94.1
## pm2.5 19.0 23.0 82.0 95.0 102.0 121.0 112.0 121.0 39.0 87.00 175.0
## CV residual -72.4 -68.5 5.7 20.2 28.6 27.7 17.0 29.6 -49.3 -5.87 80.9
## 18533 18534 18544 18545 18548 18549 18550 18556 18557 18559 18562
## Predicted 98.3 98.3 100.42 100.06 101.1 100.4 101.1 98.7 98 97.6 95.6
## cvpred 98.5 98.5 100.52 100.16 101.2 100.5 101.2 98.8 98 97.6 95.6
## pm2.5 74.0 78.0 106.00 105.00 120.0 134.0 143.0 154.0 145 163.0 182.0
## CV residual -24.5 -20.5 5.48 4.84 18.8 33.5 41.8 55.2 47 65.4 86.4
## 18566 18567 18569 18571 18575 18576 18587 18589 18591 18594 18603
## Predicted 100.1 98.8 97.0 100 100 99.7 91.9 89.5 88.8 89.0 96.8
## cvpred 100.2 98.9 97.1 101 100 99.8 92.0 89.6 88.9 89.1 96.9
## pm2.5 165.0 192.0 221.0 228 332 352.0 16.0 15.0 25.0 24.0 149.0
## CV residual 64.8 93.1 123.9 127 232 252.2 -76.0 -74.6 -63.9 -65.1 52.1
## 18604 18612 18613 18614 18620 18621 18625 18630 18631 18634 18635
## Predicted 95.6 100.06 98.7 99.4 100.1 98.7 85.1 77.3 76.7 72.2 67.9
## cvpred 95.6 100.16 98.7 99.5 100.2 98.8 85.1 77.1 76.5 71.9 67.6
## pm2.5 132.0 96.00 113.0 138.0 126.0 133.0 4.0 10.0 11.0 17.0 15.0
## CV residual 36.4 -4.16 14.3 38.5 25.8 34.2 -81.1 -67.1 -65.5 -54.9 -52.6
## 18638 18639 18640 18643 18644 18652 18654 18656 18658 18660 18663
## Predicted 60.3 59.4 56.5 50.0 47.0 33 26.9 19.43 10.29 1.328 -12.8
## cvpred 59.9 58.9 56.0 49.3 46.2 32 25.9 18.26 8.96 -0.172 -14.6
## pm2.5 11.0 15.0 18.0 14.0 16.0 11 11.0 10.00 17.00 18.000 16.0
## CV residual -48.9 -43.9 -38.0 -35.3 -30.2 -21 -14.9 -8.26 8.04 18.172 30.6
## 18669 18671 18673 18674 18677 18678 18679 18680 18683 18685 18687
## Predicted -30.8 -36.0 -43.2 -45.5 89.3 87.9 87 85.4 90.9 86.5 82.0
## cvpred -32.9 -38.3 -45.5 -47.9 89.4 88.0 87 85.4 91.0 86.5 81.9
## pm2.5 11.0 18.0 14.0 16.0 8.0 10.0 8 17.0 27.0 27.0 26.0
## CV residual 43.9 56.3 59.5 63.9 -81.4 -78.0 -79 -68.4 -64.0 -59.5 -55.9
## 18690 18691 18697 18699 18700 18703 18704 18705 18707 18710 18712
## Predicted 75.3 90.2 93.9 93.52 92.47 91.754 90.50 91.85 94.21 92.5 90.3
## cvpred 75.2 90.3 94.0 93.64 92.59 91.855 90.58 91.91 94.33 92.6 90.4
## pm2.5 52.0 50.0 109.0 98.00 91.00 91.000 87.00 84.00 87.00 52.0 33.0
## CV residual -23.2 -40.3 15.0 4.36 -1.59 -0.855 -3.58 -7.91 -7.33 -40.6 -57.4
## 18714 18716 18717 18718 18719 18722 18723 18724 18726 18727 18729
## Predicted 88.6 85.6 85 93.5 93.9 93.2 92.8 93.9 92.2 91 90.93
## cvpred 88.7 85.6 85 93.6 94.0 93.3 92.9 94.0 92.3 91 90.96
## pm2.5 25.0 41.0 52 64.0 64.0 81.0 113.0 163.0 152.0 129 99.00
## CV residual -63.7 -44.6 -33 -29.6 -30.0 -12.3 20.1 69.0 59.7 38 8.04
## 18730 18731 18732 18735 18737 18739 18741 18742 18743 18744 18745
## Predicted 95.6 92.80 92.1 92.5 93.1 93.4 94.4 95.8 94.1 90.1 98.35
## cvpred 95.7 92.91 92.2 92.6 93.2 93.5 94.4 95.8 94.1 90.0 98.46
## pm2.5 94.0 85.00 110.0 127.0 135.0 184.0 254.0 260.0 216.0 160.0 93.00
## CV residual -1.7 -7.91 17.8 34.4 41.8 90.5 159.6 164.2 121.9 70.0 -5.46
## 18746 18748 18751 18754 18757 18758 18759 18761 18765 18769 18773
## Predicted 98.2 96.8 97.3 97.2 97.6 98.7 98 96.8 99.5 102.5 104.2
## cvpred 98.3 96.9 97.4 97.3 97.7 98.8 98 96.9 99.6 102.6 104.3
## pm2.5 75.0 68.0 83.0 125.0 123.0 117.0 140 143.0 138.0 141.0 153.0
## CV residual -23.3 -28.9 -14.4 27.7 25.3 18.2 42 46.1 38.4 38.4 48.7
## 18776 18777 18779 18782 18783 18785 18786 18787 18789 18790 18793
## Predicted 104.6 105.2 103.5 104.2 104 104 102 102 95.1 91.4 87.7
## cvpred 104.6 105.3 103.6 104.3 104 104 102 102 95.2 91.5 87.6
## pm2.5 174.0 183.0 193.0 203.0 208 235 240 241 154.0 25.0 16.0
## CV residual 69.4 77.7 89.4 98.7 104 131 138 139 58.8 -66.5 -71.6
## 18795 18799 18802 18803 18804 18808 18809 18813 18818 18821 18823
## Predicted 96.6 92.7 86.4 83.1 81.8 91.8 91.6 89.1 87.92 87.1 85.2
## cvpred 96.7 92.7 86.4 83.0 81.7 91.9 91.7 89.1 87.83 87.0 85.0
## pm2.5 11.0 11.0 15.0 20.0 20.0 20.0 20.0 33.0 78.00 99.0 108.0
## CV residual -85.7 -81.7 -71.4 -63.0 -61.7 -71.9 -71.7 -56.1 -9.83 12.0 23.0
## 18824 18829 18830 18834 18837 18843 18845 18847 18850 18854 18856
## Predicted 100.42 99.4 98.7 98.0 95.4 84.8 78.8 74.5 70.4 61.9 59.9
## cvpred 100.52 99.5 98.8 98.1 95.4 84.7 78.6 74.3 70.1 61.4 59.4
## pm2.5 103.00 126.0 122.0 142.0 48.0 10.0 17.0 13.0 21.0 21.0 18.0
## CV residual 2.48 26.5 23.2 43.9 -47.4 -74.7 -61.6 -61.3 -49.1 -40.4 -41.4
## 18857 18863 18864 18866 18869 18871 18877 18878 18879 18880 18882
## Predicted 91.8 89.4 87.5 94.2 92.4 95.2 93.1 93.2 92.4 91.7 93.3
## cvpred 91.9 89.4 87.5 94.3 92.4 95.3 93.2 93.3 92.5 91.8 93.4
## pm2.5 20.0 44.0 49.0 70.0 139.0 34.0 24.0 25.0 22.0 33.0 47.0
## CV residual -71.9 -45.4 -38.5 -24.3 46.6 -61.3 -69.2 -68.3 -70.5 -58.8 -46.4
## 18883 18884 18890 18897 18900 18907 18909 18911 18912 18913 18916
## Predicted 93.3 92.6 90.3 101.4 98.2 94.2 93.8 99.4 99.7 100 100
## cvpred 93.4 92.6 90.2 101.5 98.2 94.2 93.8 99.5 99.8 100 101
## pm2.5 46.0 42.0 161.0 191.0 233.0 176.0 190.0 278.0 286.0 267 287
## CV residual -47.4 -50.6 70.8 89.5 134.8 81.8 96.2 178.5 186.2 167 186
## 18918 18921 18924 18925 18928 18931 18935 18937 18938 18946 18959
## Predicted 100 101 100 99.3 93.8 88.8 85.2 83.0 82.4 101.8 102
## cvpred 100 101 100 99.4 93.7 88.7 85.0 82.8 82.2 101.9 103
## pm2.5 274 259 308 281.0 140.0 99.0 129.0 175.0 173.0 176.0 318
## CV residual 174 158 208 181.6 46.3 10.3 44.0 92.2 90.8 74.1 215
## 18960 18967 18969 18976 18986 18987 18993 19006 19008 19009 19014
## Predicted 102 98.5 103 105 102.8 100.9 93.9 105.2 105.4 105.7 98.2
## cvpred 103 98.6 103 105 102.8 100.9 93.8 105.3 105.5 105.8 98.2
## pm2.5 324 227.0 222 268 165.0 154.0 136.0 132.0 151.0 130.0 77.0
## CV residual 221 128.4 119 163 62.2 53.1 42.2 26.7 45.5 24.2 -21.2
## 19018 19022 19025 19031 19036 19042 19049 19051 19054 19055 19057
## Predicted 95.61 87.8 84.6 78.9 101.3 102.1 98.29 100.42 101.8 101.8 101.4
## cvpred 95.56 87.7 84.4 78.6 101.4 102.2 98.38 100.52 101.9 101.9 101.5
## pm2.5 101.00 98.0 108.0 104.0 113.0 114.0 93.00 104.00 143.0 170.0 201.0
## CV residual 5.44 10.3 23.6 25.4 11.6 11.8 -5.38 3.48 41.1 68.1 99.5
## 19059 19066 19068 19070 19072 19077 19083 19089 19090 19092 19093
## Predicted 102 102.8 101.4 99.5 98.2 102.5 87.2 63.1 58.6 51.3 47.0
## cvpred 103 102.9 101.5 99.5 98.2 102.6 87.1 62.6 58.1 50.5 46.2
## pm2.5 220 182.0 176.0 166.0 130.0 162.0 19.0 15.0 20.0 17.0 13.0
## CV residual 117 79.1 74.5 66.5 31.8 59.4 -68.1 -47.6 -38.1 -33.5 -33.2
## 19095 19097 19100 19104 19108 19115 19120 19121 19126 19128 19130
## Predicted 39.5 33.9 27.48 97.1 97.7 88.5 71.8 67.1 50.3 44.2 41.1
## cvpred 38.6 32.9 26.36 97.3 97.8 88.4 71.5 66.8 49.7 43.5 40.2
## pm2.5 13.0 18.0 18.00 50.0 38.0 18.0 23.0 17.0 13.0 11.0 13.0
## CV residual -25.6 -14.9 -8.36 -47.3 -59.8 -70.4 -48.5 -49.8 -36.7 -32.5 -27.2
## 19134 19139 19142 19143 19146 19147 19151 19156 19158 19160 19169
## Predicted 86 91.2 89.5 89.5 86.4 91.5 94.9 95.5 100.7 101.1 90.3
## cvpred 86 91.3 89.6 89.6 86.5 91.6 95.0 95.6 100.8 101.2 90.2
## pm2.5 12 21.0 18.0 19.0 16.0 17.0 37.0 112.0 89.0 120.0 77.0
## CV residual -74 -70.3 -71.6 -70.6 -70.5 -74.6 -58.0 16.4 -11.8 18.8 -13.2
## 19174 19183 19186 19187 19190 19192 19194 19195 19198 19204 19205
## Predicted 81.4 99.3 86.7 83.8 70.0 57.6 47.2 43.3 33.9 16.2 11.22
## cvpred 81.2 99.4 86.6 83.7 69.7 57.1 46.6 42.6 33.0 14.9 9.91
## pm2.5 67.0 85.0 26.0 24.0 27.0 20.0 20.0 10.0 7.0 7.0 17.00
## CV residual -14.2 -14.4 -60.6 -59.7 -42.7 -37.1 -26.6 -32.6 -26.0 -7.9 7.09
## 19206 19209 19210 19211 19218 19220 19228 19231 19233 19235 19236
## Predicted 9.04 3.61 0.746 -2.48 -20.7 87.2 95.2 93.1 93.02 93.9 92.5
## cvpred 7.68 2.13 -0.792 -4.08 -22.6 87.2 95.3 93.1 93.06 94.0 92.6
## pm2.5 12.00 12.00 29.000 18.00 18.0 30.0 81.0 79.0 95.00 46.0 47.0
## CV residual 4.32 9.87 29.792 22.08 40.6 -57.2 -14.3 -14.1 1.94 -48.0 -45.6
## 19238 19240 19243 19247 19250 19251 19254 19255 19256 19259 19260
## Predicted 91.8 91.0 87.55 96.97 95.9 96.5 98.9 98.0 99.0 99.0 98.7
## cvpred 91.9 91.1 87.53 97.08 95.9 96.6 99.0 98.1 99.1 99.1 98.8
## pm2.5 33.0 79.0 86.00 96.00 111.0 123.0 175.0 175.0 172.0 160.0 157.0
## CV residual -58.9 -12.1 -1.53 -1.08 15.1 26.4 76.0 76.9 72.9 60.9 58.2
## 19267 19270 19272 19273 19276 19278 19280 19283 19288 19293 19298
## Predicted 82.6 94.1 94.7 92.7 89.6 86.0 84.8 79.5 91.7 87.4 82.3
## cvpred 82.5 94.2 94.8 92.8 89.6 85.9 84.8 79.4 91.8 87.3 82.1
## pm2.5 63.0 75.0 13.0 10.0 11.0 7.0 9.0 24.0 23.0 72.0 62.0
## CV residual -19.5 -19.2 -81.8 -82.8 -78.6 -78.9 -75.8 -55.4 -68.8 -15.3 -20.1
## 19301 19302 19309 19314 19317 19320 19321 19322 19323 19324 19328
## Predicted 99.7 99.0 97.3 95.3 106 105.1 103.9 103.3 102 100.8 108
## cvpred 99.8 99.1 97.4 95.3 106 105.2 103.9 103.3 102 100.7 108
## pm2.5 46.0 54.0 85.0 137.0 165 176.0 180.0 187.0 180 181.0 222
## CV residual -53.8 -45.1 -12.4 41.7 59 70.8 76.1 83.7 78 80.3 114
## 19330 19334 19336 19338 19339 19340 19343 19344 19349 19354 19361
## Predicted 109 108 108 106 105 104 109 109 109 104.4 93.8
## cvpred 109 108 108 106 105 104 109 109 109 104.4 93.6
## pm2.5 263 335 360 272 315 318 302 310 214 175.0 195.0
## CV residual 154 227 252 166 210 214 193 201 105 70.6 101.4
## 19367 19368 19370 19373 19378 19379 19382 19383 19384 19388 19394
## Predicted 85.8 106.6 104.6 95.6 86.2 83.5 103.5 102.8 102.3 99.4 105
## cvpred 85.5 106.7 104.7 95.6 86.0 83.3 103.6 102.9 102.4 99.4 105
## pm2.5 137.0 120.0 107.0 18.0 16.0 15.0 26.0 26.0 39.0 76.0 64
## CV residual 51.5 13.3 2.3 -77.6 -70.0 -68.3 -77.6 -76.9 -63.4 -23.4 -41
## 19398 19401 19404 19405 19407 19408 19409 19410 19414 19417
## Predicted 104.88 103.8 100.7 101.7 103 101.7 100.8 99.15 104.34 105.2
## cvpred 104.97 103.9 100.8 101.8 103 101.7 100.8 99.13 104.42 105.3
## pm2.5 100.00 76.0 114.0 150.0 154 128.0 114.0 101.00 100.00 125.0
## CV residual -4.97 -27.9 13.2 48.2 51 26.3 13.2 1.87 -4.42 19.7
## 19418 19422 19423 19426 19429 19436 19441 19446 19447 19448 19449
## Predicted 105.2 105.2 103.8 101.1 93.9 95.6 90.6 84.6 105.4 106 107
## cvpred 105.3 105.3 103.9 101.1 93.8 95.5 90.4 84.3 105.5 106 107
## pm2.5 137.0 166.0 164.0 155.0 107.0 82.0 187.0 180.0 193.0 217 252
## CV residual 31.7 60.7 60.1 53.9 13.2 -13.5 96.6 95.7 87.5 111 145
## 19454 19456 19457 19460 19466 19475 19478 19482 19483 19484 19486
## Predicted 107 106 107 108 107 102.9 101.6 95.7 97.18 95.89 90.9
## cvpred 107 106 107 108 107 102.9 101.6 95.7 97.13 95.81 90.8
## pm2.5 327 259 241 347 378 116.0 77.0 107.0 106.00 91.00 57.0
## CV residual 220 153 134 239 271 13.1 -24.6 11.3 8.87 -4.81 -33.8
## 19488 19492 19493 19495 19496 19497 19500 19503 19508 19511 19513
## Predicted 87.7 81.7 81.7 81.0 107 107.6 92.4 71.1 39.9 100.4 99.7
## cvpred 87.5 81.4 81.4 80.6 107 107.7 92.4 70.7 39.0 100.5 99.8
## pm2.5 39.0 40.0 50.0 56.0 67 81.0 22.0 15.0 9.0 20.0 14.0
## CV residual -48.5 -41.4 -31.4 -24.6 -40 -26.7 -70.4 -55.7 -30.0 -80.5 -85.8
## 19518 19522 19528 19532 19535 19541 19542 19543 19544 19545 19554
## Predicted 80.8 71.8 42.6 97.1 99.0 97.2 98.3 98.0 100.4 98.7 92
## cvpred 80.6 71.4 41.7 97.2 99.1 97.3 98.5 98.1 100.5 98.8 92
## pm2.5 16.0 13.0 12.0 11.0 46.0 15.0 13.0 16.0 25.0 22.0 37
## CV residual -64.6 -58.4 -29.7 -86.2 -53.1 -82.3 -85.5 -82.1 -75.5 -76.8 -55
## 19555 19557 19558 19560 19566 19575 19579 19580 19583 19587 19589
## Predicted 91.1 90.35 91.0 103.2 101.7 101.6 100.8 101.1 106 103 100
## cvpred 91.0 90.26 90.9 103.3 101.8 101.7 100.8 101.1 106 103 100
## pm2.5 50.0 83.00 93.0 124.0 136.0 144.0 134.0 146.0 237 250 235
## CV residual -41.0 -7.26 2.1 20.7 34.2 42.3 33.2 44.9 131 147 135
## 19591 19595 19598 19600 19602 19605 19609 19614 19615 19616 19618
## Predicted 97.4 91.0 82.4 78.2 99.4 100.9 99.5 101.3 101.6 103.5 102.81
## cvpred 97.4 90.9 82.2 78.0 99.5 100.9 99.6 101.4 101.7 103.6 102.91
## pm2.5 139.0 87.0 27.0 32.0 34.0 56.0 117.0 5.0 40.0 78.0 96.00
## CV residual 41.6 -3.9 -55.2 -46.0 -65.5 -44.9 17.4 -96.4 -61.7 -25.6 -6.91
## 19621 19623 19626 19628 19633 19635 19640 19646 19649 19656 19659
## Predicted 96.6 94.0 86.5 81.5 104.6 103.8 105 92.1 75.2 45.4 30.1
## cvpred 96.6 93.9 86.3 81.2 104.6 103.9 105 92.0 74.9 44.5 28.9
## pm2.5 58.0 59.0 48.0 37.0 47.0 66.0 77 50.0 23.0 18.0 7.0
## CV residual -38.6 -34.9 -38.3 -44.2 -57.6 -37.9 -28 -42.0 -51.9 -26.5 -21.9
## 19661 19662 19663 19670 19676 19677 19678 19685 19686 19690 19698
## Predicted 22.2 19.6 16.78 -12.0 -31.8 -33.0 99.7 85.6 82.0 89.3 91.4
## cvpred 20.9 18.3 15.39 -13.8 -33.9 -35.2 99.8 85.5 81.8 89.3 91.4
## pm2.5 7.0 5.0 7.00 13.0 20.0 30.0 32.0 11.0 10.0 17.0 26.0
## CV residual -13.9 -13.3 -8.39 26.8 53.9 65.2 -67.8 -74.5 -71.8 -72.3 -65.4
## 19706 19707 19718 19720 19723 19733 19736 19737 19738 19740 19746
## Predicted 87.1 85.8 92.5 87.8 80.1 102.0 102.5 102.4 103.2 101.4 95
## cvpred 86.9 85.7 92.4 87.7 79.8 102.1 102.5 102.5 103.3 101.5 95
## pm2.5 57.0 55.0 63.0 49.0 38.0 45.0 35.0 38.0 49.0 60.0 58
## CV residual -29.9 -30.7 -29.4 -38.7 -41.8 -57.1 -67.5 -64.5 -54.3 -41.5 -37
## 19748 19749 19750 19753 19754 19755 19756 19757 19759 19761 19762
## Predicted 103.7 104.0 100.9 89.0 84.0 80.3 77.1 74.7 97.7 95.9 96.1
## cvpred 103.7 104.1 100.9 88.9 83.9 80.1 76.8 74.5 97.8 96.0 96.2
## pm2.5 61.0 63.0 12.0 11.0 10.0 8.0 7.0 8.0 17.0 20.0 24.0
## CV residual -42.7 -41.1 -88.9 -77.9 -73.9 -72.1 -69.8 -66.5 -80.8 -76.0 -72.2
## 19763 19764 19765 19767 19768 19776 19777 19781 19783 19787 19788
## Predicted 93.1 90.7 95.4 94.4 92.8 94.9 97.3 97.0 91.4 82.7 78.8
## cvpred 93.1 90.7 95.4 94.5 92.8 95.0 97.4 97.1 91.5 82.5 78.6
## pm2.5 26.0 28.0 34.0 39.0 35.0 25.0 18.0 9.0 19.0 22.0 21.0
## CV residual -67.1 -62.7 -61.4 -55.5 -57.8 -70.0 -79.4 -88.1 -72.5 -60.5 -57.6
## 19791 19794 19795 19796 19800 19802 19804 19806 19811 19816 19819
## Predicted 65.8 54.0 51.1 47.2 93.7 87.2 82.8 78.9 69.0 51.0 37.8
## cvpred 65.4 53.4 50.4 46.4 93.8 87.2 82.7 78.7 68.7 50.3 36.8
## pm2.5 18.0 10.0 11.0 11.0 11.0 22.0 11.0 11.0 13.0 13.0 13.0
## CV residual -47.4 -43.4 -39.4 -35.4 -82.8 -65.2 -71.7 -67.7 -55.7 -37.3 -23.8
## 19820 19823 19824 19828 19830 19831 19832 19834 19836 19839 19843
## Predicted 33.3 26.45 25.0 102.5 103.3 103.2 104.6 101.1 99.1 98.6 101.7
## cvpred 32.2 25.24 23.7 102.6 103.5 103.3 104.6 101.2 99.2 98.6 101.7
## pm2.5 16.0 27.00 15.0 17.0 36.0 37.0 38.0 51.0 37.0 28.0 32.0
## CV residual -16.2 1.76 -8.7 -85.6 -67.5 -66.3 -66.6 -50.2 -62.2 -70.6 -69.7
## 19845 19850 19851 19854 19857 19859 19862 19864 19870 19876 19877
## Predicted 96.2 101.1 101.1 101.1 99 99.7 101.2 98.7 105.6 96.44 92.401
## cvpred 96.1 101.2 101.2 101.2 99 99.8 101.3 98.7 105.7 96.46 92.389
## pm2.5 28.0 14.0 27.0 53.0 53 53.0 80.0 81.0 171.0 93.00 92.000
## CV residual -68.1 -87.2 -74.2 -48.2 -46 -46.8 -21.3 -17.7 65.3 -3.46 -0.389
## 19881 19883 19884 19887 19890 19895 19901 19903 19906 19911 19912
## Predicted 79.3 74.1 72.4 66.5 59.66 95.9 94.7 94.6 106.3 99.2 98.6
## cvpred 79.1 73.8 72.1 66.1 59.08 96.0 94.6 94.5 106.3 99.1 98.5
## pm2.5 33.0 91.0 42.0 23.0 66.00 47.0 111.0 150.0 181.0 163.0 138.0
## CV residual -46.1 17.2 -30.1 -43.1 6.92 -49.0 16.4 55.5 74.7 63.9 39.5
## 19913 19915 19921 19924 19932 19933 19936 19942 19945 19946 19949
## Predicted 95.7 91.6 85.99 108.93 96.7 92.8 84.0 114.5 105.5 103.4 95.3
## cvpred 95.6 91.4 85.61 108.97 96.5 92.5 83.6 114.6 105.5 103.5 95.3
## pm2.5 119.0 108.0 81.00 101.00 50.0 62.0 56.0 32.0 37.0 38.0 9.0
## CV residual 23.4 16.6 -4.61 -7.97 -46.5 -30.5 -27.6 -82.6 -68.5 -65.5 -86.3
## 19950 19952 19959 19966 19967 19970 19972 19973 19977 19978 19981
## Predicted 99.8 91.9 76.8 97.7 96.1 98.2 93.7 91.7 84.9 82.4 75.7
## cvpred 99.9 91.8 76.5 97.7 96.1 98.3 93.7 91.7 84.8 82.2 75.3
## pm2.5 6.0 8.0 14.0 32.0 40.0 52.0 33.0 49.0 47.0 13.0 16.0
## CV residual -93.9 -83.8 -62.5 -65.7 -56.1 -46.3 -60.7 -42.7 -37.8 -69.2 -59.3
## 19987 19990 19994 19995 19996 19997 20000 20003 20007 20015 20017
## Predicted 102.3 101.8 106.6 107.3 107.3 107.6 108.1 106.2 95.6 78.3 74.1
## cvpred 102.4 101.8 106.7 107.4 107.4 107.7 108.2 106.3 95.5 77.9 73.6
## pm2.5 17.0 29.0 56.0 84.0 80.0 77.0 90.0 86.0 29.0 34.0 50.0
## CV residual -85.4 -72.8 -50.7 -23.4 -27.4 -30.7 -18.2 -20.3 -66.5 -43.9 -23.6
## 20021 20026 20029 20033 20035 20037 20040 20043 20047 20050
## Predicted 108.5 109.38 100.8 89.9 83.5 81.2 77.71 77.06 111.44 106.00
## cvpred 108.6 109.46 100.8 89.8 83.2 80.9 77.25 76.53 111.53 106.04
## pm2.5 63.0 112.00 51.0 36.0 22.0 34.0 69.00 84.00 114.00 112.00
## CV residual -45.6 2.54 -49.8 -53.8 -61.2 -46.9 -8.25 7.47 2.47 5.96
## 20056 20058 20059 20060 20067 20072 20073 20080 20082 20085 20086
## Predicted 109.1 104.1 101.5 99.51 106.6 107 101.8 97.0 94.3 91.6 90.7
## cvpred 109.2 104.1 101.4 99.42 106.7 107 101.9 97.1 94.2 91.5 90.5
## pm2.5 28.0 16.0 115.0 93.00 20.0 17 15.0 23.0 47.0 56.0 56.0
## CV residual -81.2 -88.1 13.6 -6.42 -86.7 -90 -86.9 -74.1 -47.2 -35.5 -34.5
## 20089 20093 20097 20100 20101 20103 20104 20112 20116 20119 20123
## Predicted 87.6 82.9 79.5 109.0 107.4 105.2 103 90.9 86.4 83.3 76.9
## cvpred 87.3 82.5 79.0 109.1 107.5 105.2 103 90.6 86.0 82.8 76.3
## pm2.5 70.0 86.0 101.0 127.0 128.0 121.0 235 108.0 136.0 141.0 145.0
## CV residual -17.3 3.5 22.0 17.9 20.5 15.8 132 17.4 50.0 58.2 68.7
## 20128 20130 20131 20132 20133 20136 20139 20140 20142 20145 20153
## Predicted 71.9 115 113 115 115 111.5 115.2 115.2 115.2 110.2 112.5
## cvpred 71.2 115 113 115 115 111.5 115.3 115.3 115.3 110.2 112.5
## pm2.5 202.0 222 219 221 225 51.0 70.0 59.0 69.0 97.0 154.0
## CV residual 130.8 107 106 106 110 -60.5 -45.3 -56.3 -46.3 -13.2 41.5
## 20158 20159 20160 20163 20166 20168 20173 20177 20181 20184 20185
## Predicted 109.9 113.5 112.5 112.4 113.8 115.6 107.0 99.51 114.89 113 115
## cvpred 109.9 113.6 112.5 112.5 113.9 115.7 106.9 99.32 114.97 113 115
## pm2.5 151.0 157.0 159.0 174.0 176.0 185.0 194.0 90.00 118.00 100 129
## CV residual 41.1 43.4 46.5 61.5 62.1 69.3 87.1 -9.32 3.03 -13 14
## 20186 20187 20189 20195 20196 20205 20207 20208 20209 20211 20212
## Predicted 114.5 113.1 112.4 105 112.8 110.8 108.8 107.4 113.8 114.2 113.8
## cvpred 114.6 113.2 112.5 105 112.9 110.8 108.8 107.4 113.9 114.3 113.9
## pm2.5 142.0 148.0 147.0 168 155.0 200.0 161.0 147.0 150.0 143.0 131.0
## CV residual 27.4 34.8 34.5 63 42.1 89.2 52.2 39.6 36.1 28.7 17.1
## 20214 20216 20219 20220 20222 20224 20234 20237 20238 20240 20242
## Predicted 110.49 108.36 113.5 113.2 113.1 114.0 104 113.3 112.6 111 116
## cvpred 110.53 108.38 113.6 113.2 113.2 114.1 104 113.3 112.6 111 116
## pm2.5 115.00 113.00 144.0 160.0 167.0 172.0 199 188.0 190.0 235 248
## CV residual 4.47 4.62 30.4 46.8 53.8 57.9 95 74.7 77.4 124 132
## 20244 20246 20250 20259 20266 20267 20273 20275 20278 20280 20282
## Predicted 115 113 118 116.3 115.3 115.7 100 95.9 90.7 85.7 80.1
## cvpred 115 113 118 116.3 115.4 115.7 100 95.6 90.3 85.3 79.6
## pm2.5 266 279 277 208.0 132.0 60.0 38 45.0 46.0 14.0 11.0
## CV residual 151 166 159 91.7 16.6 -55.7 -62 -50.6 -44.3 -71.3 -68.6
## 20284 20285 20286 20289 20296 20301 20306 20312 20314 20315 20318
## Predicted 72.7 70.4 68.1 62.2 35.2 22.8 107.6 108.0 107.3 108.3 109.2
## cvpred 72.2 69.9 67.5 61.5 34.1 21.4 107.7 108.1 107.4 108.4 109.2
## pm2.5 9.0 12.0 11.0 10.0 15.0 6.0 34.0 50.0 48.0 53.0 83.0
## CV residual -63.2 -57.9 -56.5 -51.5 -19.1 -15.4 -73.7 -58.1 -59.4 -55.4 -26.2
## 20320 20322 20330 20332 20336 20339 20346 20348 20353 20355 20357
## Predicted 105.1 101.5 112.6 112.5 112.4 96.36 51.2 44.4 95.7 93.9 87.5
## cvpred 105.2 101.5 112.7 112.5 112.5 96.34 50.5 43.5 95.8 93.9 87.5
## pm2.5 76.0 53.0 152.0 148.0 114.0 99.00 27.0 27.0 41.0 72.0 141.0
## CV residual -29.2 -48.5 39.3 35.5 1.5 2.66 -23.5 -16.5 -54.8 -21.9 53.5
## 20360 20362 20366 20369 20371 20373 20374 20376 20379 20380 20385
## Predicted 102.82 99.73 99.10 95.7 94.18 93.7 91.8 90.5 90.1 107.6 106.4
## cvpred 102.91 99.83 99.16 95.6 94.11 93.6 91.6 90.3 89.9 107.7 106.4
## pm2.5 108.00 90.00 90.00 114.0 97.00 160.0 188.0 182.0 195.0 190.0 198.0
## CV residual 5.09 -9.83 -9.16 18.4 2.89 66.4 96.4 91.7 105.1 82.3 91.6
## 20386 20395 20398 20399 20403 20406 20408 20409 20410 20414 20417
## Predicted 104 100.0 99.2 98.8 100.93 113.51 114.5 113.8 112 113.1 113.3
## cvpred 104 99.9 99.1 98.7 100.77 113.59 114.6 113.9 112 113.1 113.3
## pm2.5 205 120.0 162.0 170.0 107.00 115.00 144.0 166.0 312 184.0 155.0
## CV residual 101 20.1 62.9 71.3 6.23 1.41 29.4 52.1 200 70.9 41.7
## 20419 20422 20423 20425 20434 20440 20447 20449 20452 20453 20454
## Predicted 115.6 115 115 116 114.5 106.0 94.4 112.8 113.5 113.5 113.2
## cvpred 115.7 115 115 116 114.6 105.9 94.1 112.9 113.6 113.6 113.2
## pm2.5 189.0 247 256 267 173.0 199.0 78.0 74.0 78.0 91.0 100.0
## CV residual 73.3 132 141 151 58.4 93.1 -16.1 -38.9 -35.6 -22.6 -13.2
## 20458 20462 20464 20467 20470 20476 20480 20482 20485 20486 20487
## Predicted 113.84 109.9 109.50 105.7 114.2 115 110.3 106.4 107.3 107.3 107
## cvpred 113.91 109.9 109.56 105.6 114.3 115 110.3 106.4 107.4 107.4 107
## pm2.5 119.00 91.0 106.00 68.0 98.0 140 58.0 70.0 57.0 60.0 46
## CV residual 5.09 -18.9 -3.56 -37.6 -16.3 25 -52.3 -36.4 -50.4 -47.4 -61
## 20490 20491 20494 20498 20499 20501 20502 20504 20505 20511 20512
## Predicted 106.1 107.5 113.5 114.5 114.20 115 113.5 113.4 116.3 113.1 111.5
## cvpred 106.1 107.5 113.6 114.6 114.28 115 113.5 113.5 116.3 113.1 111.5
## pm2.5 9.0 18.0 49.0 106.0 123.00 132 128.0 84.0 82.0 137.0 126.0
## CV residual -97.1 -89.5 -64.6 -8.6 8.72 17 14.5 -29.5 -34.3 23.9 14.5
## 20516 20517 20520 20523 20525 20527 20529 20531 20536 20538
## Predicted 104.91 104.7 109.7 111.1 111.8 112.5 106.15 97.38 104.5 103
## cvpred 104.83 104.6 109.8 111.2 111.9 112.5 106.18 97.35 104.5 103
## pm2.5 98.00 116.0 45.0 150.0 69.0 94.0 108.00 107.00 47.0 286
## CV residual -6.83 11.4 -64.8 38.8 -42.9 -18.5 1.82 9.65 -57.5 183
## 20539 20548 20549 20550 20555 20559 20564 20568 20574 20575 20576
## Predicted 101 113.5 112.1 112.5 112.46 107.8 101.7 89.4 111.8 112.1 111.1
## cvpred 101 113.6 112.2 112.5 112.54 107.8 101.5 89.1 111.8 112.2 111.2
## pm2.5 205 70.0 80.0 79.0 118.00 96.0 136.0 58.0 98.0 76.0 78.0
## CV residual 104 -43.6 -32.2 -33.5 5.46 -11.8 34.5 -31.1 -13.8 -36.2 -33.2
## 20577 20578 20586 20591 20594 20598 20599 20600 20602 20615 20617
## Predicted 110.5 109 108.0 107.04 107.5 110 111.1 111.7 109 105.0 102.0
## cvpred 110.6 109 108.1 107.09 107.6 110 111.2 111.8 109 104.9 101.9
## pm2.5 84.0 84 96.0 98.00 65.0 76 99.0 91.0 120 84.0 71.0
## CV residual -26.6 -25 -12.1 -9.09 -42.6 -34 -12.2 -20.8 11 -20.9 -30.9
## 20618 20620 20621 20622 20629 20630 20631 20632 20635 20638
## Predicted 102.78 112.13 111.1 111.42 109.8 106.45 104.1 101 96.6 96.1480
## cvpred 102.68 112.22 111.2 111.49 109.8 106.46 104.1 101 96.4 95.9272
## pm2.5 95.00 105.00 99.0 105.00 146.0 99.00 75.0 65 79.0 96.0000
## CV residual -7.68 -7.22 -12.2 -6.49 36.2 -7.46 -29.1 -36 -17.4 0.0728
## 20643 20644 20646 20647 20651 20652 20654 20659 20664 20665 20666
## Predicted 114.2 114.2 114.2 114 113.8 115.6 114 109 104 103 115
## cvpred 114.3 114.3 114.3 114 113.9 115.7 114 109 103 103 115
## pm2.5 153.0 163.0 184.0 312 164.0 160.0 177 161 228 247 265
## CV residual 38.7 48.7 69.7 198 50.1 44.3 63 52 125 144 150
## 20669 20671 20677 20683 20688 20690 20695 20696 20699 20701 20702
## Predicted 111.8 107.2 116.09 112.7 116.6 114.9 115.4 116.3 116.6 114.5 111.1
## cvpred 111.7 107.1 116.16 112.6 116.7 114.9 115.4 116.3 116.7 114.6 111.1
## pm2.5 153.0 141.0 123.00 152.0 138.0 152.0 131.0 128.0 153.0 56.0 51.0
## CV residual 41.3 33.9 6.84 39.4 21.3 37.1 15.6 11.7 36.3 -58.6 -60.1
## 20705 20708 20720 20721 20723 20724 20725 20727 20728 20733 20734
## Predicted 110.6 104.0 89.8 88.1 83.8 81.5 79.2 73.3 70.6 112.7 113.6
## cvpred 110.6 103.9 89.3 87.7 83.3 81.0 78.6 72.6 69.9 112.7 113.6
## pm2.5 29.0 80.0 186.0 185.0 212.0 191.0 194.0 103.0 100.0 84.0 164.0
## CV residual -81.6 -23.9 96.7 97.3 128.7 110.0 115.4 30.4 30.1 -28.7 50.4
## 20735 20736 20737 20745 20747 20754 20757 20763 20765 20767 20773
## Predicted 114.7 113.1 110.8 106.3 99.1 86.1 79.4 105 103.4 108.3 88.1
## cvpred 114.7 113.1 110.8 106.3 99.2 85.9 79.1 105 103.5 108.4 87.9
## pm2.5 94.0 99.0 96.0 31.0 52.0 16.0 15.0 36 46.0 51.0 27.0
## CV residual -20.7 -14.1 -14.8 -75.3 -47.2 -69.9 -64.1 -69 -57.5 -57.4 -60.9
## 20775 20778 20781 20784 20791 20792 20793 20796 20797 20800 20801
## Predicted 82.0 69.3 66.1 106.1 96.6 92.3 89.1 74.6 69.1 59.7 55.0
## cvpred 81.7 68.7 65.5 106.1 96.5 92.2 88.8 74.1 68.5 58.9 54.2
## pm2.5 37.0 22.0 12.0 31.0 15.0 15.0 19.0 22.0 18.0 30.0 28.0
## CV residual -44.7 -46.7 -53.5 -75.1 -81.5 -77.2 -69.8 -52.1 -50.5 -28.9 -26.2
## 20803 20813 20819 20824 20825 20826 20835 20837 20838 20847 20848
## Predicted 49.1 107.9 111.8 104.4 102.8 101.5 111.8 112.8 112.8 114.7 114.1
## cvpred 48.2 107.9 111.8 104.4 102.7 101.4 111.8 112.9 112.9 114.7 114.2
## pm2.5 25.0 58.0 87.0 67.0 85.0 54.0 28.0 45.0 52.0 134.0 127.0
## CV residual -23.2 -49.9 -24.8 -37.4 -17.7 -47.4 -83.8 -67.9 -60.9 19.3 12.8
## 20853 20857 20858 20860 20866 20867 20869 20922 20923 20924
## Predicted 115.4 116.6 117 116.60 113.1 112.4 111.1 116.2 114.57 112.63
## cvpred 115.4 116.7 117 116.66 113.1 112.4 111.1 116.2 114.57 112.61
## pm2.5 138.0 146.0 137 123.00 156.0 159.0 164.0 136.0 123.00 116.00
## CV residual 22.6 29.3 20 6.34 42.9 46.6 52.9 19.8 8.43 3.39
## 20927 20928 20929 20930 20934 20952 20959 20960 20961 20962 20964
## Predicted 109.0 107.8 117.4 118 116.2 94.6 104.1 107.1 104.8 102.9 99.3
## cvpred 108.9 107.6 117.5 118 116.3 94.2 104.2 107.2 104.8 102.9 99.3
## pm2.5 155.0 168.0 170.0 145 90.0 129.0 17.0 13.0 13.0 12.0 15.0
## CV residual 46.1 60.4 52.5 27 -26.3 34.8 -87.2 -94.2 -91.8 -90.9 -84.3
## 20970 20971 20974 20983 20987 20991 20993 20996 21000 21002 21004
## Predicted 103.2 102 100.4 108.6 102.6 104.6 105 105.9 108.7 108.7 110.0
## cvpred 103.3 102 100.4 108.6 102.6 104.6 105 105.9 108.8 108.7 110.1
## pm2.5 19.0 23 35.0 52.0 33.0 6.0 6 17.0 56.0 91.0 70.0
## CV residual -84.3 -79 -65.4 -56.6 -69.6 -98.6 -99 -88.9 -52.8 -17.7 -40.1
## 21008 21009 21011 21013 21014 21017 21018 21029 21031 21033 21039
## Predicted 106.7 109.7 107.6 105.1 104.1 109.1 107.4 114.5 115.6 114.9 105.7
## cvpred 106.7 109.8 107.6 105.1 104.1 109.2 107.5 114.6 115.7 114.9 105.7
## pm2.5 15.0 22.0 39.0 49.0 72.0 63.0 27.0 95.0 144.0 156.0 46.0
## CV residual -91.7 -87.8 -68.6 -56.1 -32.1 -46.2 -80.5 -19.6 28.3 41.1 -59.7
## 21042 21044 21050 21053 21056 21058 21059 21065 21068 21069 21070
## Predicted 95.9 90.6 85.5 112.8 113.8 113.94 111.63 103.3 97.6 96.0 94.4
## cvpred 95.8 90.3 85.1 112.9 113.9 113.97 111.64 103.1 97.3 95.7 94.0
## pm2.5 32.0 31.0 53.0 77.0 84.0 104.00 105.00 144.0 140.0 138.0 152.0
## CV residual -63.8 -59.3 -32.1 -35.9 -29.9 -9.97 -6.64 40.9 42.7 42.3 58.0
## 21073 21074 21078 21088 21093 21095 21098 21099 21100 21101 21104
## Predicted 115.58 115.22 114.2 110.8 98.6 117 115.2 114.4 113.7 112.5 108.4
## cvpred 115.66 115.29 114.3 110.8 98.4 117 115.2 114.5 113.7 112.5 108.3
## pm2.5 124.00 120.00 137.0 144.0 125.0 150 89.0 97.0 94.0 96.0 94.0
## CV residual 8.34 4.71 22.7 33.2 26.6 33 -26.2 -17.5 -19.7 -16.5 -14.3
## 21106 21107 21110 21115 21116 21117 21119 21123 21124 21125 21126
## Predicted 104.43 100.73 94.84 107.5 104 103.5 111.3 104.8 104.7 104.0 112
## cvpred 104.29 100.55 94.57 107.4 104 103.4 111.4 104.7 104.7 103.9 112
## pm2.5 96.00 99.00 93.00 18.0 15 15.0 26.0 16.0 12.0 18.0 14
## CV residual -8.29 -1.55 -1.57 -89.4 -89 -88.4 -85.4 -88.7 -92.7 -85.9 -98
## 21127 21128 21129 21130 21131 21134 21135 21137 21138 21139 21144
## Predicted 111.2 110 112 108 104.3 108 108.1 108.3 107.8 107.6 111.3
## cvpred 111.3 110 112 108 104.3 109 108.2 108.4 107.9 107.7 111.3
## pm2.5 14.0 9 6 5 5.0 8 11.0 12.0 14.0 15.0 43.0
## CV residual -97.3 -101 -106 -103 -99.3 -101 -97.2 -96.4 -93.9 -92.7 -68.3
## 21145 21152 21154 21155 21157 21158 21164 21166 21169 21180 21182
## Predicted 111 111.08 114.5 115.2 111.6 108.9 110.4 116 115.3 113.1 112.6
## cvpred 111 111.16 114.6 115.3 111.6 108.9 110.3 116 115.4 113.1 112.6
## pm2.5 68 103.00 88.0 80.0 68.0 53.0 46.0 48 50.0 55.0 55.0
## CV residual -43 -8.16 -26.6 -35.3 -43.6 -55.9 -64.3 -68 -65.4 -58.1 -57.6
## 21186 21187 21190 21192 21199 21200 21203 21205 21210 21216 21217
## Predicted 108.9 107.308 118 116.9 118.3 118 113.7 111 97.7 94.4 93.8
## cvpred 108.9 107.221 118 116.9 118.4 118 113.7 111 97.5 94.0 93.4
## pm2.5 83.0 108.000 138 151.0 155.0 189 168.0 143 63.0 146.0 159.0
## CV residual -25.9 0.779 20 34.1 36.6 71 54.3 32 -34.5 52.0 65.6
## 21218 21225 21227 21231 21237 21242 21245 21246 21247 21253 21257
## Predicted 92.4 119 121 120.7 118.6 118.34 116.2 118.3 118.3 118.1 109
## cvpred 92.0 119 121 120.8 118.7 118.41 116.3 118.4 118.4 118.2 109
## pm2.5 168.0 237 242 216.0 63.0 120.00 139.0 141.0 146.0 141.0 75
## CV residual 76.0 118 121 95.2 -55.7 1.59 22.7 22.6 27.6 22.8 -34
## 21260 21265 21266 21276 21286 21288 21292 21293 21304 21306 21308
## Predicted 102 117.3 116.6 103.7 108.5 106.7 100.1 98.9 114.7 112.7 109.3
## cvpred 102 117.4 116.6 103.7 108.4 106.5 99.9 98.6 114.7 112.7 109.2
## pm2.5 74 69.0 70.0 13.0 57.0 166.0 148.0 141.0 204.0 168.0 49.0
## CV residual -28 -48.4 -46.6 -90.7 -51.4 59.5 48.1 42.4 89.3 55.3 -60.2
## 21313 21329 21330 21332 21333 21334 21336 21338 21340 21342 21343
## Predicted 112.1 110.8 109.22 107.9 118.3 119.4 114.5 115.0 113.7 117.3 117.6
## cvpred 112.1 110.8 109.14 107.8 118.4 119.4 114.6 115.1 113.7 117.4 117.7
## pm2.5 48.0 91.0 101.00 87.0 80.0 108.0 29.0 23.0 99.0 90.0 81.0
## CV residual -64.1 -19.8 -8.14 -20.8 -38.4 -11.4 -85.6 -92.1 -14.7 -27.4 -36.7
## 21345 21355 21358 21362 21364 21366 21369 21370 21374 21384 21385
## Predicted 118.3 103.9 100.3 98.1 96.93 119.7 120.4 120.0 117.4 117.8 119.0
## cvpred 118.4 103.7 100.1 97.7 96.57 119.8 120.5 120.1 117.5 117.8 119.1
## pm2.5 103.0 36.0 74.0 82.0 93.00 161.0 186.0 192.0 178.0 34.0 47.0
## CV residual -15.4 -67.7 -26.1 -15.7 -3.57 41.2 65.5 71.9 60.5 -83.8 -72.1
## 21386 21387 21394 21397 21398 21400 21405 21406 21409 21410 21418
## Predicted 118.7 118.1 107.5 108 108 103.7 106.1 107.2 100.4 97.5 112.8
## cvpred 118.7 118.2 107.6 108 109 103.8 106.1 107.2 100.3 97.4 112.9
## pm2.5 33.0 24.0 13.0 6 7 10.0 18.0 18.0 26.0 27.0 38.0
## CV residual -85.7 -94.2 -94.6 -102 -102 -93.8 -88.1 -89.2 -74.3 -70.4 -74.9
## 21422 21427 21433 21442 21447 21450 21458 21459 21460 21461 21464
## Predicted 106.0 105.7 115 106.5 111 112 114 115 115.6 115.6 115.91
## cvpred 106.1 105.8 115 106.5 111 112 114 115 115.7 115.7 115.98
## pm2.5 15.0 12.0 60 11.0 6 5 10 15 29.0 58.0 112.00
## CV residual -91.1 -93.8 -55 -95.5 -105 -107 -104 -100 -86.7 -57.7 -3.98
## 21469 21473 21476 21479 21488 21489 21492 21495 21498 21503 21504
## Predicted 115.4 109.5 114.7 110.7 110 108.6 115 113 113 116 115
## cvpred 115.4 109.4 114.7 110.6 110 108.5 115 113 113 116 115
## pm2.5 80.0 65.0 48.0 36.0 10 14.0 6 8 5 7 7
## CV residual -35.4 -44.4 -66.7 -74.6 -100 -94.5 -109 -105 -108 -109 -108
## 21505 21507 21515 21517 21518 21521 21522 21529 21531 21532 21535
## Predicted 113 117 107 113 111.9 111 110 103.6 102.9 100.9 100.3
## cvpred 113 117 107 113 111.9 111 110 103.5 102.7 100.7 100.1
## pm2.5 11 21 6 12 16.0 6 9 16.0 31.0 34.0 37.0
## CV residual -102 -96 -101 -101 -95.9 -105 -101 -87.5 -71.7 -66.7 -63.1
## 21539 21543 21544 21547 21552 21557 21563 21569 21570 21573 21575
## Predicted 113.3 113 112.5 116 115.3 117.3 116.6 105.3 104.01 98.5 116
## cvpred 113.4 113 112.5 116 115.4 117.4 116.7 105.2 103.92 98.3 116
## pm2.5 15.0 12 16.0 21 30.0 43.0 65.0 103.0 96.00 96.0 79
## CV residual -98.4 -101 -96.5 -95 -85.4 -74.4 -51.7 -2.2 -7.92 -2.3 -37
## 21580 21581 21582 21583 21586 21587 21594 21595 21598 21599
## Predicted 113.22 113.19 116.75 116.7 117.3 116.7 118.3 119 116 113
## cvpred 113.24 113.19 116.81 116.8 117.4 116.8 118.4 119 116 113
## pm2.5 118.00 116.00 126.00 133.0 145.0 151.0 216.0 232 257 305
## CV residual 4.76 2.81 9.19 16.2 27.6 34.2 97.6 113 141 192
## 21602 21605 21608 21609 21610 21619 21627 21628 21636 21639 21640
## Predicted 110 106.5 119.0 118.7 119.0 111 120 120 117.8 118.8 116.52
## cvpred 110 106.4 119.1 118.7 119.1 111 120 120 117.8 118.9 116.54
## pm2.5 236 164.0 132.0 140.0 150.0 225 287 338 72.0 101.0 113.00
## CV residual 126 57.6 12.9 21.3 30.9 114 167 218 -45.8 -17.9 -3.54
## 21643 21645 21648 21650 21653 21657 21658 21663 21674 21676 21677
## Predicted 112 109.5 107.5 107 119.7 119.4 120.0 118 106.5 120.0 118.1
## cvpred 112 109.4 107.3 106 119.7 119.4 120.1 118 106.3 120.1 118.1
## pm2.5 306 175.0 202.0 209 191.0 193.0 183.0 153 65.0 83.0 84.0
## CV residual 194 65.6 94.7 103 71.3 73.6 62.9 35 -41.3 -37.1 -34.1
## 21678 21679 21680 21681 21696 21700 21703 21705 21706 21707 21711
## Predicted 119.7 119.7 120.4 119.5 98.4 119.7 120.0 118.8 117.4 116.1 111.3
## cvpred 119.8 119.7 120.5 119.6 98.1 119.7 120.1 118.8 117.4 116.1 111.2
## pm2.5 88.0 86.0 87.0 85.0 111.0 164.0 187.0 159.0 140.0 136.0 165.0
## CV residual -31.8 -33.7 -33.5 -34.6 12.9 44.3 66.9 40.2 22.6 19.9 53.8
## 21716 21717 21722 21724 21726 21727 21730 21735 21738 21740 21741
## Predicted 121.4 121.8 122 119 117.5 115.9 110.7 121.8 122.1 118.9 121.8
## cvpred 121.5 121.8 122 120 117.5 115.9 110.6 121.8 122.2 118.9 121.8
## pm2.5 189.0 205.0 249 238 215.0 170.0 145.0 168.0 162.0 143.0 140.0
## CV residual 67.5 83.2 127 118 97.5 54.1 34.4 46.2 39.8 24.1 18.2
## 21743 21744 21745 21749 21750 21759 21760 21763 21764 21769 21771
## Predicted 120.0 121.1 120.7 118.8 120.0 115 113.74 109.6 108.4 102.6 98.7
## cvpred 120.1 121.2 120.8 118.8 120.1 115 113.68 109.5 108.2 102.4 98.4
## pm2.5 144.0 69.0 75.0 73.0 75.0 101 118.00 131.0 128.0 64.0 138.0
## CV residual 23.9 -52.2 -45.8 -45.8 -45.1 -14 4.32 21.5 19.8 -38.4 39.6
## 21775 21780 21782 21783 21784 21785 21788 21792 21795 21801
## Predicted 120.0 118.0 116.07 121.42 120.9 118.6 115.4 110.9 108.8 118.64
## cvpred 120.1 118.1 116.05 121.48 120.9 118.6 115.3 110.8 108.6 118.69
## pm2.5 127.0 107.0 118.00 121.00 150.0 149.0 100.0 44.0 66.0 111.00
## CV residual 6.9 -11.1 1.95 -0.48 29.1 30.4 -15.3 -66.8 -42.6 -7.69
## 21810 21811 21813 21819 21820 21824 21827 21828 21832 21833 21834
## Predicted 115.6 114.4 112 108.8 108.1 120.4 118.6 117.9 120.0 120.0 120.7
## cvpred 115.6 114.3 112 108.6 107.9 120.5 118.6 117.9 120.1 120.1 120.8
## pm2.5 46.0 31.0 39 51.0 59.0 63.0 86.0 89.0 174.0 208.0 194.0
## CV residual -69.6 -83.3 -73 -57.6 -48.9 -57.5 -32.6 -28.9 53.9 87.9 73.2
## 21836 21838 21839 21841 21843 21846 21849 21852 21855 21861 21862
## Predicted 119.8 120.7 121.1 120.38 120.7 120.7 120.4 119.3 121.1 116.5 121.1
## cvpred 119.9 120.8 121.2 120.43 120.8 120.8 120.5 119.3 121.2 116.5 121.2
## pm2.5 202.0 174.0 175.0 129.00 109.0 105.0 72.0 63.0 59.0 81.0 83.0
## CV residual 82.1 53.2 53.8 8.57 -11.8 -15.8 -48.5 -56.3 -62.2 -35.5 -38.2
## 21865 21866 21871 21873 21877 21879 21883 21887 21888 21890 21891
## Predicted 121.1 120.7 121.09 120.2 118.7 117.3 115.2 110.2 110.0 107.1 106.4
## cvpred 121.2 120.8 121.16 120.2 118.7 117.4 115.2 110.1 109.8 106.9 106.2
## pm2.5 110.0 98.0 128.00 100.0 36.0 24.0 40.0 69.0 69.0 77.0 90.0
## CV residual -11.2 -22.8 6.84 -20.2 -82.7 -93.4 -75.2 -41.1 -40.8 -29.9 -16.2
## 21892 21897 21899 21900 21902 21907 21915 21922 21924 21925 21926
## Predicted 121.8 118.2 117.4 116.2 113.7 121.574 115.8 115.6 117 115 113
## cvpred 121.8 118.2 117.4 116.1 113.5 121.621 115.9 115.7 117 115 113
## pm2.5 104.0 135.0 138.0 140.0 129.0 122.000 104.0 19.0 9 13 13
## CV residual -17.8 16.8 20.6 23.9 15.5 0.379 -11.9 -96.7 -108 -102 -100
## 21930 21932 21936 21942 21945 21952 21955 21957 21961 21963 21966
## Predicted 113.6 110.7 108.0 115.8 112.9 117.3 114.1 114 106.5 105.8 119.0
## cvpred 113.6 110.7 107.9 115.8 112.8 117.4 114.1 114 106.4 105.6 119.1
## pm2.5 16.0 21.0 23.0 48.0 29.0 26.0 24.0 24 115.0 45.0 87.0
## CV residual -97.6 -89.7 -84.9 -67.8 -83.8 -91.4 -90.1 -90 8.6 -60.6 -32.1
## 21967 21970 21972 21974 21976 21985 21986 21987 21988 21992 21994
## Predicted 119.4 118.7 118.1 116.8 118.5 102.9 101.6 120.0 118.8 121.4 121.4
## cvpred 119.4 118.7 118.2 116.9 118.5 102.6 101.4 120.1 118.8 121.5 121.5
## pm2.5 91.0 97.0 81.0 88.0 95.0 77.0 75.0 78.0 86.0 77.0 105.0
## CV residual -28.4 -21.7 -37.2 -28.9 -23.5 -25.6 -26.4 -42.1 -32.8 -44.5 -16.5
## 21998 22004 22006 22009 22015 22017 22021 22022 22026 22033 22038
## Predicted 120.7 113.4 111.9 117.9 120.0 121.1 121.4 121.4 122.1 121.8 122.5
## cvpred 120.8 113.3 111.8 117.9 120.1 121.2 121.5 121.5 122.2 121.8 122.5
## pm2.5 92.0 149.0 124.0 34.0 52.0 59.0 133.0 155.0 179.0 184.0 187.0
## CV residual -28.8 35.7 12.2 -83.9 -68.1 -62.2 11.5 33.5 56.8 62.2 64.5
## 22039 22042 22043 22050 22053 22056 22057 22062 22063 22065 22066
## Predicted 122.1 122.3 121.5 112.23 108 102 121.8 122.5 122.1 122.1 122.8
## cvpred 122.2 122.3 121.6 112.09 108 102 121.8 122.5 122.2 122.2 122.9
## pm2.5 177.0 173.0 175.0 103.00 210 163 171.0 169.0 177.0 186.0 185.0
## CV residual 54.8 50.7 53.4 -9.09 102 61 49.2 46.5 54.8 63.8 62.1
## 22071 22074 22075 22077 22078 22080 22084 22086 22089 22095
## Predicted 122.11 119.24 117.27 115.63 114.9 112.94 107.8 122.5 122.80 119.6
## cvpred 122.17 119.25 117.24 115.56 114.8 112.82 107.6 122.5 122.86 119.6
## pm2.5 120.00 113.00 113.00 122.00 125.0 109.00 95.0 92.0 127.00 106.0
## CV residual -2.17 -6.25 -4.24 6.44 10.2 -3.82 -12.6 -30.5 4.14 -13.6
## 22096 22097 22099 22101 22103 22104 22105 22106 22107 22108 22115
## Predicted 118.3 116.7 113.8 111.5 122.5 122.1 121.4 120.7 120 122.5 123.2
## cvpred 118.3 116.7 113.7 111.4 122.5 122.2 121.4 120.7 120 122.5 123.2
## pm2.5 89.0 96.0 92.0 73.0 47.0 60.0 62.0 66.0 73 61.0 35.0
## CV residual -29.3 -20.7 -21.7 -38.4 -75.5 -62.2 -59.4 -54.7 -47 -61.5 -88.2
## 22127 22128 22132 22136 22141 22142 22149 22150 22151 22155 22159
## Predicted 119.4 121.1 120.7 120.7 121.6 121.5 120 118 121.4 121 118.6
## cvpred 119.5 121.2 120.8 120.8 121.6 121.6 120 118 121.5 121 118.6
## pm2.5 33.0 43.0 54.0 79.0 87.0 65.0 47 29 24.0 19 19.0
## CV residual -86.5 -78.2 -66.8 -41.8 -34.6 -56.6 -73 -89 -97.5 -102 -99.6
## 22160 22161 22163 22165 22167 22172 22180 22181 22188 22189 22190
## Predicted 118 121 121.4 120.7 120 119 120 119.3 116 120 119
## cvpred 118 121 121.5 120.8 120 119 120 119.4 116 120 119
## pm2.5 24 20 55.0 35.0 20 14 17 31.0 8 7 11
## CV residual -94 -101 -66.5 -85.8 -100 -105 -103 -88.4 -108 -113 -108
## 22196 22197 22201 22202 22204 22205 22206 22208 22210 22212 22213
## Predicted 116 115.9 121.4 120.7 120.7 120.7 120.4 119.0 115.8 118 117
## cvpred 116 115.9 121.5 120.8 120.8 120.8 120.5 119.1 115.9 118 117
## pm2.5 36 38.0 46.0 47.0 57.0 54.0 48.0 25.0 21.0 17 16
## CV residual -80 -77.9 -75.5 -73.8 -63.8 -66.8 -72.5 -94.1 -94.9 -101 -101
## 22217 22218 22219 22220 22222 22223 22226 22228 22229 22233 22235
## Predicted 117.4 116 115.3 114.7 114.4 113.6 120.0 119.7 119.4 118.1 117.2
## cvpred 117.5 116 115.3 114.8 114.3 113.6 120.1 119.8 119.4 118.2 117.2
## pm2.5 19.0 15 19.0 33.0 31.0 39.0 60.0 59.0 48.0 32.0 31.0
## CV residual -98.5 -101 -96.3 -81.8 -83.3 -74.6 -60.1 -60.8 -71.4 -86.2 -86.2
## 22236 22238 22240 22241 22248 22249 22250 22255 22256 22259 22262
## Predicted 116.5 119.0 115.5 116.6 110.4 109.9 109.3 121 120.73 119.69 117.3
## cvpred 116.5 119.1 115.6 116.7 110.4 109.8 109.2 121 120.79 119.75 117.4
## pm2.5 29.0 29.0 25.0 26.0 58.0 60.0 84.0 99 130.00 112.00 76.0
## CV residual -87.5 -90.1 -90.6 -90.7 -52.4 -49.8 -25.2 -22 9.21 -7.75 -41.4
## 22268 22272 22279 22280 22282 22283 22284 22287 22294 22295 22296
## Predicted 110.6 106.7 116.58 115.9 113.4 112 110 106.0 95.1 93.9 92.6
## cvpred 110.6 106.5 116.55 115.8 113.3 112 110 105.8 94.7 93.4 92.1
## pm2.5 46.0 53.0 110.00 94.0 95.0 92 85 76.0 64.0 72.0 80.0
## CV residual -64.6 -53.5 -6.55 -21.8 -18.3 -20 -25 -29.8 -30.7 -21.4 -12.1
## 22301 22308 22310 22320 22321 22325 22331 22334 22336 22337
## Predicted 88.09 120.7 120.0 109.8 109.0 121.42 117.8 115.653 114.91 113.5
## cvpred 87.54 120.8 120.1 109.6 108.9 121.48 117.8 115.592 114.82 113.4
## pm2.5 79.00 90.0 99.0 80.0 82.0 120.00 136.0 116.000 120.00 126.0
## CV residual -8.54 -30.8 -21.1 -29.6 -26.9 -1.48 18.2 0.408 5.18 12.6
## 22340 22341 22345 22352 22364 22368 22369 22372 22374 22376 22377
## Predicted 111.5 122.47 120.5 122.8 112.2 110 109 107 105.7 103.2 103
## cvpred 111.3 122.54 120.5 122.9 112.1 110 109 107 105.5 102.9 102
## pm2.5 133.0 124.00 160.0 202.0 192.0 219 240 227 174.0 192.0 233
## CV residual 21.7 1.46 39.5 79.1 79.9 109 131 120 68.5 89.1 131
## 22378 22380 22382 22386 22387 22388 22389 22395 22398 22399 22400
## Predicted 101 99.3 123 115.5 114.9 119.2 123.2 120 116 115 121.6
## cvpred 101 98.9 123 115.4 114.8 119.2 123.2 120 116 115 121.6
## pm2.5 256 283.0 318 46.0 95.0 23.0 29.0 13 12 12 24.0
## CV residual 155 184.1 195 -69.4 -19.8 -96.2 -94.2 -107 -104 -103 -97.6
## 22404 22407 22408 22412 22415 22419 22420 22421 22423 22429 22430
## Predicted 110 98.1 95.6 122 118.8 118 119 117.2 119 120.7 121.4
## cvpred 109 97.9 95.3 122 118.9 118 119 117.2 119 120.8 121.5
## pm2.5 9 9.0 9.0 15 27.0 17 12 20.0 12 30.0 25.0
## CV residual -100 -88.9 -86.3 -107 -91.9 -101 -107 -97.2 -107 -90.8 -96.5
## 22431 22433 22434 22436 22437 22439 22446 22450 22452 22453 22456
## Predicted 121.4 118.7 117.8 113.9 112.3 109.6 120.7 119.3 121.8 121.4 121.1
## cvpred 121.4 118.7 117.8 113.9 112.2 109.5 120.8 119.3 121.8 121.5 121.2
## pm2.5 41.0 69.0 90.0 56.0 51.0 28.0 55.0 70.0 76.0 71.0 63.0
## CV residual -80.4 -49.7 -27.8 -57.9 -61.2 -81.5 -65.8 -49.3 -45.8 -50.5 -58.2
## 22457 22462 22465 22466 22469 22479 22480 22490 22491 22492 22503
## Predicted 120.2 119 116.19 115.5 113.3 113 113.3 113.7 112.9 123.5 114.2
## cvpred 120.2 119 116.14 115.4 113.2 113 113.1 113.5 112.8 123.5 114.1
## pm2.5 75.0 81 109.00 103.0 60.0 70 60.0 70.0 77.0 75.0 40.0
## CV residual -45.2 -38 -7.14 -12.4 -53.2 -43 -53.1 -43.5 -35.8 -48.5 -74.1
## 22507 22509 22511 22515 22517 22521 22523 22525 22528 22529 22530
## Predicted 109.9 107.9 122.8 122.5 123.2 123.2 122.8 123.1 123.5 123.5 122.2
## cvpred 109.7 107.7 122.9 122.5 123.2 123.2 122.9 123.2 123.5 123.5 122.2
## pm2.5 48.0 48.0 51.0 53.0 54.0 80.0 101.0 91.0 89.0 86.0 90.0
## CV residual -61.7 -59.7 -71.9 -69.5 -69.2 -43.2 -21.9 -32.2 -34.5 -37.5 -32.2
## 22532 22533 22541 22543 22544 22547 22549 22551 22552 22598 22602
## Predicted 124.2 123.9 122.8 119.6 118.0 116.0 114.8 110.56 108.23 117.5 123.9
## cvpred 124.2 123.9 122.8 119.6 117.9 115.9 114.7 110.36 107.99 117.5 123.9
## pm2.5 93.0 105.0 89.0 96.0 94.0 126.0 111.0 103.00 110.00 35.0 49.0
## CV residual -31.2 -18.9 -33.8 -23.6 -23.9 10.1 -3.7 -7.36 2.01 -82.5 -74.9
## 22606 22607 22609 22610 22611 22621 22622 22624 22629 22631 22633
## Predicted 121.6 121.4 119.4 120.9 120.4 117 119 120.0 115 111.8 108.6
## cvpred 121.7 121.5 119.5 120.9 120.5 117 119 120.1 115 111.7 108.4
## pm2.5 66.0 67.0 38.0 38.0 37.0 14 17 22.0 27 26.0 9.0
## CV residual -55.7 -54.5 -81.5 -82.9 -83.5 -103 -102 -98.1 -88 -85.7 -99.4
## 22634 22635 22638 22642 22644 22648 22650 22651 22653 22658 22663
## Predicted 107.3 106.1 120 119 119 119 119 118 115 118 119
## cvpred 107.1 105.9 120 119 119 119 119 118 115 118 119
## pm2.5 14.0 9.0 11 18 8 10 7 9 9 16 15
## CV residual -93.1 -96.9 -109 -101 -111 -109 -112 -109 -106 -102 -104
## 22665 22669 22670 22678 22690 22700 22701 22702 22703 22705 22707
## Predicted 117 120 121 122.5 122.1 114 112.4 111.7 110.1 108.0 120.9
## cvpred 117 120 121 122.5 122.1 114 112.3 111.6 109.9 107.8 120.9
## pm2.5 9 14 9 33.0 93.0 51 49.0 33.0 31.0 28.0 30.0
## CV residual -108 -106 -112 -89.5 -29.1 -63 -63.3 -78.6 -78.9 -79.8 -90.9
## 22713 22714 22715 22716 22719 22722 22723 22727 22737 22739 22740
## Predicted 118.6 120 119 116.6 121 117.8 115.5 111.7 123.5 121.4 121.4
## cvpred 118.6 120 119 116.6 121 117.8 115.5 111.6 123.5 121.4 121.5
## pm2.5 30.0 19 16 18.0 6 24.0 20.0 44.0 49.0 56.0 53.0
## CV residual -88.6 -101 -103 -98.6 -115 -93.8 -95.5 -67.6 -74.5 -65.4 -68.5
## 22741 22742 22754 22757 22762 22763 22764 22772 22776 22779 22780
## Predicted 122.1 121.6 123.2 123.2 123.5 123.5 122.5 113.5 111.3 123.2 122.8
## cvpred 122.2 121.6 123.2 123.2 123.5 123.5 122.5 113.4 111.2 123.2 122.9
## pm2.5 28.0 22.0 67.0 83.0 81.0 78.0 73.0 44.0 45.0 59.0 67.0
## CV residual -94.2 -99.6 -56.2 -40.2 -42.5 -45.5 -49.5 -69.4 -66.2 -64.2 -55.9
## 22782 22784 22791 22792 22793 22794 22798 22799 22804 22805
## Predicted 122.5 123.5 121.9 120.3 119.4 118.1 113.7 123.9 120.1 119.365
## cvpred 122.5 123.5 121.9 120.3 119.4 118.1 113.6 123.9 120.1 119.344
## pm2.5 75.0 79.0 63.0 58.0 57.0 55.0 85.0 79.0 106.0 119.000
## CV residual -47.5 -44.5 -58.9 -62.3 -62.4 -63.1 -28.6 -44.9 -14.1 -0.344
## 22807 22808 22813 22818 22824 22829 22830 22834 22843 22847 22852
## Predicted 123.85 123.9 123.1 118.8 122.8 121 120 122.8 115.6 112.8 122.5
## cvpred 123.91 123.9 123.1 118.8 122.9 121 120 122.9 115.5 112.8 122.5
## pm2.5 127.00 136.0 75.0 25.0 33.0 15 10 46.0 39.0 34.0 57.0
## CV residual 3.09 12.1 -48.1 -93.8 -89.9 -106 -110 -76.9 -76.5 -78.8 -65.5
## 22856 22857 22861 22864 22865 22866 22870 22871 22875 22877 22879
## Predicted 123.2 122.8 121.1 117.5 116.3 115.6 110.9 109.7 120.7 121.8 120.70
## cvpred 123.2 122.9 121.2 117.5 116.3 115.5 110.8 109.6 120.7 121.8 120.75
## pm2.5 94.0 100.0 89.0 55.0 58.0 52.0 97.0 94.0 89.0 108.0 116.00
## CV residual -29.2 -22.9 -32.2 -62.5 -58.3 -63.5 -13.8 -15.6 -31.7 -13.8 -4.75
## 22882 22886 22888 22932 22933 22935 22942 22947 22950 22952 22954
## Predicted 120.70 120.73 120.7 117 113 115 118.7 119.4 119.0 119.0 120.0
## cvpred 120.75 120.79 120.8 117 113 115 118.7 119.4 119.1 119.1 120.1
## pm2.5 124.00 127.00 79.0 13 13 14 38.0 67.0 68.0 71.0 84.0
## CV residual 3.25 6.21 -41.8 -104 -100 -101 -80.7 -52.4 -51.1 -48.1 -36.1
## 22960 22961 22962 22964 22966 22969 22973 22976 22980 22986 22990
## Predicted 105.9 103.9 102.6 98.7 97.4 96.0 118.3 119.7 118.6 118 114.7
## cvpred 105.8 103.8 102.4 98.5 97.1 95.6 118.4 119.8 118.7 118 114.7
## pm2.5 37.0 42.0 52.0 27.0 33.0 48.0 69.0 71.0 59.0 20 80.0
## CV residual -68.8 -61.8 -50.4 -71.5 -64.1 -47.6 -49.4 -48.8 -59.7 -98 -34.7
## 22992 22993 22998 22999 23003 23005 23011 23013 23017 23021 23022
## Predicted 113.4 113.4 119.7 120.0 121.8 120.7 109.7 106.8 100.9 97.5 96.746
## cvpred 113.4 113.4 119.8 120.1 121.8 120.8 109.6 106.6 100.7 97.1 96.384
## pm2.5 89.0 91.0 65.0 83.0 102.0 60.0 64.0 64.0 70.0 78.0 96.000
## CV residual -24.4 -22.4 -54.8 -37.1 -19.8 -60.8 -45.6 -42.6 -30.7 -19.1 -0.384
## 23023 23026 23027 23030 23033 23042 23043 23044 23127 23140 23141
## Predicted 96.0 120.70 120 118 112.5 99.4 97.7 97.0 112 115 114
## cvpred 95.7 120.75 120 118 112.4 99.0 97.4 96.6 112 115 114
## pm2.5 112.0 129.00 143 139 130.0 192.0 202.0 198.0 5 10 9
## CV residual 16.3 8.25 23 21 17.6 93.0 104.6 101.4 -107 -105 -105
## 23143 23144 23146 23148 23152 23153 23154 23155 23156 23162 23168
## Predicted 114.0 111.7 111.4 109 106.5 103.9 104.3 103.4 102.5 113.8 116
## cvpred 114.1 111.7 111.5 109 106.6 103.9 104.3 103.4 102.4 113.8 116
## pm2.5 15.0 21.0 13.0 9 17.0 22.0 24.0 22.0 23.0 47.0 84
## CV residual -99.1 -90.7 -98.5 -100 -89.6 -81.9 -80.3 -81.4 -79.4 -66.8 -32
## 23169 23171 23174 23179 23183 23188 23193 23196 23197 23203 23206
## Predicted 115.6 117 117.3 109.6 105.5 118 119.0 116.22 113 104.3 117.6
## cvpred 115.6 117 117.4 109.5 105.3 118 119.1 116.26 113 104.2 117.7
## pm2.5 91.0 100 97.0 76.0 62.0 81 124.0 125.00 65 50.0 80.0
## CV residual -24.6 -17 -20.4 -33.5 -43.3 -37 4.9 8.74 -48 -54.2 -37.7
## 23212 23213 23214 23216 23217 23219 23222 23223 23230 23235
## Predicted 112.6 111.91 117.65 118.3 118 118 117.98 115.7 108.7 118.7
## cvpred 112.6 111.87 117.72 118.4 118 118 118.04 115.8 108.6 118.7
## pm2.5 102.0 108.00 117.00 143.0 149 154 126.00 128.0 121.0 140.0
## CV residual -10.6 -3.87 -0.72 24.6 31 36 7.96 12.2 12.4 21.3
## 23236 23240 23241 23252 23265 23267 23272 23274 23277 23278 23283
## Predicted 119.0 117.6 119.4 107.3 120.7 121.8 118 114.8 111.9 111.2 121.4
## cvpred 119.1 117.6 119.4 107.2 120.7 121.8 118 114.8 111.8 111.1 121.5
## pm2.5 151.0 185.0 180.0 172.0 80.0 56.0 44 59.0 43.0 49.0 68.0
## CV residual 31.9 67.4 60.6 64.8 -40.7 -65.8 -74 -55.8 -68.8 -62.1 -53.5
## 23284 23286 23290 23293 23294 23302 23304 23308 23310 23312 23313
## Predicted 121.4 121.1 120.9 120.7 120.7 122.47 121.6 121.4 119.3 118 115.7
## cvpred 121.5 121.2 120.9 120.8 120.8 122.54 121.6 121.5 119.3 118 115.7
## pm2.5 72.0 83.0 83.0 80.0 78.0 118.00 145.0 143.0 149.0 64 61.0
## CV residual -49.5 -38.2 -37.9 -40.8 -42.8 -4.54 23.4 21.5 29.7 -54 -54.7
## 23315 23317 23325 23328 23331 23333 23342 23344 23348 23349 23351
## Predicted 118.1 115.5 123.2 120 122 122 121 117.8 113.9 122 122.8
## cvpred 118.2 115.5 123.2 120 122 122 121 117.8 113.8 123 122.9
## pm2.5 41.0 29.0 160.0 229 268 281 239 197.0 213.0 224 215.0
## CV residual -77.2 -86.5 36.8 109 146 159 118 79.2 99.2 101 92.1
## 23353 23354 23363 23365 23366 23374 23376 23377 23389 23390 23392
## Predicted 122.1 121.4 123 120 117.7 122.5 120.9 122.5 118.7 117.4 121.42
## cvpred 122.1 121.4 123 120 117.7 122.5 120.9 122.5 118.7 117.4 121.48
## pm2.5 194.0 188.0 230 159 142.0 169.0 188.0 196.0 173.0 166.0 114.00
## CV residual 71.9 66.6 107 39 24.3 46.5 67.1 73.5 54.3 48.6 -7.48
## 23394 23396 23398 23400 23403 23404 23408 23410 23411 23412
## Predicted 122.11 119.45 121.8 121.4 122.47 122.47 108 101.1 98.8 97.2
## cvpred 122.17 119.47 121.8 121.5 122.54 122.54 107 100.9 98.5 96.8
## pm2.5 126.00 113.00 106.0 108.0 124.00 127.00 6 8.0 9.0 9.0
## CV residual 3.83 -6.47 -15.8 -13.5 1.46 4.46 -101 -92.9 -89.5 -87.8
## 23415 23416 23419 23422 23432 23436 23437 23438 23440 23442 23446
## Predicted 118 118 119 113.2 103.3 111 109.7 106.7 98.5 91.4 86.0
## cvpred 118 118 119 113.2 103.2 111 109.7 106.7 98.4 91.1 85.6
## pm2.5 14 12 15 16.0 8.0 9 10.0 12.0 10.0 12.0 9.0
## CV residual -104 -106 -104 -97.2 -95.2 -102 -99.7 -94.7 -88.4 -79.1 -76.6
## 23447 23450 23451 23452 23453 23454 23458 23459 23462 23464 23466
## Predicted 83.7 81.1 113.5 114 112 110.8 105.1 100.7 110 106.9 109.3
## cvpred 83.2 80.6 113.6 114 112 110.9 105.1 100.7 110 106.9 109.3
## pm2.5 11.0 12.0 14.0 8 9 12.0 15.0 6.0 9 13.0 10.0
## CV residual -72.2 -68.6 -99.6 -106 -103 -98.9 -90.1 -94.7 -101 -93.9 -99.3
## 23471 23473 23479 23480 23481 23482 23487 23488 23494 23495 23503
## Predicted 107.4 115 113.1 115.6 115.2 115 111.5 108.5 100.5 99.1 115.2
## cvpred 107.3 115 113.1 115.7 115.3 115 111.6 108.5 100.3 98.9 115.3
## pm2.5 26.0 34 21.0 21.0 19.0 24 50.0 35.0 41.0 42.0 74.0
## CV residual -81.3 -81 -92.1 -94.7 -96.3 -91 -61.6 -73.5 -59.3 -56.9 -41.3
## 23508 23509 23511 23512 23513 23515 23519 23525 23527 23528 23530
## Predicted 115.2 115.5 115.3 114.1 112.8 110.9 118.3 118 116.9 116.2 118
## cvpred 115.3 115.6 115.4 114.1 112.8 110.8 118.4 118 116.9 116.2 118
## pm2.5 84.0 90.0 97.0 98.0 86.0 126.0 152.0 139 135.0 134.0 129
## CV residual -31.3 -25.6 -18.4 -16.1 -26.8 15.2 33.6 21 18.1 17.8 11
## 23537 23539 23540 23546 23548 23552 23556 23559 23569 23571 23573
## Predicted 112.9 109.4 118.3 118.7 118.7 116.6 118.3 116.5 118.7 118.3 117.98
## cvpred 112.9 109.3 118.4 118.7 118.7 116.6 118.4 116.6 118.7 118.4 118.04
## pm2.5 29.0 27.0 23.0 53.0 40.0 40.0 36.0 48.0 84.0 87.0 113.00
## CV residual -83.9 -82.3 -95.4 -65.7 -78.7 -76.6 -82.4 -68.6 -34.7 -31.4 -5.04
## 23576 23577 23578 23579 23580 23582 23592 23595 23596 23598
## Predicted 118.67 119.7 119.7 119.4 119.7 119.4 119.72 119.00 119.7 118.6
## cvpred 118.73 119.8 119.8 119.4 119.7 119.4 119.78 119.06 119.8 118.7
## pm2.5 125.00 130.0 145.0 153.0 138.0 134.0 126.00 129.00 145.0 145.0
## CV residual 6.27 10.2 25.2 33.6 18.3 14.6 6.22 9.94 25.2 26.3
## 23599 23600 23610 23611 23613 23614 23619 23631 23633 23634 23636
## Predicted 119.7 119.4 115.6 114.9 114.2 120.4 119.36 112.6 109.0 107.4 104.9
## cvpred 119.8 119.4 115.6 114.9 114.1 120.5 119.42 112.5 108.9 107.2 104.7
## pm2.5 160.0 159.0 99.0 91.0 80.0 86.0 123.00 79.0 83.0 78.0 92.0
## CV residual 40.2 39.6 -16.6 -23.9 -34.1 -34.5 3.58 -33.5 -25.9 -29.2 -12.7
## 23639 23643 23644 23648 23654 23656 23659 23660 23662 23663 23665
## Predicted 118.7 118.2 116.7 104.2 82.6 107 101.5 100.2 112.6 111.2 107.9
## cvpred 118.7 118.2 116.8 104.1 82.2 107 101.4 100.1 112.7 111.3 107.9
## pm2.5 34.0 68.0 70.0 7.0 9.0 7 16.0 13.0 21.0 16.0 10.0
## CV residual -84.7 -50.2 -46.8 -97.1 -73.2 -100 -85.4 -87.1 -91.7 -95.3 -97.9
## 23666 23668 23672 23675 23677 23678 23679 23680 23681 23690 23692
## Predicted 112 112 114.2 110.4 107.8 109.9 107.9 112.3 109.3 111.7 109
## cvpred 112 113 114.3 110.5 107.8 109.9 107.9 112.3 109.3 111.7 109
## pm2.5 6 10 30.0 15.0 10.0 13.0 13.0 15.0 15.0 13.0 14
## CV residual -106 -103 -84.3 -95.5 -97.8 -96.9 -94.9 -97.3 -94.3 -98.7 -95
## 23693 23695 23701 23704 23705 23707 23708 23712 23714 23716 23718
## Predicted 107.1 104.6 109.7 108 108.3 111 115 115 114.9 113.3 110.1
## cvpred 107.1 104.5 109.7 108 108.4 111 115 115 114.9 113.4 110.1
## pm2.5 26.0 20.0 12.0 7 10.0 7 27 30 53.0 56.0 20.0
## CV residual -81.1 -84.5 -97.7 -101 -98.4 -104 -88 -85 -61.9 -57.4 -90.1
## 23719 23720 23723 23725 23728 23729 23732 23735 23741 23743 23750
## Predicted 108.5 107.6 102.8 112.8 110.4 109.9 107.3 114.5 115 112.0 113.1
## cvpred 108.5 107.5 102.6 112.9 110.5 109.9 107.3 114.6 115 112.1 113.2
## pm2.5 24.0 20.0 29.0 26.0 32.0 26.0 28.0 45.0 77 41.0 62.0
## CV residual -84.5 -87.5 -73.6 -86.9 -78.5 -83.9 -79.3 -69.6 -38 -71.1 -51.2
## 23751 23754 23756 23757 23758 23759 23761 23763 23764 23767 23774
## Predicted 110.3 108.4 110.5 113.2 115.6 115.6 115 114.2 112.2 108.5 109.7
## cvpred 110.4 108.4 110.6 113.2 115.7 115.7 115 114.2 112.3 108.4 109.8
## pm2.5 66.0 37.0 46.0 45.0 47.0 42.0 64 61.0 60.0 55.0 15.0
## CV residual -44.4 -71.4 -64.6 -68.2 -68.7 -73.7 -51 -53.2 -52.3 -53.4 -94.8
## 23776 23777 23782 23789 23791 23793 23801 23807 23809 23810 23813
## Predicted 110.4 111.1 112.3 109.7 106.5 104.4 105.8 106.2 114.2 115 113.8
## cvpred 110.4 111.2 112.3 109.8 106.5 104.3 105.9 106.2 114.3 115 113.9
## pm2.5 15.0 16.0 61.0 38.0 45.0 27.0 11.0 34.0 29.0 32 36.0
## CV residual -95.4 -95.2 -51.3 -71.8 -61.5 -77.3 -94.9 -72.2 -85.3 -83 -77.9
## 23815 23816 23819 23822 23827 23828 23829 23830 23831 23833 23838
## Predicted 115 114.5 110 110.1 107.4 108.8 116.3 115.91 116.96 116.3 114.5
## cvpred 115 114.6 110 110.2 107.4 108.8 116.3 115.98 117.03 116.3 114.6
## pm2.5 19 31.0 26 17.0 77.0 89.0 93.0 124.00 125.00 159.0 69.0
## CV residual -96 -83.6 -84 -93.2 -30.4 -19.8 -23.3 8.02 7.97 42.7 -45.6
## 23840 23841 23846 23851 23852 23858 23859 23860 23862 23863 23865
## Predicted 115.2 115.4 116.2 112.7 113.7 117 116.6 117 116.6 117 117.6
## cvpred 115.3 115.4 116.3 112.7 113.7 117 116.7 117 116.7 117 117.7
## pm2.5 57.0 65.0 137.0 96.0 101.0 174 166.0 168 174.0 183 205.0
## CV residual -58.3 -50.4 20.7 -16.7 -12.7 57 49.3 51 57.3 66 87.3
## 23867 23873 23874 23881 23885 23886 23887 23889 23890 23891
## Predicted 118 108.08 108.9 117 118.3 118.3 118.3 118.3 118 117.3
## cvpred 118 108.03 108.8 117 118.4 118.4 118.4 118.4 118 117.3
## pm2.5 226 101.00 92.0 50 53.0 136.0 164.0 157.0 154 180.0
## CV residual 108 -7.03 -16.8 -67 -65.4 17.6 45.6 38.6 36 62.7
## 23894 23897 23898 23901 23906 23907 23910 23911 23914 23918
## Predicted 116.597 114.7 114.6 117.6 117.3 117 116.6 116.96 112.8 115.6
## cvpred 116.665 114.7 114.7 117.7 117.4 117 116.7 117.03 112.8 115.6
## pm2.5 116.000 78.0 70.0 89.0 137.0 129 143.0 125.00 88.0 93.0
## CV residual -0.665 -36.7 -44.7 -28.7 19.6 12 26.3 7.97 -24.8 -22.6
## 23924 23929 23931 23932 23933 23937 23939 23941 23945 23946 23951
## Predicted 117.980 114.3 114.7 116.4 116.1 116.2 116.6 116.7 116.0 114.6 113.4
## cvpred 118.045 114.3 114.7 116.5 116.2 116.3 116.7 116.8 116.1 114.7 113.4
## pm2.5 119.000 58.0 71.0 52.0 40.0 40.0 56.0 79.0 93.0 81.0 49.0
## CV residual 0.955 -56.3 -43.7 -64.5 -76.2 -76.3 -60.7 -37.8 -23.1 -33.7 -64.4
## 23954 23962 23965 23966 23967 23972 23977 23983 23989 23997 23998
## Predicted 112.3 108.3 106.9 117.77 116.5 114.7 116 112.6 114.7 115.2 114.5
## cvpred 112.3 108.2 106.7 117.82 116.5 114.7 116 112.6 114.7 115.3 114.6
## pm2.5 55.0 89.0 88.0 109.00 99.0 23.0 18 19.0 27.0 41.0 59.0
## CV residual -57.3 -19.2 -18.7 -8.82 -17.5 -91.7 -98 -93.6 -87.7 -74.3 -55.6
## 24004 24005 24017 24020 24027 24029 24031 24037 24041 24044 24045
## Predicted 113.6 115 113 107.7 83.8 76.7 67.8 37.8 18.7 13.55 10.00
## cvpred 113.7 115 113 107.7 83.5 76.2 67.2 36.7 17.3 12.03 8.42
## pm2.5 72.0 57 8 16.0 3.0 5.0 2.0 4.0 1.0 3.00 5.00
## CV residual -41.7 -58 -105 -91.7 -80.5 -71.2 -65.2 -32.7 -16.3 -9.03 -3.42
## 24048 24049 24052 24058 24062 24063 24075 24079 24080 24081
## Predicted 5.103 3.8201 103.6 106.4 99.5 98.3 110 107.9 107.3 106.8
## cvpred 3.409 2.0886 103.7 106.5 99.5 98.2 110 107.9 107.3 106.7
## pm2.5 3.000 2.0000 7.0 14.0 7.0 6.0 2 17.0 29.0 12.0
## CV residual -0.409 -0.0886 -96.7 -92.5 -92.5 -92.2 -108 -90.9 -78.3 -94.7
## 24083 24084 24088 24093 24104 24105 24107 24108 24111 24112 24119
## Predicted 101.3 99.4 106 107.5 109.1 109.7 110.4 110.8 109.7 109.7 115
## cvpred 101.3 99.3 106 107.6 109.1 109.8 110.5 110.8 109.8 109.8 115
## pm2.5 11.0 8.0 4 32.0 28.0 25.0 26.0 23.0 37.0 37.0 104
## CV residual -90.3 -91.3 -102 -75.6 -81.1 -84.8 -84.5 -87.8 -72.8 -72.8 -11
## 24121 24126 24131 24133 24134 24138 24142 24144 24145 24149 24153
## Predicted 114.2 111.6 115 114.2 114.5 111.3 117 116 116 116 111.1
## cvpred 114.3 111.6 115 114.2 114.6 111.3 117 116 116 116 111.1
## pm2.5 97.0 79.0 142 145.0 145.0 165.0 248 289 269 252 13.0
## CV residual -17.3 -32.6 27 30.8 30.4 53.7 131 173 153 136 -98.1
## 24156 24159 24162 24163 24167 24169 24172 24174 24175 24177 24180
## Predicted 95.3 89.1 108.0 112.6 108.1 110 111 111 111 112.8 105.1
## cvpred 95.2 88.8 108.1 112.7 108.1 110 111 112 111 112.9 105.1
## pm2.5 9.0 9.0 10.0 15.0 10.0 9 8 11 11 13.0 10.0
## CV residual -86.2 -79.8 -98.1 -97.7 -98.1 -101 -103 -101 -100 -99.9 -95.1
## 24185 24186 24187 24199 24204 24205 24208 24210 24213 24214 24215
## Predicted 106.1 106.7 107.1 110.2 103 108.5 109.9 108.0 108.0 114.2 113.8
## cvpred 106.1 106.8 107.2 110.3 103 108.5 109.9 108.1 107.9 114.3 113.9
## pm2.5 13.0 19.0 19.0 17.0 23 18.0 16.0 43.0 90.0 126.0 151.0
## CV residual -93.1 -87.8 -88.2 -93.3 -80 -90.5 -93.9 -65.1 -17.9 11.7 37.1
## 24216 24218 24219 24225 24228 24231 24232 24237 24238 24240 24244
## Predicted 115 115.1 113.8 108.5 109.4 106.6 105.7 107.62 108.64 114.2 113.7
## cvpred 115 115.1 113.9 108.5 109.5 106.7 105.8 107.61 108.62 114.3 113.8
## pm2.5 161 196.0 193.0 68.0 28.0 29.0 28.0 110.00 114.00 138.0 130.0
## CV residual 46 80.9 79.1 -40.5 -81.5 -77.7 -77.8 2.39 5.38 23.7 16.2
## 24247 24248 24251 24253 24254 24256 24258 24264 24268 24271 24273
## Predicted 110.2 109.6 114.2 114.5 115.6 114.5 113.48 115 114 113 115.4
## cvpred 110.2 109.6 114.3 114.6 115.7 114.6 113.55 115 114 114 115.5
## pm2.5 95.0 89.0 85.0 110.0 137.0 147.0 104.00 189 220 235 206.0
## CV residual -15.2 -20.6 -29.3 -4.6 21.3 32.4 -9.55 74 106 121 90.5
## 24277 24282 24283 24284 24290 24291 24292 24293 24300 24301 24304
## Predicted 114 111 111 111 114 116 116 112 103 97.2 80.8
## cvpred 114 111 111 111 114 116 116 112 103 97.1 80.4
## pm2.5 220 235 276 308 436 407 390 331 14 9.0 9.0
## CV residual 106 124 165 197 322 291 274 219 -89 -88.1 -71.4
## 24307 24308 24313 24314 24315 24317 24318 24319 24324 24330 24334
## Predicted 65.1 62.0 48.4 46.4 45.1 106 107.6 107.3 102.9 89.2 101.8
## cvpred 64.5 61.3 47.5 45.4 44.1 106 107.7 107.4 102.9 89.1 101.8
## pm2.5 6.0 10.0 2.0 9.0 7.0 7 12.0 12.0 14.0 10.0 43.0
## CV residual -58.5 -51.3 -45.5 -36.4 -37.1 -99 -95.7 -95.4 -88.9 -79.1 -58.8
## 24338 24342 24344 24351 24352 24354 24355 24356 24358 24359 24362
## Predicted 109.71 109.4 109.3 98.0 97.1 94.7 97.8 112.1 111.4 111.4 110.4
## cvpred 109.79 109.5 109.4 97.9 97.0 94.6 97.7 112.2 111.5 111.5 110.5
## pm2.5 111.00 98.0 73.0 130.0 131.0 121.0 118.0 131.0 168.0 176.0 146.0
## CV residual 1.21 -11.5 -36.4 32.1 34.0 26.4 20.3 18.8 56.5 64.5 35.5
## 24363 24366 24368 24371 24373 24377 24379 24386 24390 24397 24399
## Predicted 110.0 109 108.3 107.2 106.5 105 104.3 102 100.4 97.9 97.2
## cvpred 110.1 109 108.3 107.2 106.5 105 104.3 102 100.3 97.8 97.0
## pm2.5 143.0 182 145.0 146.0 137.0 149 172.0 220 7.0 11.0 6.0
## CV residual 32.9 73 36.7 38.8 30.5 44 67.7 118 -93.3 -86.8 -91.0
## 24401 24404 24412 24416 24417 24419 24423 24430 24431 24436 24438
## Predicted 96.5 95.4 93.2 91.8 91.5 90.7 89.3 86.82 86.5 84.7 84.0
## cvpred 96.3 95.2 93.0 91.5 91.2 90.5 89.0 86.46 86.1 84.3 83.6
## pm2.5 11.0 13.0 35.0 21.0 9.0 18.0 34.0 93.00 105.0 133.0 99.0
## CV residual -85.3 -82.2 -58.0 -70.5 -82.2 -72.5 -55.0 6.54 18.9 48.7 15.4
## 24442 24446 24447 24449 24450 24453 24454 24455 24458 24461 24465
## Predicted 82.5 81.1 80.8 80.0 79.7 78.6 78.3 77.9 113.5 114.0 112.2
## cvpred 82.1 80.6 80.3 79.6 79.2 78.1 77.7 77.4 113.6 114.1 112.2
## pm2.5 77.0 98.0 97.0 103.0 101.0 113.0 113.0 111.0 95.0 88.0 77.0
## CV residual -5.1 17.4 16.7 23.4 21.8 34.9 35.3 33.6 -18.6 -26.1 -35.2
## 24470 24471 24474 24483 24484 24492 24496 24500 24502 24507 24508
## Predicted 91.5 85.7 71.0 105 106 97.2 80.6 97 95.5 107.6 108.2
## cvpred 91.3 85.4 70.5 105 106 97.3 80.4 97 95.4 107.7 108.3
## pm2.5 25.0 12.0 7.0 6 4 16.0 14.0 45 55.0 90.0 82.0
## CV residual -66.3 -73.4 -63.5 -99 -102 -81.3 -66.4 -52 -40.4 -17.7 -26.3
## 24509 24510 24512 24515 24516 24518 24524 24527 24532 24535 24542
## Predicted 108.0 107 106.6 105.7 105.6 98.6 104.6 111.09 108.7 107.6 109.0
## cvpred 108.1 107 106.6 105.8 105.7 98.6 104.7 111.16 108.7 107.6 109.1
## pm2.5 90.0 90 56.0 47.0 46.0 27.0 48.0 110.00 87.0 47.0 185.0
## CV residual -18.1 -17 -50.6 -58.8 -59.7 -71.6 -56.7 -1.16 -21.7 -60.6 75.9
## 24543 24544 24547 24548 24556 24563 24565 24571 24577 24586 24590
## Predicted 109.4 107 112 112 109 103 108 112 112.1 109.7 107.7
## cvpred 109.5 107 112 112 109 103 108 112 112.2 109.8 107.7
## pm2.5 187.0 209 230 271 245 215 220 273 40.0 53.0 56.0
## CV residual 77.5 102 118 159 136 112 112 161 -72.2 -56.8 -51.7
## 24592 24593 24595 24599 24604 24605 24608 24610 24611 24612 24616
## Predicted 105.8 104.2 112 111.8 110.8 107.1 102.2 109.0 104.1 97.1 77.5
## cvpred 105.8 104.1 112 111.8 110.8 107.1 102.2 109.1 104.1 97.1 77.1
## pm2.5 49.0 44.0 37 39.0 33.0 33.0 12.0 14.0 10.0 8.0 15.0
## CV residual -56.8 -60.1 -75 -72.8 -77.8 -74.1 -90.2 -95.1 -94.1 -89.1 -62.1
## 24617 24620 24629 24631 24632 24634 24637 24643 24647 24649 24651
## Predicted 74.3 108.7 107.4 107.3 108.3 110.1 105.2 111.4 110.7 110.8 109.7
## cvpred 73.8 108.8 107.5 107.4 108.4 110.2 105.3 111.5 110.8 110.8 109.8
## pm2.5 10.0 32.0 87.0 54.0 33.0 46.0 56.0 57.0 167.0 177.0 154.0
## CV residual -63.8 -76.8 -20.5 -53.4 -75.4 -64.2 -49.3 -54.5 56.2 66.2 44.2
## 24652 24654 24656 24657 24658 24667 24672 24674 24680 24683 24686
## Predicted 110.2 109.0 109.0 111.08 110.4 107.07 112.1 111.4 109.7 110.4 110
## cvpred 110.3 109.1 109.1 111.16 110.4 107.13 112.2 111.5 109.8 110.5 110
## pm2.5 149.0 129.0 123.0 119.00 88.0 116.00 174.0 178.0 50.0 67.0 230
## CV residual 38.7 19.9 13.9 7.84 -22.4 8.87 61.8 66.5 -59.8 -43.5 120
## 24687 24689 24691 24692 24698 24703 24706 24707 24710 24716 24717
## Predicted 110 109 114 114 114 115 113 112 114 114 113
## cvpred 110 109 114 114 114 115 113 112 114 114 113
## pm2.5 275 220 331 338 249 248 271 283 288 329 313
## CV residual 165 111 217 224 135 133 158 171 174 215 200
## 24721 24722 24723 24725 24728 24729 24730 24731 24737 24738 24744
## Predicted 109 108 114 114 110 114 115 113 89.3 86.6 71.3
## cvpred 109 108 114 114 110 114 115 113 89.1 86.4 70.9
## pm2.5 304 297 281 275 241 239 250 248 27.0 20.0 11.0
## CV residual 195 189 167 161 131 125 135 135 -62.1 -66.4 -59.9
## 24753 24754 24755 24757 24759 24760 24762 24771 24783 24786 24787
## Predicted 98.8 95.8 94.2 102.1 101.4 99.7 98.9 108.3 109.4 108.5 101.4
## cvpred 98.8 95.8 94.1 102.2 101.4 99.8 98.9 108.4 109.4 108.5 101.4
## pm2.5 20.0 18.0 9.0 11.0 23.0 27.0 38.0 41.0 66.0 10.0 11.0
## CV residual -78.8 -77.8 -85.1 -91.2 -78.4 -72.8 -60.9 -67.4 -43.4 -98.5 -90.4
## 24790 24791 24793 24794 24802 24803 24808 24811 24813 24814 24815
## Predicted 95 90.7 81.7 79.8 101.8 97.4 87.0 84.5 97.52 99.4 89.2
## cvpred 95 90.7 81.6 79.6 101.9 97.5 86.8 84.3 97.56 99.4 89.2
## pm2.5 9 8.0 8.0 11.0 27.0 24.0 48.0 62.0 88.00 57.0 10.0
## CV residual -86 -82.7 -73.6 -68.6 -74.9 -73.5 -38.8 -22.3 -9.56 -42.4 -79.2
## 24818 24819 24822 24823 24829 24840 24841 24842 24844 24846 24847
## Predicted 82.0 101.1 104 103.2 97.1 105 106 106.1 105.57 106 105.6
## cvpred 81.9 101.2 104 103.3 97.2 105 106 106.2 105.66 106 105.7
## pm2.5 5.0 6.0 11 16.0 10.0 91 124 135.0 102.00 70 49.0
## CV residual -76.9 -95.2 -93 -87.3 -87.2 -14 18 28.8 -3.66 -36 -56.7
## 24848 24850 24854 24856 24857 24859 24864 24866 24871 24873 24876
## Predicted 106 105.0 101.38 101.0 98.7 107.3 104.2 107.1 106.6 105.3 109.7
## cvpred 106 105.1 101.44 101.1 98.8 107.4 104.2 107.2 106.6 105.3 109.8
## pm2.5 26 57.0 93.00 64.0 77.0 90.0 172.0 141.0 139.0 148.0 134.0
## CV residual -80 -48.1 -8.44 -37.1 -21.8 -17.4 67.8 33.8 32.4 42.7 24.2
## 24878 24882 24885 24887 24895 24896 24897 24899 24901 24903 24906
## Predicted 109.2 111.3 110.4 110.8 111.6 111.4 112.1 109.3 107 112.6 108
## cvpred 109.2 111.3 110.5 110.8 111.7 111.5 112.2 109.3 107 112.7 108
## pm2.5 170.0 176.0 196.0 208.0 196.0 194.0 194.0 199.0 208 190.0 154
## CV residual 60.8 64.7 85.5 97.2 84.3 82.5 81.8 89.7 101 77.3 46
## 24907 24908 24909 24911 24916 24920 24921 24923 24924 24926 24928
## Predicted 102.0 97.4 91.8 83.1 62.3 53.0 52.3 49.4 48.8 41.3 31.67
## cvpred 101.9 97.2 91.6 82.7 61.6 52.1 51.3 48.4 47.8 40.2 30.39
## pm2.5 14.0 12.0 9.0 7.0 7.0 11.0 14.0 27.0 22.0 29.0 26.00
## CV residual -87.9 -85.2 -82.6 -75.7 -54.6 -41.1 -37.3 -21.4 -25.8 -11.2 -4.39
## 24929 24931 24933 24934 24940 24948 24950 24951 24952 24953 24954
## Predicted 26.50 19.7 12.5 8.24 -15.7 -40.1 -47.2 -50.5 -54.1 -57.3 -60.2
## cvpred 25.13 18.2 10.9 6.56 -17.8 -42.6 -49.9 -53.2 -56.8 -60.1 -63.1
## pm2.5 23.00 25.0 27.0 29.00 17.0 24.0 34.0 27.0 33.0 36.0 34.0
## CV residual -2.13 6.8 16.1 22.44 34.8 66.6 83.9 80.2 89.8 96.1 97.1
## 24956 24957 24971 24973 24981 24982 24983 24984 24992 24994 24996
## Predicted -65.4 -68.2 103 105 108.00 106.4 106.4 104.29 104.1 103 93.7
## cvpred -68.3 -71.3 103 105 108.09 106.5 106.4 104.34 104.2 103 93.6
## pm2.5 36.0 38.0 65 80 116.00 138.0 135.0 114.00 91.0 87 65.0
## CV residual 104.3 109.3 -38 -25 7.91 31.5 28.6 9.66 -13.2 -16 -28.6
## 24997 25003 25009 25013 25014 25017 25018 25019 25021 25025 25026
## Predicted 90.1 74.4 66.3 64.7 63.3 62.0 60.1 58.0 102.8 102.2 105.2
## cvpred 90.0 74.0 65.7 64.1 62.7 61.3 59.3 57.2 102.9 102.3 105.3
## pm2.5 48.0 31.0 40.0 24.0 40.0 28.0 27.0 38.0 42.0 60.0 61.0
## CV residual -42.0 -43.0 -25.7 -40.1 -22.7 -33.3 -32.3 -19.2 -60.9 -42.3 -44.3
## 25027 25028 25032 25034 25037 25043 25046 25052 25055 25056
## Predicted 107.1 107.5 107.3 105.87 108.69 107.8 108.3 108.69 107.6 107.3
## cvpred 107.2 107.5 107.4 105.94 108.78 107.9 108.4 108.78 107.7 107.3
## pm2.5 69.0 79.0 102.0 114.00 107.00 128.0 95.0 105.00 160.0 127.0
## CV residual -38.2 -28.5 -5.4 8.06 -1.78 20.1 -13.4 -3.78 52.3 19.7
## 25059 25060 25064 25065 25067 25068 25071 25073 25078 25083 25088
## Predicted 109.4 109.4 109.0 109.2 109.70 109.2 105.6 99.9 92.7 66.9 48.5
## cvpred 109.5 109.5 109.1 109.2 109.78 109.2 105.6 99.8 92.5 66.4 47.7
## pm2.5 160.0 122.0 112.0 121.0 108.00 83.0 57.0 48.0 17.0 10.0 11.0
## CV residual 50.5 12.5 2.9 11.8 -1.78 -26.2 -48.6 -51.8 -75.5 -56.4 -36.7
## 25094 25095 25096 25099 25100 25109 25111 25112 25116 25134 25135
## Predicted 22.01 17.169 13.38 3.19 -0.752 -19.9 -24.2 -24.8 95.1 41.3 39.8
## cvpred 20.73 15.805 11.93 1.57 -2.442 -21.9 -26.3 -26.9 95.2 40.5 38.9
## pm2.5 17.00 15.000 15.00 14.00 11.000 12.0 10.0 14.0 26.0 10.0 7.0
## CV residual -3.73 -0.805 3.07 12.43 13.442 33.9 36.3 40.9 -69.2 -30.5 -31.9
## 25140 25141 25143 25152 25154 25158 25160 25162 25166 25167 25168
## Predicted 22.33 18.74 9.99 -21.7 -24.3 97.1 94.9 95.4 94.3 93.8 96.1
## cvpred 21.12 17.48 8.57 -23.7 -26.3 97.2 94.9 95.4 94.4 93.8 96.2
## pm2.5 15.00 14.00 12.00 24.0 17.0 13.0 15.0 26.0 18.0 18.0 26.0
## CV residual -6.12 -3.48 3.43 47.7 43.3 -84.2 -79.9 -69.4 -76.4 -75.8 -70.2
## 25169 25173 25175 25180 25182 25189 25193 25194 25195 25200 25201
## Predicted 96.0 100.2 102.5 103.0 102.1 102.1 99.5 101.1 101.4 106.6 106.3
## cvpred 96.1 100.3 102.6 103.1 102.2 102.2 99.6 101.2 101.5 106.7 106.3
## pm2.5 19.0 55.0 130.0 200.0 145.0 183.0 145.0 125.0 130.0 137.0 129.0
## CV residual -77.1 -45.3 27.4 96.9 42.8 80.8 45.4 23.8 28.5 30.3 22.7
## 25202 25203 25204 25205 25206 25210 25212 25213 25214 25217 25221
## Predicted 106.6 106.3 106.3 105.5 106.6 105.4 107 108 108 97.8 87.2
## cvpred 106.7 106.3 106.3 105.6 106.7 105.4 107 108 108 97.8 87.0
## pm2.5 126.0 136.0 159.0 159.0 180.0 176.0 252 263 256 13.0 20.0
## CV residual 19.3 29.7 52.7 53.4 73.3 70.6 145 155 148 -84.8 -67.0
## 25223 25225 25227 25230 25231 25237 25239 25246 25260 25261 25263
## Predicted 83.0 81.8 79.5 104.5 102.8 102.8 101.1 104.70 105 104.5 103.8
## cvpred 82.7 81.6 79.2 104.6 102.9 102.9 101.2 104.79 105 104.6 103.9
## pm2.5 23.0 17.0 28.0 38.0 56.0 58.0 62.0 114.00 164 170.0 156.0
## CV residual -59.7 -64.6 -51.2 -66.6 -46.9 -44.9 -39.2 9.21 59 65.4 52.1
## 25266 25268 25270 25271 25280 25283 25286 25290 25291 25313 25314
## Predicted 99.3 89.1 83.2 79.9 99.8 97.1 98.3 95.6 99.5 101.4 101.8
## cvpred 99.3 89.0 83.0 79.6 99.9 97.1 98.5 95.6 99.6 101.5 101.9
## pm2.5 152.0 13.0 12.0 8.0 14.0 20.0 23.0 36.0 51.0 57.0 87.0
## CV residual 52.7 -76.0 -71.0 -71.6 -85.9 -77.1 -75.5 -59.6 -48.6 -44.5 -14.9
## 25316 25318 25322 25326 25330 25337 25338 25341 25344 25345 25347
## Predicted 102.4 105.2 103.8 105 106 103 105 106 106 106 105
## cvpred 102.5 105.3 103.9 105 106 103 105 106 106 107 105
## pm2.5 132.0 134.0 163.0 370 285 237 249 286 350 404 418
## CV residual 29.5 28.7 59.1 265 179 134 144 180 244 297 313
## 25348 25355 25361 25365 25367 25368 25371 25374 25377 25380 25382
## Predicted 106 106.4 87.4 72.9 64.7 62.4 94.3 92.8 96.8 92.2 89.7
## cvpred 106 106.5 87.3 72.6 64.3 61.9 94.4 92.9 96.9 92.2 89.7
## pm2.5 431 190.0 19.0 11.0 6.0 11.0 15.0 14.0 25.0 27.0 29.0
## CV residual 325 83.5 -68.3 -61.6 -58.3 -50.9 -79.4 -78.9 -71.9 -65.2 -60.7
## 25384 25389 25394 25397 25401 25403 25406 25407 25408 25413 25424
## Predicted 87.2 96.17 101.6 100.7 101.4 102.5 99.0 97.0 99.5 103 104
## cvpred 87.1 96.23 101.7 100.8 101.5 102.6 99.1 97.1 99.6 103 104
## pm2.5 43.0 94.00 116.0 155.0 121.0 90.0 83.0 121.0 141.0 221 248
## CV residual -44.1 -2.23 14.3 54.2 19.5 -12.6 -16.1 23.9 41.4 118 144
## 25426 25429 25430 25442 25445 25449 25451 25453 25454 25460 25465
## Predicted 102 90.1 86.2 90.2 83.0 77.1 73.6 66.5 62.2 92.4 93.46
## cvpred 102 90.1 86.1 90.1 82.9 76.9 73.3 66.1 61.8 92.5 93.45
## pm2.5 247 33.0 20.0 11.0 16.0 14.0 16.0 20.0 17.0 34.0 98.00
## CV residual 145 -57.1 -66.1 -79.1 -66.9 -62.9 -57.3 -46.1 -44.8 -58.5 4.55
## 25468 25470 25477 25480 25487 25490 25494 25496 25498 25500 25501
## Predicted 99.0 100.4 101 101 85.9 72.40 58.3 54.5 49.9 42.4 38.8
## cvpred 99.1 100.5 101 101 86.0 72.15 57.8 53.9 49.2 41.6 37.9
## pm2.5 130.0 171.0 234 244 68.0 63.00 11.0 9.0 13.0 16.0 10.0
## CV residual 30.9 70.5 133 143 -18.0 -9.15 -46.8 -44.9 -36.2 -25.6 -27.9
## 25505 25507 25509 25511 25513 25515 25516 25520 25522 25526 25527
## Predicted 31.2 27.7 95.4 98 98.7 98.1 99.7 100.06 99.7 93.2 92.4
## cvpred 30.2 26.5 95.5 98 98.8 98.2 99.8 100.16 99.8 93.3 92.5
## pm2.5 12.0 13.0 23.0 36 44.0 65.0 145.0 97.00 72.0 40.0 42.0
## CV residual -18.2 -13.5 -72.5 -62 -54.8 -33.2 45.2 -3.16 -27.8 -53.3 -50.5
## 25528 25529 25531 25532 25533 25536 25539 25546 25547 25553 25554
## Predicted 93.5 93.9 97.0 100.4 100.1 98 95.4 73.3 70.5 57.6 89.7
## cvpred 93.6 94.0 97.1 100.5 100.2 98 95.4 73.1 70.2 57.2 89.8
## pm2.5 41.0 46.0 59.0 80.0 71.0 122 78.0 11.0 21.0 16.0 14.0
## CV residual -52.6 -48.0 -38.1 -20.5 -29.2 24 -17.4 -62.1 -49.2 -41.2 -75.8
## 25555 25558 25560 25561 25566 25567 25569 25570 25579 25582 25583
## Predicted 91.1 94.2 94.2 95.2 94.2 94.5 96.3 95.2 89.45 89.0 87.6
## cvpred 91.2 94.3 94.3 95.3 94.3 94.6 96.4 95.3 89.34 88.9 87.5
## pm2.5 32.0 25.0 51.0 41.0 77.0 53.0 78.0 84.0 93.00 105.0 112.0
## CV residual -59.2 -69.3 -43.3 -54.3 -17.3 -41.6 -18.4 -11.3 3.66 16.1 24.5
## 25584 25594 25595 25597 25599 25606 25607 25610 25612 25618 25622
## Predicted 87.6 102 102 103 103 103 102 102 99.0 77.9 67.4
## cvpred 87.4 102 102 103 103 103 103 102 99.1 77.7 67.0
## pm2.5 119.0 232 253 294 289 259 268 318 315.0 9.0 18.0
## CV residual 31.6 130 151 191 186 156 165 216 215.9 -68.7 -49.0
## 25623 25628 25629 25630 25632 25633 25634 25637 25639 25641 25645
## Predicted 64.5 50.7 49.0 97.0 97.5 97.3 96.0 97.7 97.30 98.3 97.66
## cvpred 64.1 50.0 48.3 97.1 97.6 97.4 96.1 97.8 97.41 98.5 97.77
## pm2.5 16.0 20.0 23.0 27.0 40.0 36.0 54.0 71.0 100.00 82.0 95.00
## CV residual -48.1 -30.0 -25.3 -70.1 -57.6 -61.4 -42.1 -26.8 2.59 -16.5 -2.77
## 25647 25648 25654 25656 25668 25670 25671 25674 25675 25678 25679
## Predicted 96.3 95.2 98.0 97.0 65.3 56.0 52.1 42.0 40.4 91.8 92.8
## cvpred 96.4 95.3 98.1 97.1 65.0 55.5 51.5 41.3 39.6 91.9 93.0
## pm2.5 113.0 125.0 78.0 39.0 11.0 15.0 12.0 9.0 10.0 17.0 25.0
## CV residual 16.6 29.7 -20.1 -58.1 -54.0 -40.5 -39.5 -32.3 -29.6 -74.9 -68.0
## 25682 25683 25685 25689 25690 25700 25701 25703 25706 25707 25708
## Predicted 93.1 94.9 93.9 96.6 97.7 95.6 96.5 95.0 92.7 90.7 88.75
## cvpred 93.2 95.0 94.0 96.7 97.8 95.7 96.6 95.1 92.7 90.7 88.73
## pm2.5 44.0 43.0 47.0 41.0 42.0 106.0 155.0 137.0 149.0 114.0 84.00
## CV residual -49.2 -52.0 -47.0 -55.7 -55.8 10.3 58.4 41.9 56.3 23.3 -4.73
## 25711 25713 25717 25722 25730 25735 25738 25739 25742 25745 25748
## Predicted 82.7 81.5 92.8 86.5 55.4 38.2 29.0 25.13 17.22 7.88 -0.756
## cvpred 82.7 81.3 93.0 86.4 54.9 37.4 28.1 24.13 16.07 6.54 -2.266
## pm2.5 40.0 36.0 46.0 102.0 13.0 10.0 16.0 16.00 14.00 14.00 14.000
## CV residual -42.7 -45.3 -47.0 15.6 -41.9 -27.4 -12.1 -8.13 -2.07 7.46 16.266
## 25751 25754 25757 25762 25764 25765 25766 25767 25768 25784 25785
## Predicted -9.56 -19.6 -27.1 -35.2 -40.1 -43.6 -47.9 -50.7 -53.6 95.2 96.8
## cvpred -11.25 -21.4 -29.1 -37.4 -42.3 -45.9 -50.2 -53.1 -56.0 95.3 96.9
## pm2.5 13.00 17.0 10.0 15.0 17.0 18.0 21.0 20.0 14.0 38.0 59.0
## CV residual 24.25 38.4 39.1 52.4 59.3 63.9 71.2 73.1 70.0 -57.3 -37.9
## 25799 25800 25801 25802 25805 25810 25812 25815 25816 25818 25822
## Predicted 98.9 99.4 98.3 98.1 96.9 98.80 96.1 98.0 98.0 97.2 95.5
## cvpred 99.0 99.5 98.4 98.2 97.0 98.88 96.2 98.1 98.1 97.3 95.5
## pm2.5 120.0 129.0 179.0 165.0 146.0 95.00 73.0 115.0 111.0 167.0 139.0
## CV residual 21.0 29.5 80.6 66.8 49.0 -3.88 -23.2 16.9 12.9 69.7 43.5
## 25823 25826 25827 25829 25831 25835 25842 25853 25855 25858 25861
## Predicted 96.1 95.7 95 93.5 92.8 90.6 104 104 102 99.4 96.7
## cvpred 96.1 95.7 95 93.5 92.7 90.5 104 104 102 99.4 96.7
## pm2.5 126.0 142.0 140 205.0 184.0 121.0 277 243 258 214.0 185.0
## CV residual 29.9 46.3 45 111.5 91.3 30.5 173 139 156 114.6 88.3
## 25862 25864 25865 25866 25867 25869 25873 25875 25877 25878 25879
## Predicted 94.7 93.3 92.6 91.3 90.1 87.6 83.9 81.8 78.9 77.3 75.3
## cvpred 94.7 93.2 92.5 91.2 89.9 87.4 83.7 81.4 78.5 76.9 74.9
## pm2.5 186.0 204.0 208.0 203.0 197.0 206.0 205.0 199.0 184.0 175.0 191.0
## CV residual 91.3 110.8 115.5 111.8 107.1 118.6 121.3 117.6 105.5 98.1 116.1
## 25880 25881 25883 25887 25890 25892 25895 25904 25905 25906 25911
## Predicted 73.3 72.0 68.5 63.2 61.4 106 106 104.8 106 106.6 105
## cvpred 72.8 71.5 67.9 62.5 60.7 106 107 104.9 106 106.7 105
## pm2.5 196.0 200.0 241.0 210.0 195.0 207 232 197.0 186 172.0 322
## CV residual 123.2 128.5 173.1 147.5 134.3 101 125 92.1 80 65.3 217
## 25916 25924 25926 25927 25932 25936 25940 25942 25944 25946 25951
## Predicted 105 103 99.5 97.9 87.4 102.8 103.86 104.2 101.7 99.0 89.9
## cvpred 105 103 99.5 97.8 87.2 102.9 103.96 104.3 101.8 99.1 89.9
## pm2.5 323 251 218.0 124.0 76.0 78.0 112.00 138.0 141.0 138.0 21.0
## CV residual 218 148 118.5 26.2 -11.2 -24.9 8.04 33.7 39.2 38.9 -68.9
## 25957 25960 25962 25968 25969 25976 25977 25980 25981 25982 25988
## Predicted 69.0 60.4 52.8 34 30.4 91.0 93.7 93.3 92.1 95.2 96.6
## cvpred 68.6 59.8 52.1 33 29.4 91.1 93.8 93.4 92.1 95.3 96.7
## pm2.5 18.0 19.0 20.0 23 17.0 21.0 17.0 31.0 25.0 29.0 62.0
## CV residual -50.6 -40.8 -32.1 -10 -12.4 -70.1 -76.8 -62.4 -67.1 -66.3 -34.7
## 25999 26001 26003 26010 26019 26025 26027 26035 26042 26043 26046
## Predicted 98.0 97.6 97.6 100 92.2 99.5 100.1 101 103 102 98.6
## cvpred 98.1 97.7 97.6 101 92.2 99.6 100.2 102 103 103 98.7
## pm2.5 174.0 172.0 142.0 236 240.0 244.0 169.0 276 380 355 289.0
## CV residual 75.9 74.3 44.4 135 147.8 144.4 68.8 174 277 252 190.3
## 26048 26054 26056 26057 26058 26061 26063 26064 26068 26070 26072
## Predicted 95.4 95.5 89.3 87.6 85.3 77.3 73.4 71.8 93.0 89.4 85.1
## cvpred 95.4 95.5 89.2 87.5 85.2 77.1 73.1 71.5 93.1 89.4 85.1
## pm2.5 280.0 18.0 22.0 19.0 20.0 19.0 15.0 21.0 13.0 21.0 25.0
## CV residual 184.6 -77.5 -67.2 -68.5 -65.2 -58.1 -58.1 -50.5 -80.1 -68.4 -60.1
## 26082 26084 26085 26089 26090 26091 26222 26226 26228 26231 26235
## Predicted 79.2 71.4 66.0 46.2 43.3 39.7 83.3 80.0 80.3 78.3 95.6
## cvpred 79.1 71.1 65.7 45.5 42.6 39.0 83.1 79.8 80.0 77.9 95.6
## pm2.5 33.0 23.0 24.0 12.0 10.0 15.0 205.0 270.0 254.0 249.0 164.0
## CV residual -46.1 -48.1 -41.7 -33.5 -32.6 -24.0 121.9 190.2 174.0 171.1 68.4
## 26237 26244 26248 26250 26253 26255 26256 26258 26262 26263 26269
## Predicted 86.9 64.1 46.8 41.3 92.8 90.3 89.1 84.8 79.0 76.7 64.1
## cvpred 86.9 63.7 46.1 40.5 93.0 90.4 89.1 84.8 78.9 76.5 63.7
## pm2.5 16.0 17.0 12.0 8.0 18.0 13.0 12.0 11.0 11.0 14.0 16.0
## CV residual -70.9 -46.7 -34.1 -32.5 -75.0 -77.4 -77.1 -73.8 -67.9 -62.5 -47.7
## 26274 26278 26280 26289 26290 26291 26293 26295 26296 26299 26300
## Predicted 48.2 94.2 94.9 89.2 89.8 89.1 95.2 94.52 95.23 93.77 97.66
## cvpred 47.5 94.3 95.0 89.2 89.9 89.1 95.3 94.61 95.34 93.84 97.77
## pm2.5 13.0 23.0 82.0 56.0 52.0 53.0 73.0 87.00 87.00 103.00 104.00
## CV residual -34.5 -71.3 -13.0 -33.2 -37.9 -36.1 -22.3 -7.61 -8.34 9.16 6.23
## 26302 26308 26313 26319 26321 26326 26328 26332 26340 26341 26345
## Predicted 96.6 91.4 91 69.4 61.2 43.7 36.9 25.12 -1.77 -6.94 -22.9
## cvpred 96.7 91.4 91 69.2 60.9 43.1 36.2 24.12 -3.25 -8.50 -24.8
## pm2.5 113.0 21.0 7 17.0 13.0 16.0 13.0 16.00 16.00 13.00 19.0
## CV residual 16.3 -70.4 -84 -52.2 -47.9 -27.1 -23.2 -8.12 19.25 21.50 43.8
## 26347 26350 26353 26358 26363 26367 26371 26374 26375 26376 26377
## Predicted -29.8 -41.9 -52.0 -70.2 85.8 89.2 92.5 90.3 89.6 88.4 87.7
## cvpred -31.8 -44.2 -54.4 -73.0 85.9 89.3 92.6 90.4 89.7 88.4 87.7
## pm2.5 22.0 19.0 23.0 20.0 29.0 20.0 25.0 36.0 42.0 40.0 37.0
## CV residual 53.8 63.2 77.4 93.0 -56.9 -69.3 -67.6 -54.4 -47.7 -48.4 -50.7
## 26383 26390 26398 26400 26404 26405 26407 26410 26412 26415 26419
## Predicted 79.8 89.8 93.9 93.2 90.6 89.3 89.8 89.1 89.1 86.3 84.9
## cvpred 79.7 89.9 94.0 93.3 90.7 89.3 89.9 89.2 89.2 86.3 84.9
## pm2.5 37.0 63.0 186.0 204.0 140.0 78.0 31.0 40.0 43.0 37.0 49.0
## CV residual -42.7 -26.9 92.0 110.7 49.3 -11.3 -58.9 -49.2 -46.2 -49.3 -35.9
## 26420 26425 26427 26428 26433 26434 26435 26436 26439 26440 26442
## Predicted 92.5 93.2 92.6 91.7 84.4 83.8 81.8 79.9 92.4 92.6 90.8
## cvpred 92.6 93.3 92.7 91.8 84.3 83.7 81.7 79.8 92.5 92.7 90.9
## pm2.5 69.0 72.0 48.0 34.0 41.0 45.0 61.0 50.0 78.0 108.0 193.0
## CV residual -23.6 -21.3 -44.7 -57.8 -43.3 -38.7 -20.7 -29.8 -14.5 15.3 102.1
## 26446 26449 26452 26454 26455 26460 26464 26466 26473 26474 26475
## Predicted 96.3 97.1 92.7 91.28 89.340 95.6 93.5 95.1 96.6 97.0 96.9
## cvpred 96.4 97.3 92.8 91.32 89.355 95.7 93.6 95.2 96.7 97.1 97.0
## pm2.5 392.0 285.0 159.0 99.00 89.000 78.0 134.0 133.0 333.0 357.0 390.0
## CV residual 295.6 187.7 66.2 7.68 -0.355 -17.7 40.4 37.8 236.3 259.9 293.0
## 26477 26479 26486 26493 26495 26500 26507 26514 26517 26518 26520
## Predicted 95.5 95.4 80.6 63.3 59.8 88.0 93.2 93.0 91.8 97.0 96.3
## cvpred 95.6 95.4 80.5 62.9 59.3 88.1 93.3 93.1 91.8 97.1 96.4
## pm2.5 402.0 257.0 18.0 21.0 17.0 18.0 35.0 67.0 38.0 41.0 234.0
## CV residual 306.4 161.6 -62.5 -41.9 -42.3 -70.1 -58.3 -26.1 -53.8 -56.1 137.6
## 26521 26528 26531 26532 26533 26537 26543 26544 26547 26548 26555
## Predicted 96.3 89.7 96.3 95.9 96.3 97.2 102 102 101 101 101
## cvpred 96.4 89.7 96.4 96.0 96.4 97.3 102 102 101 102 101
## pm2.5 305.0 114.0 63.0 79.0 84.0 279.0 486 488 418 416 377
## CV residual 208.6 24.3 -33.4 -17.0 -12.4 181.7 384 386 317 314 276
## 26557 26560 26561 26566 26568 26570 26573 26584 26596 26599 26601
## Predicted 98.4 100 99.3 99.7 100 98.7 98.3 99.3 102 102 99.1
## cvpred 98.4 100 99.4 99.8 100 98.8 98.5 99.3 102 102 99.1
## pm2.5 361.0 353 340.0 292.0 369 391.0 442.0 802.0 684 584 341.0
## CV residual 262.6 253 240.6 192.2 269 292.2 343.5 702.7 582 482 241.9
## 26604 26606 26608 26609 26612 26614 26616 26619 26622 26627 26630
## Predicted 96.4 103 101 100 101 101 100 97.4 94.7 101 102
## cvpred 96.4 103 101 100 101 102 101 97.5 94.8 102 102
## pm2.5 236.0 419 323 326 343 311 301 362.0 447.0 257 345
## CV residual 139.6 316 222 226 242 209 200 264.5 352.2 155 243
## 26635 26636 26637 26638 26639 26644 26647 26649 26659 26660 26665
## Predicted 96.4 95.6 95.1 92.1 90.5 83.0 79.419 77.98 100.4 101.1 98.6
## cvpred 96.3 95.6 95.0 92.0 90.4 82.8 79.129 77.67 100.5 101.2 98.7
## pm2.5 278.0 285.0 282.0 217.0 169.0 61.0 79.000 71.00 155.0 166.0 177.0
## CV residual 181.7 189.4 187.0 125.0 78.6 -21.8 -0.129 -6.67 54.5 64.8 78.3
## 26670 26675 26678 26679 26686 26687 26696 26701 26706 26707 26713
## Predicted 88.5 100 94.0 94.7 88.8 87.5 94.0 85.9 92.719 91.5 97.7
## cvpred 88.5 101 94.1 94.8 88.8 87.5 94.1 85.9 92.782 91.5 97.8
## pm2.5 38.0 269 169.0 53.0 47.0 26.0 34.0 38.0 92.000 78.0 285.0
## CV residual -50.5 168 74.9 -41.8 -41.8 -61.5 -60.1 -47.9 -0.782 -13.5 187.2
## 26716 26718 26719 26723 26725 26726 26729 26730 26731 26739 26742
## Predicted 97.3 97.8 97.0 95.48 94.7 98.0 97.7 99.0 99.7 94.6 98.0
## cvpred 97.4 97.9 97.1 95.53 94.8 98.1 97.8 99.1 99.8 94.6 98.1
## pm2.5 193.0 213.0 180.0 87.00 122.0 138.0 450.0 372.0 358.0 312.0 277.0
## CV residual 95.6 115.1 82.9 -8.53 27.2 39.9 352.2 272.9 258.2 217.4 178.9
## 26746 26747 26748 26749 26751 26754 26756 26759 26761 26764 26766
## Predicted 102 100 98.1 99.7 98.110 96.3 101.10 97.6 93.68 98.9 100.7
## cvpred 102 100 98.2 99.8 98.188 96.4 101.21 97.6 93.71 99.0 100.8
## pm2.5 290 371 353.0 227.0 98.000 73.0 100.00 141.0 88.00 59.0 57.0
## CV residual 188 271 254.8 127.2 -0.188 -23.4 -1.21 43.4 -5.71 -40.0 -43.8
## 26770 26773 26776 26777 26785 26786 26790 26793 26794 26796 26798
## Predicted 103.5 104.19 103.5 103.15 103.5 103.5 100 96.6 96.4 102.3 100.5
## cvpred 103.6 104.28 103.6 103.23 103.6 103.6 100 96.6 96.3 102.4 100.5
## pm2.5 88.0 100.00 114.0 110.00 161.0 160.0 176 179.0 198.0 164.0 144.0
## CV residual -15.6 -4.28 10.4 6.77 57.4 56.4 76 82.4 101.7 61.6 43.5
## 26800 26803 26804 26805 26812 26813 26816 26821 26825 26834 26836
## Predicted 96.41 102.66 102.5 101.8 101.1 100.1 96.6 101.4 99.8 101 99.6
## cvpred 96.42 102.76 102.6 101.9 101.2 100.2 96.7 101.5 99.8 101 99.7
## pm2.5 88.00 98.00 114.0 184.0 60.0 45.0 40.0 46.0 382.0 439 437.0
## CV residual -8.42 -4.76 11.4 82.1 -41.2 -55.2 -56.7 -55.5 282.2 338 337.3
## 26839 26840 26850 26851 26852 26857 26858 26861 26864 26865 26868
## Predicted 102 102 98.9 97.8 101 92.5 90.1 82.1 97.0 95.4 82.9
## cvpred 102 102 98.9 97.9 101 92.5 90.1 81.9 97.1 95.4 82.8
## pm2.5 417 422 273.0 297.0 321 255.0 29.0 11.0 13.0 14.0 32.0
## CV residual 315 320 174.1 199.1 220 162.5 -61.1 -70.9 -84.1 -81.4 -50.8
## 26873 26876 26878 26879 26880 26894 26895 26899 26900 26904 26907
## Predicted 66.6 93.0 93.2 93.2 92.3 95.2 95.9 97.7 98.3 98.2 95.9
## cvpred 66.2 93.1 93.3 93.3 92.4 95.3 96.0 97.8 98.5 98.3 96.0
## pm2.5 16.0 23.0 27.0 23.0 27.0 65.0 71.0 84.0 109.0 124.0 161.0
## CV residual -50.2 -70.1 -66.3 -70.3 -65.4 -30.3 -25.0 -13.8 10.5 25.7 65.0
## 26910 26916 26918 26924 26926 26927 26930 26931 26932 26941 26949
## Predicted 95.0 98.68 99.4 101.1 100.4 100.0 101 101 99.0 103 103
## cvpred 95.1 98.78 99.5 101.2 100.5 100.1 101 101 99.1 103 103
## pm2.5 169.0 94.00 156.0 177.0 165.0 170.0 307 347 318.0 306 317
## CV residual 73.9 -4.78 56.5 75.8 64.5 69.9 206 246 218.9 203 214
## 26955 26957 26959 26962 26964 26966 26967 26968 26969 26971 26972
## Predicted 103 103 103 102 101 103 103 103 102 99.6 98.9
## cvpred 103 103 103 102 101 103 103 103 102 99.6 98.9
## pm2.5 362 364 357 348 357 384 394 409 496 459.0 446.0
## CV residual 259 261 254 246 256 281 291 306 394 359.4 347.1
## 26973 26979 26980 26984 26986 26988 26989 26991 26992 27000 27001
## Predicted 98.8 103 102 102 102 101 104 103 102 94 93.3
## cvpred 98.8 103 102 103 103 101 104 103 102 94 93.2
## pm2.5 444.0 472 451 460 425 493 484 476 445 322 316.0
## CV residual 345.2 369 349 357 322 392 380 373 343 228 222.8
## 27002 27003 27005 27008 27019 27020 27022 27024 27043 27045 27046
## Predicted 92.6 91.9 90.4 103 103 104 102 104 104.7 102.2 101.4
## cvpred 92.5 91.8 90.3 103 103 104 102 104 104.7 102.2 101.5
## pm2.5 315.0 304.0 260.0 273 248 222 265 296 136.0 146.0 149.0
## CV residual 222.5 212.2 169.7 170 145 118 163 192 31.3 43.8 47.5
## 27048 27051 27057 27059 27062 27066 27069 27072 27073 27076 27081
## Predicted 98.2 100.7 97 97.1 90.9 94.0 90.6 84.3 83.1 94.0 89.3
## cvpred 98.2 100.7 97 97.1 90.9 94.1 90.6 84.2 83.0 94.1 89.3
## pm2.5 111.0 134.0 29 18.0 22.0 16.0 27.0 14.0 14.0 16.0 38.0
## CV residual 12.8 33.3 -68 -79.1 -68.9 -78.1 -63.6 -70.2 -69.0 -78.1 -51.3
## 27082 27089 27095 27103 27107 27108 27109 27111 27116 27117 27118
## Predicted 88.7 94.7 101.1 102.2 102.8 102.0 101.7 104.2 105 104 102
## cvpred 88.7 94.7 101.2 102.3 102.8 102.1 101.7 104.3 105 104 102
## pm2.5 32.0 55.0 83.0 135.0 165.0 181.0 194.0 202.0 232 219 239
## CV residual -56.7 -39.7 -18.2 32.7 62.2 78.9 92.3 97.7 127 115 137
## 27123 27129 27132 27135 27136 27139 27143 27146 27154 27155 27157
## Predicted 102.27 81.0 95.0 91.9 89.3 96.9 94.4 94.6 88.471 88.44 104
## cvpred 102.36 80.9 95.1 92.0 89.3 97.0 94.4 94.6 88.304 88.26 104
## pm2.5 100.00 12.0 18.0 19.0 21.0 29.0 29.0 77.0 89.000 85.00 82
## CV residual -2.36 -68.9 -77.1 -73.0 -68.3 -68.0 -65.4 -17.6 0.696 -3.26 -22
## 27159 27160 27164 27167 27168 27175 27177 27180 27181 27183 27186
## Predicted 104.2 103.5 99.6 101.1 100.4 98.0 99.7 103.2 95.7 84.4 67.3
## cvpred 104.3 103.6 99.6 101.2 100.5 98.1 99.8 103.3 95.8 84.3 67.0
## pm2.5 89.0 90.0 115.0 148.0 152.0 208.0 220.0 11.0 9.0 9.0 8.0
## CV residual -15.3 -13.6 15.4 46.8 51.5 109.9 120.2 -92.3 -86.8 -75.3 -59.0
## 27188 27191 27193 27194 27196 27197 27199 27200 27202 27203 27204
## Predicted 58.1 48.0 38.4 37.4 88.3 88.1 87.6 86.4 85.5 86.0 84.4
## cvpred 57.6 47.4 37.6 36.6 88.5 88.2 87.8 86.5 85.5 86.1 84.5
## pm2.5 8.0 9.0 9.0 7.0 7.0 6.0 8.0 11.0 8.0 10.0 10.0
## CV residual -49.6 -38.4 -28.6 -29.6 -81.5 -82.2 -79.8 -75.5 -77.5 -76.1 -74.5
## 27210 27214 27215 27223 27224 27226 27227 27229 27232 27233 27242
## Predicted 87.2 87.0 85 88.6 87.1 85.7 91.5 90.4 92.6 92.1 94.5
## cvpred 87.2 87.1 85 88.6 87.2 85.7 91.6 90.5 92.7 92.1 94.5
## pm2.5 12.0 18.0 20 10.0 15.0 26.0 26.0 26.0 56.0 57.0 111.0
## CV residual -75.2 -69.1 -65 -78.6 -72.2 -59.7 -65.6 -64.5 -36.7 -35.1 16.5
## 27245 27246 27250 27259 27263 27264 27273 27276 27283 27285 27286
## Predicted 96.3 95.9 97.7 95.4 94.7 92.4 87 80.4 90.1 88.1 87.4
## cvpred 96.4 96.0 97.8 95.4 94.8 92.5 87 80.3 90.2 88.2 87.4
## pm2.5 128.0 156.0 192.0 175.0 512.0 167.0 17 20.0 14.0 31.0 58.0
## CV residual 31.6 60.0 94.2 79.6 417.2 74.5 -70 -60.3 -76.2 -57.2 -29.4
## 27287 27292 27295 27299 27303 27304 27305 27306 27314 27319 27324
## Predicted 86.9 90.5 93.8 94.5 98.65 97.9 95.63 93.68 100.6 99.7 96.6
## cvpred 86.8 90.5 93.9 94.6 98.73 98.0 95.68 93.71 100.7 99.8 96.7
## pm2.5 67.0 20.0 41.0 36.0 93.00 103.0 100.00 87.00 68.0 130.0 38.0
## CV residual -19.8 -70.5 -52.9 -58.6 -5.73 5.0 4.32 -6.71 -32.7 30.2 -58.7
## 27329 27331 27332 27334 27337 27349 27350 27351 27352 27353 27354
## Predicted 89.5 88.0 87.1 85.2 100.1 103 101 100 98.9 97.3 96
## cvpred 89.5 87.9 87.0 85.1 100.2 103 101 100 98.9 97.3 96
## pm2.5 71.0 123.0 163.0 167.0 197.0 344 365 348 330.0 334.0 320
## CV residual -18.5 35.1 76.0 81.9 96.8 241 264 248 231.1 236.7 224
## 27355 27358 27361 27362 27363 27369 27375 27381 27382 27383 27392
## Predicted 94.1 93.3 101 101 96.9 81.4 63.0 91.9 91.8 93.6 81.5
## cvpred 94.0 93.2 101 101 97.0 81.2 62.6 92.0 91.9 93.7 81.3
## pm2.5 292.0 293.0 392 374 208.0 13.0 9.0 54.0 126.0 237.0 12.0
## CV residual 198.0 199.8 291 273 111.0 -68.2 -53.6 -38.0 34.1 143.3 -69.3
## 27393 27396 27400 27402 27403 27404 27409 27410 27411 27412 27416
## Predicted 80.9 91.1 93.1 89.2 89.0 88.3 82.0 81.29 99.04 98.3 98.7
## cvpred 80.7 91.2 93.2 89.1 88.9 88.2 81.8 81.08 99.14 98.5 98.8
## pm2.5 16.0 26.0 66.0 59.0 69.0 63.0 66.0 87.00 96.00 75.0 86.0
## CV residual -64.7 -65.2 -27.2 -30.1 -19.9 -25.2 -15.8 5.92 -3.14 -23.5 -12.8
## 27418 27421 27426 27430 27431 27432 27438 27447 27451 27452 27454
## Predicted 99.37 101.8 97.8 94.2 93.5 104 105 80.8 71.9 92.3 91
## cvpred 99.47 101.9 97.8 94.1 93.4 104 105 80.8 71.6 92.4 91
## pm2.5 97.00 135.0 167.0 227.0 241.0 259 253 14.0 10.0 12.0 8
## CV residual -2.47 33.1 69.2 132.9 147.6 155 148 -66.8 -61.6 -80.4 -83
## 27457 27458 27461 27467 27474 27480 27483 27484 27488 27489 27490
## Predicted 91.8 91.1 95.0 93.9 90.2 82.1 74.9 91.2 87.9 87 89.9
## cvpred 91.9 91.1 95.1 94.0 90.2 82.0 74.7 91.4 88.0 87 90.0
## pm2.5 19.0 14.0 10.0 15.0 41.0 9.0 5.0 8.0 9.0 11 13.0
## CV residual -72.9 -77.1 -85.1 -79.0 -49.2 -73.0 -69.7 -83.4 -79.0 -76 -77.0
## 27491 27501 27505 27507 27518 27522 27523 27524 27525 27527 27534
## Predicted 90.4 84.2 82.90 81.46 97.3 92.5 93.1 94.4 91.9 95.4 98.9
## cvpred 90.5 84.1 82.71 81.25 97.4 92.6 93.2 94.5 92.0 95.4 98.9
## pm2.5 24.0 62.0 77.00 73.00 126.0 12.0 42.0 58.0 67.0 68.0 147.0
## CV residual -66.5 -22.1 -5.71 -8.25 28.6 -80.6 -51.2 -36.5 -25.0 -27.4 48.1
## 27540 27543 27546 27547 27550 27551 27555 27560 27563 27564 27575
## Predicted 102.8 102 101 101 102 103 99.1 90.6 75.5 72.8 96.3
## cvpred 102.9 103 101 101 102 103 99.2 90.5 75.3 72.6 96.4
## pm2.5 191.0 222 264 271 285 316 321.0 28.0 9.0 10.0 38.0
## CV residual 88.1 119 163 170 183 213 221.8 -62.5 -66.3 -62.6 -58.4
## 27578 27582 27584 27585 27587 27588 27589 27591 27598 27600 27607
## Predicted 97.1 96.22 94.1 94.8 96.3 95.2 95.6 94.69 99.7 98.6 100
## cvpred 97.3 96.31 94.2 94.8 96.4 95.3 95.7 94.79 99.8 98.7 100
## pm2.5 116.0 90.00 63.0 54.0 58.0 61.0 76.0 88.00 256.0 364.0 245
## CV residual 18.7 -6.31 -31.2 -40.8 -38.4 -34.3 -19.7 -6.79 156.2 265.3 145
## 27612 27614 27620 27621 27630 27632 27636 27637 27647 27650 27651
## Predicted 101 100 102 101 104 103 99.6 99.5 96.7 94.0 92.3
## cvpred 102 100 103 102 104 103 99.6 99.5 96.7 93.9 92.2
## pm2.5 319 337 313 404 200 176 111.0 118.0 148.0 153.0 153.0
## CV residual 217 237 210 302 96 73 11.4 18.5 51.3 59.1 60.8
## 27652 27656 27657 27658 27659 27674 27677 27687 27689 27691 27693
## Predicted 91.5 86.2 87.6 86.0 85.4 103 104 89.7 93.9 92.6 96.9
## cvpred 91.4 86.1 87.4 85.7 85.2 103 104 89.7 94.0 92.6 96.9
## pm2.5 148.0 175.0 143.0 155.0 172.0 414 414 32.0 23.0 277.0 241.0
## CV residual 56.6 88.9 55.6 69.3 86.8 311 310 -57.7 -71.0 184.4 144.1
## 27694 27698 27699 27700 27702 27705 27706 27709 27711 27714 27715
## Predicted 96.9 105 103 103 102 107 108 92.8 80.77 65.2 61.3
## cvpred 96.9 105 103 103 102 107 108 92.9 80.64 64.8 60.8
## pm2.5 259.0 392 400 441 485 449 469 111.0 89.00 17.0 13.0
## CV residual 162.1 287 297 338 383 342 361 18.1 8.36 -47.8 -47.8
## 27720 27724 27726 27727 27728 27730 27731 27735 27736 27743 27746
## Predicted 37.0 10.74 3.34 1.160 -2.07 87.4 86.9 88.1 87.2 89.2 93.9
## cvpred 36.1 9.45 1.89 -0.343 -3.63 87.5 87.0 88.2 87.3 89.3 94.0
## pm2.5 9.0 6.00 8.00 9.000 9.00 10.0 11.0 9.0 9.0 27.0 11.0
## CV residual -27.1 -3.45 6.11 9.343 12.63 -77.5 -76.0 -79.2 -78.3 -62.3 -83.0
## 27749 27752 27754 27757 27759 27760 27761 27769 27771 27772 27775
## Predicted 95.9 92.7 89.1 92.8 93.1 91.7 91.0 97.7 99.0 98.3 97.2
## cvpred 96.0 92.7 89.1 92.9 93.2 91.8 91.1 97.8 99.1 98.4 97.3
## pm2.5 9.0 19.0 18.0 33.0 39.0 42.0 56.0 157.0 145.0 113.0 134.0
## CV residual -87.0 -73.7 -71.1 -59.9 -54.2 -49.8 -35.1 59.2 45.9 14.6 36.7
## 27777 27782 27785 27786 27787 27788 27792 27794 27796 27797 27798
## Predicted 97.3 94.7 87.8 94.0 95.2 94.5 99.4 90.9 87.4 86.2 98.0
## cvpred 97.4 94.8 87.8 94.1 95.3 94.6 99.5 90.9 87.4 86.1 98.1
## pm2.5 123.0 110.0 25.0 50.0 55.0 143.0 86.0 24.0 4.0 5.0 7.0
## CV residual 25.6 15.2 -62.8 -44.1 -40.3 48.4 -13.5 -66.9 -83.4 -81.1 -91.1
## 27801 27803 27805 27815 27824 27825 27829 27831 27832 27834 27837
## Predicted 96.4 94.5 94.9 88.1 101.1 102.5 99.0 97.2 99.5 101 101
## cvpred 96.5 94.6 95.0 88.1 101.2 102.6 99.1 97.3 99.6 101 101
## pm2.5 17.0 16.0 14.0 60.0 126.0 130.0 192.0 187.0 204.0 222 235
## CV residual -79.5 -78.6 -81.0 -28.1 24.8 27.4 92.9 89.7 104.4 121 134
## 27841 27844 27848 27849 27865 27866 27868 27869 27873 27874 27875
## Predicted 102 98.9 94.2 93.0 105 104 104 102 106 105 105
## cvpred 102 98.9 94.1 92.9 105 104 104 102 106 105 105
## pm2.5 302 207.0 202.0 203.0 242 239 238 338 331 327 306
## CV residual 200 108.1 107.9 110.1 137 135 134 236 225 222 201
## 27880 27886 27888 27889 27891 27896 27897 27898 27902 27903 27905
## Predicted 103 107 107 106 103 103 107 105 100.5 97.3 91.7
## cvpred 103 107 107 106 103 103 107 105 100.5 97.2 91.6
## pm2.5 279 510 469 450 365 337 323 306 189.0 410.0 145.0
## CV residual 176 403 362 344 262 234 216 201 88.5 312.8 53.4
## 27907 27909 27914 27916 27917 27921 27922 27923 27925 27926 27933
## Predicted 87.82 85.2 103.5 104 104.2 102.4 100.1 103.7 82.7 73.5 43.6
## cvpred 87.59 84.9 103.6 104 104.3 102.4 100.1 103.7 82.6 73.2 42.8
## pm2.5 87.00 95.0 105.0 119 128.0 124.0 136.0 141.0 42.0 32.0 12.0
## CV residual -0.59 10.1 1.4 15 23.7 21.6 35.9 37.3 -40.6 -41.2 -30.8
## 27936 27937 27945 27949 27953 27954 27956 27968 27971 27972 27974
## Predicted 32.8 93.2 98.7 85.3 78.1 76.5 75.31 102.13 98.8 97.4 95.4
## cvpred 31.9 93.3 98.8 85.3 77.9 76.3 75.04 102.22 98.8 97.4 95.4
## pm2.5 12.0 12.0 27.0 32.0 37.0 42.0 67.00 94.00 155.0 150.0 134.0
## CV residual -19.9 -81.3 -71.8 -53.3 -40.9 -34.3 -8.04 -8.22 56.2 52.6 38.6
## 27979 27981 27983 27984 27987 27993 27996 27997 27998 27999 28014
## Predicted 90.2 89.8 87.2 86.5 104.6 107.1 108.0 108.7 107.4 106.2 97.8
## cvpred 90.1 89.7 87.0 86.3 104.6 107.2 108.1 108.8 107.5 106.2 97.9
## pm2.5 148.0 164.0 117.0 108.0 131.0 127.0 164.0 167.0 148.0 153.0 17.0
## CV residual 57.9 74.3 30.0 21.7 26.4 19.8 55.9 58.2 40.5 46.8 -80.9
## 28015 28020 28022 28023 28028 28029 28030 28032 28033 28038 28043
## Predicted 97.2 89.5 85.1 94.2 96.4 95 94.9 95 97.6 92.39 102.8
## cvpred 97.3 89.5 85.0 94.3 96.4 95 95.0 95 97.5 92.28 102.9
## pm2.5 14.0 17.0 10.0 14.0 37.0 38 30.0 48 71.0 84.00 92.0
## CV residual -83.3 -72.5 -75.0 -80.3 -59.4 -57 -65.0 -47 -26.5 -8.28 -10.9
## 28044 28052 28058 28059 28061 28064 28071 28079 28083 28085 28096
## Predicted 103.50 93.5 104.2 104 103 104.2 104 107 102 106 101
## cvpred 103.59 93.4 104.3 104 103 104.3 104 107 102 106 101
## pm2.5 112.00 127.0 195.0 205 226 187.0 271 328 346 327 208
## CV residual 8.41 33.6 90.7 101 123 82.7 167 221 244 221 107
## 28100 28102 28103 28106 28110 28114 28115 28119 28122 28123 28127
## Predicted 98.7 95.5 93.5 107 106 107 107 108 104 104 108
## cvpred 98.6 95.3 93.4 107 106 107 107 108 104 104 108
## pm2.5 251.0 250.0 205.0 216 236 273 287 394 400 422 541
## CV residual 152.4 154.7 111.6 109 130 166 180 286 296 318 433
## 28131 28132 28136 28137 28141 28142 28155 28156 28158 28159 28160
## Predicted 103 101.5 71.2 67.5 88.9 91.1 103.3 102.7 100.6 100.2 99.9
## cvpred 103 101.5 70.9 67.1 89.0 91.2 103.4 102.8 100.6 100.3 99.9
## pm2.5 246 39.0 13.0 9.0 6.0 9.0 34.0 36.0 23.0 22.0 34.0
## CV residual 143 -62.5 -57.9 -58.1 -83.0 -82.2 -69.4 -66.8 -77.6 -78.3 -65.9
## 28161 28163 28165 28167 28171 28174 28177 28181 28183 28184 28186
## Predicted 105 103.3 103.8 105.7 100.3 106.26 102.7 105 103.1 101.9 102.5
## cvpred 105 103.4 103.8 105.8 100.3 106.35 102.7 105 103.2 101.9 102.6
## pm2.5 34 59.0 69.0 69.0 41.0 100.00 75.0 45 28.0 36.0 48.0
## CV residual -71 -44.4 -34.8 -36.8 -59.3 -6.35 -27.7 -60 -75.2 -65.9 -54.6
## 28190 28200 28202 28207 28209 28211 28212 28213 28214 28215 28216
## Predicted 94.9 92.0 89.5 83.6 102.963 104.6 104.2 103.5 104.6 104.5 105
## cvpred 94.9 91.9 89.3 83.3 103.046 104.6 104.3 103.6 104.6 104.6 105
## pm2.5 65.0 119.0 114.0 108.0 104.000 123.0 148.0 164.0 173.0 172.0 183
## CV residual -29.9 27.1 24.7 24.7 0.954 18.4 43.7 60.4 68.4 67.4 78
## 28223 28227 28228 28234 28235 28236 28238 28241 28247 28252 28253
## Predicted 103 98.9 100.54 97.3 97.3 100.2 96.2 89.6 80.2 74.6 73.0
## cvpred 103 99.0 100.62 97.4 97.4 100.3 96.2 89.5 79.9 74.2 72.5
## pm2.5 211 125.0 94.00 18.0 17.0 66.0 62.0 62.0 61.0 51.0 51.0
## CV residual 108 26.0 -6.62 -79.4 -80.4 -34.3 -34.2 -27.5 -18.9 -23.2 -21.5
## 28256 28262 28263 28265 28273 28275 28277 28279 28280 28281 28282
## Predicted 68.89 102.5 102.13 95.24 92.0 88 95.7 96.7 97.3 92.6 90.6
## cvpred 68.34 102.6 102.22 95.27 92.1 88 95.8 96.8 97.4 92.6 90.6
## pm2.5 60.00 90.0 96.00 86.00 9.0 9 9.0 13.0 18.0 18.0 11.0
## CV residual -8.34 -12.6 -6.22 -9.27 -83.1 -79 -86.8 -83.8 -79.4 -74.6 -79.6
## 28284 28285 28286 28287 28292 28296 28298 28301 28305 28312 28314
## Predicted 94.5 93.3 92.1 93.5 91.6 99.7 99.28 95.8 102.1 99.5 96
## cvpred 94.6 93.4 92.1 93.6 91.6 99.8 99.34 95.8 102.2 99.6 96
## pm2.5 12.0 11.0 15.0 13.0 32.0 58.0 91.00 74.0 121.0 137.0 115
## CV residual -82.6 -82.4 -77.1 -80.6 -59.6 -41.8 -8.34 -21.8 18.8 37.4 19
## 28315 28316 28318 28319 28324 28329 28331 28332 28334 28336 28339
## Predicted 95.4 94.7 94.6 93.90 89.2 106.3 104 104 100 95 91.2
## cvpred 95.4 94.7 94.6 93.86 89.1 106.3 104 104 100 95 91.1
## pm2.5 117.0 135.0 127.0 102.00 153.0 196.0 217 229 231 210 223.0
## CV residual 21.6 40.3 32.4 8.14 63.9 89.7 113 125 131 115 131.9
## 28347 28348 28350 28351 28357 28358 28361 28364 28369 28370 28378
## Predicted 101.5 100.8 99.4 99.3 107.6 101.2 90 73.4 87.8 85.1 91.9
## cvpred 101.5 100.7 99.3 99.2 107.7 101.3 90 73.2 87.8 85.1 92.0
## pm2.5 134.0 135.0 139.0 171.0 156.0 84.0 15 16.0 16.0 8.0 13.0
## CV residual 32.5 34.3 39.7 71.8 48.3 -17.3 -75 -57.2 -71.8 -77.1 -79.0
## 28379 28383 28384 28385 28386 28388 28389 28390 28396 28397
## Predicted 90.5 91.4 87.7 93.6 91.8 95.2 99.82 101.2 103.50 102.48
## cvpred 90.6 91.4 87.7 93.7 91.9 95.3 99.89 101.2 103.59 102.58
## pm2.5 19.0 11.0 21.0 20.0 22.0 60.0 97.00 120.0 100.00 110.00
## CV residual -71.6 -80.4 -66.7 -73.7 -69.9 -35.3 -2.89 18.8 -3.59 7.42
## 28400 28402 28403 28405 28407 28408 28416 28417 28418 28423 28428
## Predicted 104.19 101.4 99.8 93.7 94.7 93.2 96.4 95.9 95.1 100.7 99.1
## cvpred 104.28 101.4 99.9 93.8 94.6 93.2 96.4 95.8 95.1 100.8 99.1
## pm2.5 97.00 127.0 117.0 78.0 121.0 108.0 66.0 60.0 72.0 81.0 122.0
## CV residual -7.28 25.6 17.1 -15.8 26.4 14.8 -30.4 -35.8 -23.1 -19.8 22.9
## 28429 28432 28437 28439 28444 28451 28453 28454 28457 28459 28461
## Predicted 97.82 95.7 89.05 87.1 83.1 77.7 76.4 75.7 72.5 108 106
## cvpred 97.84 95.7 88.83 86.8 82.8 77.2 75.9 75.2 71.9 108 106
## pm2.5 90.00 110.0 98.00 100.0 109.0 193.0 230.0 227.0 243.0 258 259
## CV residual -7.84 14.3 9.17 13.2 26.2 115.8 154.1 151.8 171.1 150 153
## 28468 28469 28472 28474 28479 28480 28481 28483 28486 28489 28490
## Predicted 108 108 108 102.6 98.3 98.9 100.5 97.5 93.9 96.6 96.8
## cvpred 108 108 108 102.6 98.3 99.0 100.6 97.5 93.9 96.7 96.9
## pm2.5 256 250 247 18.0 37.0 39.0 41.0 31.0 19.0 6.0 13.0
## CV residual 148 142 139 -84.6 -61.3 -60.0 -59.6 -66.5 -74.9 -90.7 -83.9
## 28491 28493 28494 28495 28496 28499 28504 28507 28515 28517 28518
## Predicted 98.3 102.0 102.3 102.8 104 105.6 97 90.4 105.6 106 106
## cvpred 98.5 102.1 102.4 102.9 104 105.7 97 90.3 105.7 106 106
## pm2.5 20.0 64.0 96.0 122.0 133 176.0 119 123.0 153.0 179 183
## CV residual -78.5 -38.1 -6.4 19.1 29 70.3 22 32.7 47.3 73 77
## 28522 28525 28527 28528 28530 28539 28545 28548 28549 28550 28551
## Predicted 105.0 100.9 95.0 91.8 84.1 74.8 103.5 102.5 102.1 102.81 101.20
## cvpred 105.1 100.9 94.9 91.6 83.9 74.4 103.6 102.5 102.2 102.91 101.26
## pm2.5 150.0 156.0 243.0 122.0 73.0 47.0 89.0 87.0 89.0 100.00 107.00
## CV residual 44.9 55.1 148.1 30.4 -10.9 -27.4 -14.6 -15.5 -13.2 -2.91 5.74
## 28553 28558 28563 28564 28565 28566 28570 28571 28577 28589 28594
## Predicted 103.1 95.01 89.2 87.8 86.6 110.1 108.39 106.42 73.9 99.8 93.8
## cvpred 103.1 94.82 88.9 87.5 86.2 110.2 108.42 106.41 73.5 99.9 93.9
## pm2.5 78.0 99.00 113.0 108.0 110.0 121.0 107.00 111.00 15.0 6.0 11.0
## CV residual -25.1 4.18 24.1 20.5 23.8 10.8 -1.42 4.59 -58.5 -93.9 -82.9
## 28596 28597 28601 28605 28608 28611 28614 28618 28621 28622 28626
## Predicted 87.6 97.8 97.4 93.5 92.8 89.6 88.2 82.1 77.612 75.31 67.8
## cvpred 87.5 97.9 97.5 93.4 92.8 89.5 88.0 81.8 77.193 74.86 67.2
## pm2.5 13.0 10.0 11.0 24.0 32.0 55.0 59.0 67.0 77.000 80.00 126.0
## CV residual -74.5 -87.9 -86.5 -69.4 -60.8 -34.5 -29.0 -14.8 -0.193 5.14 58.8
## 28627 28628 28630 28633 28636 28647 28648 28650 28656 28658 28659
## Predicted 65.8 63.8 105 107.6 105.3 45.2 41.3 32.0 12.88 7.45 3.51
## cvpred 65.1 63.2 105 107.7 105.4 44.4 40.4 30.9 11.46 5.90 1.88
## pm2.5 97.0 83.0 90 54.0 22.0 17.0 13.0 17.0 13.00 10.00 8.00
## CV residual 31.9 19.8 -15 -53.7 -83.4 -27.4 -27.4 -13.9 1.54 4.10 6.12
## 28662 28663 28664 28668 28672 28677 28680 28681 28686 28688 28691
## Predicted -4.91 -6.20 -8.86 -23.1 98.7 84.8 77.9 76.6 66.7 62.8 51.0
## cvpred -6.69 -8.01 -10.71 -25.2 98.8 84.6 77.7 76.3 66.2 62.2 50.2
## pm2.5 8.00 9.00 9.00 13.0 14.0 14.0 11.0 10.0 8.0 11.0 12.0
## CV residual 14.69 17.01 19.71 38.2 -84.8 -70.6 -66.7 -66.3 -58.2 -51.2 -38.2
## 28698 28701 28706 28709 28710 28711 28717 28718 28721 28724 28729
## Predicted 24.2 18.112 12.9 10.65 9.94 7.27 -16.6 -20.5 -30.6 95.2 95.8
## cvpred 23.0 16.792 11.4 9.14 8.41 5.72 -18.5 -22.5 -32.7 95.3 95.9
## pm2.5 7.0 17.000 27.0 16.00 15.00 13.00 13.0 12.0 8.0 5.0 32.0
## CV residual -16.0 0.208 15.6 6.86 6.59 7.28 31.5 34.5 40.7 -90.3 -63.9
## 28733 28734 28735 28736 28737 28741 28744 28745 28750 28752 28753
## Predicted 104 102.3 101.6 104 101.8 99.7 97.9 95.9 105 106.6 107.3
## cvpred 104 102.4 101.7 104 101.9 99.8 97.9 95.9 105 106.7 107.4
## pm2.5 42 55.0 62.0 66 64.0 50.0 41.0 29.0 47 54.0 59.0
## CV residual -62 -47.4 -39.7 -38 -37.9 -49.8 -56.9 -66.9 -58 -52.7 -48.4
## 28755 28759 28762 28763 28764 28772 28776 28780 28784 28793
## Predicted 107.1 107.64 108.33 107.64 107.1 76.5 94.5 93.9 90.8 93.7
## cvpred 107.2 107.72 108.41 107.72 107.2 76.1 94.5 94.0 90.8 93.6
## pm2.5 65.0 101.00 110.00 117.00 132.0 10.0 12.0 6.0 6.0 39.0
## CV residual -42.2 -6.72 1.59 9.28 24.8 -66.1 -82.5 -88.0 -84.8 -54.6
## 28794 28795 28802 28803 28810 28812 28813 28815 28819 28821 28823
## Predicted 91.7 90.4 105.2 105.6 103 103 101.3 99.1 93.07 87.4 84.0
## cvpred 91.6 90.3 105.3 105.7 103 103 101.4 99.1 92.86 87.1 83.7
## pm2.5 45.0 42.0 53.0 42.0 62 73 78.0 79.0 102.00 69.0 55.0
## CV residual -46.6 -48.3 -52.3 -63.7 -41 -30 -23.4 -20.1 9.14 -18.1 -28.7
## 28824 28826 28830 28833 28835 28839 28840 28850 28851 28853 28855
## Predicted 82.6 105.4 105.5 106.4 103.2 103.1 103.1 89.7 88.5 107.3 105.7
## cvpred 82.3 105.4 105.6 106.5 103.2 103.2 103.2 89.5 88.2 107.4 105.8
## pm2.5 53.0 57.0 61.0 74.0 80.0 39.0 36.0 48.0 52.0 37.0 28.0
## CV residual -29.3 -48.4 -44.6 -32.5 -23.2 -64.2 -67.2 -41.5 -36.2 -70.4 -77.8
## 28857 28859 28865 28869 28874 28882 28883 28887 28888 28896 28899
## Predicted 103.7 96.3 86.3 77.8 98.6 86.5 84.3 92.2 89.2 95.2 101.3
## cvpred 103.7 96.3 86.1 77.5 98.7 86.4 84.2 92.3 89.3 95.3 101.3
## pm2.5 45.0 49.0 72.0 49.0 10.0 9.0 7.0 4.0 7.0 23.0 56.0
## CV residual -58.7 -47.3 -14.1 -28.5 -88.7 -77.4 -77.2 -88.3 -82.3 -72.3 -45.3
## 28901 28905 28908 28910 28913 28914 28916 28920 28921 28922 28927
## Predicted 98.1 93.8 91.5 103.3 98.5 97.2 93.9 88.1 86.9 86.2 107.3
## cvpred 98.0 93.7 91.3 103.4 98.4 97.1 93.8 87.9 86.6 85.9 107.4
## pm2.5 63.0 51.0 43.0 35.0 59.0 57.0 57.0 73.0 67.0 64.0 83.0
## CV residual -35.0 -42.7 -48.3 -68.4 -39.4 -40.1 -36.8 -14.9 -19.6 -21.9 -24.4
## 28931 28935 28942 28943 28946 28948 28952 28958 28959 28961 28962
## Predicted 106.6 100.1 91.08 91.1 105.7 108.0 108.3 102.8 101.2 94.4 92.1
## cvpred 106.7 100.1 90.92 90.9 105.8 108.1 108.4 102.8 101.1 94.3 91.9
## pm2.5 84.0 81.0 81.00 78.0 117.0 125.0 136.0 147.0 134.0 140.0 142.0
## CV residual -22.7 -19.1 -9.92 -12.9 11.2 16.9 27.6 44.2 32.9 45.7 50.1
## 28963 28964 28972 28973 28977 28980 28981 28988 28990 28991 28992
## Predicted 91.5 90.2 79.3 109.4 106.5 109.9 109 97.1 111.1 111.1 109.8
## cvpred 91.3 90.0 78.8 109.5 106.5 109.9 109 97.0 111.2 111.2 109.9
## pm2.5 149.0 137.0 123.0 128.0 160.0 195.0 201 166.0 183.0 197.0 188.0
## CV residual 57.7 47.0 44.2 18.5 53.5 85.1 92 69.0 71.8 85.8 78.1
## 28996 28997 28998 29000 29002 29003 29006 29008 29009 29013 29015
## Predicted 103.9 103.4 102.7 99.8 111.1 111 111 112 111 111.4 111
## cvpred 103.9 103.3 102.6 99.7 111.2 111 111 112 111 111.5 112
## pm2.5 134.0 140.0 146.0 195.0 201.0 214 247 258 260 200.0 217
## CV residual 30.1 36.7 43.4 95.3 89.8 103 136 146 149 88.5 105
## 29019 29020 29021 29023 29024 29026 29028 29036 29037 29038 29040
## Predicted 111 110.0 108.6 106.1 106.9 111.4 107.1 80.4 102.4 99.6 93.8
## cvpred 112 110.1 108.7 106.1 106.9 111.5 107.2 80.1 102.4 99.6 93.7
## pm2.5 217 179.0 154.0 148.0 165.0 87.0 73.0 14.0 18.0 14.0 4.0
## CV residual 105 68.9 45.3 41.9 58.1 -24.5 -34.2 -66.1 -84.4 -85.6 -89.7
## 29049 29055 29056 29059 29063 29064 29066 29070 29072 29073 29078
## Predicted 70.6 46.7 42.1 29.5 102.1 97.3 101.6 106.6 105.91 104.2 104.1
## cvpred 70.2 45.9 41.2 28.4 102.2 97.4 101.7 106.7 105.99 104.2 104.2
## pm2.5 9.0 8.0 9.0 7.0 52.0 40.0 40.0 83.0 115.00 70.0 80.0
## CV residual -61.2 -37.9 -32.2 -21.4 -50.2 -57.4 -61.7 -23.7 9.01 -34.2 -24.2
## 29079 29080 29082 29092 29093 29095 29096 29099 29101 29109 29110
## Predicted 104.1 102.5 99.9 107.3 107 108.0 108.3 102.7 100.6 91.07 89.1
## cvpred 104.1 102.5 99.9 107.4 107 108.1 108.4 102.8 100.6 90.81 88.8
## pm2.5 78.0 70.0 74.0 69.0 81 82.0 55.0 46.0 50.0 95.00 77.0
## CV residual -26.1 -32.5 -25.9 -38.4 -26 -26.1 -53.4 -56.8 -50.6 4.19 -11.8
## 29111 29113 29114 29119 29120 29121 29123 29129 29135 29136 29137
## Predicted 87.87 86.4 85.18 110.8 110.1 109.7 107.5 110.7 102.8 97.2 94.9
## cvpred 87.57 86.1 84.83 110.8 110.2 109.8 107.6 110.8 102.9 97.3 94.9
## pm2.5 81.00 103.0 85.00 91.0 81.0 81.0 80.0 92.0 20.0 17.0 11.0
## CV residual -6.57 16.9 0.17 -19.8 -29.2 -28.8 -27.6 -18.8 -82.9 -80.3 -83.9
## 29139 29142 29145 29148 29149 29150 29151 29156 29157 29169 29170
## Predicted 91.9 106 103.5 97.0 95.7 90.4 86.8 64.4 62.9 96.1 94.5
## cvpred 91.8 106 103.6 97.1 95.7 90.4 86.7 63.9 62.4 96.2 94.5
## pm2.5 14.0 17 24.0 47.0 44.0 39.0 27.0 74.0 37.0 14.0 10.0
## CV residual -77.8 -89 -79.6 -50.1 -51.7 -51.4 -59.7 10.1 -25.4 -82.2 -84.5
## 29171 29173 29176 29180 29181 29182 29186 29187 29190 29195 29199
## Predicted 92.6 88.3 96.0 99.7 100.1 101.8 100.6 105.6 109.4 106.3 102.8
## cvpred 92.5 88.2 96.1 99.8 100.2 101.9 100.6 105.7 109.5 106.3 102.9
## pm2.5 9.0 70.0 13.0 22.0 36.0 45.0 81.0 41.0 46.0 30.0 34.0
## CV residual -83.5 -18.2 -83.1 -77.8 -64.2 -56.9 -19.6 -64.7 -63.5 -76.3 -68.9
## 29202 29212 29214 29218 29220 29222 29224 29225 29230 29233 29234
## Predicted 101.1 90.1 89.3 111.1 108.5 105.5 102.26 102.03 91.8 86.3 110.2
## cvpred 101.1 89.8 89.0 111.2 108.5 105.5 102.25 101.98 91.6 85.9 110.3
## pm2.5 35.0 53.0 72.0 100.0 75.0 89.0 96.00 97.00 79.0 59.0 68.0
## CV residual -66.1 -36.8 -17.0 -11.2 -33.5 -16.5 -6.25 -4.98 -12.6 -26.9 -42.3
## 29240 29242 29245 29246 29247 29250 29252 29253 29256 29258 29259
## Predicted 113.2 112.1 109.3 109.3 109.2 106.5 103.6 103 101.05 97.8 97.1
## cvpred 113.2 112.2 109.4 109.3 109.2 106.5 103.6 103 100.94 97.7 96.9
## pm2.5 51.0 56.0 61.0 69.0 71.0 60.0 52.0 66 96.00 71.0 67.0
## CV residual -62.2 -56.2 -48.4 -40.3 -38.2 -46.5 -51.6 -37 -4.94 -26.7 -29.9
## 29265 29267 29269 29275 29276 29278 29279 29287 29288 29291 29292
## Predicted 112.4 113.2 106.1 87.1 86.9 87.0 90.07 112.8 113.5 113.2 113.5
## cvpred 112.5 113.2 106.1 86.9 86.6 86.7 89.73 112.9 113.6 113.2 113.6
## pm2.5 124.0 139.0 83.0 54.0 65.0 75.0 80.00 167.0 157.0 169.0 161.0
## CV residual 11.5 25.8 -23.1 -32.9 -21.6 -11.7 -9.73 54.1 43.4 55.8 47.4
## 29294 29298 29299 29301 29307 29308 29317 29321 29322 29326 29328
## Predicted 113.5 110.2 109 106 117 116 117 107.29 104.6 102.7 116.1
## cvpred 113.5 110.2 109 106 117 116 117 107.29 104.6 102.6 116.2
## pm2.5 172.0 187.0 209 230 314 301 265 103.00 82.0 148.0 137.0
## CV residual 58.5 76.8 100 124 197 185 148 -4.29 -22.6 45.4 20.8
## 29330 29332 29333 29339 29346 29349 29350 29353 29362 29363 29367
## Predicted 115.6 115.2 115.6 117 106.6 101.4 97.8 95.9 110.7 110.1 105.7
## cvpred 115.6 115.3 115.7 117 106.5 101.3 97.6 95.7 110.7 110.1 105.6
## pm2.5 157.0 156.0 157.0 251 143.0 182.0 164.0 196.0 135.0 126.0 163.0
## CV residual 41.4 40.7 41.3 134 36.5 80.7 66.4 100.3 24.3 15.9 57.4
## 29368 29369 29373 29376 29379 29381 29382 29387 29389 29396 29400
## Predicted 104 103.5 98.2 92.5 113.1 112.4 111.7 104.7 101 115 115
## cvpred 104 103.4 98.0 92.2 113.2 112.4 111.7 104.6 101 115 115
## pm2.5 148 139.0 103.0 35.0 54.0 49.0 55.0 21.0 25 66 65
## CV residual 44 35.6 5.0 -57.2 -59.2 -63.4 -56.7 -83.6 -76 -49 -50
## 29401 29402 29403 29404 29408 29415 29416 29417 29418 29422 29423
## Predicted 113.3 113.5 113.2 113.5 113.49 99 98.1 102.3 98.8 101.1 100.1
## cvpred 113.4 113.6 113.2 113.6 113.55 99 98.0 102.4 98.9 101.1 100.1
## pm2.5 73.0 76.0 93.0 97.0 116.00 12 9.0 14.0 13.0 33.0 43.0
## CV residual -40.4 -37.6 -20.2 -16.6 2.45 -87 -89.0 -88.4 -85.9 -68.1 -57.1
## 29424 29429 29430 29436 29438 29441 29446 29447 29448 29449 29453
## Predicted 99.2 110.7 109.7 101.7 96.4 80.5 103.5 100.4 105.2 99.5 105.6
## cvpred 99.1 110.8 109.8 101.7 96.3 80.3 103.6 100.5 105.3 99.6 105.7
## pm2.5 46.0 70.0 89.0 58.0 27.0 25.0 38.0 48.0 31.0 25.0 122.0
## CV residual -53.1 -40.8 -20.8 -43.7 -69.3 -55.3 -65.6 -52.5 -74.3 -74.6 16.3
## 29455 29456 29460 29461 29463 29464 29465 29467 29468 29470 29472
## Predicted 104 102.8 102.1 100.1 100.2 100.21 101.4 99.4 98.1 96.6 95.7
## cvpred 104 102.9 102.2 100.2 100.3 100.29 101.4 99.4 98.1 96.6 95.6
## pm2.5 36 53.0 22.0 10.0 23.0 93.00 35.0 35.0 46.0 77.0 59.0
## CV residual -68 -49.9 -80.2 -90.2 -77.3 -7.29 -66.4 -64.4 -52.1 -19.6 -36.6
## 29473 29478 29479 29482 29483 29485 29486 29494 29495 29498 29509
## Predicted 108.0 109.0 109 104.9 109.4 107 109.0 115 115.6 115.6 78.0
## cvpred 108.1 109.1 109 104.9 109.5 107 109.1 115 115.7 115.7 77.6
## pm2.5 35.0 91.0 96 83.0 78.0 65 68.0 144 179.0 195.0 93.0
## CV residual -73.1 -18.1 -13 -21.9 -31.5 -42 -41.1 29 63.3 79.3 15.4
## 29510 29511 29516 29521 29522 29524 29527 29528 29530 29531 29539
## Predicted 105.6 106.2 107 111.4 109.4 111.1 112.13 111.1 107.2 107.17 102.7
## cvpred 105.7 106.3 107 111.5 109.5 111.2 112.22 111.2 107.2 107.19 102.6
## pm2.5 140.0 75.0 44 67.0 79.0 77.0 111.00 126.0 60.0 99.00 39.0
## CV residual 34.3 -31.3 -63 -44.5 -30.5 -34.2 -1.22 14.8 -47.2 -8.19 -63.6
## 29544 29545 29546 29549 29552 29554 29555 29563 29570 29573
## Predicted 99.2 97.2 96.0 111.8 112.4 111.7 110.3 102.81 96.6 113.1
## cvpred 99.0 97.0 95.7 111.9 112.5 111.8 110.4 102.73 96.4 113.2
## pm2.5 39.0 40.0 47.0 53.0 59.0 70.0 56.0 108.00 71.0 98.0
## CV residual -60.0 -57.0 -48.7 -58.9 -53.5 -41.8 -54.4 5.27 -25.4 -15.2
## 29575 29579 29580 29582 29583 29603 29605 29607 29615 29618
## Predicted 113.8440 111.1 111.1 115.22 113.81 110.9 105.87 100.9 84.7 114
## cvpred 113.9168 111.2 111.1 115.29 113.87 110.8 105.76 100.7 84.3 114
## pm2.5 114.0000 126.0 132.0 117.00 119.00 162.0 104.00 73.0 29.0 46
## CV residual 0.0832 14.8 20.9 1.71 5.13 51.2 -1.76 -27.7 -55.3 -68
## 29619 29622 29623 29625 29626 29627 29628 29635 29636 29639 29641
## Predicted 111.7 108.2 106.6 104.4 103 102.47 114 71.1 68.7 58.7 104
## cvpred 111.7 108.2 106.5 104.3 103 102.29 114 70.8 68.3 58.0 104
## pm2.5 56.0 66.0 67.0 73.0 73 101.00 102 22.0 57.0 22.0 27
## CV residual -55.7 -42.2 -39.5 -31.3 -30 -1.29 -12 -48.8 -11.3 -36.0 -77
## 29642 29649 29651 29652 29654 29655 29656 29660 29664 29668 29671
## Predicted 106 101.2 96.2 93.6 90.0 89.2 85.9 75.7 74.60 71.1 112.1
## cvpred 106 101.3 96.2 93.5 89.9 89.0 85.7 75.2 74.06 70.5 112.2
## pm2.5 25 57.0 40.0 34.0 62.0 74.0 57.0 43.0 79.00 87.0 85.0
## CV residual -81 -44.3 -56.2 -59.5 -27.9 -15.0 -28.7 -32.2 4.94 16.5 -27.2
## 29672 29684 29690 29694 29695 29696 29697 29701 29704 29705 29707
## Predicted 112.1 114.14 113.2 112 114.2 114.4 113.3 107.8 100.9 98.6 94.3
## cvpred 112.2 114.19 113.2 112 114.3 114.5 113.4 107.8 100.8 98.4 94.1
## pm2.5 92.0 124.00 61.0 69 77.0 85.0 89.0 86.0 65.0 57.0 40.0
## CV residual -20.2 9.81 -52.2 -43 -37.3 -29.5 -24.4 -21.8 -35.8 -41.4 -54.1
## 29708 29722 29726 29727 29729 29735 29739 29742 29746 29747 29749
## Predicted 92.7 113.5 110.4 111.9 110.4 117.6 118.7 118 112.7 109.4 104.8
## cvpred 92.5 113.6 110.5 111.9 110.4 117.7 118.7 118 112.8 109.4 104.7
## pm2.5 39.0 55.0 77.0 81.0 123.0 132.0 215.0 233 131.0 90.0 39.0
## CV residual -53.5 -58.6 -33.5 -30.9 12.6 14.3 96.3 115 18.2 -19.4 -65.7
## 29750 29755 29756 29764 29765 29767 29771 29773 29775 29777 29780
## Predicted 105.4 117 116.6 117 116 116.3 112.5 113.2 111 108.8 105.9
## cvpred 105.3 117 116.7 117 116 116.3 112.5 113.2 111 108.8 105.8
## pm2.5 43.0 56 54.0 55 69 59.0 43.0 65.0 82 83.0 72.0
## CV residual -62.3 -61 -62.7 -62 -47 -57.3 -69.5 -48.2 -29 -25.8 -33.8
## 29785 29787 29789 29792 29794 29796 29800 29803 29804 29808 29810
## Predicted 103 118 117.266 119.0 117.3 118 113.2 108.7 107.0 100 116.6
## cvpred 103 118 117.318 119.1 117.3 118 113.2 108.6 106.9 100 116.7
## pm2.5 86 108 118.000 115.0 101.0 108 143.0 80.0 76.0 50 56.0
## CV residual -17 -10 0.682 -4.1 -16.3 -10 29.8 -28.6 -30.9 -50 -60.7
## 29811 29817 29824 29825 29827 29830 29833 29835 29836 29837 29839
## Predicted 117 116.6 116.6 115.9 117 117.29 112.4 111.2 109.9 108.50 118
## cvpred 117 116.6 116.7 115.9 117 117.35 112.4 111.1 109.8 108.41 118
## pm2.5 60 63.0 80.0 86.0 91 111.00 92.0 89.0 92.0 100.00 101
## CV residual -57 -53.6 -36.7 -29.9 -26 -6.35 -20.4 -22.1 -17.8 -8.41 -17
## 29841 29844 29845 29851 29854 29857 29861 29863 29865 29866 29869
## Predicted 117.98 114.6 113.2 110.1 107.6 99.7 90.1 85.9 80.6 77.5 68.0
## cvpred 118.04 114.6 113.2 110.1 107.5 99.6 89.8 85.6 80.1 77.1 67.4
## pm2.5 117.00 65.0 59.0 44.0 88.0 67.0 9.0 13.0 13.0 13.0 15.0
## CV residual -1.04 -49.6 -54.2 -66.1 -19.5 -32.6 -80.8 -72.6 -67.1 -64.1 -52.4
## 29872 29876 29878 29882 29883 29891 29896 29897 29903 29911 29912
## Predicted 56.1 101.6 102.2 113.2 112.3 111.8 94.4 90.8 80.08 115.2 114.7
## cvpred 55.5 101.6 102.2 113.2 112.4 111.8 94.3 90.7 79.59 115.3 114.7
## pm2.5 17.0 23.0 32.0 49.0 49.0 54.0 37.0 42.0 70.00 83.0 87.0
## CV residual -38.5 -78.6 -70.2 -64.2 -63.4 -57.8 -57.3 -48.7 -9.59 -32.3 -27.7
## 29917 29922 29925 29929 29932 29934 29936 29937 29938 29940
## Predicted 108.35 96.79 94.0 117.3 117 116.3 116.1 115.37 112.6 103.5
## cvpred 108.27 96.54 93.6 117.4 117 116.3 116.1 115.43 112.6 103.6
## pm2.5 105.00 105.00 108.0 105.0 130 151.0 133.0 124.00 93.0 26.0
## CV residual -3.27 8.46 14.4 -12.4 13 34.7 16.9 8.57 -19.6 -77.6
## 29943 29946 29953 29957 29966 29967 29969 29970 29974 29977 29981
## Predicted 105.6 106 111.8 114.9 110 109 105.9 104.7 99.7 118 116.6
## cvpred 105.7 106 111.8 114.9 110 109 105.8 104.5 99.4 118 116.7
## pm2.5 27.0 22 56.0 96.0 244 216 137.0 130.0 111.0 153 170.0
## CV residual -78.7 -84 -55.8 -18.9 134 107 31.2 25.5 11.6 35 53.3
## 29986 29988 29990 29991 29994 29996 29998 29999 30001 30006 30007
## Predicted 116.2 114.5 107.8 107.2 106.5 109.2 117.3 117 115.2 109.6 108.7
## cvpred 116.2 114.6 107.9 107.3 106.6 109.2 117.4 117 115.3 109.5 108.5
## pm2.5 152.0 127.0 65.0 53.0 70.0 96.0 103.0 150 166.0 203.0 179.0
## CV residual 35.8 12.4 -42.9 -54.3 -36.6 -13.2 -14.4 33 50.7 93.5 70.5
## 30008 30009 30012 30015 30018 30020 30024 30027 30028 30029 30033
## Predicted 107.0 105.8 101.5 117.1 117.3 117.4 116.7 118.7 118.7 119.0 118.67
## cvpred 106.9 105.6 101.3 117.1 117.4 117.5 116.8 118.7 118.7 119.1 118.73
## pm2.5 203.0 167.0 137.0 143.0 86.0 77.0 89.0 74.0 69.0 77.0 114.00
## CV residual 96.1 61.4 35.7 25.9 -31.4 -40.5 -27.8 -44.7 -49.7 -42.1 -4.73
## 30036 30037 30038 30041 30050 30052 30054 30058 30063 30067 30068
## Predicted 116.5 115.1 113.9 110.8 118.3 118 116 114 119.7 119.4 118.1
## cvpred 116.5 115.1 113.8 110.7 118.4 118 116 114 119.8 119.4 118.1
## pm2.5 142.0 161.0 178.0 180.0 163.0 165 166 99 165.0 207.0 200.0
## CV residual 25.5 45.9 64.2 69.3 44.6 47 50 -15 45.2 87.6 81.9
## 30069 30071 30077 30082 30085 30086 30089 30098 30106 30115 30118
## Predicted 116.8 114.9 119.5 119.0 119.7 119.4 119.7 119.0 118.7 119.4 116.1
## cvpred 116.9 114.9 119.6 119.1 119.8 119.4 119.8 119.1 118.7 119.4 116.1
## pm2.5 166.0 158.0 145.0 117.0 136.0 136.0 161.0 139.0 161.0 191.0 194.0
## CV residual 49.1 43.1 25.4 -2.1 16.2 16.6 41.2 19.9 42.3 71.6 77.9
## 30120 30122 30131 30132 30134 30137 30138 30139 30140 30142 30143
## Predicted 119.7 118.8 111 108.7 104.0 98.1 96.5 93.8 92.6 89.4 117.6
## cvpred 119.8 118.9 111 108.6 103.8 97.8 96.2 93.5 92.2 88.9 117.7
## pm2.5 182.0 169.0 13 36.0 15.0 16.0 12.0 17.0 16.0 24.0 27.0
## CV residual 62.2 50.1 -98 -72.6 -88.8 -81.8 -84.2 -76.5 -76.2 -64.9 -90.7
## 30146 30149 30150 30151 30152 30153 30157 30159 30160 30164 30167
## Predicted 115.9 117 117 117 117.3 117 115.6 114.5 113.4 111.1 110.5
## cvpred 115.9 117 117 117 117.4 117 115.6 114.5 113.5 111.1 110.4
## pm2.5 33.0 31 28 38 44.0 45 29.0 22.0 18.0 35.0 41.0
## CV residual -82.9 -86 -89 -79 -73.4 -72 -86.6 -92.5 -95.5 -76.1 -69.4
## 30168 30169 30172 30173 30174 30175 30178 30179 30183 30190 30191
## Predicted 109.8 109 117.3 117.3 117.6 117.5 116.7 116.7 110.7 110 109.5
## cvpred 109.7 109 117.4 117.4 117.7 117.5 116.8 116.8 110.6 110 109.5
## pm2.5 40.0 40 48.0 51.0 62.0 64.0 75.0 70.0 107.0 72 55.0
## CV residual -69.7 -69 -69.4 -66.4 -55.7 -53.5 -41.8 -46.8 -3.6 -38 -54.5
## 30192 30194 30196 30197 30198 30204 30207 30209 30216 30225
## Predicted 115.2 115.6 115.8 115.4 114.4 115.4 111.9 109 101.37 115.34
## cvpred 115.3 115.7 115.8 115.5 114.4 115.4 111.9 109 101.16 115.39
## pm2.5 24.0 24.0 30.0 33.0 47.0 55.0 65.0 83 104.00 112.00
## CV residual -91.3 -91.7 -85.8 -82.5 -67.4 -60.4 -46.9 -26 2.84 -3.39
## 30227 30229 30230 30232 30233 30234 30237 30242 30245 30246 30247
## Predicted 116.75 114.8 114.2 109.9 106.92 103.2 119.0 109.5 104.9 103.6 103.1
## cvpred 116.81 114.8 114.2 109.9 106.81 103.1 119.1 109.5 104.8 103.5 102.9
## pm2.5 110.00 125.0 130.0 124.0 109.00 78.0 103.0 81.0 80.0 82.0 83.0
## CV residual -6.81 10.2 15.8 14.1 2.19 -25.1 -16.1 -28.5 -24.8 -21.5 -19.9
## 30248 30258 30261 30266 30277 30285 30287 30289 30297 30300 30301
## Predicted 102.5 87.7 82.6 115.22 117 115.2 111.2 117.6 113.3 112.5 111.8
## cvpred 102.3 87.3 82.0 115.29 117 115.2 111.1 117.7 113.3 112.4 111.7
## pm2.5 91.0 126.0 131.0 107.00 129 197.0 157.0 148.0 152.0 181.0 196.0
## CV residual -11.3 38.7 49.0 -8.29 12 81.8 45.9 30.3 38.7 68.6 84.3
## 30304 30305 30307 30311 30312 30313 30315 30317 30319 30321 30325
## Predicted 119.3 119.5 117.5 119.5 116.8 114.9 110.3 107.0 116.7 117 117
## cvpred 119.4 119.6 117.5 119.6 116.9 114.9 110.2 106.9 116.8 117 117
## pm2.5 200.0 198.0 205.0 190.0 189.0 163.0 50.0 43.0 17.0 16 18
## CV residual 80.6 78.4 87.5 70.4 72.1 48.1 -60.2 -63.9 -99.8 -101 -99
## 30326 30332 30334 30338 30340 30342 30343 30344 30350 30352 30356
## Predicted 117 112.3 110.8 118.7 119.0 119.7 120.4 120.4 109.1 104.5 97.3
## cvpred 117 112.3 110.7 118.7 119.1 119.8 120.5 120.5 109.1 104.3 97.0
## pm2.5 16 46.0 57.0 54.0 55.0 66.0 67.0 80.0 48.0 39.0 45.0
## CV residual -101 -66.3 -53.7 -64.7 -64.1 -53.8 -53.5 -40.5 -61.1 -65.3 -52.0
## 30358 30359 30360 30363 30368 30370 30375 30378 30383 30386 30390
## Predicted 118 118 117.4 118.7 119.4 117.4 112.5 112.5 115.2 118 119.35
## cvpred 118 118 117.5 118.7 119.4 117.4 112.5 112.5 115.3 118 119.42
## pm2.5 62 66 75.0 70.0 89.0 67.0 18.0 16.0 56.0 58 128.00
## CV residual -56 -52 -42.5 -48.7 -30.4 -50.4 -94.5 -96.5 -59.3 -60 8.58
## 30393 30394 30404 30410 30412 30413 30417 30418 30419 30431 30435
## Predicted 117.6 118.7 112.8 118.67 118.7 119.0 118 119.0 117.4 96.2 94.0
## cvpred 117.6 118.7 112.7 118.73 118.7 119.1 118 119.1 117.5 95.9 93.6
## pm2.5 41.0 37.0 77.0 123.00 155.0 165.0 88 122.0 105.0 28.0 42.0
## CV residual -76.6 -81.7 -35.7 4.27 36.3 45.9 -30 2.9 -12.5 -67.9 -51.6
## 30437 30441 30442 30443 30445 30448 30458 30459 30460 30468 30471
## Predicted 118 120.0 120.0 118.8 119.5 114.7 119.4 118.3 118 117.3 114.7
## cvpred 118 120.1 120.1 118.8 119.6 114.7 119.4 118.4 118 117.4 114.7
## pm2.5 47 108.0 85.0 70.0 54.0 56.0 85.0 91.0 90 40.0 33.0
## CV residual -71 -12.1 -35.1 -48.8 -65.6 -58.7 -34.4 -27.4 -28 -77.4 -81.7
## 30474 30475 30480 30481 30483 30484 30486 30487 30489 30494 30496
## Predicted 112.9 113 107.2 105.9 104.0 103.4 120.0 118.8 117 115.7 111.8
## cvpred 112.9 113 107.1 105.8 103.8 103.2 120.1 118.8 117 115.7 111.7
## pm2.5 59.0 65 86.0 88.0 46.0 50.0 67.0 66.0 248 148.0 126.0
## CV residual -53.9 -48 -21.1 -17.8 -57.8 -53.2 -53.1 -52.8 131 32.3 14.3
## 30497 30504 30513 30514 30519 30521 30525 30529 30531 30533
## Predicted 110.550 119.4 120.404 120.05 120.05 119.5 119.8 117 120.7 119.7
## cvpred 110.438 119.4 120.472 120.11 120.11 119.5 119.9 117 120.8 119.8
## pm2.5 110.000 58.0 120.000 127.00 113.00 139.0 166.0 171 166.0 161.0
## CV residual -0.438 -61.4 -0.472 6.89 -7.11 19.5 46.1 54 45.2 41.2
## 30537 30538 30540 30543 30544 30546 30550 30552 30555 30556 30558
## Predicted 119.7 120.7 118.8 115.5 113.92 110.3 104.8 120 118.46 119.7 117.7
## cvpred 119.7 120.8 118.8 115.5 113.86 110.2 104.5 120 118.51 119.8 117.8
## pm2.5 186.0 189.0 177.0 147.0 111.00 87.0 119.0 254 111.00 93.0 58.0
## CV residual 66.3 68.2 58.2 31.5 -2.86 -23.2 14.5 134 -7.51 -26.8 -59.8
## 30563 30564 30569 30574 30575 30578 30582 30597 30598 30600 30602
## Predicted 114.9 113.0 116.6 121.4 120.02 120 121 122 122 119.4 120.4
## cvpred 114.9 112.9 116.7 121.5 120.06 120 121 122 123 119.4 120.5
## pm2.5 145.0 54.0 42.0 103.0 124.00 248 277 448 406 37.0 34.0
## CV residual 30.1 -58.9 -74.7 -18.5 3.94 128 156 326 283 -82.4 -86.5
## 30603 30604 30607 30609 30610 30613 30614 30616 30618 30619
## Predicted 120.0 120.0 120.0 120.0 119.3 120.2 118.94 121.42 120.2 122.11
## cvpred 120.1 120.1 120.1 120.1 119.4 120.2 118.97 121.48 120.2 122.17
## pm2.5 52.0 68.0 70.0 65.0 63.0 105.0 113.00 122.00 122.0 120.00
## CV residual -68.1 -52.1 -50.1 -55.1 -56.4 -15.2 -5.97 0.52 1.8 -2.17
## 30620 30624 30629 30635 30641 30643 30646 30647 30648 30652 30655
## Predicted 120.70 121.8 121.1 118 111.4 122.8 121.6 122.5 122.1 121.8 121.6
## cvpred 120.75 121.8 121.2 118 111.2 122.9 121.6 122.5 122.2 121.8 121.7
## pm2.5 125.00 164.0 189.0 270 155.0 149.0 215.0 101.0 112.0 156.0 153.0
## CV residual 4.25 42.2 67.8 152 43.8 26.1 93.4 -21.5 -10.2 34.2 31.3
## 30674 30675 30677 30678 30681 30684 30690 30695 30703 30705 30707
## Predicted 116.5 113.4 110.6 109.2 106.3 99.3 81.1 108.5 120.7 120.7 117.8
## cvpred 116.5 113.4 110.5 109.1 106.1 99.1 80.6 108.3 120.8 120.8 117.8
## pm2.5 32.0 19.0 14.0 11.0 15.0 11.0 13.0 23.0 50.0 44.0 30.0
## CV residual -84.5 -94.4 -96.5 -98.1 -91.1 -88.1 -67.6 -85.3 -70.8 -76.8 -87.8
## 30712 30724 30725 30728 30736 30737 30757 30762 30763 30765 30768
## Predicted 110.1 118.5 118.4 114.0 116 116 117 114.1 113.5 111.2 108.0
## cvpred 110.1 118.5 118.5 113.9 116 116 117 114.1 113.5 111.1 107.9
## pm2.5 24.0 27.0 27.0 19.0 13 17 9 19.0 24.0 25.0 35.0
## CV residual -86.1 -91.5 -91.5 -94.9 -103 -99 -108 -95.1 -89.5 -86.1 -72.9
## 30769 30776 30777 30779 30781 30788 30789 30791 30794 30796 30797
## Predicted 107.4 120 121.78 121.42 114.4 103.4 101.4 97.8 118.4 121.1 120.0
## cvpred 107.3 120 121.85 121.48 114.4 103.2 101.2 97.5 118.5 121.2 120.1
## pm2.5 39.0 93 117.00 112.00 48.0 60.0 65.0 77.0 37.0 42.0 38.0
## CV residual -68.3 -27 -4.85 -9.48 -66.4 -43.2 -36.2 -20.5 -81.5 -79.2 -82.1
## 30801 30804 30809 30810 30813 30814 30817 30818 30819 30827 30829
## Predicted 120.9 121.6 114.2 112.6 111.3 111.0 119.8 121.4 121.8 122.1 122.5
## cvpred 120.9 121.6 114.1 112.5 111.1 110.8 119.8 121.5 121.8 122.2 122.5
## pm2.5 53.0 72.0 100.0 120.0 142.0 147.0 216.0 70.0 79.0 80.0 80.0
## CV residual -67.9 -49.6 -14.1 7.5 30.9 36.2 96.2 -51.5 -42.8 -42.2 -42.5
## 30833 30836 30843 30844 30848 30852 30857 30860 30864 30865 30872
## Predicted 119.6 116.37 122.8 122.1 123 120.3 121.8 121.8 121.4 121.8 115.5
## cvpred 119.6 116.33 122.9 122.1 123 120.3 121.8 121.8 121.5 121.8 115.5
## pm2.5 80.0 111.00 164.0 160.0 140 59.0 35.0 32.0 50.0 39.0 30.0
## CV residual -39.6 -5.33 41.1 37.9 17 -61.3 -86.8 -89.8 -71.5 -82.8 -85.5
## 30873 30875 30878 30879 30881 30882 30884 30885 30890 30891 30894
## Predicted 114.3 121.1 118.9 117 113.4 112.5 108.5 107.8 103.3 101.9 100.8
## cvpred 114.2 121.2 118.9 117 113.3 112.4 108.4 107.7 103.1 101.7 100.5
## pm2.5 36.0 34.0 41.0 44 30.0 28.0 25.0 35.0 36.0 32.0 30.0
## CV residual -78.2 -87.2 -77.9 -73 -83.3 -84.4 -83.4 -72.7 -67.1 -69.7 -70.5
## 30897 30902 30903 30904 30906 30911 30913 30914 30915 30918 30924
## Predicted 98.5 120.0 119.4 118.8 118.6 116.8 115.6 115.2 120.0 120.4 120.0
## cvpred 98.2 120.1 119.4 118.9 118.7 116.9 115.5 115.2 120.1 120.5 120.1
## pm2.5 34.0 41.0 44.0 45.0 38.0 53.0 62.0 65.0 64.0 71.0 58.0
## CV residual -64.2 -79.1 -75.4 -73.9 -80.7 -63.9 -53.5 -50.2 -56.1 -49.5 -62.1
## 30925 30926 30928 30929 30931 30932 30936 30937 30939 30941
## Predicted 120.2 121.4 121.6 119.2 115.7 113.7 110.3 108.3 106.7 121.78
## cvpred 120.2 121.5 121.6 119.2 115.6 113.6 110.1 108.2 106.5 121.85
## pm2.5 54.0 52.0 67.0 53.0 51.0 50.0 128.0 120.0 128.0 112.00
## CV residual -66.2 -69.5 -54.6 -66.2 -64.6 -63.6 17.9 11.8 21.5 -9.85
## 30942 30943 30948 30950 30953 30959 30962 30963 30967 30971
## Predicted 121.783 122.47 120.9 119.4 117.4 108.9 105.0 103.7 100.4 97.6
## cvpred 121.848 122.54 120.9 119.5 117.4 108.7 104.7 103.5 100.1 97.2
## pm2.5 121.000 128.00 108.0 96.0 67.0 140.0 94.0 92.0 136.0 83.0
## CV residual -0.848 5.46 -12.9 -23.5 -50.4 31.3 -10.7 -11.5 35.9 -14.2
## 30972 30976 30979 30985 30987 30993 30994 30995 30997 30998 30999
## Predicted 121.8 121.4 116.5 122.5 120.2 117.3 115.7 113.7 110.4 109 107.9
## cvpred 121.8 121.5 116.5 122.5 120.2 117.2 115.6 113.6 110.3 109 107.7
## pm2.5 71.0 67.0 64.0 78.0 75.0 71.0 48.0 38.0 66.0 65 71.0
## CV residual -50.8 -54.5 -52.5 -44.5 -45.2 -46.2 -67.6 -75.6 -44.3 -44 -36.7
## 31001 31002 31003 31014 31020 31021 31025 31026 31029 31030 31034
## Predicted 105.4 121.2 119.8 116.8 106.8 103.8 115.2 116 118.3 115.5 118.7
## cvpred 105.2 121.3 119.8 116.8 106.7 103.6 115.3 116 118.3 115.5 118.7
## pm2.5 53.0 50.0 45.0 33.0 9.0 11.0 16.0 16 31.0 34.0 32.0
## CV residual -52.2 -71.3 -74.8 -83.8 -97.7 -92.6 -99.3 -100 -87.3 -81.5 -86.7
## 31035 31036 31037 31040 31042 31044 31046 31052 31053 31054 31055
## Predicted 118.3 119.0 119.0 118.7 120.0 120.4 117.4 109.9 108.9 106.3 106.1
## cvpred 118.4 119.1 119.1 118.7 120.1 120.5 117.5 109.7 108.8 106.1 105.9
## pm2.5 49.0 59.0 68.0 42.0 52.0 60.0 57.0 33.0 54.0 79.0 49.0
## CV residual -69.4 -60.1 -51.1 -76.7 -68.1 -60.5 -60.5 -76.7 -54.8 -27.1 -56.9
## 31057 31060 31065 31068 31070 31072 31076 31079 31082 31085 31093
## Predicted 103.5 101.5 119.6 116 112.8 109.6 104.40 121.1 120.4 119.3 120.2
## cvpred 103.3 101.2 119.7 116 112.7 109.4 104.15 121.2 120.5 119.4 120.2
## pm2.5 72.0 135.0 154.0 169 161.0 173.0 108.00 77.0 107.0 146.0 116.0
## CV residual -31.3 33.8 34.3 53 48.3 63.6 3.85 -44.2 -13.5 26.6 -4.2
## 31096 31100 31104 31112 31113 31114 31117 31121 31123 31126
## Predicted 121.42 115.3 121.4 121.8 122.5 119.35 116 113.5 119.7 121.1
## cvpred 121.48 115.3 121.5 121.8 122.5 119.42 116 113.5 119.8 121.2
## pm2.5 118.00 103.0 110.0 161.0 152.0 116.00 30 15.0 56.0 139.0
## CV residual -3.48 -12.3 -11.5 39.2 29.5 -3.42 -86 -98.5 -63.8 17.8
## 31129 31131 31133 31134 31135 31137 31140 31141 31144 31145 31149
## Predicted 118.91 116.9 121.1 120.7 120.7 121.1 121.4 121.4 119.8 117.2 112.2
## cvpred 118.93 116.9 121.2 120.8 120.8 121.2 121.5 121.5 119.9 117.2 112.1
## pm2.5 109.00 87.0 65.0 65.0 83.0 85.0 90.0 94.0 75.0 66.0 42.0
## CV residual -9.93 -29.9 -56.2 -55.8 -37.8 -36.2 -31.5 -27.5 -44.9 -51.2 -70.1
## 31154 31156 31157 31158 31160 31162 31171 31173 31181 31188 31192
## Predicted 110.2 109.5 109.5 120.4 120.70 121.1 111 109.7 114.8 116.1 116.5
## cvpred 110.1 109.3 109.3 120.5 120.75 121.2 111 109.6 114.8 116.1 116.5
## pm2.5 73.0 92.0 92.0 104.0 124.00 99.0 96 122.0 59.0 18.0 26.0
## CV residual -37.1 -17.3 -17.3 -16.5 3.25 -22.2 -15 12.4 -55.8 -98.1 -90.5
## 31193 31195 31196 31197 31198 31201 31202 31203 31204 31205 31211
## Predicted 113.9 110.6 109.0 107.4 106.8 104.7 120.4 120.4 119.7 120.0 119.4
## cvpred 113.8 110.5 108.9 107.2 106.6 104.5 120.5 120.5 119.8 120.1 119.4
## pm2.5 31.0 33.0 41.0 40.0 46.0 58.0 64.0 70.0 75.0 72.0 28.0
## CV residual -82.8 -77.5 -67.9 -67.2 -60.6 -46.5 -56.5 -50.5 -44.8 -48.1 -91.4
## 31214 31215 31221 31223 31225 31233 31234 31246 31247 31248 31255
## Predicted 110.3 109.0 98.9 118.7 119.4 109.4 107.8 105.1 105.0 103.1 119.0
## cvpred 110.3 108.9 98.6 118.7 119.4 109.3 107.6 104.9 104.9 102.9 119.1
## pm2.5 13.0 12.0 17.0 40.0 38.0 18.0 17.0 69.0 53.0 49.0 41.0
## CV residual -97.3 -96.9 -81.6 -78.7 -81.4 -91.3 -90.6 -35.9 -51.9 -53.9 -78.1
## 31256 31258 31260 31263 31270 31271 31280 31281 31282 31286 31290
## Predicted 117.6 118 116.9 118.8 121.1 120.7 120.3 121.8 121.4 121.0 121.04
## cvpred 117.7 118 116.9 118.8 121.2 120.8 120.4 121.8 121.5 121.1 121.07
## pm2.5 55.0 54 56.0 56.0 62.0 71.0 90.0 88.0 80.0 103.0 112.00
## CV residual -62.7 -64 -60.9 -62.8 -59.2 -49.8 -30.4 -33.8 -41.5 -18.1 -9.07
## 31291 31292 31295 31299 31300 31301 31303 31305 31309 31314 31315
## Predicted 122.47 122.1 122.1 120.9 121.8 120.9 117.7 120.7 116.7 113.2 116.7
## cvpred 122.54 122.2 122.2 120.9 121.8 120.9 117.7 120.8 116.8 113.2 116.8
## pm2.5 128.00 149.0 156.0 138.0 141.0 131.0 89.0 62.0 23.0 31.0 25.0
## CV residual 5.46 26.8 33.8 17.1 19.2 10.1 -28.7 -58.8 -93.8 -82.2 -91.8
## 31321 31326 31327 31328 31331 31332 31333 31334 31336 31337 31346
## Predicted 120.7 121.1 121.4 122.5 122.5 120.9 119.8 121.6 121.1 121.4 121.8
## cvpred 120.8 121.1 121.4 122.5 122.5 120.9 119.9 121.6 121.2 121.5 121.8
## pm2.5 36.0 72.0 69.0 70.0 81.0 87.0 78.0 69.0 55.0 54.0 99.0
## CV residual -84.8 -49.1 -52.4 -52.5 -41.5 -33.9 -41.9 -52.6 -66.2 -67.5 -22.8
## 31351 31355 31356 31361 31363 31364 31366 31367 31371 31377 31380
## Predicted 121.09 122.47 122.1 118.3 115.4 113.7 112.5 112.4 118.5 119.7 119.4
## cvpred 121.16 122.54 122.2 118.3 115.3 113.7 112.4 112.3 118.5 119.7 119.4
## pm2.5 128.00 132.00 104.0 65.0 51.0 74.0 99.0 82.0 19.0 40.0 42.0
## CV residual 6.84 9.46 -18.2 -53.3 -64.3 -39.7 -13.4 -30.3 -99.5 -79.7 -77.4
## 31385 31397 31400 31401 31402 31403 31404 31407 31411 31420 31423
## Predicted 115.3 119.7 120.0 120.0 118.8 118.1 120.4 121.1 120.0 120.0 120
## cvpred 115.3 119.8 120.1 120.1 118.8 118.1 120.5 121.2 120.1 120.1 120
## pm2.5 69.0 38.0 34.0 39.0 42.0 41.0 39.0 39.0 56.0 90.0 63
## CV residual -46.3 -81.8 -86.1 -81.1 -76.8 -77.1 -81.5 -82.2 -64.1 -30.1 -57
## 31425 31426 31428 31431 31442 31443 31447 31451 31454 31455 31457
## Predicted 118.6 117.9 120.0 120.7 116.1 119.0 116.0 118 116.0 116 111.7
## cvpred 118.6 117.9 120.1 120.8 116.1 119.1 116.1 118 116.1 116 111.7
## pm2.5 55.0 65.0 74.0 81.0 32.0 26.0 27.0 25 32.0 28 27.0
## CV residual -63.6 -52.9 -46.1 -39.8 -84.1 -93.1 -89.1 -93 -84.1 -88 -84.7
## 31463 31464 31465 31467 31473 31474 31475 31485 31486 31487 31489
## Predicted 106.1 104.8 104 120.7 121.8 121.4 120.2 117.7 115.8 118.8 119.7
## cvpred 105.9 104.6 104 120.8 121.8 121.5 120.2 117.8 115.8 118.9 119.8
## pm2.5 57.0 63.0 76 84.0 110.0 107.0 63.0 144.0 21.0 21.0 31.0
## CV residual -48.9 -41.6 -28 -36.8 -11.8 -14.5 -57.2 26.2 -94.8 -97.9 -88.8
## 31490 31492 31494 31496 31497 31498 31499 31500 31504 31506 31507
## Predicted 119.4 119.4 118.3 117.6 116.8 116.1 119.4 118 120.0 118.1 117.5
## cvpred 119.4 119.4 118.4 117.6 116.9 116.1 119.4 118 120.1 118.1 117.5
## pm2.5 38.0 48.0 62.0 55.0 46.0 39.0 35.0 35 46.0 57.0 55.0
## CV residual -81.4 -71.4 -56.4 -62.6 -70.9 -77.1 -84.4 -83 -74.1 -61.1 -62.5
## 31515 31525 31529 31531 31540 31543 31548 31550 31551 31552
## Predicted 120.7 122.80 120.62 118.11 120.2 121.1 120.7 118.2 117.7 113
## cvpred 120.7 122.86 120.63 118.07 120.2 121.2 120.8 118.2 117.7 113
## pm2.5 71.0 130.00 128.00 128.00 33.0 43.0 43.0 24.0 27.0 26
## CV residual -49.7 7.14 7.37 9.93 -87.2 -78.2 -77.8 -94.2 -90.7 -87
## 31557 31559 31565 31573 31574 31577 31578 31579 31584 31586 31597
## Predicted 103.0 99.8 119 118.8 115.8 117.2 114.5 111.9 117.4 114.5 117.4
## cvpred 102.8 99.6 119 118.9 115.9 117.2 114.5 111.8 117.5 114.5 117.5
## pm2.5 32.0 23.0 17 35.0 36.0 34.0 30.0 31.0 50.0 31.0 32.0
## CV residual -70.8 -76.6 -102 -83.9 -79.9 -83.2 -84.5 -80.8 -67.5 -83.5 -85.5
## 31599 31600 31601 31605 31620 31621 31622 31632 31636 31647 31653
## Predicted 116.7 117.3 116.7 115.0 122.4 122.80 122.08 122.1 120.8 118.1 120.9
## cvpred 116.8 117.4 116.8 114.9 122.5 122.86 122.13 122.1 120.8 118.1 120.9
## pm2.5 42.0 36.0 40.0 49.0 104.0 115.00 117.00 80.0 106.0 167.0 62.0
## CV residual -74.8 -81.4 -76.8 -65.9 -18.5 -7.86 -5.13 -42.1 -14.8 48.9 -58.9
## 31655 31656 31657 31659 31660 31665 31666 31671 31674 31676 31677
## Predicted 121.4 120.0 119.8 116.6 115.3 111.7 110.5 103.2 99.7 96.9 95.6
## cvpred 121.5 120.1 119.8 116.6 115.3 111.6 110.3 102.9 99.4 96.5 95.2
## pm2.5 58.0 60.0 57.0 67.0 56.0 51.0 50.0 53.0 49.0 50.0 57.0
## CV residual -63.5 -60.1 -62.8 -49.6 -59.3 -60.6 -60.3 -49.9 -50.4 -46.5 -38.2
## 31680 31683 31684 31690 31691 31692 31693 31694 31697 31698 31703
## Predicted 121.1 119.3 118 122.1 121.8 120.7 120.4 121.4 117.8 116.9 122.3
## cvpred 121.1 119.3 118 122.2 121.8 120.8 120.4 121.5 117.8 116.9 122.3
## pm2.5 77.0 90.0 82 76.0 69.0 64.0 76.0 77.0 88.0 89.0 96.0
## CV residual -44.1 -29.3 -36 -46.2 -52.8 -56.8 -44.4 -44.5 -29.8 -27.9 -26.3
## 31707 31712 31714 31719 31720 31725 31728 31731 31735 31741 31744
## Predicted 120.4 121.8 121.8 118.3 116.7 110.1 106.8 104.0 122.8 121.4 118.9
## cvpred 120.5 121.8 121.8 118.3 116.7 109.9 106.6 103.7 122.9 121.4 118.8
## pm2.5 51.0 53.0 42.0 49.0 59.0 84.0 69.0 66.0 79.0 90.0 105.0
## CV residual -69.5 -68.8 -79.8 -69.3 -57.7 -25.9 -37.6 -37.7 -43.9 -31.4 -13.8
## 31746 31754 31755 31756 31763 31764 31766 31768 31772 31774 31777
## Predicted 116.35 107.8 105.8 105.8 123.9 123.5 124.2 123.64 124.2 123.9 122.8
## cvpred 116.28 107.6 105.6 105.6 123.9 123.5 124.2 123.69 124.2 123.9 122.8
## pm2.5 115.00 55.0 60.0 65.0 96.0 111.0 102.0 127.00 143.0 148.0 155.0
## CV residual -1.28 -52.6 -45.6 -40.6 -27.9 -12.5 -22.2 3.31 18.8 24.1 32.2
## 31778 31780 31781 31786 31788 31795 31797 31798 31801 31808 31815
## Predicted 124.2 124.0 122.8 103.2 96.1 73.0 68.7 69.2 116 116 115
## cvpred 124.2 124.1 122.9 103.1 95.8 72.3 68.0 68.4 116 116 115
## pm2.5 157.0 113.0 40.0 25.0 39.0 18.0 17.0 13.0 16 11 10
## CV residual 32.8 -11.1 -82.9 -78.1 -56.8 -54.3 -51.0 -55.4 -100 -105 -105
## 31816 31820 31829 31834 31835 31836 31839 31840 31849 31851 31854
## Predicted 115.2 115.0 111.2 115.2 114.7 114 113.1 114 117.6 116.1 118.1
## cvpred 115.3 115.1 111.1 115.3 114.7 114 113.2 114 117.6 116.1 118.1
## pm2.5 16.0 20.0 29.0 17.0 21.0 17 17.0 8 41.0 70.0 92.0
## CV residual -99.3 -95.1 -82.1 -98.3 -93.7 -97 -96.2 -106 -76.6 -46.1 -26.1
## 31855 31857 31867 31871 31876 31877 31878 31879 31881
## Predicted 119.35 120.044 118.9 121.42 120.73 121.78 121.78 120.73 121.43
## cvpred 119.42 120.105 118.9 121.48 120.79 121.85 121.85 120.79 121.48
## pm2.5 116.00 120.000 104.0 123.00 111.00 113.00 120.00 118.00 117.00
## CV residual -3.42 -0.105 -14.9 1.52 -9.79 -8.85 -1.85 -2.79 -4.48
## 31882 31885 31889 31894 31896 31898 31899 31904 31906 31909
## Predicted 121.07 118.79 112 106.7 106.3 105.91 119.7 120.4 117.56 120.73
## cvpred 121.12 118.83 112 106.5 106.1 105.73 119.8 120.5 117.59 120.79
## pm2.5 118.00 112.00 69 90.0 90.0 97.00 98.0 140.0 108.00 115.00
## CV residual -3.12 -6.83 -43 -16.5 -16.1 -8.73 -21.8 19.5 -9.59 -5.79
## 31913 31914 31917 31920 31924 31926 31928 31929 31932 31933
## Predicted 120.73 119.5 120.0 121.270 117.7 114.2 111.3 109.3 103.5 113.8
## cvpred 120.79 119.5 120.1 121.339 117.7 114.1 111.2 109.2 103.4 113.9
## pm2.5 127.00 139.0 117.0 121.000 150.0 89.0 97.0 77.0 59.0 35.0
## CV residual 6.21 19.5 -3.1 -0.339 32.3 -25.1 -14.2 -32.2 -44.4 -78.9
## 31934 31937 31938 31944 31947 31955 31960 31968 31975 31976 31979
## Predicted 111.5 110.1 115.2 119.0 118.3 107.5 111 118.7 114.4 114.4 118.3
## cvpred 111.6 110.1 115.3 119.1 118.4 107.4 111 118.7 114.4 114.4 118.4
## pm2.5 26.0 15.0 18.0 39.0 85.0 22.0 11 52.0 28.0 31.0 27.0
## CV residual -85.6 -95.1 -97.3 -80.1 -33.4 -85.4 -100 -66.7 -86.4 -83.4 -91.4
## 31981 31988 31989 31994 31995 31996 31998 31999 32005 32006 32007
## Predicted 116.6 103.6 104.1 118.7 119.0 118.1 117.4 115.8 114 114 111
## cvpred 116.7 103.5 103.9 118.7 119.1 118.2 117.5 115.9 114 114 111
## pm2.5 27.0 37.0 45.0 53.0 62.0 65.0 74.0 57.0 13 16 30
## CV residual -89.7 -66.5 -58.9 -65.7 -57.1 -53.2 -43.5 -58.9 -101 -98 -81
## 32008 32010 32011 32016 32017 32030 32034 32035 32042 32048 32053
## Predicted 110 109.2 110.0 100.2 99.5 119.4 116.8 115.6 103 119.4 120.4
## cvpred 110 109.1 109.9 99.9 99.2 119.4 116.8 115.5 103 119.4 120.5
## pm2.5 30 75.0 121.0 50.0 59.0 60.0 54.0 50.0 37 60.0 103.0
## CV residual -80 -34.1 11.1 -49.9 -40.2 -59.4 -62.8 -65.5 -66 -59.4 -17.5
## 32056 32064 32065 32067 32069 32074 32075 32077 32078 32079
## Predicted 119.3 119.69 120.40 120.05 119.7 98.2 94.9 85.5 79.2 74.8
## cvpred 119.4 119.75 120.47 120.11 119.8 98.0 94.7 85.1 78.8 74.2
## pm2.5 75.0 116.00 124.00 113.00 106.0 16.0 12.0 11.0 9.0 10.0
## CV residual -44.4 -3.75 3.53 -7.11 -13.8 -82.0 -82.7 -74.1 -69.8 -64.2
## 32093 32094 32099 32100 32106 32107 32112 32113 32115 32122 32123
## Predicted 113 113 103.3 100.0 110 109.9 114.2 115 113.5 111.6 110.5
## cvpred 113 113 103.3 99.9 110 109.9 114.3 115 113.5 111.6 110.6
## pm2.5 9 6 13.0 10.0 10 13.0 31.0 34 35.0 27.0 19.0
## CV residual -104 -107 -90.3 -89.9 -100 -96.9 -83.3 -81 -78.5 -84.6 -91.6
## 32127 32132 32133 32136 32137 32138 32141 32142 32143 32148 32149
## Predicted 108.3 113.5 114.5 112.4 110.7 115 115 114.0 112.7 111.5 113.8
## cvpred 108.4 113.6 114.6 112.4 110.7 115 115 114.1 112.8 111.5 113.9
## pm2.5 10.0 16.0 24.0 38.0 55.0 76 39 37.0 40.0 31.0 35.0
## CV residual -98.4 -97.6 -90.6 -74.4 -55.7 -39 -76 -77.1 -72.8 -80.5 -78.9
## 32151 32152 32156 32157 32159 32160 32162 32163 32173 32174 32175
## Predicted 113.2 112.5 114.1 117.4 115.7 116.6 115.4 115.6 114.5 114.5 114.5
## cvpred 113.2 112.5 114.1 117.5 115.8 116.7 115.4 115.7 114.6 114.6 114.6
## pm2.5 30.0 42.0 64.0 66.0 65.0 55.0 84.0 89.0 43.0 47.0 57.0
## CV residual -83.2 -70.5 -50.1 -51.5 -50.8 -61.7 -31.4 -26.7 -71.6 -67.6 -57.6
## 32176 32180 32182 32185 32188 32194 32197 32199 32200 32201 32208
## Predicted 113.8 112.5 112.8 111.0 117.8 117.6 115.5 117.3 116.6 116.75 111.7
## cvpred 113.9 112.5 112.7 110.9 117.9 117.7 115.6 117.4 116.6 116.81 111.7
## pm2.5 55.0 76.0 89.0 82.0 96.0 66.0 80.0 93.0 98.0 109.00 123.0
## CV residual -58.9 -36.5 -23.7 -28.9 -21.9 -51.7 -35.6 -24.4 -18.6 -7.81 11.3
## 32209 32214 32217 32223 32225 32228 32229 32230 32235 32239 32240
## Predicted 111.0 116.7 117.6 117.3 116.7 115.3 118.5 118.8 110.5 105 103.5
## cvpred 110.9 116.8 117.7 117.3 116.8 115.3 118.6 118.9 110.5 105 103.3
## pm2.5 133.0 38.0 58.0 74.0 68.0 65.0 81.0 90.0 19.0 12 13.0
## CV residual 22.1 -78.8 -59.7 -43.3 -48.8 -50.3 -37.6 -28.9 -91.5 -93 -90.3
## 32241 32242 32246 32249 32250 32252 32253 32255 32256 32257 32259
## Predicted 116 115 113 112.7 112.8 108.2 106.6 104.6 116.3 116.3 116
## cvpred 116 115 113 112.8 112.8 108.1 106.5 104.5 116.3 116.3 116
## pm2.5 16 15 13 16.0 20.0 48.0 52.0 48.0 60.0 62.0 68
## CV residual -100 -100 -100 -96.8 -92.8 -60.1 -54.5 -56.5 -56.3 -54.3 -48
## 32260 32266 32267 32268 32269 32271 32276 32277 32278 32282
## Predicted 116.2 115.2 116.6 115.6 114.8 114.7 109.25 108.53 107.82 117.6
## cvpred 116.3 115.2 116.7 115.6 114.9 114.7 109.19 108.46 107.73 117.7
## pm2.5 67.0 66.0 65.0 70.0 69.0 74.0 103.00 111.00 117.00 140.0
## CV residual -49.3 -49.2 -51.7 -45.6 -45.9 -40.7 -6.19 2.54 9.27 22.3
## 32290 32292 32293 32295 32296 32297 32299 32300 32303 32309 32313
## Predicted 113.2 112.6 110.7 111.8 111.8 110.4 111.7 115.6 117 115.0 116.6
## cvpred 113.2 112.7 110.7 111.8 111.8 110.5 111.8 115.7 117 115.1 116.7
## pm2.5 101.0 70.0 39.0 25.0 20.0 26.0 29.0 31.0 90 94.0 42.0
## CV residual -12.2 -42.7 -71.7 -86.8 -91.8 -84.5 -82.8 -84.7 -27 -21.1 -74.7
## 32316 32319 32321 32322 32326 32328 32329 32330 32337 32338
## Predicted 116 115.9 117.980 118 117.6 117 116.6 117.3 117.98 117.26
## cvpred 116 115.9 118.045 118 117.7 117 116.7 117.4 118.04 117.31
## pm2.5 225 126.0 119.000 138 159.0 46 45.0 53.0 112.00 114.00
## CV residual 109 10.1 0.955 20 41.3 -71 -71.7 -64.4 -6.04 -3.31
## 32342 32344 32347 32349 32350 32354 32360 32363 32368 32371
## Predicted 113.2 110.7 108.0 106.5 105.81 102.77 117.80 112.7 97.4 90.8
## cvpred 113.2 110.7 107.9 106.4 105.67 102.57 117.86 112.7 97.3 90.6
## pm2.5 75.0 69.0 84.0 99.0 103.00 104.00 124.00 35.0 11.0 13.0
## CV residual -38.2 -41.7 -23.9 -7.4 -2.67 1.43 6.14 -77.7 -86.3 -77.6
## 32374 32377 32378 32379 32390 32397 32398 32399 32401 32403
## Predicted 115.2 114.8901 114.5 114.2 114.7 103.9 103 102.4 101.72 100.3
## cvpred 115.2 114.9681 114.6 114.2 114.7 103.7 103 102.2 101.52 100.1
## pm2.5 68.0 115.0000 98.0 86.0 90.0 90.0 80 85.0 106.00 119.0
## CV residual -47.2 0.0319 -16.6 -28.2 -24.7 -13.7 -23 -17.2 4.48 18.9
## 32404 32405 32406 32408 32413 32415 32417 32418 32419 32421 32424
## Predicted 98.9 98.2 116 117 115.0 111 117.3 116.4 119.0 117.4 110.7
## cvpred 98.6 97.9 116 117 115.1 111 117.4 116.4 119.1 117.5 110.6
## pm2.5 127.0 132.0 132 164 140.0 124 160.0 191.0 178.0 198.0 132.0
## CV residual 28.4 34.1 16 47 24.9 13 42.6 74.6 58.9 80.5 21.4
## 32425 32426 32427 32433 32436 32437 32440 32444 32448 32449 32451
## Predicted 108.7 117.6 117.3 111.9 109.9 109.2 107.7 119.0 118.1 117.8 118.7
## cvpred 108.6 117.7 117.4 111.9 109.8 109.1 107.6 119.1 118.2 117.8 118.7
## pm2.5 46.0 86.0 69.0 50.0 80.0 88.0 134.0 186.0 134.0 144.0 146.0
## CV residual -62.6 -31.7 -48.4 -61.9 -29.8 -21.1 26.4 66.9 15.8 26.2 27.3
## 32452 32457 32458 32461 32462 32463 32470 32471 32472 32473 32474
## Predicted 118 116.7 115.9 117.3 107.6 104.2 112.0 112 111.9 109.3 108.7
## cvpred 118 116.7 115.9 117.4 107.6 104.2 112.1 112 111.9 109.3 108.7
## pm2.5 116 104.0 92.0 58.0 39.0 12.0 37.0 31 66.0 52.0 17.0
## CV residual -2 -12.7 -23.9 -59.4 -68.6 -92.2 -75.1 -81 -45.9 -57.3 -91.7
## 32475 32479 32485 32486 32487 32489 32490 32491 32498 32502 32503
## Predicted 105.7 106.6 107 108.0 108.5 109.3 107.3 106.6 115.6 115 114.5
## cvpred 105.7 106.6 107 108.1 108.5 109.3 107.3 106.6 115.7 115 114.6
## pm2.5 20.0 8.0 22 29.0 28.0 28.0 29.0 28.0 26.0 60 75.0
## CV residual -85.7 -98.6 -85 -79.1 -80.5 -81.3 -78.3 -78.6 -89.7 -55 -39.6
## 32509 32514 32516 32517 32521 32523 32524 32526 32527 32531
## Predicted 114.2 108.5 109 109 116.96 117.467 116.958 116.6 117.1 117
## cvpred 114.2 108.4 109 109 117.03 117.536 117.032 116.6 117.2 117
## pm2.5 54.0 46.0 57 64 113.00 117.000 117.000 90.0 87.0 85
## CV residual -60.2 -62.4 -52 -45 -4.03 -0.536 -0.032 -26.6 -30.2 -32
## 32534 32536 32537 32540 32542 32545 32548 32551 32553 32554
## Predicted 117.4 118.7 118.3 118 118 118.665 116.9 119.0 118.3 119.35
## cvpred 117.5 118.7 118.4 118 118 118.729 116.9 119.1 118.4 119.42
## pm2.5 97.0 93.0 95.0 108 179 118.000 128.0 106.0 104.0 110.00
## CV residual -20.5 -25.7 -23.4 -10 61 -0.729 11.1 -13.1 -14.4 -9.42
## 32555 32559 32561 32567 32569 32571 32574 32576 32582 32583
## Predicted 119.35 119.0 116.7 115.675 114.93 118.34 118.5 117.3 118 118.67
## cvpred 119.42 119.1 116.8 115.712 114.94 118.41 118.6 117.3 118 118.73
## pm2.5 126.00 105.0 95.0 116.000 113.00 123.00 131.0 128.0 108 109.00
## CV residual 6.58 -14.1 -21.8 0.288 -1.94 4.59 12.4 10.7 -10 -9.73
## 32588 32595 32596 32601 32602 32606 32611 32612 32614 32616 32618
## Predicted 112.39 117.1 115.8 108 112.6 107.6 116.4 117 116.6 117.6 117
## cvpred 112.34 117.1 115.9 108 112.6 107.6 116.5 117 116.6 117.7 117
## pm2.5 121.00 153.0 147.0 59 38.0 12.0 29.0 49 75.0 94.0 77
## CV residual 8.66 35.9 31.1 -49 -74.6 -95.6 -87.5 -68 -41.6 -23.7 -40
## 32622 32624 32625 32626 32630 32635 32636 32641 32646 32649 32652
## Predicted 116.6 117.3 115.9 116.3 112.7 108.2 105.5 114.7 117 117.6 116.6
## cvpred 116.7 117.4 115.9 116.3 112.8 108.1 105.4 114.7 117 117.7 116.7
## pm2.5 53.0 42.0 41.0 39.0 56.0 61.0 83.0 37.0 62 72.0 85.0
## CV residual -63.7 -75.4 -74.9 -77.3 -56.8 -47.1 -22.4 -77.7 -55 -45.7 -31.7
## 32657 32658 32660 32662 32669 32670 32671 32673 32677 32679
## Predicted 117.65 117.65 118.3 118.3 116.01 110 105 100.5 89.2 82.0
## cvpred 117.72 117.72 118.4 118.4 116.04 110 105 100.3 88.9 81.5
## pm2.5 111.00 111.00 137.0 134.0 110.00 69 18 10.0 10.0 10.0
## CV residual -6.72 -6.72 18.6 15.6 -6.04 -41 -87 -90.3 -78.9 -71.5
## 32686 32687 32688 32691 32694 32695 32699 32702 32703 32707 32711
## Predicted 111.8 109.8 108.2 104.8 107.8 110 102.3 95.7 94.1 107.8 109.2
## cvpred 111.8 109.9 108.2 104.8 107.8 110 102.3 95.7 94.0 107.9 109.2
## pm2.5 23.0 16.0 44.0 17.0 11.0 10 11.0 10.0 7.0 13.0 29.0
## CV residual -88.8 -93.9 -64.2 -87.8 -96.8 -100 -91.3 -85.7 -87.0 -94.9 -80.2
## 32722 32723 32726 32737 32741 32743 32746 32747 32748 32749 32750
## Predicted 106 102 94.6 110.8 107.0 109.4 109.0 108.3 107.0 105 107.6
## cvpred 106 102 94.6 110.8 107.1 109.5 109.1 108.4 107.1 105 107.7
## pm2.5 20 16 10.0 47.0 33.0 30.0 20.0 30.0 55.0 48 55.0
## CV residual -86 -86 -84.6 -63.8 -74.1 -79.5 -89.1 -78.4 -52.1 -57 -52.7
## 32755 32756 32757 32760 32762 32766 32767 32769 32772 32774 32777
## Predicted 106.6 109 113.5 112.1 111.6 111.8 112.1 113.151 112.5 109.1 107
## cvpred 106.6 109 113.6 112.2 111.7 111.8 112.2 113.225 112.5 109.2 107
## pm2.5 47.0 51 69.0 138.0 184.0 129.0 126.0 113.000 159.0 166.0 229
## CV residual -59.6 -58 -44.6 25.8 72.3 17.2 13.8 -0.225 46.5 56.8 122
## 32780 32782 32783 32784 32786 32787 32796 32803 32805 32811 32816
## Predicted 108 114 114 113 109.3 112.8 111 115 114 112 111
## cvpred 107 114 114 113 109.3 112.9 111 115 114 112 111
## pm2.5 281 298 266 250 207.0 209.0 273 246 274 286 232
## CV residual 174 184 152 137 97.7 96.1 162 131 160 174 121
## 32824 32831 32834 32835 32840 32844 32845 32846 32847 32848 32849
## Predicted 103 116 115.2 115 116.2 112 111.4 109.10 107.16 105.9 105.2
## cvpred 103 116 115.3 115 116.3 112 111.4 109.05 107.08 105.8 105.1
## pm2.5 210 208 214.0 221 100.0 128 125.0 114.00 102.00 103.0 84.0
## CV residual 107 92 98.7 106 -16.3 16 13.6 4.95 -5.08 -2.8 -21.1
## 32851 32852 32853 32856 32861 32863 32864 32865 32868 32870 32871
## Predicted 116.6 116.42 116.6 116.6 117 117 116.7 116.0 115.4 114.3 112.6
## cvpred 116.7 116.49 116.7 116.7 117 117 116.8 116.1 115.4 114.3 112.6
## pm2.5 93.0 114.00 164.0 188.0 147 145 134.0 131.0 23.0 23.0 16.0
## CV residual -23.7 -2.49 47.3 71.3 30 28 17.2 14.9 -92.4 -91.3 -96.6
## 32872 32877 32879 32883 32885 32887 32891 32892 32894 32895 32897
## Predicted 110 114.7 112 113.2 111.1 112 99.3 96.6 94.1 103.5 103
## cvpred 110 114.7 112 113.2 111.2 112 99.3 96.6 94.0 103.6 103
## pm2.5 10 64.0 34 37.0 24.0 9 7.0 5.0 10.0 9.0 8
## CV residual -100 -50.7 -78 -76.2 -87.2 -103 -92.3 -91.6 -84.0 -94.6 -95
## 32898 32899 32900 32901 32902 32905 32911 32912 32913 32914 32920
## Predicted 102.7 102.5 100.9 109.4 110.4 110.4 110.6 111 111.1 110.4 104.2
## cvpred 102.8 102.5 100.9 109.5 110.5 110.5 110.7 111 111.2 110.5 104.1
## pm2.5 13.0 16.0 21.0 27.0 26.0 43.0 36.0 36 45.0 48.0 81.0
## CV residual -89.8 -86.5 -79.9 -82.5 -84.5 -67.5 -74.7 -75 -66.2 -62.5 -23.1
## 32921 32924 32927 32928 32929 32930 32931 32934 32940 32945 32947
## Predicted 104.2 111.7 113.5 113.2 112.8 114.2 114.4 113.5 113.5 110.6 110.2
## cvpred 104.1 111.7 113.6 113.2 112.9 114.3 114.5 113.6 113.6 110.6 110.2
## pm2.5 71.0 58.0 55.0 42.0 40.0 47.0 58.0 67.0 127.0 168.0 180.0
## CV residual -33.1 -53.7 -58.6 -71.2 -72.9 -67.3 -56.5 -46.6 13.4 57.4 69.8
## 32953 32956 32957 32963 32966 32967 32970 32971 32972 32974 32975
## Predicted 115 114 114 115 112 111 109 116 116 116 116
## cvpred 115 114 114 115 112 111 109 116 116 116 116
## pm2.5 393 346 319 308 277 269 242 255 316 337 308
## CV residual 278 232 205 193 165 158 133 139 200 221 192
## 32982 32991 32993 32995 32997 33001 33005 33009 33011 33022 33037
## Predicted 114 115.6 114.8 115.0 116.1 114.2 113.8 110.2 103.5 112.6 109.3
## cvpred 114 115.6 114.9 115.1 116.2 114.2 113.9 110.1 103.4 112.7 109.3
## pm2.5 251 168.0 179.0 177.0 206.0 201.0 185.0 160.0 66.0 55.0 65.0
## CV residual 137 52.4 64.1 61.9 89.8 86.8 71.1 49.9 -37.4 -57.7 -44.3
## 33038 33043 33044 33050 33055 33056 33062 33063 33070 33071 33073
## Predicted 107 103.2 103.5 112.8 112.1 113.5 113.1 114.2 114 114 114.5
## cvpred 107 103.1 103.4 112.9 112.2 113.6 113.2 114.3 114 114 114.6
## pm2.5 60 69.0 73.0 98.0 99.0 102.0 125.0 148.0 226 224 208.0
## CV residual -47 -34.1 -30.4 -14.9 -13.2 -11.6 11.8 33.7 112 110 93.4
## 33074 33077 33081 33087 33089 33091 33094 33097 33102 33105 33106
## Predicted 114.0 114.2 114.7 84.4 74.6 68.9 61.2 105.6 107.6 109.4 108.3
## cvpred 114.1 114.3 114.7 84.1 74.1 68.3 60.5 105.7 107.7 109.5 108.4
## pm2.5 194.0 203.0 207.0 16.0 12.0 11.0 10.0 22.0 21.0 46.0 51.0
## CV residual 79.9 88.7 92.3 -68.1 -62.1 -57.3 -50.5 -83.7 -86.7 -63.5 -57.4
## 33108 33112 33117 33118 33123 33125 33128 33129 33139 33147 33157
## Predicted 103.6 105.0 109.6 110.8 110.0 107.4 104.1 104.8 111.4 110.1 112.5
## cvpred 103.7 105.1 109.7 110.8 110.1 107.4 104.1 104.8 111.5 110.2 112.5
## pm2.5 39.0 46.0 102.0 149.0 72.0 57.0 70.0 63.0 59.0 48.0 57.0
## CV residual -64.7 -59.1 -7.7 38.2 -38.1 -50.4 -34.1 -41.8 -52.5 -62.2 -55.5
## 33159 33160 33163 33167 33170 33172 33183 33185 33187 33188 33189
## Predicted 112.8 112.5 113.5 113.5 113.2 113.2 82.2 77.6 101.8 104.2 105.2
## cvpred 112.9 112.5 113.6 113.6 113.2 113.2 82.0 77.3 101.9 104.3 105.3
## pm2.5 61.0 63.0 70.0 72.0 77.0 100.0 16.0 8.0 16.0 28.0 22.0
## CV residual -51.9 -49.5 -43.6 -41.6 -36.2 -13.2 -66.0 -69.3 -85.9 -76.3 -83.3
## 33190 33195 33196 33198 33199 33203 33210 33213 33216 33221 33226
## Predicted 104.9 104.6 105 100.0 103.2 98.6 97.8 98.7 106.3 104.0 96.7
## cvpred 104.9 104.6 105 100.1 103.3 98.7 97.9 98.7 106.3 104.1 96.6
## pm2.5 27.0 5.0 7 9.0 8.0 17.0 18.0 49.0 60.0 64.0 50.0
## CV residual -77.9 -99.6 -98 -91.1 -95.3 -81.7 -79.9 -49.7 -46.3 -40.1 -46.6
## 33233 33234 33236 33237 33244 33245 33251 33254 33257 33260 33264
## Predicted 99.3 98.8 103.2 103.87 107.6 107.3 108.3 103.4 96.79 98.1 109
## cvpred 99.4 98.8 103.2 103.89 107.7 107.4 108.4 103.4 96.72 98.0 109
## pm2.5 30.0 26.0 70.0 97.00 169.0 172.0 129.0 178.0 95.00 170.0 216
## CV residual -69.4 -72.8 -33.2 -6.89 61.3 64.6 20.6 74.6 -1.72 72.0 107
## 33267 33268 33270 33272 33277 33279 33280 33284 33286 33289 33291
## Predicted 108 109 109 108 109 107 105 111 111 111 111
## cvpred 108 109 109 108 109 107 105 111 111 111 111
## pm2.5 233 262 259 227 218 252 231 251 302 283 268
## CV residual 125 153 150 119 109 145 126 140 191 172 157
## 33292 33294 33299 33307 33310 33314 33315 33317 33319 33322 33323
## Predicted 110 106.8 89.7 67.1 57.6 104.3 106 103.6 100.8 103 102.8
## cvpred 110 106.8 89.6 66.5 56.9 104.4 106 103.7 100.8 103 102.9
## pm2.5 273 162.0 17.0 15.0 15.0 29.0 20 21.0 30.0 29 24.0
## CV residual 163 55.2 -72.6 -51.5 -41.9 -75.4 -86 -82.7 -70.8 -74 -78.9
## 33325 33329 33330 33337 33339 33354 33356 33358 33359 33360 33362
## Predicted 102.1 103.5 103.5 107.3 106.7 100.2 109.4 109.0 108.7 108.7 109.0
## cvpred 102.2 103.6 103.6 107.4 106.8 100.1 109.5 109.1 108.8 108.8 109.1
## pm2.5 17.0 16.0 23.0 66.0 90.0 79.0 77.0 122.0 121.0 134.0 149.0
## CV residual -85.2 -87.6 -80.6 -41.4 -16.8 -21.1 -32.5 12.9 12.2 25.2 39.9
## 33363 33366 33367 33370 33371 33372 33379 33381 33382 33383 33390
## Predicted 108.0 108.0 107.8 109.4 109.7 108.4 108.8 112.1 111.4 109.70 104.7
## cvpred 108.1 108.1 107.9 109.5 109.8 108.5 108.8 112.2 111.5 109.78 104.7
## pm2.5 143.0 187.0 193.0 182.0 187.0 184.0 154.0 95.0 125.0 116.00 21.0
## CV residual 34.9 78.9 85.1 72.5 77.2 75.5 45.2 -17.2 13.5 6.22 -83.7
## 33396 33402 33407 33409 33411 33412 33418 33419 33422 33423 33425
## Predicted 89.6 68.3 91.0 84.2 77.7 75.4 98.5 99.5 92.0 90.3 86.5
## cvpred 89.6 67.9 90.9 84.0 77.5 75.1 98.6 99.6 91.9 90.2 86.3
## pm2.5 26.0 24.0 17.0 11.0 13.0 12.0 18.0 17.0 23.0 22.0 22.0
## CV residual -63.6 -43.9 -73.9 -73.0 -64.5 -63.1 -80.6 -82.6 -68.9 -68.2 -64.3
## 33427 33428 33433 33441 33442 33444 33448 33450 33453 33457 33463
## Predicted 80.8 78.8 70.7 62.4 59.8 54.8 101.4 102.1 104.3 104.3 95
## cvpred 80.5 78.5 70.2 61.8 59.1 54.0 101.5 102.2 104.4 104.4 95
## pm2.5 33.0 36.0 37.0 43.0 43.0 31.0 25.0 31.0 84.0 52.0 41
## CV residual -47.5 -42.5 -33.2 -18.8 -16.1 -23.0 -76.5 -71.2 -20.4 -52.4 -54
## 33469 33483 33491 33502 33507 33508 33511 33514 33516 33519 33522
## Predicted 84.9 107 107 109 108 106 102 101 97.1 108 108
## cvpred 84.7 107 107 109 108 106 102 101 97.0 108 108
## pm2.5 44.0 178 155 335 348 318 274 282 275.0 275 321
## CV residual -40.7 71 48 226 240 212 172 181 178.0 167 213
## 33526 33528 33530 33531 33532 33533 33534 33536 33543 33544 33545
## Predicted 110 109 110.1 107.8 106.5 105.1 108.0 106.6 99.5 98.1 100.1
## cvpred 110 109 110.2 107.9 106.6 105.2 108.1 106.7 99.6 98.2 100.2
## pm2.5 386 359 144.0 28.0 15.0 13.0 16.0 20.0 10.0 12.0 12.0
## CV residual 276 250 33.8 -79.9 -91.6 -92.2 -92.1 -86.7 -89.6 -86.2 -88.2
## 33551 33554 33555 33558 33560 33563 33564 33566 33573 33575 33577
## Predicted 105.2 105.57 105.2 105.2 105.2 106 105 104.2 107.3 108.2 108.0
## cvpred 105.3 105.66 105.3 105.3 105.3 106 105 104.3 107.4 108.3 108.1
## pm2.5 52.0 103.00 123.0 87.0 37.0 37 37 70.0 164.0 142.0 165.0
## CV residual -53.3 -2.66 17.7 -18.3 -68.3 -69 -68 -34.3 56.6 33.7 56.9
## 33580 33583 33586 33589 33592 33595 33596 33597 33601 33605 33615
## Predicted 106.3 103.8 101.6 96.3 105.0 105.7 109 109 108 108 108
## cvpred 106.3 103.8 101.6 96.2 105.1 105.7 109 109 108 108 108
## pm2.5 192.0 121.0 118.0 127.0 141.0 174.0 233 218 274 308 254
## CV residual 85.7 17.2 16.4 30.8 35.9 68.3 124 109 166 200 146
## 33616 33617 33620 33621 33625 33626 33627 33633 33634 33636 33637
## Predicted 106 105 109.4 109.7 108.7 108.3 108.6 108 109 110 110
## cvpred 106 105 109.5 109.8 108.7 108.4 108.7 108 109 110 110
## pm2.5 266 241 180.0 175.0 196.0 195.0 205.0 247 290 323 356
## CV residual 160 136 70.5 65.2 87.3 86.6 96.3 139 181 213 246
## 33643 33644 33646 33647 33651 33654 33661 33663 33665 33666 33667
## Predicted 103 102 109 110 108 100.9 84.6 76.4 71.0 68.0 66.3
## cvpred 103 102 109 110 108 100.9 84.4 76.1 70.5 67.5 65.8
## pm2.5 285 284 320 325 314 22.0 14.0 10.0 7.0 6.0 16.0
## CV residual 182 182 211 215 206 -78.9 -70.4 -66.1 -63.5 -61.5 -49.8
## 33673 33674 33678 33680 33682 33683 33687 33694 33699 33702 33704
## Predicted 104.6 105 102.8 104.6 102.2 100.3 100.2 106.62 107 106.3 107
## cvpred 104.6 105 102.9 104.6 102.3 100.3 100.3 106.71 107 106.3 107
## pm2.5 9.0 24 44.0 47.0 41.0 33.0 41.0 105.00 227 152.0 135
## CV residual -95.6 -81 -58.9 -57.6 -61.3 -67.3 -59.3 -1.71 120 45.7 28
## 33711 33712 33715 33718 33719 33721 33726 33728 33729 33730 33734
## Predicted 106.3 104.9 108 108 107 107 104 106.3 106.7 105.5 85.2
## cvpred 106.3 104.9 108 108 107 107 104 106.3 106.8 105.5 85.2
## pm2.5 182.0 163.0 221 286 304 296 239 206.0 183.0 159.0 34.0
## CV residual 75.7 58.1 113 178 197 189 135 99.7 76.2 53.5 -51.2
## 33735 33739 33740 33745 33746 33747 33748 33749 33755 33760 33761
## Predicted 81.3 64.8 61.0 49.8 49.2 45.6 44.0 42.4 97.3 89.4 88.5
## cvpred 81.1 64.4 60.5 49.0 48.4 44.8 43.1 41.5 97.4 89.4 88.5
## pm2.5 26.0 12.0 11.0 10.0 7.0 7.0 8.0 7.0 17.0 31.0 35.0
## CV residual -55.1 -52.4 -49.5 -39.0 -41.4 -37.8 -35.1 -34.5 -80.4 -58.4 -53.5
## 33764 33765 33767 33770 33772 33773 33782 33783 33784 33786 33793
## Predicted 103.2 103.2 102.82 104.0 102 102.8 104.6 103 104.6 105.2 105.4
## cvpred 103.3 103.3 102.91 104.1 102 102.9 104.6 103 104.6 105.3 105.4
## pm2.5 66.0 89.0 112.00 196.0 217 174.0 143.0 159 164.0 177.0 178.0
## CV residual -37.3 -14.3 9.09 91.9 115 71.1 38.4 56 59.4 71.7 72.6
## 33794 33799 33804 33807 33814 33818 33822 33832 33836 33838 33840
## Predicted 105.6 106 99.5 100.2 81.7 55.8 41.1 10.39 88.9 93.9 96.3
## cvpred 105.7 106 99.5 100.3 81.5 55.3 40.4 9.09 89.0 94.0 96.4
## pm2.5 170.0 178 148.0 115.0 13.0 6.0 3.0 12.00 53.0 78.0 16.0
## CV residual 64.3 72 48.5 14.7 -68.5 -49.3 -37.4 2.91 -36.0 -16.0 -80.4
## 33853 33856 33858 33862 33863 33872 33873 33879 33881 33883 33884
## Predicted 90.2 92.1 87.8 101.1 102.1 97.3 97.3 99.4 99.7 102.5 102.5
## cvpred 90.2 92.2 87.8 101.2 102.2 97.3 97.3 99.5 99.8 102.6 102.5
## pm2.5 14.0 38.0 48.0 81.0 87.0 58.0 45.0 24.0 14.0 36.0 49.0
## CV residual -76.2 -54.2 -39.8 -20.2 -15.2 -39.3 -52.3 -75.5 -85.8 -66.6 -53.5
## 33885 33892 33894 33899 33900 33902 33906 33910 33911 33914 33918
## Predicted 100.4 104.6 105.2 105.6 105.2 105 107 106 105 100 95.3
## cvpred 100.4 104.6 105.3 105.7 105.3 105 107 106 105 100 95.2
## pm2.5 55.0 124.0 128.0 160.0 185.0 198 270 264 282 211 23.0
## CV residual -45.4 19.4 22.7 54.3 79.7 93 163 158 177 111 -72.2
## 33919 33929 33934 33939 33940 33946 33947 33953 33960 33961
## Predicted 94.6 73.5 99.0 102.48 102.13 104 100.74 93.7 101.8 102
## cvpred 94.5 73.3 99.1 102.58 102.22 104 100.84 93.7 101.9 102
## pm2.5 18.0 27.0 76.0 93.00 106.00 172 106.00 108.0 187.0 210
## CV residual -76.5 -46.3 -23.1 -9.58 3.78 68 5.16 14.3 85.1 108
## 33969 33972 33973 33977 33980 33988 33994 33998 34004 34006 34008
## Predicted 86.1 70.1 64.5 42.7 28.2 100.7 91.4 73.1 52.1 49.6 48.1
## cvpred 86.0 69.7 64.1 41.8 27.1 100.8 91.5 72.9 51.5 48.9 47.3
## pm2.5 32.0 14.0 11.0 7.0 7.0 48.0 6.0 9.0 10.0 10.0 12.0
## CV residual -54.0 -55.7 -53.1 -34.8 -20.1 -52.8 -85.5 -63.9 -41.5 -38.9 -35.3
## 34016 34022 34023 34026 34027 34028 34030 34033 34035 34036 34037
## Predicted 27.2 6.08 2.85 -6.83 -8.11 -11.7 89.6 85.1 95.4 92.6 93.4
## cvpred 26.1 4.62 1.34 -8.52 -9.84 -13.5 89.6 85.0 95.5 92.7 93.5
## pm2.5 7.0 14.00 13.00 8.00 9.00 20.0 17.0 19.0 14.0 14.0 12.0
## CV residual -19.1 9.38 11.66 16.52 18.84 33.5 -72.6 -66.0 -81.5 -78.7 -81.5
## 34038 34040 34042 34046 34048 34052 34053 34055 34057 34060 34062
## Predicted 92.7 95.9 91.7 92.8 92.8 93.8 93.9500 98.6 99.7 96.6 94.4
## cvpred 92.7 96.0 91.7 93.0 93.0 93.9 94.0212 98.7 99.8 96.6 94.4
## pm2.5 10.0 16.0 25.0 20.0 26.0 80.0 94.0000 87.0 116.0 130.0 71.0
## CV residual -82.7 -80.0 -66.7 -73.0 -67.0 -13.9 -0.0212 -11.7 16.2 33.4 -23.4
## 34070 34075 34076 34082 34084 34087 34098 34099 34101 34103 34106
## Predicted 97.4 98.0 99.0 100.7 100.4 98.24 99.0 99.2 101.8 101 101
## cvpred 97.5 98.1 99.1 100.8 100.4 98.29 99.1 99.2 101.9 101 102
## pm2.5 24.0 32.0 70.0 191.0 197.0 103.00 70.0 158.0 166.0 218 239
## CV residual -73.5 -66.1 -29.1 90.2 96.6 4.71 -29.1 58.8 64.1 117 137
## 34107 34108 34115 34116 34118 34121 34122 34123 34124 34130 34135
## Predicted 101 99.3 89.5 88.8 98.3 98.8 98.6 97.3 96.6 103 97.8
## cvpred 101 99.4 89.4 88.7 98.4 98.9 98.7 97.4 96.6 103 97.9
## pm2.5 230 165.0 68.0 59.0 74.0 203.0 176.0 185.0 212.0 314 218.0
## CV residual 129 65.6 -21.4 -29.7 -24.4 104.1 77.3 87.6 115.4 211 120.1
## 34136 34138 34143 34144 34145 34146 34149 34150 34155 34156 34157
## Predicted 101.8 101.6 96.5 95.3 93 101 102 102 104 103 102
## cvpred 101.9 101.7 96.6 95.3 93 101 102 103 104 103 102
## pm2.5 201.0 147.0 107.0 141.0 199 222 271 273 303 347 210
## CV residual 99.1 45.3 10.4 45.7 106 121 169 170 199 244 108
## 34158 34162 34165 34166 34171 34173 34175 34176 34180 34182 34185
## Predicted 102.12 95.2 86.6 83.6 99.4 95.0 86.9 84.0 71.1 64.9 54.4
## cvpred 102.22 95.2 86.5 83.4 99.5 95.1 86.9 83.9 70.8 64.4 53.8
## pm2.5 98.00 42.0 58.0 63.0 74.0 68.0 38.0 23.0 19.0 18.0 17.0
## CV residual -4.22 -53.2 -28.5 -20.4 -25.5 -27.1 -48.9 -60.9 -51.8 -46.4 -36.8
## 34186 34190 34195 34197 34201 34205 34207 34211 34214 34217 34219
## Predicted 49.4 40.1 22.42 94.901 98.5 97.0 99.0 91.9 87.9 73.6 65.1
## cvpred 48.7 39.2 21.28 95.017 98.6 97.1 99.1 92.0 87.9 73.5 64.9
## pm2.5 19.0 13.0 14.00 96.000 67.0 51.0 26.0 16.0 17.0 16.0 8.0
## CV residual -29.7 -26.2 -7.28 0.983 -31.6 -46.1 -73.1 -76.0 -70.9 -57.5 -56.9
## 34221 34222 34223 34225 34229 34231 34234 34236 34237 34239 34242
## Predicted 58.3 55.9 53.3 44.8 33.8 23.3 9.66 -2.08 -5.67 -12.1 -22.9
## cvpred 57.9 55.4 52.8 44.1 32.9 22.2 8.36 -3.56 -7.21 -13.8 -24.7
## pm2.5 26.0 12.0 8.0 7.0 5.0 6.0 3.00 6.00 13.00 10.0 10.0
## CV residual -31.9 -43.4 -44.8 -37.1 -27.9 -16.2 -5.36 9.56 20.21 23.8 34.7
## 34243 34245 34246 34248 34256 34259 34264 34269 34274 34275 34277
## Predicted -25.7 -32.2 -34.3 -41.5 -60.2 -71.8 -88.7 -92.9 -101 97.0 93.4
## cvpred -27.6 -34.2 -36.4 -43.7 -62.8 -74.5 -91.7 -96.1 -104 97.1 93.5
## pm2.5 8.0 9.0 9.0 7.0 11.0 13.0 13.0 91.0 33 38.0 21.0
## CV residual 35.6 43.2 45.4 50.7 73.8 87.5 104.7 187.1 137 -59.1 -72.5
## 34280 34282 34283 34287 34289 34291 34292 34293 34297 34298 34299
## Predicted 91.8 96.6 93.3 93.3 89.4 86.8 94.7 95.7 97.99 96.9 96.04
## cvpred 91.8 96.7 93.4 93.4 89.4 86.8 94.7 95.8 98.09 97.0 96.12
## pm2.5 27.0 65.0 63.0 32.0 74.0 122.0 128.0 105.0 97.00 109.0 95.00
## CV residual -64.8 -31.7 -30.4 -61.4 -15.4 35.2 33.3 9.2 -1.09 12.0 -1.12
## 34314 34316 34317 34321 34324 34326 34329 34330 34331 34337 34340
## Predicted 93.5 94.5 94.2 97.7 97.7 96.3 96.8 96.97 95.23 94.0 92.64
## cvpred 93.6 94.6 94.3 97.8 97.8 96.4 96.9 97.08 95.34 94.1 92.66
## pm2.5 24.0 29.0 35.0 28.0 46.0 60.0 125.0 101.00 93.00 83.0 102.00
## CV residual -69.6 -65.6 -59.3 -69.8 -51.8 -36.4 28.1 3.92 -2.34 -11.1 9.34
## 34345 34347 34349 34351 34352 34353 34354 34357 34360 34362 34363
## Predicted 99.4 99.3 95.3 99.04 97.4 96.9 94.9 95.23 95.6 97.7 98.9
## cvpred 99.5 99.4 95.4 99.14 97.5 97.0 95.0 95.34 95.7 97.8 99.0
## pm2.5 161.0 202.0 107.0 97.00 109.0 140.0 69.0 87.00 71.0 117.0 138.0
## CV residual 61.5 102.6 11.6 -2.14 11.5 43.0 -26.0 -8.34 -24.7 19.2 39.0
## 34366 34379 34381 34387 34389 34390 34395 34399 34400 34404 34408
## Predicted 98.7 96.1 94.7 85.9 95.9 96.6 98.1 100.4 100.1 97.4 92.8
## cvpred 98.8 96.2 94.7 85.9 96.0 96.7 98.2 100.5 100.2 97.5 92.8
## pm2.5 213.0 50.0 48.0 46.0 136.0 152.0 187.0 139.0 151.0 71.0 41.0
## CV residual 114.2 -46.2 -46.7 -39.9 40.0 55.3 88.8 38.5 50.8 -26.5 -51.8
## 34409 34410 34414 34415 34416 34420 34425 34436 34441 34442 34444
## Predicted 92.2 98.3 100.2 100.1 99.34 100.7 97.1 95.9 98.0 98.32 99.0
## cvpred 92.2 98.5 100.3 100.2 99.42 100.8 97.2 96.0 98.1 98.42 99.1
## pm2.5 43.0 56.0 175.0 155.0 106.00 142.0 33.0 62.0 84.0 91.00 130.0
## CV residual -49.2 -42.5 74.7 54.8 6.58 41.2 -64.2 -34.0 -14.1 -7.42 30.9
## 34454 34455 34456 34463 34470 34476 34477 34483 34485 34489 34493
## Predicted 97.3 98.3 98.0 103 100 101 103 104 105 104 106
## cvpred 97.4 98.5 98.1 103 100 102 103 104 105 104 106
## pm2.5 122.0 81.0 167.0 269 320 203 277 443 439 440 432
## CV residual 24.6 -17.5 68.9 166 220 101 174 339 334 336 326
## 34497 34500 34502 34504 34506 34507 34514 34516 34528 34531 34533
## Predicted 105 103 99.1 95.4 85.9 81.9 54.9 52.0 8.39 93.9 98.3
## cvpred 105 104 99.1 95.5 85.8 81.8 54.3 51.3 6.96 94.0 98.5
## pm2.5 379 343 206.0 47.0 15.0 15.0 8.0 6.0 12.00 12.0 20.0
## CV residual 274 239 106.9 -48.5 -70.8 -66.8 -46.3 -45.3 5.04 -82.0 -78.5
## 34534 34535 34538 34539 34540 34541 34542 34543 34547 34548 34550
## Predicted 96.6 96.3 97.7 97.3 96.1 96.7 95.3 95.7 98.3 96.6 85.8
## cvpred 96.7 96.4 97.8 97.4 96.2 96.8 95.4 95.7 98.5 96.7 85.8
## pm2.5 55.0 68.0 52.0 44.0 60.0 64.0 44.0 38.0 41.0 53.0 16.0
## CV residual -41.7 -28.4 -45.8 -53.4 -36.2 -32.8 -51.4 -57.7 -57.5 -43.7 -69.8
## 34552 34554 34559 34562 34564 34567 34571 34573 34574 34575 34581
## Predicted 74.4 64.0 44.6 34.0 28.5 93.8 86.6 81.6 88.6 84.6 92.5
## cvpred 74.2 63.7 43.9 33.1 27.4 93.9 86.6 81.5 88.6 84.6 92.6
## pm2.5 8.0 8.0 14.0 8.0 6.0 9.0 16.0 35.0 33.0 33.0 75.0
## CV residual -66.2 -55.7 -29.9 -25.1 -21.4 -84.9 -70.6 -46.5 -55.6 -51.6 -17.6
## 34584 34585 34588 34592 34593 34596 34599 34601 34602 34605 34607
## Predicted 94.54 93.1 95.9 90.3 82.4 66.0 48.9 44.5 41.6 88.7 89.2
## cvpred 94.65 93.2 96.0 90.4 82.4 65.7 48.4 43.9 41.0 88.8 89.3
## pm2.5 89.00 60.0 61.0 23.0 10.0 9.0 6.0 10.0 8.0 23.0 16.0
## CV residual -5.65 -33.2 -35.0 -67.4 -72.4 -56.7 -42.4 -33.9 -33.0 -65.8 -73.3
## 34609 34610 34616 34618 34622 34624 34626 34630 34631 34636 34637
## Predicted 91.5 89.9 91.40 93.34 89.0 86.2 90.77 92.8 92.5 87.76 85
## cvpred 91.6 90.0 91.49 93.46 89.1 86.2 90.89 93.0 92.6 87.76 85
## pm2.5 49.0 45.0 88.00 85.00 58.0 52.0 88.00 66.0 68.0 91.00 69
## CV residual -42.6 -45.0 -3.49 -8.46 -31.1 -34.2 -2.89 -27.0 -24.6 3.24 -16
## 34638 34639 34640 34645 34646 34648 34649 34652 34655 34657 34660
## Predicted 93.5 92.3 89.6 83.2 80.9 86.6 87.3 90.7 91.2 93.2 91.9
## cvpred 93.6 92.4 89.7 83.3 80.9 86.8 87.4 90.9 91.4 93.3 92.0
## pm2.5 53.0 51.0 43.0 26.0 21.0 23.0 28.0 122.0 61.0 52.0 69.0
## CV residual -40.6 -41.4 -46.7 -57.3 -59.9 -63.8 -59.4 31.1 -30.4 -41.3 -23.0
## 34663 34665 34671 34672 34674 34675 34677 34679 34685 34690 34695
## Predicted 88.8 86.3 88.3 88.6 91.5 92.5 95.8 95.23 94.9 97.7 92.6
## cvpred 88.9 86.3 88.4 88.7 91.6 92.6 95.9 95.34 95.0 97.8 92.7
## pm2.5 16.0 22.0 29.0 38.0 60.0 67.0 79.0 98.00 201.0 82.0 143.0
## CV residual -72.9 -64.3 -59.4 -50.7 -31.6 -25.6 -16.9 2.66 106.0 -15.8 50.3
## 34698 34704 34708 34714 34719 34724 34725 34727 34728 34731 34733
## Predicted 96.3 98.3 95.8 89.3 91.4 85.1 82.8 79.2 77.3 72.4 69.5
## cvpred 96.4 98.5 95.9 89.3 91.4 85.1 82.8 79.1 77.1 72.1 69.2
## pm2.5 202.0 291.0 259.0 24.0 27.0 30.0 27.0 13.0 11.0 10.0 13.0
## CV residual 105.6 192.5 163.1 -65.3 -64.4 -55.1 -55.8 -66.1 -66.1 -62.1 -56.2
## 34738 34739 34743 34770 34773 34775 34778 34782 34788 34790 34796
## Predicted 88.7 87.5 92.5 92.1 92.4 93.13 93.3 90.8 92.8 89.6 94.9
## cvpred 88.8 87.5 92.6 92.3 92.5 93.23 93.4 90.9 93.0 89.7 95.0
## pm2.5 19.0 18.0 13.0 30.0 80.0 95.00 117.0 25.0 34.0 17.0 50.0
## CV residual -69.8 -69.5 -79.6 -62.3 -12.5 1.77 23.6 -65.9 -59.0 -72.7 -45.0
## 34803 34804 34807 34809 34812 34815 34817 34820 34825 34827 34829
## Predicted 88.3 86.7 92.1 91.1 92.5 91.8 91.8 92.5 96.3 96.6 94.2
## cvpred 88.4 86.7 92.1 91.1 92.6 91.9 91.9 92.6 96.4 96.7 94.2
## pm2.5 22.0 22.0 19.0 26.0 42.0 34.0 89.0 158.0 267.0 148.0 165.0
## CV residual -66.4 -64.7 -73.1 -65.1 -50.6 -57.9 -2.9 65.4 170.6 51.3 70.8
## 34831 34832 34840 34841 34843 34844 34847 34849 34850 34852 34853
## Predicted 92.72 92.0 94.5 94.5 95.9 98.3 98.3 96.6 96.8 93.9 92.0
## cvpred 92.78 92.1 94.6 94.6 95.9 98.5 98.5 96.7 96.9 94.0 92.1
## pm2.5 96.00 70.0 138.0 130.0 315.0 317.0 336.0 345.0 332.0 384.0 240.0
## CV residual 3.22 -22.1 43.4 35.4 219.1 218.5 237.5 248.3 235.1 290.0 147.9
## 34855 34857 34861 34864 34866 34867 34876 34886 34887 34895 34900
## Predicted 88.8 87.0 89.7 84.9 93.9 93.3 97.1 98.3 98.7 100 97.2
## cvpred 88.8 86.9 89.7 84.8 94.0 93.4 97.3 98.4 98.7 100 97.3
## pm2.5 111.0 124.0 47.0 36.0 29.0 105.0 417.0 283.0 313.0 302 326.0
## CV residual 22.2 37.1 -42.7 -48.8 -65.0 11.6 319.7 184.6 214.3 202 228.7
## 34901 34903 34911 34917 34918 34919 34922 34923 34925 34929 34931
## Predicted 96.5 93.1 82.09 54.9 49.4 43.1 30.5 27.3 19.41 5.81 -0.64
## cvpred 96.5 93.2 81.93 54.4 48.7 42.4 29.5 26.2 18.22 4.39 -2.18
## pm2.5 305.0 254.0 84.00 32.0 21.0 18.0 15.0 11.0 16.00 18.00 16.00
## CV residual 208.5 160.8 2.07 -22.4 -27.7 -24.4 -14.5 -15.2 -2.22 13.61 18.18
## 34937 34939 34941 34942 34944 34948 34950 34951 34952 34953 34954
## Predicted -26 -33.2 -38.3 -41.9 -46.7 -54.9 -58.2 -60.2 -62.5 -64.7 -67.7
## cvpred -28 -35.3 -40.5 -44.1 -49.1 -57.5 -60.8 -62.8 -65.2 -67.4 -70.5
## pm2.5 13 14.0 16.0 13.0 15.0 18.0 16.0 9.0 14.0 18.0 24.0
## CV residual 41 49.3 56.5 57.1 64.1 75.5 76.8 71.8 79.2 85.4 94.5
## 34955 34962 34964 34965 34966 34967 34969 34971 34972 34975 34977
## Predicted -70.0 90.4 92.8 93.5 94.4 93.9 91.8 89.9 87 77.2 72.0
## cvpred -72.8 90.5 93.0 93.6 94.5 94.0 91.9 89.9 87 77.1 71.8
## pm2.5 25.0 27.0 54.0 64.0 126.0 108.0 30.0 14.0 12 13.0 17.0
## CV residual 97.8 -63.5 -39.0 -29.6 31.5 14.0 -61.9 -75.9 -75 -64.1 -54.8
## 34983 34984 34985 34987 34990 34993 34994 35003 35005 35008 35029
## Predicted 48.2 44.6 43.0 38.4 34.22 89.5 88.1 91.45 89.7 84.2 57.4
## cvpred 47.6 44.0 42.3 37.6 33.35 89.6 88.2 91.58 89.8 84.2 56.9
## pm2.5 15.0 21.0 14.0 22.0 38.00 58.0 64.0 84.00 59.0 44.0 25.0
## CV residual -32.6 -23.0 -28.3 -15.6 4.65 -31.6 -24.2 -7.58 -30.8 -40.2 -31.9
## 35031 35035 35036 35037 35038 35042 35043 35051 35054 35056 35057
## Predicted 50.6 39.49 38.77 91.2 92.5 92.47 94.2 79.7 68.4 61.2 57.3
## cvpred 49.9 38.67 37.94 91.4 92.6 92.59 94.3 79.6 68.1 60.8 56.7
## pm2.5 25.0 36.00 36.00 64.0 67.0 87.00 107.0 48.0 28.0 19.0 16.0
## CV residual -24.9 -2.67 -1.94 -27.4 -25.6 -5.59 12.7 -31.6 -40.1 -41.8 -40.7
## 35058 35059 35063 35064 35066 35070 35071 35074 35075 35079 35081
## Predicted 52.7 49.8 40.2 38.0 34.1 92.96 90.3 83.8 81.8 69.6 64.4
## cvpred 52.0 49.1 39.4 37.1 33.1 93.05 90.4 83.7 81.7 69.3 64.0
## pm2.5 21.0 15.0 20.0 23.0 53.0 92.00 106.0 33.0 51.0 23.0 26.0
## CV residual -31.0 -34.1 -19.4 -14.1 19.9 -1.05 15.6 -50.7 -30.7 -46.3 -38.0
## 35082 35083 35084 35093 35108 35109 35115 35116 35120 35125 35128
## Predicted 63.1 61.9 95.2 98.3 97.4 97.7 99.2 100.4 96.8 87.7 93.8
## cvpred 62.7 61.4 95.3 98.5 97.4 97.8 99.2 100.5 96.9 87.7 93.9
## pm2.5 26.0 27.0 43.0 172.0 195.0 239.0 146.0 34.0 43.0 25.0 21.0
## CV residual -36.7 -34.4 -52.3 73.5 97.6 141.2 46.8 -66.5 -53.9 -62.7 -72.9
## 35132 35136 35137 35138 35140 35145 35147 35148 35153 35155 35156
## Predicted 94.7 99.49 100.1 99.4 101.4 101.8 102.1 102.1 101 98.8 98.1
## cvpred 94.8 99.56 100.2 99.5 101.5 101.9 102.2 102.2 102 98.8 98.1
## pm2.5 46.0 103.00 85.0 86.0 77.0 95.0 132.0 153.0 219 212.0 221.0
## CV residual -48.8 3.44 -15.2 -13.5 -24.5 -6.9 29.8 50.8 117 113.2 122.9
## 35157 35158 35161 35164 35165 35167 35168 35173 35174 35180 35182
## Predicted 97.3 101 100.0 94.9 92.9 90.0 88.1 96.1 94.8 98.3 97.1
## cvpred 97.4 101 100.1 94.9 92.9 89.9 88.0 96.2 94.9 98.5 97.2
## pm2.5 221.0 217 192.0 177.0 183.0 151.0 137.0 54.0 34.0 54.0 47.0
## CV residual 123.6 116 91.9 82.1 90.1 61.1 49.0 -42.2 -60.9 -44.5 -50.2
## 35193 35194 35195 35198 35200 35201 35204 35207 35210 35212 35214
## Predicted 101.4 99.4 98.9 94.4 92.4 91.7 102.5 102.5 102 102 101
## cvpred 101.4 99.5 98.9 94.3 92.3 91.6 102.6 102.6 103 102 101
## pm2.5 126.0 159.0 149.0 146.0 160.0 148.0 167.0 185.0 208 213 211
## CV residual 24.6 59.5 50.1 51.7 67.7 56.4 64.4 82.4 105 111 110
## 35216 35217 35218 35220 35225 35231 35232 35233 35236 35240 35241
## Predicted 97.3 96.4 94.1 97.8 95.2 81.7 82.8 80.5 77.4 90.5 91.6
## cvpred 97.3 96.4 94.1 97.9 95.3 81.7 82.8 80.4 77.3 90.6 91.7
## pm2.5 212.0 205.0 196.0 124.0 31.0 26.0 11.0 14.0 11.0 17.0 19.0
## CV residual 114.7 108.6 101.9 26.1 -64.3 -55.7 -71.8 -66.4 -66.3 -73.6 -72.7
## 35244 35248 35250 35252 35253 35257 35260 35261 35268 35271 35272
## Predicted 91.8 77.9 73.3 70.0 68.1 90.8 88.4 87.2 72.6 62.5 58.3
## cvpred 91.9 77.9 73.1 69.8 67.8 90.9 88.5 87.2 72.5 62.3 58.0
## pm2.5 17.0 22.0 17.0 23.0 22.0 66.0 10.0 10.0 20.0 10.0 10.0
## CV residual -74.9 -55.9 -56.1 -46.8 -45.8 -24.9 -78.5 -77.2 -52.5 -52.3 -48.0
## 35280 35281 35282 35289 35293 35294 35296 35297 35298 35300 35304
## Predicted 92.1 92.83 92.5 91.5 88.7 87.6 87.6 85.0 87.4 84.9 92.1
## cvpred 92.3 92.95 92.6 91.6 88.8 87.8 87.8 85.1 87.5 85.0 92.2
## pm2.5 73.0 83.00 81.0 70.0 69.0 66.0 43.0 48.0 67.0 127.0 104.0
## CV residual -19.3 -9.95 -11.6 -21.6 -19.8 -21.8 -44.8 -37.1 -20.5 42.0 11.8
## 35306 35312 35313 35314 35315 35317 35318 35321 35322 35325 35327
## Predicted 93.2 91.6 92.5 94.21 92.47 87.59 89.03 88.1 88.9 94.2 91.2
## cvpred 93.3 91.7 92.6 94.33 92.59 87.68 89.15 88.2 89.0 94.3 91.3
## pm2.5 141.0 135.0 108.0 97.00 87.00 81.00 82.00 143.0 153.0 273.0 227.0
## CV residual 47.7 43.3 15.4 2.67 -5.59 -6.68 -7.15 54.8 64.0 178.7 135.7
## 35329 35336 35337 35340 35350 35354 35356 35357 35359 35362 35370
## Predicted 88.2 73.9 91.5 88.3 91.3 92.5 93.9 91.75 93.52 94.2 91.5
## cvpred 88.3 73.7 91.6 88.5 91.4 92.6 94.0 91.85 93.64 94.3 91.6
## pm2.5 20.0 12.0 17.0 20.0 56.0 75.0 110.0 97.00 84.00 120.0 125.0
## CV residual -68.3 -61.7 -74.6 -68.5 -35.4 -17.6 16.0 5.15 -9.64 25.7 33.4
## 35374 35377 35380 35382 35383 35384 35387 35390 35391 35394 35411
## Predicted 93.9 93.9 89.2 93.5 92.5 93.5 96.6 89.36 90.4 92.7 90.4
## cvpred 94.0 94.0 89.3 93.6 92.6 93.6 96.6 89.47 90.5 92.8 90.5
## pm2.5 177.0 250.0 123.0 36.0 59.0 85.0 227.0 93.00 80.0 135.0 66.0
## CV residual 83.0 156.0 33.7 -57.6 -33.6 -8.6 130.4 3.53 -10.5 42.2 -24.5
## 35415 35419 35420 35421 35423 35424 35434 35436 35438 35442 35443
## Predicted 90.4 93.6 93.1 97.7 98.7 99.7 99.3 98.7 96.5 96.5 98.0
## cvpred 90.5 93.7 93.1 97.8 98.8 99.8 99.4 98.8 96.5 96.6 98.1
## pm2.5 47.0 279.0 435.0 489.0 539.0 567.0 479.0 476.0 327.0 310.0 332.0
## CV residual -43.5 185.3 341.9 391.2 440.2 467.2 379.6 377.2 230.5 213.4 233.9
## 35444 35449 35451 35458 35459 35460 35464 35474 35480 35483 35484
## Predicted 97.3 101 98 98.6 97.9 100.42 89.6 70.1 92.6 90.1 91.6
## cvpred 97.3 101 98 98.7 98.0 100.52 89.7 69.8 92.6 90.2 91.7
## pm2.5 391.0 351 290 77.0 81.0 95.00 13.0 19.0 22.0 40.0 43.0
## CV residual 293.7 250 192 -21.7 -17.0 -5.52 -76.7 -50.8 -70.6 -50.2 -48.7
## 35486 35487 35488 35489 35492 35493 35497 35498 35501 35503 35504
## Predicted 91.4 91.9 91.0 89.729 95.6 95.9 94.5 93.6 101.8 101.4 101.8
## cvpred 91.5 92.0 91.1 89.765 95.7 96.0 94.5 93.5 101.9 101.5 101.9
## pm2.5 57.0 153.0 108.0 89.000 111.0 112.0 170.0 161.0 112.0 130.0 133.0
## CV residual -34.5 61.0 16.9 -0.765 15.3 16.0 75.5 67.5 10.1 28.5 31.1
## 35507 35510 35513 35514 35516 35517 35519 35520 35522 35524 35533
## Predicted 102.1 100.4 98.1 97.4 87.7 83.7 76.2 74.0 69.2 57.1 16.27
## cvpred 102.2 100.5 98.1 97.4 87.7 83.7 76.1 73.8 68.9 56.6 15.07
## pm2.5 143.0 198.0 203.0 209.0 28.0 26.0 24.0 16.0 17.0 9.0 9.00
## CV residual 40.8 97.5 104.9 111.6 -59.7 -57.7 -52.1 -57.8 -51.9 -47.6 -6.07
## 35539 35541 35542 35544 35549 35552 35554 35560 35563 35565 35566
## Predicted -9.93 -13.3 -16.1 -21.0 -34.7 -39.9 90.7 88.8 84 84.8 84.7
## cvpred -11.62 -15.1 -18.0 -22.9 -36.9 -42.2 90.8 88.9 84 84.7 84.7
## pm2.5 9.00 10.0 8.0 11.0 16.0 18.0 23.0 54.0 56 95.0 111.0
## CV residual 20.62 25.1 26.0 33.9 52.9 60.2 -67.8 -34.9 -28 10.3 26.3
## 35569 35574 35575 35577 35578 35580 35588 35591 35593 35594 35607
## Predicted 93.9 92.1 92.0 88.8 95.6 91.2 95.6 94.5 94.5 95.2 97.0
## cvpred 94.0 92.1 92.1 88.9 95.7 91.3 95.7 94.6 94.6 95.3 97.1
## pm2.5 127.0 142.0 107.0 100.0 97.0 105.0 210.0 258.0 324.0 344.0 232.0
## CV residual 33.0 49.9 14.9 11.1 1.3 13.7 114.3 163.4 229.4 248.7 134.9
## 35612 35615 35616 35617 35620 35626 35629 35633 35635 35638 35639
## Predicted 98.0 99.0 98.3 97.6 94.9 98.0 92 85.6 81.7 89.9 90.4
## cvpred 98.1 99.1 98.4 97.7 94.9 98.1 92 85.6 81.6 90.0 90.5
## pm2.5 295.0 319.0 335.0 301.0 296.0 231.0 178 47.0 32.0 25.0 26.0
## CV residual 196.9 219.9 236.6 203.3 201.1 132.9 86 -38.6 -49.6 -65.0 -64.5
## 35641 35645 35647 35652 35654 35656 35657 35662 35663 35665 35666
## Predicted 92.5 94.5 91.2 88.9 83.6 77.9 76.3 96.8 99.6 96.1 94.7
## cvpred 92.6 94.6 91.3 89.0 83.5 77.8 76.2 96.9 99.7 96.1 94.7
## pm2.5 54.0 55.0 36.0 14.0 15.0 19.0 17.0 55.0 71.0 42.0 31.0
## CV residual -38.6 -39.6 -55.3 -75.0 -68.5 -58.8 -59.2 -41.9 -28.7 -54.1 -63.7
## 35668 35670 35671 35673 35675 35677 35681 35688 35691 35698 35700
## Predicted 100.7 98.6 97.2 93.9 93.3 89.0 80.81 96.3 99.7 96.1 91.5
## cvpred 100.8 98.7 97.3 93.9 93.3 88.9 80.61 96.3 99.8 96.1 91.5
## pm2.5 39.0 26.0 25.0 24.0 28.0 35.0 72.00 119.0 132.0 143.0 133.0
## CV residual -61.8 -72.7 -72.3 -69.9 -65.3 -53.9 -8.61 22.7 32.2 46.9 41.5
## 35704 35706 35708 35709 35710 35712 35715 35719 35720 35722 35723
## Predicted 86.3 98.3 81.9 77.4 73.2 87.8 89.6 91.2 91.1 93.2 91.1
## cvpred 86.2 98.5 81.9 77.4 73.0 87.9 89.7 91.4 91.2 93.3 91.2
## pm2.5 167.0 53.0 32.0 15.0 11.0 11.0 19.0 17.0 16.0 31.0 23.0
## CV residual 80.8 -45.5 -49.9 -62.4 -62.0 -76.9 -70.7 -74.4 -75.2 -62.3 -68.2
## 35725 35727 35728 35734 35741 35743 35744 35745 35747 35748 35753
## Predicted 92.4 90.5 89.2 81.93 99.5 99.7 99.7 99.4 101.433 100.7 99.7
## cvpred 92.4 90.4 89.1 81.68 99.6 99.8 99.8 99.5 101.529 100.8 99.8
## pm2.5 57.0 64.0 65.0 83.00 84.0 86.0 84.0 88.0 102.000 121.0 203.0
## CV residual -35.4 -26.4 -24.1 1.32 -15.6 -13.8 -15.8 -11.5 0.471 20.2 103.2
## 35758 35763 35765 35773 35774 35776 35778 35779 35780 35783 35785
## Predicted 98.8 99.4 94.66 84.8 87.1 86.4 84.5 83.8 86.0 90.1 86.2
## cvpred 98.9 99.5 94.75 84.9 87.2 86.4 84.5 83.8 85.9 89.9 86.0
## pm2.5 225.0 218.0 88.00 16.0 16.0 17.0 25.0 39.0 54.0 157.0 137.0
## CV residual 126.1 118.5 -6.75 -68.9 -71.2 -69.4 -59.5 -44.8 -31.9 67.1 51.0
## 35794 35800 35801 35804 35806 35817 35825 35835 35837 35838 35843
## Predicted 99.1 102.8 102.1 101.1 101.7 97.1 104.1 91.8 89.8 105.2 88.8
## cvpred 99.1 102.9 102.2 101.2 101.8 97.1 104.2 91.6 89.6 105.3 88.7
## pm2.5 143.0 130.0 146.0 140.0 155.0 189.0 127.0 159.0 174.0 164.0 66.0
## CV residual 43.9 27.1 43.8 38.8 53.2 91.9 22.8 67.4 84.4 58.7 -22.7
## 35849 35850 35856 35857 35859 35866 35871 35873 35875 35877 35879
## Predicted 54.6 48.9 74.1 72.1 74.8 66.1 46.8 37.6 36.9 33.7 81.9
## cvpred 54.1 48.4 74.1 72.0 74.7 65.9 46.4 37.0 36.2 32.9 82.0
## pm2.5 13.0 10.0 8.0 10.0 10.0 6.0 6.0 6.0 6.0 11.0 13.0
## CV residual -41.1 -38.4 -66.1 -62.0 -64.7 -59.9 -40.4 -31.0 -30.2 -21.9 -69.0
## 35884 35890 35894 35896 35916 35920 35925 35926 35929 35933 35939
## Predicted 74.7 62.2 51.0 48.7 92.8 94.46 93.3 92.97 97.6 97.0 97.3
## cvpred 74.7 61.9 50.6 48.2 92.9 94.53 93.4 92.99 97.7 97.1 97.4
## pm2.5 6.0 9.0 10.0 8.0 118.0 102.00 76.0 90.00 139.0 200.0 146.0
## CV residual -68.7 -52.9 -40.6 -40.2 25.1 7.47 -17.4 -2.99 41.3 102.9 48.6
## 35940 35942 35948 35952 35964 35966 35969 35971 35973 35976 35985
## Predicted 95.9 95.9 96.8 99.79 87.1 86.35 83.0 81.5 79.0 77.6 101
## cvpred 95.9 96.0 96.9 99.85 86.9 86.15 82.7 81.3 78.7 77.2 101
## pm2.5 150.0 130.0 118.0 93.00 107.0 84.00 98.0 109.0 107.0 109.0 147
## CV residual 54.1 34.0 21.1 -6.85 20.1 -2.15 15.3 27.7 28.3 31.8 46
## 35986 35988 35990 35992 35996 35997 35998 36000 36003 36004 36005
## Predicted 100.2 100.2 95.7 94.7 82.2 79.9 76.9 72.3 65.3 63.3 61.4
## cvpred 100.3 100.3 95.8 94.8 82.1 79.8 76.7 72.0 64.9 62.9 61.0
## pm2.5 146.0 38.0 14.0 6.0 8.0 7.0 14.0 6.0 9.0 10.0 9.0
## CV residual 45.7 -62.3 -81.8 -88.8 -74.1 -72.8 -62.7 -66.0 -55.9 -52.9 -52.0
## 36006 36013 36014 36016 36017 36020 36024 36028 36029 36031 36035
## Predicted 60.8 48.1 46.5 44.0 91.5 88.4 81.7 76.7 75.5 91.8 88.9
## cvpred 60.4 47.4 45.8 43.2 91.6 88.4 81.7 76.6 75.3 91.9 89.0
## pm2.5 10.0 14.0 14.0 14.0 10.0 14.0 18.0 9.0 13.0 8.0 22.0
## CV residual -50.4 -33.4 -31.8 -29.2 -81.6 -74.4 -63.7 -67.6 -62.3 -83.9 -67.0
## 36036 36042 36048 36051 36054 36057 36058 36061 36065 36068 36069
## Predicted 90.6 88.9 96.3 96.3 95.2 92.39 93.0 95.23 92.0 91.7 97.7
## cvpred 90.7 88.9 96.4 96.4 95.3 92.46 93.1 95.34 92.1 91.7 97.8
## pm2.5 10.0 25.0 65.0 83.0 111.0 84.00 66.0 90.00 143.0 221.0 203.0
## CV residual -80.7 -63.9 -31.4 -13.4 15.7 -8.46 -27.1 -5.34 50.9 129.3 105.2
## 36071 36075 36082 36083 36084 36089 36096 36097 36098 36099 36101
## Predicted 97.7 94.7 93.31 92.6 88.6 91.93 90.9 90.0 87.7 85.7 83.1
## cvpred 97.8 94.8 93.41 92.7 88.7 92.04 90.8 89.9 87.6 85.6 82.9
## pm2.5 184.0 255.0 87.00 66.0 44.0 100.00 145.0 268.0 237.0 208.0 175.0
## CV residual 86.2 160.2 -6.41 -26.7 -44.7 7.96 54.2 178.1 149.4 122.4 92.1
## 36102 36106 36108 36110 36111 36117 36119 36120 36125 36127 36128
## Predicted 82.4 77.2 74.7 73.4 72.7 99.4 97.9 97.6 99.0 98.3 97.6
## cvpred 82.2 76.9 74.3 73.0 72.3 99.5 98.0 97.6 99.1 98.4 97.7
## pm2.5 160.0 198.0 206.0 214.0 204.0 239.0 243.0 251.0 264.0 250.0 235.0
## CV residual 77.8 121.1 131.7 141.0 131.7 139.5 145.0 153.4 164.9 151.6 137.3
## 36131 36132 36134 36139 36144 36150 36152 36154 36163 36165 36167
## Predicted 102 101.4 99.7 101 101 98.6 96.5 102 101 101 101
## cvpred 102 101.5 99.8 101 101 98.6 96.5 102 101 101 101
## pm2.5 205 196.0 234.0 311 436 344.0 287.0 282 338 336 353
## CV residual 103 94.5 134.2 210 335 245.4 190.5 180 237 235 252
## 36168 36173 36174 36179 36184 36189 36191 36193 36197 36200 36201
## Predicted 101 95 94.1 85.5 95.2 94.6 92.5 101.8 100.4 99.7 100.4
## cvpred 101 95 94.1 85.4 95.3 94.6 92.4 101.9 100.5 99.8 100.5
## pm2.5 375 382 362.0 280.0 120.0 247.0 225.0 165.0 119.0 53.0 67.0
## CV residual 274 287 267.9 194.6 24.7 152.4 132.6 63.1 18.5 -46.8 -33.5
## 36203 36207 36212 36213 36214 36216 36220 36221 36224 36225 36227
## Predicted 94.7 88.5 84.0 83.4 82.4 79.9 98.3 98.0 95.1 95.1 92.2
## cvpred 94.8 88.5 83.9 83.2 82.3 79.7 98.5 98.1 95.2 95.2 92.2
## pm2.5 61.0 73.0 66.0 66.0 75.0 41.0 27.0 46.0 54.0 63.0 69.0
## CV residual -33.8 -15.5 -17.9 -17.2 -7.3 -38.7 -71.5 -52.1 -41.2 -32.2 -23.2
## 36235 36237 36239 36240 36247 36248 36249 36253 36255 36263 36264
## Predicted 81.68 99.7 98.68 98.3 99.0 98.0 99.36 94.5 94.9 91.4 90.0
## cvpred 81.48 99.8 98.78 98.4 99.1 98.1 99.47 94.6 95.0 91.4 89.9
## pm2.5 88.00 89.0 104.00 123.0 122.0 112.0 108.00 38.0 22.0 124.0 142.0
## CV residual 6.52 -10.8 5.22 24.6 22.9 13.9 8.53 -56.6 -73.0 32.6 52.1
## 36271 36272 36274 36275 36278 36279 36284 36288 36290 36291 36295
## Predicted 103.2 102.8 101.4 100 96.6 95.3 91.2 102 102 101 101
## cvpred 103.3 102.9 101.4 100 96.6 95.3 91.1 103 102 101 101
## pm2.5 180.0 185.0 190.0 196 233.0 240.0 392.0 424 398 383 313
## CV residual 76.7 82.1 88.6 96 136.4 144.7 300.9 321 296 282 212
## 36298 36301 36302 36304 36306 36307 36311 36321 36324 36325 36326
## Predicted 103 102 102 102 102 102 101 96.4 103 103 103
## cvpred 103 103 102 102 102 102 101 96.4 103 103 103
## pm2.5 305 267 334 327 309 321 340 336.0 283 323 377
## CV residual 202 164 232 225 207 219 239 239.6 180 220 274
## 36327 36331 36335 36336 36338 36340 36343 36345 36350 36354 36356
## Predicted 104 104 101 99.9 97.8 96.4 102 101 102 102 102
## cvpred 104 104 101 99.9 97.8 96.3 102 101 102 103 103
## pm2.5 357 335 327 303.0 279.0 264.0 233 246 279 333 360
## CV residual 253 231 226 203.1 181.2 167.7 131 145 177 230 257
## 36361 36365 36371 36373 36375 36381 36384 36385 36388 36390 36391
## Predicted 103 102 102 102 103 102 104 104 103 103 102
## cvpred 103 103 102 102 103 102 104 104 103 103 102
## pm2.5 348 339 350 347 342 363 357 371 453 463 463
## CV residual 245 236 248 245 239 261 253 267 350 360 361
## 36393 36395 36403 36405 36407 36412 36419 36422 36423 36424 36433
## Predicted 101 104 103 103 104 103 106 106 105 106 95
## cvpred 101 104 103 103 104 103 106 106 105 106 95
## pm2.5 384 369 482 507 545 495 512 562 542 502 31
## CV residual 283 265 379 404 441 392 406 456 437 396 -64
## 36434 36435 36437 36438 36441 36442 36445 36446 36450 36453 36454
## Predicted 90.4 86.0 78.2 74.3 69.4 64.5 93.0 92.6 91.8 92.4 95.6
## cvpred 90.4 85.9 78.0 74.0 69.0 64.0 93.1 92.7 91.9 92.5 95.7
## pm2.5 15.0 17.0 21.0 17.0 12.0 10.0 8.0 12.0 18.0 31.0 45.0
## CV residual -75.4 -68.9 -57.0 -57.0 -57.0 -54.0 -85.1 -80.7 -73.9 -61.5 -50.7
## 36458 36465 36467 36470 36472 36479 36483 36487 36488 36489
## Predicted 96.1 103.2 102.1 97.159 100.42 101.4 100 98.9 98.00 95
## cvpred 96.2 103.3 102.2 97.192 100.52 101.5 100 99.0 98.02 95
## pm2.5 34.0 57.0 81.0 97.000 103.00 179.0 206 149.0 100.00 83
## CV residual -62.2 -46.3 -21.2 -0.192 2.48 77.5 106 50.0 1.98 -12
## 36491 36492 36494 36496 36500 36504 36507 36513 36515 36518 36519
## Predicted 84.5 80.1 75.2 89.7 90 86.3 89.9 101.8 100.7 99.0 97.4
## cvpred 84.5 80.0 75.0 89.8 90 86.2 89.8 101.9 100.8 99.1 97.5
## pm2.5 29.0 15.0 17.0 10.0 51 112.0 150.0 134.0 154.0 158.0 151.0
## CV residual -55.5 -65.0 -58.0 -79.8 -39 25.8 60.2 32.1 53.2 58.9 53.5
## 36520 36530 36531 36532 36534 36537 36544 36548 36555 36557 36562
## Predicted 95.8 103 102.8 103.5 102.3 102 100 98.4 88.9 88.1 89.7
## cvpred 95.9 103 102.9 103.6 102.4 103 100 98.4 88.8 88.0 89.8
## pm2.5 141.0 222 193.0 188.0 184.0 238 308 237.0 232.0 215.0 6.0
## CV residual 45.1 119 90.1 84.4 81.6 135 208 138.6 143.2 127.0 -83.8
## 36566 36570 36571 36573 36575 36583 36585 36586 36587 36589 36597
## Predicted 72.6 57.8 55.6 52.3 49.8 95.8 95.9 90.7 89.7 86.9 71.0
## cvpred 72.4 57.4 55.2 51.8 49.2 95.9 96.0 90.8 89.8 87.0 70.7
## pm2.5 11.0 8.0 11.0 13.0 9.0 26.0 35.0 27.0 13.0 27.0 48.0
## CV residual -61.4 -49.4 -44.2 -38.8 -40.2 -69.9 -61.0 -63.8 -76.8 -60.0 -22.7
## 36603 36604 36609 36612 36616 36618 36621 36634 36640 36641 36642
## Predicted 80.1 77.1 88.3 87.0 81.7 76.8 85.1 95.38 87.0 87.6 86.9
## cvpred 80.0 77.0 88.4 87.1 81.7 76.8 85.2 95.48 87.1 87.7 87.0
## pm2.5 8.0 11.0 14.0 10.0 11.0 12.0 29.0 92.00 17.0 20.0 31.0
## CV residual -72.0 -66.0 -74.4 -77.1 -70.7 -64.8 -56.2 -3.48 -70.1 -67.7 -56.0
## 36646 36647 36648 36654 36656 36657 36658 36660 36664 36667 36668
## Predicted 91.5 93.2 92.4 97.1 97 104 103 102.5 99.5 94.9 101.8
## cvpred 91.6 93.3 92.5 97.1 97 104 103 102.5 99.6 94.9 101.9
## pm2.5 51.0 69.0 77.0 136.0 160 159 167 196.0 202.0 187.0 199.0
## CV residual -40.6 -24.3 -15.5 38.9 63 55 64 93.5 102.4 92.1 97.1
## 36669 36670 36671 36672 36673 36676 36678 36682 36686 36687 36689
## Predicted 101 102 101.4 102 100.7 100.4 99.8 99.036 98.1 96.9 93.7
## cvpred 101 102 101.5 103 100.8 100.5 99.9 99.145 98.2 97.0 93.7
## pm2.5 206 213 187.0 218 134.0 112.0 172.0 100.000 149.0 163.0 133.0
## CV residual 105 111 85.5 115 33.2 11.5 72.1 0.855 50.8 66.0 39.3
## 36690 36691 36692 36694 36695 36700 36701 36707 36708 36712 36722
## Predicted 91.7 92.4 89.7 87.2 88.0 81.0 101.1 100.7 100.0 99.3 103
## cvpred 91.7 92.4 89.7 87.1 87.8 80.8 101.2 100.8 100.1 99.4 103
## pm2.5 126.0 124.0 122.0 98.0 91.0 48.0 54.0 86.0 89.0 111.0 259
## CV residual 34.3 31.6 32.3 10.9 3.2 -32.8 -47.2 -14.8 -11.1 11.6 156
## 36728 36729 36732 36739 36740 36743 36744 36746 36749 36750 36751
## Predicted 102 102 96.7 101 93.9 87.0 97.8 97.1 96.5 94.2 90.5
## cvpred 102 102 96.7 101 93.9 86.8 97.8 97.1 96.6 94.3 90.5
## pm2.5 270 234 303.0 202 168.0 18.0 13.0 11.0 10.0 10.0 10.0
## CV residual 168 132 206.3 101 74.1 -68.8 -84.8 -86.1 -86.6 -84.3 -80.5
## 36752 36755 36756 36759 36763 36765 36771 36780 36782 36785 36786
## Predicted 87.9 88.8 85.8 89.7 89.7 89.7 87.7 88.5 87.8 86.3 85
## cvpred 87.8 88.9 85.8 89.8 89.8 89.8 87.7 88.6 87.9 86.3 85
## pm2.5 11.0 12.0 13.0 9.0 15.0 41.0 20.0 12.0 16.0 20.0 19
## CV residual -76.8 -76.9 -72.8 -80.8 -74.8 -48.8 -67.7 -76.6 -71.9 -66.3 -66
## 36787 36788 36798 36799 36803 36805 36806 36807 36809 36813 36817
## Predicted 82.6 81.4 70.0 67.3 62.6 90.6 88.3 90.2 86.6 81.8 79.20
## cvpred 82.6 81.3 69.7 67.0 62.2 90.7 88.3 90.3 86.6 81.7 78.98
## pm2.5 28.0 32.0 10.0 7.0 16.0 12.0 19.0 22.0 16.0 38.0 72.00
## CV residual -54.6 -49.3 -59.7 -60.0 -46.2 -78.7 -69.3 -68.3 -70.6 -43.7 -6.98
## 36818 36819 36824 36826 36829 36834 36835 36836 36837 36840 36843
## Predicted 79.9 98.3 101.8 98.167 98.0 94.2 94.2 95 94.3 93.1 99.7
## cvpred 79.6 98.5 101.9 98.273 98.1 94.3 94.2 95 94.3 93.0 99.8
## pm2.5 63.0 69.0 93.0 99.000 109.0 119.0 116.0 101 131.0 183.0 148.0
## CV residual -16.6 -29.5 -8.9 0.727 10.9 24.7 21.8 6 36.7 90.0 48.2
## 36845 36848 36852 36853 36854 36856 36857 36861 36862 36863 36865
## Predicted 99.7 98.7 95.7 96.1 97.1 95.58 94.7 90.3 89.7 88.5 103.2
## cvpred 99.8 98.8 95.8 96.2 97.2 95.59 94.6 90.2 89.6 88.3 103.3
## pm2.5 140.0 109.0 79.0 73.0 75.0 104.00 116.0 159.0 157.0 151.0 149.0
## CV residual 40.2 10.2 -16.8 -23.2 -22.2 8.41 21.4 68.8 67.4 62.7 45.7
## 36866 36868 36872 36873 36875 36876 36879 36887 36892 36894 36895
## Predicted 104.0 104 102.8 101.5 98.3 92 82.3 54.2 94.8 98.3 97.4
## cvpred 104.1 104 102.9 101.6 98.3 92 82.1 53.5 94.8 98.5 97.5
## pm2.5 141.0 148 155.0 165.0 191.0 124 49.0 17.0 17.0 13.0 17.0
## CV residual 36.9 44 52.1 63.4 92.7 32 -33.1 -36.5 -77.8 -85.5 -80.5
## 36898 36908 36910 36912 36915 36916 36918 36919 36922 36924 36926
## Predicted 93 79.2 75.0 71.3 71.4 70.63 100.7 101.1 101.44 100.2 98.4
## cvpred 93 78.9 74.7 70.9 70.9 70.19 100.8 101.2 101.53 100.3 98.4
## pm2.5 18 66.0 57.0 30.0 47.0 72.00 70.0 78.0 94.00 77.0 79.0
## CV residual -75 -12.9 -17.7 -40.9 -23.9 1.81 -30.8 -23.2 -7.53 -23.3 -19.4
## 36927 36930 36931 36932 36933 36934 36935 36940 36941 36948 36949
## Predicted 98.5 103.5 103.5 102.2 100.6 90.2 85.3 77.8 75.9 60.1 58.9
## cvpred 98.4 103.6 103.6 102.3 100.7 90.2 85.2 77.6 75.6 59.6 58.3
## pm2.5 74.0 44.0 48.0 52.0 20.0 15.0 13.0 6.0 7.0 11.0 17.0
## CV residual -24.4 -59.6 -55.6 -50.3 -80.7 -75.2 -72.2 -71.6 -68.6 -48.6 -41.3
## 36950 36955 36958 36959 36972 36974 36978 36987 36990 36991 36992
## Predicted 94.0 94.5 95.9 98.7 96.1 91.2 90 98.8 99.1 99.44 97.340
## cvpred 94.1 94.6 96.0 98.8 96.2 91.3 90 98.9 99.2 99.48 97.376
## pm2.5 14.0 11.0 11.0 11.0 24.0 22.0 28 72.0 89.0 98.00 97.000
## CV residual -80.1 -83.6 -85.0 -87.8 -72.2 -69.3 -62 -26.9 -10.2 -1.48 -0.376
## 36994 36995 36996 37000 37002 37004 37006 37007 37008 37012 37017
## Predicted 97.3 93.3 92.2 87.2 82.9 95.6 95.5 95.9 93.8 101.8 102.8
## cvpred 97.4 93.4 92.3 87.2 82.8 95.7 95.5 95.9 93.8 101.9 102.9
## pm2.5 89.0 66.0 72.0 17.0 16.0 17.0 61.0 151.0 163.0 125.0 173.0
## CV residual -8.4 -27.4 -20.3 -70.2 -66.8 -78.7 -34.5 55.1 69.2 23.1 70.1
## 37018 37022 37023 37029 37035 37038 37040 37043 37048 37051 37056
## Predicted 104 97.9 97 91.1 106 106 107 107 102 102.3 109
## cvpred 104 97.9 97 90.9 106 106 107 107 102 102.4 109
## pm2.5 184 141.0 141 118.0 253 262 262 281 242 168.0 277
## CV residual 80 43.1 44 27.1 147 156 155 174 140 65.6 168
## 37058 37079 37081 37089 37091 37092 37093 37097 37099 37101 37103
## Predicted 108 109.4 109.0 110 109 109 112 109 106 106 111
## cvpred 108 109.5 109.1 110 109 109 112 109 106 106 111
## pm2.5 299 157.0 190.0 317 346 350 331 246 309 360 399
## CV residual 191 47.5 80.9 207 237 241 219 137 203 254 288
## 37106 37108 37110 37115 37116 37118 37120 37122 37124 37127 37128
## Predicted 111 112 111 110 108 100.0 96.94 106.6 106.5 108.7 107.6
## cvpred 112 112 111 110 108 99.9 96.86 106.7 106.6 108.8 107.7
## pm2.5 436 426 358 369 403 306.0 90.00 85.0 96.0 125.0 123.0
## CV residual 324 314 247 259 295 206.1 -6.86 -21.7 -10.6 16.2 15.3
## 37131 37134 37137 37149 37154 37158 37159 37160 37161 37163 37164
## Predicted 109.0 109.7 112 103.2 112 107.0 105.3 104.4 101.8 105.0 105.0
## cvpred 109.1 109.8 112 103.1 112 107.1 105.3 104.4 101.7 105.1 105.1
## pm2.5 159.0 195.0 175 148.0 219 16.0 28.0 32.0 25.0 22.0 18.0
## CV residual 49.9 85.2 63 44.9 107 -91.1 -77.3 -72.4 -76.7 -83.1 -87.1
## 37165 37167 37168 37172 37179 37186 37188 37193 37194 37195 37199
## Predicted 104.3 103.6 102.2 105.5 107 101.7 97.1 99.5 98.1 95.8 92.7
## cvpred 104.4 103.7 102.3 105.6 107 101.8 97.1 99.6 98.2 95.9 92.6
## pm2.5 23.0 25.0 18.0 27.0 66 35.0 34.0 12.0 13.0 18.0 39.0
## CV residual -81.4 -78.7 -84.3 -78.6 -41 -66.8 -63.1 -87.6 -85.2 -77.9 -53.6
## 37200 37201 37204 37207 37211 37212 37213 37214 37216 37217 37221
## Predicted 93.5 93.6 91.4 90.3 109.4 110 108 108 108 106.1 108.22
## cvpred 93.4 93.5 91.2 90.0 109.4 110 109 108 108 106.1 108.24
## pm2.5 44.0 64.0 165.0 127.0 209.0 235 254 250 210 127.0 113.00
## CV residual -49.4 -29.5 73.8 37.0 99.6 125 145 142 102 20.9 4.76
## 37225 37226 37233 37238 37252 37255 37257 37262 37263 37264 37265
## Predicted 111.4 111.1 112 105.7 109.0 108.3 108.6 95.2 105.7 101.32 99.8
## cvpred 111.5 111.2 112 105.8 109.1 108.4 108.7 95.1 105.8 101.36 99.8
## pm2.5 159.0 161.0 220 124.0 119.0 124.0 160.0 76.0 98.0 105.00 86.0
## CV residual 47.5 49.8 108 18.2 9.9 15.6 51.3 -19.1 -7.8 3.64 -13.8
## 37266 37268 37272 37274 37275 37279 37290 37291 37296 37297 37300
## Predicted 98.2 94.3 90.0 86.4 106 95.2 77.3 75.0 97.9 97.3 93.8
## cvpred 98.1 94.2 89.8 86.2 106 95.3 77.3 74.9 98.0 97.4 93.7
## pm2.5 132.0 105.0 70.0 55.0 58 12.0 7.0 7.0 33.0 40.0 29.0
## CV residual 33.9 10.8 -19.8 -31.2 -48 -83.3 -70.3 -67.9 -65.0 -57.4 -64.7
## 37303 37304 37308 37310 37312 37313 37317 37320 37321 37323 37331
## Predicted 102.8 102.1 100.7 98.8 94.2 92.4 83.3 99.6 101.4 101.2 89.9
## cvpred 102.9 102.2 100.8 98.9 94.3 92.5 83.2 99.7 101.5 101.3 89.9
## pm2.5 37.0 42.0 55.0 31.0 24.0 13.0 20.0 31.0 34.0 34.0 6.0
## CV residual -65.9 -60.2 -45.8 -67.9 -70.3 -79.5 -63.2 -68.7 -67.5 -67.3 -83.9
## 37333 37336 37342 37343 37345 37346 37351 37354 37356 37361 37364
## Predicted 86.0 94.7 91.8 91.2 104 105.2 104.6 99.4 95.7 85.7 83.7
## cvpred 85.9 94.8 91.7 91.1 104 105.3 104.6 99.5 95.8 85.6 83.5
## pm2.5 8.0 14.0 48.0 48.0 57 58.0 71.0 84.0 27.0 40.0 59.0
## CV residual -77.9 -80.8 -43.7 -43.1 -47 -47.3 -33.6 -15.5 -68.8 -45.6 -24.5
## 37365 37370 37372 37373 37374 37381 37383 37384 37385 37395
## Predicted 80.4 105.2 105.2 105.2 106.3 105.57 103.3 102.27 100.66 106.1
## cvpred 80.1 105.3 105.3 105.3 106.3 105.66 103.4 102.36 100.72 106.2
## pm2.5 59.0 55.0 70.0 74.0 80.0 110.00 93.0 97.00 95.00 191.0
## CV residual -21.1 -50.3 -35.3 -31.3 -26.3 4.34 -10.4 -5.36 -5.72 84.8
## 37396 37397 37402 37403 37404 37405 37406 37408 37411 37413 37414
## Predicted 108.7 109.6 109.0 108 109.0 108.5 107.8 101.1 96.3 97.0 96.3
## cvpred 108.8 109.6 109.1 108 109.1 108.5 107.9 101.1 96.2 96.9 96.2
## pm2.5 180.0 187.0 193.0 196 199.0 206.0 175.0 152.0 138.0 146.0 139.0
## CV residual 71.2 77.4 83.9 88 89.9 97.5 67.1 50.9 41.8 49.1 42.8
## 37417 37419 37420 37423 37427 37429 37434 37440 37444 37446 37448
## Predicted 92.9 91.8 91.7 111.4 110.5 100.2 90.9 93.7 107.3 107.28 102.7
## cvpred 92.7 91.5 91.5 111.5 110.6 100.3 90.8 93.6 107.4 107.36 102.7
## pm2.5 136.0 140.0 145.0 153.0 164.0 62.0 65.0 181.0 101.0 102.00 95.0
## CV residual 43.3 48.5 53.5 41.5 53.4 -38.3 -25.8 87.4 -6.4 -5.36 -7.7
## 37452 37453 37455 37457 37464 37465 37467 37469 37471 37473 37476
## Predicted 96.66 95.3 102.3 98.3 104.2 104.9 101.5 101.4 96.9 105.6 105
## cvpred 96.62 95.2 102.4 98.3 104.3 104.9 101.5 101.5 96.8 105.7 105
## pm2.5 93.00 71.0 68.0 51.0 67.0 51.0 64.0 76.0 69.0 48.0 41
## CV residual -3.62 -24.2 -34.4 -47.3 -37.3 -53.9 -37.5 -25.5 -27.8 -57.7 -64
## 37477 37482 37486 37488 37492 37496 37499 37507 37515 37520
## Predicted 103.5 99.6 98.8 98.0636 106 108.0 104.6 103.86 108.0 109.4
## cvpred 103.6 99.7 98.8 98.0297 106 108.1 104.6 103.96 108.1 109.5
## pm2.5 40.0 52.0 83.0 98.0000 96 158.0 151.0 109.00 131.0 149.0
## CV residual -63.6 -47.7 -15.8 -0.0297 -10 49.9 46.4 5.04 22.9 39.5
## 37523 37526 37530 37531 37538 37540 37542 37544 37546 37547 37555
## Predicted 109.7 104.4 98.7 98.1 93.7 111 111 111 112 112 108
## cvpred 109.8 104.4 98.6 98.0 93.5 111 111 112 112 112 108
## pm2.5 182.0 167.0 157.0 159.0 249.0 282 268 247 270 280 224
## CV residual 72.2 62.6 58.4 61.0 155.5 171 157 135 158 168 116
## 37556 37559 37560 37565 37566 37567 37568 37570 37571 37572
## Predicted 107 104.2 100.9 108.5 107.3 106.6 112.8 110.8 107.86 107.27
## cvpred 107 104.1 100.8 108.6 107.3 106.6 112.9 110.9 107.88 107.25
## pm2.5 246 187.0 80.0 67.0 69.0 78.0 83.0 112.0 104.00 103.00
## CV residual 139 82.9 -20.8 -41.6 -38.3 -28.6 -29.9 1.1 -3.88 -4.25
## 37574 37576 37579 37580 37584 37586 37587 37590 37591 37595 37596
## Predicted 96.56 88.5 84.3 81.7 105.2 106.6 106.6 108.0 107.3 102.5 100.1
## cvpred 96.45 88.3 84.0 81.4 105.3 106.7 106.7 108.1 107.4 102.6 100.2
## pm2.5 106.00 54.0 40.0 34.0 41.0 35.0 51.0 59.0 51.0 52.0 47.0
## CV residual 9.55 -34.3 -44.0 -47.4 -64.3 -71.7 -55.7 -49.1 -56.4 -50.6 -53.2
## 37598 37599 37600 37602 37604 37607 37610 37612 37613 37616
## Predicted 100.7 100.7 100.4 102.1 100.33 105.24 106.6 104.47 103.7 111.08
## cvpred 100.8 100.8 100.4 102.2 100.39 105.34 106.7 104.52 103.8 111.16
## pm2.5 85.0 80.0 62.0 56.0 96.00 101.00 123.0 109.00 145.0 109.00
## CV residual -15.8 -20.8 -38.4 -46.2 -4.39 -4.34 16.3 4.48 41.2 -2.16
## 37618 37628 37631 37634 37635 37638 37639 37651 37655 37659 37663
## Predicted 110.55 110.5 107.8 106.3 105.9 114.2 113.8 104.3 92.4 108.3 109.7
## cvpred 110.61 110.5 107.7 106.2 105.9 114.3 113.9 104.2 92.2 108.4 109.8
## pm2.5 116.00 128.0 137.0 148.0 151.0 141.0 140.0 153.0 74.0 84.0 59.0
## CV residual 5.39 17.5 29.3 41.8 45.1 26.7 26.1 48.8 -18.2 -24.4 -50.8
## 37664 37666 37667 37669 37674 37684 37685 37689 37693 37696 37702
## Predicted 108.3 106.9 106.1 98.8 93.6 110.1 109.7 105.6 97.5 103.6 99.3
## cvpred 108.4 106.9 106.2 98.8 93.4 110.2 109.8 105.6 97.4 103.7 99.2
## pm2.5 59.0 69.0 69.0 44.0 57.0 128.0 127.0 87.0 23.0 22.0 69.0
## CV residual -49.4 -37.9 -37.2 -54.8 -36.4 17.8 17.2 -18.6 -74.4 -81.7 -30.2
## 37703 37707 37709 37710 37715 37717 37721 37723 37729 37730 37735
## Predicted 98.4 109.0 106.6 105.8 105 102.8 99.7 94.5 109.0 108.3 104.8
## cvpred 98.3 109.1 106.6 105.9 105 102.9 99.7 94.4 109.1 108.4 104.8
## pm2.5 59.0 91.0 91.0 66.0 44 23.0 30.0 30.0 73.0 90.0 52.0
## CV residual -39.3 -18.1 -15.6 -39.9 -61 -79.9 -69.7 -64.4 -36.1 -18.4 -52.8
## 37736 37738 37739 37742 37743 37744 37746 37747 37750 37764 37769
## Predicted 105.5 102.1 100.7 105.0 103.0 101.4 99.2 97.54 93.7 81.7 69.6
## cvpred 105.5 102.1 100.7 105.1 103.1 101.4 99.1 97.42 93.5 81.2 68.9
## pm2.5 68.0 84.0 42.0 51.0 170.0 87.0 107.0 105.00 76.0 164.0 143.0
## CV residual -37.5 -18.1 -58.7 -54.1 66.9 -14.4 7.9 7.58 -17.5 82.8 74.1
## 37775 37778 37780 37783 37788 37790 37794 37797 37798 37800
## Predicted 110.7 108.3 105.8 103.44 114.2 114.7 107.54 103.6 115.58 111.4
## cvpred 110.7 108.3 105.7 103.33 114.3 114.7 107.49 103.5 115.66 111.4
## pm2.5 73.0 76.0 89.0 107.00 125.0 128.0 117.00 117.0 118.00 140.0
## CV residual -37.7 -32.3 -16.7 3.67 10.7 13.3 9.51 13.5 2.34 28.6
## 37801 37807 37809 37811 37813 37823 37825 37827 37830 37832 37837
## Predicted 110 112.46 111.9 113.5 113.1 98.07 93.2 112 105.3 111.2 105.2
## cvpred 110 112.54 111.9 113.6 113.2 97.85 92.9 112 105.3 111.3 105.2
## pm2.5 139 118.00 135.0 163.0 169.0 92.00 27.0 27 23.0 29.0 42.0
## CV residual 29 5.46 23.1 49.4 55.8 -5.85 -65.9 -85 -82.3 -82.3 -63.2
## 37838 37840 37851 37852 37856 37858 37861 37862 37869 37876 37877
## Predicted 107 108.3 113.5 113.5 108.7 99.7 100.5 98.2 103.6 112.1 112
## cvpred 107 108.4 113.6 113.6 108.7 99.6 100.5 98.1 103.6 112.2 112
## pm2.5 47 47.0 49.0 59.0 46.0 43.0 20.0 78.0 75.0 38.0 64
## CV residual -60 -61.4 -64.6 -54.6 -62.7 -56.6 -80.5 -20.1 -28.6 -74.2 -48
## 37879 37881 37885 37887 37891 37894 37895 37897 37899 37901 37906
## Predicted 111.2 108.7 104.3 105.2 104.8 110.1 111.09 111.4 108.6 110.1 108.7
## cvpred 111.3 108.7 104.4 105.2 104.8 110.2 111.16 111.5 108.6 110.2 108.7
## pm2.5 73.0 86.0 68.0 47.0 58.0 72.0 105.00 81.0 93.0 94.0 121.0
## CV residual -38.3 -22.7 -36.4 -58.2 -46.8 -38.2 -6.16 -30.5 -15.6 -16.2 12.3
## 37907 37909 37911 37913 37918 37923 37924 37931 37939 37940
## Predicted 109.0 109.7 108.45 104.533 99.23 97.38 112.8 114 101.7 101.17
## cvpred 109.1 109.8 108.51 104.533 99.08 97.17 112.9 114 101.6 101.04
## pm2.5 136.0 133.0 111.00 104.000 105.00 89.00 94.0 221 119.0 94.00
## CV residual 26.9 23.2 2.49 -0.533 5.92 -8.17 -18.9 107 17.4 -7.04
## 37943 37945 37947 37948 37949 37950 37953 37957 37965 37966 37967
## Predicted 97.38 95.21 93.4 93.4 91.9 91.2 89.9 113.4 96.1 92.2 86.6
## cvpred 97.17 94.94 93.1 93.0 91.6 90.9 89.5 113.4 96.0 91.9 86.3
## pm2.5 90.00 94.00 107.0 112.0 152.0 129.0 150.0 144.0 113.0 54.0 51.0
## CV residual -7.17 -0.94 13.9 19.0 60.4 38.1 60.5 30.6 17.0 -37.9 -35.3
## 37968 37970 37971 37976 37977 37978 37979 37983 37986 37987 37990
## Predicted 80.6 71.9 67.9 46.7 40.805 36.9 33.3 25.6 20.2 16.99 107
## cvpred 80.2 71.3 67.3 45.7 39.773 35.8 32.2 24.3 18.8 15.44 107
## pm2.5 48.0 44.0 34.0 26.0 39.000 52.0 54.0 59.0 32.0 24.00 27
## CV residual -32.2 -27.3 -33.3 -19.7 -0.773 16.2 21.8 34.7 13.2 8.56 -80
## 37996 38001 38003 38010 38014 38016 38018 38019 38029 38030 38031
## Predicted 108.7 110.04 107.8 86.23 66.7 59.6 49.43 45.85 4.85 1.389 -3.81
## cvpred 108.7 110.11 107.9 86.06 66.1 58.9 48.57 44.92 3.29 -0.262 -5.55
## pm2.5 40.0 104.00 167.0 95.00 50.0 48.0 39.00 35.00 46.00 50.000 52.00
## CV residual -68.7 -6.11 59.1 8.94 -16.1 -10.9 -9.57 -9.92 42.71 50.262 57.55
## 38032 38034 38035 38038 38043 38047 38051 38055 38057 38060 38063
## Predicted -9.0 -16.7 -21.4 100.7 105 104.3 98.8 98.8 99.1 94.6 93.4
## cvpred -10.8 -18.7 -23.4 100.8 105 104.4 98.9 98.9 99.2 94.6 93.3
## pm2.5 49.0 43.0 32.0 32.0 65 36.0 39.0 36.0 33.0 39.0 50.0
## CV residual 59.8 61.7 55.4 -68.8 -40 -68.4 -59.9 -62.9 -66.2 -55.6 -43.3
## 38064 38066 38069 38073 38075 38079 38080 38082 38086 38092 38095
## Predicted 106.6 105.0 107.3 106.4 107.76 108.5 107.6 106.27 111.8 112.8 112.1
## cvpred 106.7 105.1 107.4 106.4 107.82 108.5 107.6 106.28 111.8 112.9 112.2
## pm2.5 59.0 56.0 71.0 93.0 110.00 138.0 111.0 108.00 154.0 132.0 159.0
## CV residual -47.7 -49.1 -36.4 -13.4 2.18 29.5 3.4 1.72 42.2 19.1 46.8
## 38096 38103 38105 38108 38111 38114 38116 38121 38123 38124 38126
## Predicted 111.8 85.5 77.6 103 104.2 112 110.8 113.8 113.5 112.1 107.2
## cvpred 111.8 85.2 77.3 103 104.2 112 110.9 113.9 113.6 112.2 107.2
## pm2.5 151.0 112.0 36.0 15 16.0 93 128.0 147.0 72.0 64.0 58.0
## CV residual 39.2 26.8 -41.3 -88 -88.2 -19 17.1 33.1 -41.6 -48.2 -49.2
## 38127 38130 38133 38136 38139 38140 38144 38150 38151 38153 38155
## Predicted 105.6 99.3 93.1 90.3 110.8 111.4 109.0 100.7 99.1 95.0 91.1
## cvpred 105.6 99.2 92.9 90.0 110.8 111.5 109.1 100.6 98.9 94.9 90.8
## pm2.5 65.0 74.0 68.0 70.0 65.0 70.0 91.0 70.0 72.0 71.0 43.0
## CV residual -40.6 -25.2 -24.9 -20.0 -45.8 -41.5 -18.1 -30.6 -26.9 -23.9 -47.8
## 38158 38159 38160 38165 38168 38181 38185 38186 38188 38191 38193
## Predicted 85.5 83.9 83.2 107.2 110.7 106.4 112.5 111.2 109.6 107.6 104.4
## cvpred 85.1 83.5 82.8 107.2 110.8 106.4 112.5 111.3 109.6 107.6 104.3
## pm2.5 56.0 59.0 59.0 46.0 46.0 65.0 42.0 48.0 57.0 40.0 33.0
## CV residual -29.1 -24.5 -23.8 -61.2 -64.8 -41.4 -70.5 -63.3 -52.6 -67.6 -71.3
## 38194 38200 38206 38207 38215 38217 38219 38224 38234 38236 38237
## Predicted 102.8 104.4 110.6 109.4 112.8 115 113.2 101.8 82.9 112.8 113.7
## cvpred 102.6 104.3 110.7 109.4 112.9 115 113.2 101.7 82.4 112.9 113.8
## pm2.5 26.0 17.0 30.0 28.0 65.0 75 53.0 23.0 43.0 50.0 47.0
## CV residual -76.6 -87.3 -80.7 -81.4 -47.9 -40 -60.2 -78.7 -39.4 -62.9 -66.8
## 38239 38250 38261 38263 38264 38265 38266 38268 38269 38278 38281
## Predicted 115 91.7 54.7 48.2 43.9 39.5 35.0 27.61 25.4 104.7 109.0
## cvpred 115 91.6 53.9 47.3 42.9 38.4 33.8 26.28 24.0 104.7 109.1
## pm2.5 80 34.0 34.0 26.0 23.0 22.0 17.0 20.00 14.0 30.0 30.0
## CV residual -35 -57.6 -19.9 -21.3 -19.9 -16.4 -16.8 -6.28 -10.0 -74.7 -79.1
## 38282 38284 38285 38287 38297 38301 38308 38309 38312 38313 38314
## Predicted 109.4 110.8 109.7 108.6 98.5 94.14 111.4 112.1 108 107.4 104
## cvpred 109.4 110.8 109.8 108.6 98.5 93.96 111.5 112.2 108 107.5 104
## pm2.5 76.0 77.0 68.0 45.0 111.0 95.00 83.0 85.0 75 57.0 271
## CV residual -33.4 -33.8 -41.8 -63.6 12.5 1.04 -28.5 -27.2 -33 -50.5 167
## 38317 38324 38325 38334 38335 38336 38337 38340 38343 38344 38348
## Predicted 107.4 107.6 106.3 111.8 111.4 112.5 109.8 111.08 104.2 101.8 92.9
## cvpred 107.5 107.6 106.3 111.9 111.5 112.5 109.9 111.16 104.1 101.8 92.6
## pm2.5 56.0 43.0 47.0 69.0 68.0 94.0 96.0 109.00 90.0 69.0 40.0
## CV residual -51.5 -64.6 -59.3 -42.9 -43.5 -18.5 -13.9 -2.16 -14.1 -32.8 -52.6
## 38349 38352 38354 38358 38359 38360 38362 38363 38364 38365 38366
## Predicted 92.1 90.1 89.4 112.1 112.1 112.1 111.77 112.1 112.5 112.1 112.3
## cvpred 91.9 89.9 89.1 112.2 112.2 112.2 111.85 112.2 112.5 112.2 112.3
## pm2.5 41.0 28.0 58.0 68.0 77.0 84.0 103.00 99.0 100.0 132.0 198.0
## CV residual -50.9 -61.9 -31.1 -44.2 -35.2 -28.2 -8.85 -13.2 -12.5 19.8 85.7
## 38368 38371 38376 38383 38386 38391 38398 38401 38403 38407 38408
## Predicted 108.0 102 95.32 117 118.3 112.8 117.29 117 116.4 111.7 108.3
## cvpred 107.9 102 95.03 117 118.4 112.8 117.35 117 116.4 111.7 108.3
## pm2.5 137.0 124 99.00 70 79.0 147.0 123.00 174 215.0 122.0 66.0
## CV residual 29.1 22 3.97 -47 -39.4 34.2 5.65 57 98.6 10.3 -42.3
## 38416 38417 38419 38420 38430 38438 38443 38444 38445 38449 38452
## Predicted 111.8 111.8 108.2 107.7 115 114.1 109.6 110.3 108.9 105.5 117
## cvpred 111.8 111.8 108.2 107.7 115 114.2 109.5 110.2 108.8 105.3 117
## pm2.5 16.0 18.0 22.0 22.0 85 90.0 130.0 132.0 136.0 146.0 178
## CV residual -95.8 -93.8 -86.2 -85.7 -30 -24.2 20.5 21.8 27.2 40.7 61
## 38457 38460 38462 38464 38471 38477 38478 38479 38486 38488
## Predicted 119 117 111.758 101.9 90.7 85.6 115.91 116.60 102.0 97.0
## cvpred 119 117 111.738 101.8 90.3 85.1 115.98 116.66 101.9 96.8
## pm2.5 258 224 111.000 43.0 65.0 96.0 109.00 110.00 61.0 46.0
## CV residual 139 107 -0.738 -58.8 -25.3 10.9 -6.98 -6.66 -40.9 -50.8
## 38498 38499 38503 38505 38508 38516 38519 38524 38525 38526
## Predicted 110.0 116.6 114.7 113.5 110.24 114.9 112.2 117.947 117.6 119.0
## cvpred 109.9 116.7 114.8 113.4 110.15 114.9 112.2 117.998 117.6 119.1
## pm2.5 92.0 89.0 84.0 102.0 104.00 79.0 88.0 117.000 140.0 150.0
## CV residual -17.9 -27.7 -30.8 -11.4 -6.15 -35.9 -24.2 -0.998 22.4 30.9
## 38528 38534 38545 38546 38548 38551 38552 38553 38554 38555 38556
## Predicted 119.4 85.5 111.8 111 111 111.8 112.8 107.2 108.1 104.4 102.1
## cvpred 119.4 85.2 111.8 112 111 111.8 112.8 107.3 108.2 104.5 102.1
## pm2.5 132.0 13.0 15.0 10 9 20.0 20.0 18.0 15.0 15.0 16.0
## CV residual 12.6 -72.2 -96.8 -102 -102 -91.8 -92.8 -89.3 -93.2 -89.5 -86.1
## 38557 38562 38564 38565 38566 38569 38570 38578 38582 38585 38588
## Predicted 101.5 88.0 105.7 102.7 104.0 112.1 105.7 96.20 78.9 69.8 55.2
## cvpred 101.5 87.7 105.8 102.8 104.1 112.2 105.8 96.09 78.4 69.1 54.3
## pm2.5 19.0 27.0 23.0 28.0 27.0 26.0 26.0 100.00 17.0 12.0 14.0
## CV residual -82.5 -60.7 -82.8 -74.8 -77.1 -86.2 -79.8 3.91 -61.4 -57.1 -40.3
## 38592 38594 38599 38601 38606 38609 38613 38617 38618 38620 38622
## Predicted 109.2 107.8 115 112.8 107.2 98.4 90.1 85.9 115 114.2 113.6
## cvpred 109.2 107.9 115 112.9 107.2 98.3 89.7 85.4 115 114.2 113.7
## pm2.5 13.0 13.0 44 43.0 21.0 34.0 32.0 44.0 38 42.0 54.0
## CV residual -96.2 -94.9 -71 -69.9 -86.2 -64.3 -57.7 -41.4 -77 -72.2 -59.7
## 38625 38628 38632 38636 38639 38644 38645 38647 38656 38659
## Predicted 112.6 113.8 107.4 110.7 113.2 115.2 113.122 111.8 106.205 99.274
## cvpred 112.6 113.9 107.5 110.7 113.2 115.3 113.182 111.9 106.084 99.055
## pm2.5 77.0 52.0 19.0 29.0 63.0 102.0 113.000 67.0 107.000 100.000
## CV residual -35.6 -61.9 -88.5 -81.7 -50.2 -13.3 -0.182 -44.9 0.916 0.945
## 38660 38664 38670 38671 38678 38679 38680 38681 38683 38685
## Predicted 99.398 92.8 116.96 117.29 116.60 117.65 115.4 115.5 114.2 113.8
## cvpred 99.153 92.5 117.03 117.36 116.66 117.72 115.4 115.5 114.2 113.8
## pm2.5 99.000 76.0 115.00 115.00 119.00 127.00 139.0 134.0 135.0 143.0
## CV residual -0.153 -16.5 -2.03 -2.36 2.34 9.28 23.6 18.5 20.8 29.2
## 38686 38689 38690 38692 38694 38698 38700 38704 38705 38707 38708
## Predicted 112.6 113.5 119.0 115.8 116.7 107.8 104.6 117.4 115.4 110.8 109.4
## cvpred 112.5 113.4 119.1 115.9 116.8 107.7 104.4 117.5 115.4 110.7 109.3
## pm2.5 140.0 83.0 68.0 52.0 49.0 46.0 32.0 37.0 62.0 62.0 53.0
## CV residual 27.5 -30.4 -51.1 -63.9 -67.8 -61.7 -72.4 -80.5 -53.4 -48.7 -56.3
## 38711 38712 38719 38723 38727 38728 38729 38731 38732 38734 38742
## Predicted 116.7 116.6 115.4 116.6 113.8 113.3 114.2 115 114.0 112.7 115.6
## cvpred 116.8 116.7 115.4 116.7 113.9 113.3 114.3 115 114.1 112.8 115.7
## pm2.5 60.0 59.0 18.0 18.0 31.0 28.0 31.0 34 32.0 46.0 35.0
## CV residual -56.8 -57.7 -97.4 -98.7 -82.9 -85.3 -83.3 -81 -82.1 -66.8 -80.7
## 38744 38745 38750 38751 38754 38759 38764 38767 38769 38771 38775
## Predicted 113.8 111.8 113.3 112 107.9 102.6 115.9 118 116.6 115.4 113.4
## cvpred 113.8 111.8 113.3 112 107.8 102.5 115.9 118 116.6 115.4 113.5
## pm2.5 31.0 29.0 30.0 28 43.0 57.0 77.0 88 88.0 79.0 42.0
## CV residual -82.8 -82.8 -83.3 -84 -64.8 -45.5 -38.9 -30 -28.6 -36.4 -71.5
## 38787 38790 38793 38794 38798 38799 38800 38801 38805 38807 38808
## Predicted 116.7 117.6 118.3 118 116 114.7 114.7 114 112.8 110.0 109.9
## cvpred 116.8 117.7 118.4 118 116 114.7 114.7 114 112.8 109.9 109.9
## pm2.5 57.0 90.0 102.0 90 43 45.0 43.0 49 60.0 70.0 81.0
## CV residual -59.8 -27.7 -16.4 -28 -73 -69.7 -71.7 -65 -52.8 -39.9 -28.9
## 38814 38820 38824 38825 38829 38830 38835 38837 38841 38843 38845
## Predicted 118 119.0 107 116 115 115 115.2 113.3 108 102.4 97.8
## cvpred 118 119.1 107 116 115 115 115.3 113.4 108 102.3 97.6
## pm2.5 96 101.0 6 6 10 12 25.0 17.0 6 4.0 3.0
## CV residual -22 -18.1 -101 -110 -105 -103 -90.3 -96.4 -102 -98.3 -94.6
## 38850 38855 38858 38859 38864 38865 38866 38867 38869 38875 38877
## Predicted 113 111.5 116 115.6 114 116 115.6 116 115.2 113.7 116.6
## cvpred 113 111.5 116 115.7 114 116 115.7 116 115.3 113.7 116.7
## pm2.5 6 26.0 69 45.0 26 25 45.0 58 48.0 19.0 30.0
## CV residual -107 -85.5 -47 -70.7 -88 -91 -70.7 -58 -67.3 -94.7 -86.7
## 38878 38879 38882 38894 38899 38900 38901 38905 38907 38914 38915
## Predicted 116.3 116.6 116.3 113.2 113.4 111.5 110.2 115.2 116.3 117 116.2
## cvpred 116.3 116.7 116.3 113.2 113.4 111.5 110.2 115.3 116.3 117 116.3
## pm2.5 44.0 38.0 35.0 32.0 15.0 33.0 19.0 52.0 67.0 83 99.0
## CV residual -72.3 -78.7 -81.3 -81.2 -98.4 -78.5 -91.2 -63.3 -49.3 -34 -17.3
## 38917 38923 38928 38931 38937 38938 38939 38940 38941 38942 38944
## Predicted 115.7 113.9 118 116.93 114.1 111.4 115 115 113.3 111.3 114.5
## cvpred 115.7 113.9 118 116.99 114.1 111.4 115 115 113.3 111.3 114.6
## pm2.5 80.0 94.0 94 114.00 59.0 43.0 13 13 16.0 13.0 18.0
## CV residual -35.7 -19.9 -24 -2.99 -55.1 -68.4 -102 -102 -97.3 -98.3 -96.6
## 38949 38951 38952 38958 38959 38960 38964 38967 38973 38974 38978
## Predicted 114 111.8 116.3 114.6 114.1 111.8 114.9 115 113 117.1 118
## cvpred 114 111.8 116.3 114.7 114.1 111.7 114.9 115 113 117.1 118
## pm2.5 19 44.0 33.0 39.0 28.0 35.0 23.0 12 40 44.0 99
## CV residual -95 -67.8 -83.3 -75.7 -86.1 -76.7 -91.9 -103 -73 -73.1 -19
## 38981 38983 38984 38987 38989 38993 38996 38997 39001 39003 39007
## Predicted 118.7 119.72 119.4 117.4 116.7 113.7 118 118.7 118.3 118.3 118
## cvpred 118.7 119.78 119.4 117.5 116.8 113.7 118 118.7 118.4 118.4 118
## pm2.5 108.0 126.00 103.0 49.0 25.0 48.0 14 24.0 37.0 39.0 28
## CV residual -10.7 6.22 -16.4 -68.5 -91.8 -65.7 -104 -94.7 -81.4 -79.4 -90
## 39008 39018 39021 39022 39031 39039 39042 39043 39044 39046 39055
## Predicted 117.2 115.5 114.9 114.3 119.7 114.18 111.6 118.1 116.5 113.3 117.7
## cvpred 117.3 115.5 114.9 114.3 119.8 114.16 111.6 118.1 116.5 113.3 117.7
## pm2.5 18.0 50.0 58.0 70.0 161.0 105.00 156.0 100.0 62.0 61.0 162.0
## CV residual -99.3 -65.5 -56.9 -44.3 41.2 -9.16 44.4 -18.1 -54.5 -52.3 44.3
## 39058 39060 39062 39067 39070 39071 39077 39080 39084 39086 39087
## Predicted 120.0 120.0 117.2 115 120.05 119.7 118 119.0 119.4 117.4 116.7
## cvpred 120.1 120.1 117.2 115 120.11 119.7 118 119.1 119.4 117.4 116.7
## pm2.5 169.0 178.0 196.0 96 111.00 103.0 13 29.0 47.0 77.0 103.0
## CV residual 48.9 57.9 78.8 -19 -9.11 -16.7 -105 -90.1 -72.4 -40.4 -13.7
## 39090 39093 39096 39100 39103 39106 39108 39110 39115 39117 39120
## Predicted 114.1 119.0 118.1 118 119.0 115.8 117.3 115.0 112.9 109.7 119.7
## cvpred 114.1 119.1 118.2 118 119.1 115.8 117.4 115.1 112.9 109.6 119.8
## pm2.5 148.0 76.0 63.0 71 82.0 46.0 24.0 22.0 83.0 80.0 144.0
## CV residual 33.9 -43.1 -55.2 -47 -37.1 -69.8 -93.4 -93.1 -29.9 -29.6 24.2
## 39123 39125 39127 39128 39132 39134 39139 39144 39148 39149
## Predicted 119.4 119.7 119.7 119.358 114.0 110.07 102.4 118 119.0 118.8
## cvpred 119.4 119.8 119.8 119.421 113.9 109.98 102.1 118 119.1 118.9
## pm2.5 153.0 141.0 158.0 119.000 200.0 116.00 65.0 74 59.0 39.0
## CV residual 33.6 21.2 38.2 -0.421 86.1 6.02 -37.1 -44 -60.1 -79.9
## 39151 39152 39155 39156 39158 39163 39164 39165 39167 39169 39171
## Predicted 118.7 118.1 114.5 113 117 116.7 115.4 114.2 112.7 111.7 111.0
## cvpred 118.7 118.2 114.5 113 117 116.8 115.4 114.2 112.7 111.6 110.9
## pm2.5 41.0 63.0 22.0 13 12 20.0 38.0 61.0 89.0 74.0 70.0
## CV residual -77.7 -55.2 -92.5 -100 -105 -96.8 -77.4 -53.2 -23.7 -37.6 -40.9
## 39173 39174 39177 39179 39186 39190 39193 39194 39195 39198 39199
## Predicted 109.9 119.0 118.3 118 112.8 118 114.6 113.2 118.3 118 116.9
## cvpred 109.8 119.1 118.4 118 112.8 118 114.6 113.2 118.4 118 116.9
## pm2.5 76.0 72.0 73.0 74 57.0 18 16.0 18.0 23.0 15 18.0
## CV residual -33.8 -47.1 -45.4 -44 -55.8 -100 -98.6 -95.2 -95.4 -103 -98.9
## 39201 39206 39207 39209 39210 39217 39218 39220 39223 39225 39227
## Predicted 116.2 118.7 116.7 116.1 116.7 116.4 115.1 113.2 108.7 105.8 101.9
## cvpred 116.2 118.7 116.8 116.1 116.8 116.4 115.2 113.2 108.6 105.7 101.7
## pm2.5 38.0 50.0 50.0 36.0 41.0 36.0 31.0 27.0 25.0 18.0 19.0
## CV residual -78.2 -68.7 -66.8 -80.1 -75.8 -80.4 -84.2 -86.2 -83.6 -87.7 -82.7
## 39234 39235 39239 39240 39242 39250 39255 39258 39262 39269 39270
## Predicted 114.5 115.4 113.7 113 112.6 119.0 113.9 108.3 104.9 100.9 119.0
## cvpred 114.6 115.4 113.7 113 112.6 119.1 113.8 108.2 104.8 100.7 119.1
## pm2.5 26.0 24.0 28.0 29 44.0 68.0 40.0 48.0 57.0 69.0 77.0
## CV residual -88.6 -91.4 -85.7 -84 -68.6 -51.1 -73.8 -60.2 -47.8 -31.7 -42.1
## 39273 39274 39280 39286 39289 39293 39295 39303 39309 39310 39312
## Predicted 118 117.2 109.644 102.1 98.9 121.1 120.7 118.8 121.1 121.1 119
## cvpred 118 117.3 109.516 101.8 98.5 121.2 120.8 118.9 121.2 121.2 119
## pm2.5 86 74.0 109.000 127.0 159.0 191.0 196.0 62.0 62.0 61.0 75
## CV residual -32 -43.3 -0.516 25.2 60.5 69.8 75.2 -56.9 -59.2 -60.2 -44
## 39313 39316 39317 39322 39326 39327 39328 39330 39331 39338 39339
## Predicted 118.5 111.2 117 113 113 110 109 111.4 110.6 114.7 112.4
## cvpred 118.5 111.2 117 113 113 110 109 111.4 110.7 114.7 112.4
## pm2.5 62.0 46.0 17 10 12 7 10 13.0 13.0 22.0 35.0
## CV residual -56.5 -65.2 -100 -103 -101 -103 -99 -98.4 -97.7 -92.7 -77.4
## 39346 39347 39358 39359 39364 39379 39381 39383 39384 39389 39392
## Predicted 101.8 101.2 116.2 115.9 117.6 107.5 106.7 106.0 104.7 118.7 119.0
## cvpred 101.6 101.1 116.3 115.9 117.7 107.4 106.6 105.8 104.5 118.7 119.1
## pm2.5 17.0 16.0 21.0 25.0 32.0 39.0 62.0 66.0 69.0 84.0 80.0
## CV residual -84.6 -85.1 -95.3 -90.9 -85.7 -68.4 -44.6 -39.8 -35.5 -34.7 -39.1
## 39394 39395 39397 39399 39401 39405 39406 39409 39413 39415 39416
## Predicted 119.4 118 116.5 116.5 110.5 102.6 100.3 98.5 96.5 119.0 118.7
## cvpred 119.4 118 116.5 116.5 110.5 102.5 100.1 98.2 96.1 119.1 118.7
## pm2.5 61.0 64 93.0 95.0 72.0 45.0 51.0 59.0 76.0 100.0 108.0
## CV residual -58.4 -54 -23.5 -21.5 -38.5 -57.5 -49.1 -39.2 -20.1 -19.1 -10.7
## 39419 39422 39433 39435 39445 39446 39447 39448 39449 39450 39451
## Predicted 116.7 113.26 120.0 120.0 120.0 121.1 120.7 120.4 120.0 120.7 120.7
## cvpred 116.7 113.21 120.1 120.1 120.1 121.2 120.8 120.4 120.1 120.8 120.7
## pm2.5 105.0 116.00 27.0 34.0 56.0 64.0 66.0 72.0 78.0 78.0 84.0
## CV residual -11.7 2.79 -93.1 -86.1 -64.1 -57.2 -54.8 -48.4 -42.1 -42.8 -36.7
## 39456 39460 39464 39474 39475 39479 39480 39481 39483 39488 39491
## Predicted 120.7 117.5 121 118 116.8 122 122 122 122 119 122.5
## cvpred 120.8 117.5 121 118 116.7 122 122 122 123 119 122.5
## pm2.5 111.0 190.0 259 167 161.0 237 250 295 299 226 153.0
## CV residual -9.8 72.5 138 49 44.3 115 128 173 176 107 30.5
## 39493 39495 39498 39499 39505 39507 39508 39512 39513 39515 39516
## Predicted 120.7 120 118.7 116 121.8 120.7 120.4 121.4 120.70 119.4 118.7
## cvpred 120.8 120 118.7 116 121.8 120.8 120.4 121.5 120.75 119.4 118.7
## pm2.5 152.0 137 200.0 213 168.0 174.0 169.0 148.0 125.00 105.0 114.0
## CV residual 31.2 17 81.3 97 46.2 53.2 48.6 26.5 4.25 -14.4 -4.7
## 39518 39521 39523 39524 39526 39527 39528 39530 39532 39533 39534
## Predicted 116 119.8 118.6 117.7 116.23 115.9 115.8 113.3 111 110.0 109
## cvpred 116 119.9 118.6 117.7 116.19 115.8 115.8 113.2 111 109.8 109
## pm2.5 80 74.0 77.0 77.0 107.00 157.0 184.0 207.0 212 209.0 237
## CV residual -36 -45.9 -41.6 -40.7 -9.19 41.2 68.2 93.8 101 99.2 128
## 39535 39537 39543 39544 39548 39552 39553 39554 39555 39556 39561
## Predicted 109 106 100.8 100.2 93.8 90.4 89.0 88.3 86.9 121.09 118.2
## cvpred 108 106 100.4 99.9 93.3 89.9 88.4 87.7 86.3 121.16 118.2
## pm2.5 252 240 153.0 153.0 167.0 153.0 139.0 133.0 130.0 116.00 80.0
## CV residual 144 134 52.6 53.1 73.7 63.1 50.6 45.3 43.7 -5.16 -38.2
## 39565 39567 39574 39576 39581 39584 39590 39594 39600 39604 39607
## Predicted 114.9 111.7 101 98.1 121.1 121.4 114.4 116 119.0 118 114
## cvpred 114.9 111.6 100 97.8 121.2 121.5 114.4 116 119.1 118 114
## pm2.5 132.0 165.0 223 235.0 164.0 144.0 16.0 11 42.0 37 16
## CV residual 17.1 53.4 123 137.2 42.8 22.5 -98.4 -105 -77.1 -81 -98
## 39609 39611 39614 39615 39618 39620 39622 39625 39626 39627 39628
## Predicted 110.8 116 115 114 118 113.1 111.8 119.0 119.7 119.7 119.7
## cvpred 110.8 116 115 114 118 113.1 111.8 119.1 119.8 119.8 119.8
## pm2.5 17.0 11 9 8 14 32.0 29.0 34.0 28.0 52.0 70.0
## CV residual -93.8 -105 -106 -106 -104 -81.1 -82.8 -85.1 -91.8 -67.8 -49.8
## 39630 39631 39633 39634 39636 39640 39643 39646 39647 39652 39655
## Predicted 118.3 118.3 114.4 111.6 116 109.9 105.4 100.8 98.5 119.0 117.4
## cvpred 118.4 118.3 114.4 111.6 116 109.9 105.3 100.6 98.2 119.1 117.5
## pm2.5 39.0 31.0 25.0 28.0 25 35.0 18.0 31.0 40.0 58.0 61.0
## CV residual -79.4 -87.3 -89.4 -83.6 -91 -74.9 -87.3 -69.6 -58.2 -61.1 -56.5
## 39657 39659 39661 39662 39669 39670 39672 39675 39680 39683 39692
## Predicted 115.0 111 115 115 117.6 118 118 117.3 107.5 101.6 107.9
## cvpred 115.1 111 115 115 117.7 118 118 117.4 107.4 101.5 107.8
## pm2.5 35.0 11 12 9 28.0 32 35 21.0 12.0 9.0 17.0
## CV residual -80.1 -100 -103 -106 -89.7 -86 -83 -96.4 -95.4 -92.5 -90.8
## 39694 39701 39704 39709 39710 39716 39718 39723 39726 39729 39730
## Predicted 113.8 114.1 115.0 111 113 114.8 118.3 119.0 116 116.7 115.5
## cvpred 113.9 114.2 115.1 111 113 114.8 118.4 119.1 116 116.8 115.5
## pm2.5 19.0 19.0 17.0 10 10 20.0 35.0 44.0 23 19.0 22.0
## CV residual -94.9 -95.2 -98.1 -101 -103 -94.8 -83.4 -75.1 -93 -97.8 -93.5
## 39731 39735 39738 39739 39741 39742 39743 39753 39754 39755 39757
## Predicted 112.9 113.8 110.7 109.4 119.0 115 114.3 117.4 118 118.1 114.6
## cvpred 112.9 113.8 110.6 109.4 119.1 115 114.4 117.5 118 118.2 114.6
## pm2.5 18.0 29.0 36.0 42.0 36.0 30 15.0 44.0 49 50.0 50.0
## CV residual -94.9 -84.8 -74.6 -67.4 -83.1 -85 -99.4 -73.5 -69 -68.2 -64.6
## 39766 39767 39771 39772 39773 39774 39775 39776 39780 39781
## Predicted 100.0 99.9 120.0 120.02 121.1 120.7 121.1 120.733 121.4 121.1
## cvpred 99.7 99.6 120.1 120.06 121.2 120.8 121.2 120.792 121.5 121.2
## pm2.5 62.0 73.0 112.0 113.00 85.0 90.0 85.0 121.000 160.0 159.0
## CV residual -37.7 -26.6 -8.1 -7.06 -36.2 -30.8 -36.2 0.208 38.5 37.8
## 39782 39783 39784 39785 39788 39792 39796 39797 39798 39800 39801
## Predicted 122.1 121.4 120.9 119.6 112.2 120.0 120.0 120.0 120.40 119.9 120.2
## cvpred 122.2 121.5 120.9 119.7 112.1 120.1 120.1 120.1 120.47 119.9 120.2
## pm2.5 172.0 142.0 146.0 134.0 60.0 74.0 112.0 128.0 126.00 135.0 142.0
## CV residual 49.8 20.5 25.1 14.3 -52.1 -46.1 -8.1 7.9 5.53 15.1 21.8
## 39802 39805 39807 39809 39819 39821 39822 39824 39829 39833
## Predicted 120.7 119.30 116.4 114.4 120.9 120.4 121.27 120.38 122.11 119.2
## cvpred 120.8 119.33 116.4 114.4 120.9 120.4 121.34 120.43 122.17 119.2
## pm2.5 144.0 129.00 130.0 162.0 154.0 131.0 128.00 112.00 125.00 96.0
## CV residual 23.2 9.67 13.6 47.6 33.1 10.6 6.66 -8.43 2.83 -23.2
## 39834 39835 39837 39839 39842 39849 39852 39854 39855 39856 39858
## Predicted 116.9 115.3 114.6 123.2 121.4 122.4 120.3 120.9 121.2 119.6 115.7
## cvpred 116.9 115.3 114.5 123.2 121.4 122.5 120.3 120.9 121.3 119.6 115.6
## pm2.5 80.0 96.0 103.0 80.0 69.0 68.0 52.0 57.0 51.0 45.0 45.0
## CV residual -36.9 -19.3 -11.5 -43.2 -52.4 -54.5 -68.3 -63.9 -70.3 -74.6 -70.6
## 39863 39865 39867 39875 39878 39879 39881 39887 39888 39893 39894
## Predicted 109.9 107.6 122.8 117.6 113 111 106.2 94.9 93.6 89.1 87.9
## cvpred 109.7 107.4 122.9 117.6 113 111 105.9 94.4 93.2 88.6 87.3
## pm2.5 81.0 41.0 60.0 60.0 67 85 79.0 52.0 48.0 59.0 59.0
## CV residual -28.7 -66.4 -62.9 -57.6 -46 -26 -26.9 -42.4 -45.2 -29.6 -28.3
## 39896 39897 39902 39905 39907 39908 39909 39911 39915 39916 39920
## Predicted 115.2 112.9 116 119 119 119 116.1 117 114 117 112.8
## cvpred 115.2 112.8 116 119 119 119 116.1 117 114 117 112.8
## pm2.5 20.0 20.0 15 13 14 15 17.0 11 13 10 18.0
## CV residual -95.2 -92.8 -101 -106 -105 -104 -99.1 -106 -101 -107 -94.8
## 39921 39931 39933 39934 39939 39940 39941 39943 39945 39946 39956
## Predicted 112.8 106.7 117 115.5 107.5 107.4 118.5 119 119.7 119 117.8
## cvpred 112.8 106.6 117 115.5 107.4 107.3 118.6 119 119.8 119 117.8
## pm2.5 19.0 15.0 12 19.0 20.0 21.0 23.0 13 20.0 16 42.0
## CV residual -93.8 -91.6 -105 -96.5 -87.4 -86.3 -95.6 -106 -99.8 -103 -75.8
## 39957 39959 39960 39961 39962 39964 39967 39969 39973 39980 39983
## Predicted 116.2 119.7 120.4 121.1 121.1 121 120.4 120.2 119.5 115.4 120.4
## cvpred 116.2 119.8 120.5 121.2 121.2 121 120.5 120.3 119.6 115.4 120.5
## pm2.5 46.0 42.0 41.0 46.0 55.0 50 82.0 76.0 89.0 24.0 63.0
## CV residual -70.2 -77.8 -79.5 -75.2 -66.2 -71 -38.5 -44.3 -30.6 -91.4 -57.5
## 39995 39996 40005 40006 40007 40008 40013 40014 40015 40017 40018
## Predicted 111.7 118.1 104.4 104.4 103 103.1 118.7 118.3 118.6 120.0 119.69
## cvpred 111.6 118.2 104.3 104.3 103 102.9 118.7 118.4 118.7 120.1 119.75
## pm2.5 49.0 40.0 55.0 61.0 69 69.0 136.0 146.0 149.0 137.0 113.00
## CV residual -62.6 -78.2 -49.3 -43.3 -34 -33.9 17.3 27.6 30.3 16.9 -6.75
## 40022 40023 40025 40027 40028 40030 40034 40036 40037 40039 40042
## Predicted 118.6 117.8 112.5 108 106 104.0 98.5 95.96 95.9 119.0 119.0
## cvpred 118.7 117.8 112.4 108 106 103.8 98.2 95.64 95.6 119.1 119.1
## pm2.5 80.0 62.0 62.0 72 63 62.0 68.0 86.00 97.0 111.0 113.0
## CV residual -38.7 -55.8 -50.4 -36 -43 -41.8 -30.2 -9.64 1.4 -8.1 -6.1
## 40046 40047 40048 40049 40053 40054 40055 40057 40060 40061
## Predicted 115.47 112.8 111.5 110.2 103.40 102.7 102.0 100.68 98.1 96.9
## cvpred 115.49 112.8 111.5 110.1 103.17 102.4 101.7 100.39 97.8 96.5
## pm2.5 120.00 99.0 87.0 93.0 99.00 88.0 83.0 93.00 121.0 127.0
## CV residual 4.51 -13.8 -24.5 -17.1 -4.17 -14.4 -18.7 -7.39 23.2 30.5
## 40067 40069 40077 40078 40080 40082 40086 40091 40094 40098 40101
## Predicted 120.38 118.46 98.93 98.4 96.93 95.64 90.8 84.5 75.8 67.4 62.9
## cvpred 120.43 118.51 98.62 98.0 96.57 95.25 90.3 83.9 75.1 66.5 61.9
## pm2.5 111.00 110.00 89.00 88.0 89.00 90.00 135.0 125.0 97.0 89.0 86.0
## CV residual -9.43 -8.51 -9.62 -10.0 -7.57 -5.25 44.7 41.1 21.9 22.5 24.1
## 40105 40114 40115 40117 40122 40124 40125 40128 40129 40138 40146
## Predicted 56.0 121.4 120.7 118.8 114 113.4 113.0 121.8 121.4 120 109.6
## cvpred 54.9 121.5 120.8 118.8 114 113.3 112.9 121.8 121.5 120 109.4
## pm2.5 78.0 159.0 151.0 148.0 130 157.0 185.0 211.0 201.0 227 134.0
## CV residual 23.1 37.5 30.2 29.2 16 43.7 72.1 89.2 79.5 107 24.6
## 40149 40150 40152 40154 40157 40160 40161 40165 40169 40174 40176
## Predicted 107.4 106.7 105 103.8 121.4 122.1 121.4 121.42 118.9 122.5 123.2
## cvpred 107.2 106.5 105 103.6 121.5 122.2 121.4 121.48 118.9 122.5 123.2
## pm2.5 135.0 167.0 206 154.0 132.0 159.0 179.0 123.00 94.0 134.0 101.0
## CV residual 27.8 60.5 101 50.4 10.5 36.8 57.6 1.52 -24.9 11.5 -22.2
## 40178 40179 40183 40184 40185 40187 40189 40194 40202 40203 40204
## Predicted 122.1 121.4 122.8 122.3 121.5 123.5 122.1 120.8 123.2 123.9 123.2
## cvpred 122.1 121.4 122.9 122.3 121.6 123.5 122.1 120.8 123.2 123.9 123.2
## pm2.5 79.0 85.0 69.0 62.0 57.0 87.0 101.0 104.0 146.0 158.0 184.0
## CV residual -43.1 -36.4 -53.9 -60.3 -64.6 -36.5 -21.1 -16.8 22.8 34.1 60.8
## 40205 40206 40211 40213 40214 40216 40217 40218 40219 40220 40225
## Predicted 123.9 122.8 123.3 122.6 122.3 120.3 118.3 120.9 122.5 122.8 123.2
## cvpred 123.9 122.9 123.4 122.7 122.3 120.3 118.3 120.9 122.5 122.9 123.2
## pm2.5 190.0 201.0 74.0 82.0 73.0 76.0 102.0 72.0 69.0 52.0 74.0
## CV residual 66.1 78.1 -49.4 -40.7 -49.3 -44.3 -16.3 -48.9 -53.5 -70.9 -49.2
## 40226 40227 40231 40235 40236 40243 40248 40254 40258 40265 40275
## Predicted 123.2 123.2 123.2 113 110 117 116 116 112.4 114.6 120.0
## cvpred 123.2 123.2 123.2 112 109 117 116 116 112.3 114.6 120.1
## pm2.5 80.0 92.0 90.0 10 7 7 4 9 14.0 32.0 48.0
## CV residual -43.2 -31.2 -33.2 -102 -102 -110 -112 -107 -98.3 -82.6 -72.1
## 40276 40277 40280 40284 40285 40286 40288 40293 40294 40295 40299
## Predicted 121.1 119.7 114.9 115.0 112 110 105 114.2 113.6 112.3 119.7
## cvpred 121.2 119.7 114.9 115.1 112 110 105 114.1 113.5 112.3 119.8
## pm2.5 49.0 60.0 68.0 16.0 8 6 2 25.0 28.0 46.0 105.0
## CV residual -72.2 -59.7 -46.9 -99.1 -104 -104 -103 -89.1 -85.5 -66.3 -14.8
## 40306 40308 40309 40312 40322 40326 40330 40332 40334 40335 40342
## Predicted 112.2 116.3 115.2 114.8 119.0 118.3 117.6 118 113 110.4 102
## cvpred 112.2 116.3 115.3 114.8 119.1 118.4 117.7 118 113 110.3 102
## pm2.5 52.0 55.0 48.0 43.0 29.0 51.0 83.0 85 56 45.0 58
## CV residual -60.2 -61.3 -67.3 -71.8 -90.1 -67.4 -34.7 -33 -57 -65.3 -44
## 40347 40349 40355 40361 40364 40366 40368 40374 40379 40382 40383
## Predicted 98.76 119.0 118.7 110.7 105.8 104.7 119 118.3 119.0 118 118
## cvpred 98.47 119.1 118.7 110.6 105.7 104.5 119 118.4 119.1 118 118
## pm2.5 90.00 123.0 95.0 54.0 46.0 55.0 18 28.0 39.0 36 32
## CV residual -8.47 3.9 -23.7 -56.6 -59.7 -49.5 -101 -90.4 -80.1 -82 -86
## 40387 40388 40393 40394 40399 40403 40405 40409 40412 40415 40418
## Predicted 113.1 111.9 119.4 118.4 110.6 113 113 112 117.5 115.4 118.3
## cvpred 113.1 111.8 119.4 118.5 110.5 113 113 112 117.5 115.4 118.4
## pm2.5 28.0 43.0 86.0 65.0 12.0 6 6 9 21.0 27.0 57.0
## CV residual -85.1 -68.8 -33.4 -53.5 -98.5 -107 -107 -103 -96.5 -88.4 -61.4
## 40420 40427 40428 40430 40431 40432 40433 40436 40439 40442 40444
## Predicted 114.5 114 114 111.5 115.6 115.2 113.8 118.3 116.7 118 118.1
## cvpred 114.6 114 114 111.5 115.7 115.3 113.9 118.4 116.8 118 118.2
## pm2.5 26.0 10 12 21.0 30.0 33.0 28.0 40.0 38.0 13 21.0
## CV residual -88.6 -104 -102 -90.5 -85.7 -82.3 -85.9 -78.4 -78.8 -105 -97.2
## 40451 40452 40453 40454 40459 40461 40464 40469 40470 40472 40474
## Predicted 118.1 118.7 117.4 116.2 118.7 118.7 118.3 116 117 117 115.5
## cvpred 118.2 118.7 117.5 116.2 118.7 118.7 118.4 116 117 117 115.5
## pm2.5 55.0 43.0 38.0 26.0 21.0 24.0 21.0 16 28 17 27.0
## CV residual -63.2 -75.7 -79.5 -90.2 -97.7 -94.7 -97.4 -100 -89 -100 -88.5
## 40475 40477 40479 40482 40483 40488 40489 40490 40492 40493 40496
## Predicted 119.0 118.7 115.1 108.8 106.5 118 118 119.2 118 118.3 119.4
## cvpred 119.1 118.7 115.1 108.7 106.4 118 118 119.3 118 118.4 119.4
## pm2.5 26.0 28.0 48.0 26.0 35.0 17 32 26.0 32 23.0 102.0
## CV residual -93.1 -90.7 -67.1 -82.7 -71.4 -101 -86 -93.3 -86 -95.4 -17.4
## 40497 40498 40500 40505 40507 40511 40512 40515 40520 40524 40529
## Predicted 119.35 118.10 118 113.4 113.1 119.4 118.6 119.4 120 118.7 115.5
## cvpred 119.42 118.14 118 113.4 113.1 119.4 118.7 119.4 120 118.7 115.5
## pm2.5 121.00 114.00 47 34.0 22.0 28.0 33.0 71.0 33 68.0 52.0
## CV residual 1.58 -4.14 -71 -79.4 -91.1 -91.4 -85.7 -48.4 -87 -50.7 -63.5
## 40530 40531 40533 40534 40540 40544 40553 40554 40557 40559 40561
## Predicted 114.9 114.4 119.7 119.7 114.9 119.0 111.5 110.3 109.0 119.7 119.7
## cvpred 114.9 114.3 119.8 119.8 114.9 119.1 111.5 110.2 108.9 119.8 119.8
## pm2.5 63.0 56.0 74.0 80.0 19.0 33.0 23.0 20.0 44.0 73.0 93.0
## CV residual -51.9 -58.3 -45.8 -39.8 -95.9 -86.1 -88.5 -90.2 -64.9 -46.8 -26.8
## 40565 40568 40569 40571 40574 40580 40581 40584 40586 40587 40589
## Predicted 118.5 115.1 118 119.0 117.4 108 106.8 101.9 102.2 119.0 119.0
## cvpred 118.6 115.1 118 119.1 117.4 108 106.7 101.7 101.9 119.1 119.1
## pm2.5 56.0 27.0 26 35.0 69.0 71 71.0 60.0 61.0 66.0 88.0
## CV residual -62.6 -88.1 -92 -84.1 -48.4 -37 -35.7 -41.7 -40.9 -53.1 -31.1
## 40590 40591 40594 40596 40597 40605 40608 40610 40611 40614
## Predicted 119.0 119.7 118.10 120.0 118.6 107 104.5 103.0 102.3 100.54
## cvpred 119.1 119.8 118.14 120.1 118.7 107 104.3 102.8 102.1 100.26
## pm2.5 94.0 97.0 123.00 93.0 78.0 80 70.0 71.0 68.0 104.00
## CV residual -25.1 -22.8 4.86 -27.1 -40.7 -27 -34.3 -31.8 -34.1 3.74
## 40617 40619 40620 40624 40635 40637 40639 40640 40641 40643
## Predicted 119.72 120.7 120.7 109.8 120.58 119.69 120.4 120.4 120.7 120.0
## cvpred 119.78 120.8 120.8 109.7 120.65 119.74 120.5 120.5 120.8 120.1
## pm2.5 112.00 107.0 99.0 77.0 112.00 122.00 133.0 140.0 153.0 169.0
## CV residual -7.78 -13.8 -21.8 -32.7 -8.65 2.26 12.5 19.5 32.2 48.9
## 40644 40653 40656 40662 40665 40667 40672 40675 40676 40677 40684
## Predicted 119 118.4 116.7 118.7 119.4 119.4 119.7 120.0 119.3 120.4 121.1
## cvpred 119 118.5 116.8 118.7 119.4 119.4 119.8 120.1 119.4 120.5 121.2
## pm2.5 163 145.0 26.0 24.0 23.0 22.0 72.0 91.0 97.0 110.0 142.0
## CV residual 44 26.5 -90.8 -94.7 -96.4 -97.4 -47.8 -29.1 -22.4 -10.5 20.8
## 40689 40697 40698 40703 40705 40706 40709 40713 40714 40716 40729
## Predicted 120.0 117.56 117 121.4 115.6 118.7 120.4 118 114 108 119.0
## cvpred 120.1 117.59 117 121.5 115.6 118.7 120.5 119 114 108 119.1
## pm2.5 134.0 108.00 95 171.0 26.0 20.0 35.0 3 6 5 25.0
## CV residual 13.9 -9.59 -22 49.5 -89.6 -98.7 -85.5 -116 -108 -103 -94.1
## 40731 40737 40739 40742 40745 40747 40748 40755 40756 40757 40762
## Predicted 118.7 115.4 111 110 111 110 108.7 116.6 116 114.5 107.7
## cvpred 118.7 115.4 111 110 111 110 108.7 116.7 116 114.6 107.7
## pm2.5 27.0 17.0 10 9 6 8 11.0 35.0 39 40.0 19.0
## CV residual -91.7 -98.4 -101 -101 -105 -102 -97.7 -81.7 -77 -74.6 -88.7
## 40764 40765 40766 40768 40771 40772 40775 40777 40778 40779 40782
## Predicted 113.5 112.5 111 107.8 111.8 109.5 107.1 116 117.1 116.8 114.7
## cvpred 113.6 112.5 111 107.8 111.8 109.5 107.1 116 117.2 116.8 114.7
## pm2.5 17.0 13.0 10 8.0 13.0 19.0 29.0 57 71.0 68.0 45.0
## CV residual -96.6 -99.5 -101 -99.8 -98.8 -90.5 -78.1 -59 -46.2 -48.8 -69.7
## 40788 40791 40801 40811 40815 40820 40821 40823 40825 40827 40830
## Predicted 113.8 113 116.2 118.3 117 119.7 117.2 118.1 118.7 118.5 118.7
## cvpred 113.9 113 116.2 118.4 117 119.7 117.2 118.2 118.7 118.5 118.7
## pm2.5 25.0 48 89.0 62.0 73 99.0 129.0 74.0 79.0 80.0 78.0
## CV residual -88.9 -65 -27.2 -56.4 -44 -20.7 11.8 -44.2 -39.7 -38.5 -40.7
## 40836 40838 40839 40844 40848 40855 40857 40859 40861 40862 40863
## Predicted 119.0 118 119.4 119.3 120.38 119.3 120.0 120.0 120.0 119.3 120.2
## cvpred 119.1 118 119.4 119.4 120.43 119.4 120.1 120.1 120.1 119.3 120.2
## pm2.5 59.0 62 74.0 95.0 111.00 163.0 152.0 160.0 196.0 181.0 183.0
## CV residual -60.1 -56 -45.4 -24.4 -9.43 43.6 31.9 39.9 75.9 61.7 62.8
## 40864 40865 40868 40869 40878 40880 40883 40884 40886 40889 40890
## Predicted 121.09 121.4 121.1 120.4 120.0 120.4 120.2 118.8 120.0 115.2 119.1
## cvpred 121.16 121.5 121.2 120.5 120.1 120.5 120.2 118.8 120.1 115.2 119.2
## pm2.5 130.00 158.0 141.0 143.0 97.0 85.0 105.0 61.0 55.0 79.0 71.0
## CV residual 8.84 36.5 19.8 22.5 -23.1 -35.5 -15.2 -57.8 -65.1 -36.2 -48.2
## 40892 40897 40898 40899 40901 40904 40905 40908 40915 40916 40918
## Predicted 120.7 120.0 120.4 121.3 121.1 120.4 120.0 117.9 121.8 121.4 116.5
## cvpred 120.8 120.1 120.5 121.3 121.2 120.5 120.1 117.9 121.8 121.5 116.5
## pm2.5 75.0 103.0 96.0 95.0 96.0 106.0 109.0 139.0 157.0 163.0 84.0
## CV residual -45.8 -17.1 -24.5 -26.3 -25.2 -14.5 -11.1 21.1 35.2 41.5 -32.5
## 40919 40921 40926 40927 40928 40929 40933 40934 40936 40943 40945
## Predicted 118.8 119.7 119.4 119.4 118.6 119.4 119.7 119.4 119.4 118 118
## cvpred 118.9 119.8 119.4 119.4 118.7 119.4 119.8 119.4 119.4 118 118
## pm2.5 25.0 36.0 28.0 27.0 21.0 21.0 39.0 36.0 23.0 6 10
## CV residual -93.9 -83.8 -91.4 -92.4 -97.7 -98.4 -80.8 -83.4 -96.4 -112 -108
## 40946 40947 40951 40955 40960 40961 40964 40966 40968 40970 40974
## Predicted 117 115 114 108.7 114 113 108 105.4 117.3 117 117
## cvpred 117 116 114 108.6 114 113 108 105.3 117.4 117 117
## pm2.5 9 9 6 16.0 12 11 11 21.0 23.0 51 54
## CV residual -108 -107 -108 -92.6 -102 -102 -97 -84.3 -94.4 -66 -63
## 40976 40979 40981 40983 40986 40988 40989 40991 40994 41010 41013
## Predicted 116.9 116.6 116 112.4 108.9 107.0 108.1 118 113.5 110.2 107.8
## cvpred 116.9 116.7 116 112.4 108.8 106.9 107.9 118 113.5 110.1 107.7
## pm2.5 56.0 44.0 31 33.0 27.0 31.0 38.0 49 61.0 68.0 143.0
## CV residual -60.9 -72.7 -85 -79.4 -81.8 -75.9 -69.9 -69 -52.5 -42.1 35.3
## 41014 41017 41029 41030 41043 41054 41058 41059 41061 41062
## Predicted 105.9 120.4 120.0 119.3 104.3 117.35 110.93 110.365 120.40 120.0
## cvpred 105.7 120.5 120.1 119.4 104.1 117.37 110.84 110.251 120.47 120.1
## pm2.5 155.0 148.0 138.0 132.0 143.0 111.00 105.00 110.000 124.00 129.0
## CV residual 49.3 27.5 17.9 12.6 38.9 -6.37 -5.84 -0.251 3.53 8.9
## 41063 41066 41067 41068 41070 41071 41073 41083 41084 41089 41091
## Predicted 119.7 112 107 105.8 112 110 107 110.5 108.2 114.5 114.9
## cvpred 119.7 112 107 105.7 112 110 107 110.5 108.2 114.6 114.9
## pm2.5 140.0 2 2 6.0 5 6 3 15.0 12.0 30.0 39.0
## CV residual 20.3 -110 -105 -99.7 -107 -104 -104 -95.5 -96.2 -84.6 -75.9
## 41097 41099 41104 41105 41107 41108 41109 41111 41112 41116 41117
## Predicted 113.1 113.8 114.7 113.4 112.1 110.9 112.6 108.7 106 117 117.3
## cvpred 113.1 113.9 114.7 113.5 112.1 110.9 112.6 108.6 106 117 117.4
## pm2.5 17.0 19.0 45.0 44.0 41.0 46.0 47.0 80.0 52 54 59.0
## CV residual -96.1 -94.9 -69.7 -69.5 -71.1 -64.9 -65.6 -28.6 -54 -63 -58.4
## 41129 41134 41137 41145 41146 41149 41152 41154 41155 41170 41174
## Predicted 109 105 115.9 115 116.6 118.3 116.5 119.4 119.35 118.3 117.3
## cvpred 109 105 115.9 115 116.7 118.4 116.6 119.4 119.42 118.4 117.3
## pm2.5 38 65 82.0 91 94.0 93.0 91.0 88.0 116.00 59.0 65.0
## CV residual -71 -40 -33.9 -24 -22.7 -25.4 -25.6 -31.4 -3.42 -59.4 -52.3
## 41175 41176 41178 41184 41186 41189 41190 41199 41200 41203 41205
## Predicted 117 117.3 115.3 118.3 118.7 119.0 118.8 108.8 106.8 102.0 99.4
## cvpred 117 117.4 115.3 118.4 118.7 119.1 118.9 108.7 106.7 101.8 99.2
## pm2.5 68 45.0 63.0 51.0 50.0 64.0 108.0 39.0 38.0 48.0 67.0
## CV residual -49 -72.4 -52.3 -67.4 -68.7 -55.1 -10.9 -69.7 -68.7 -53.8 -32.2
## 41207 41213 41219 41222 41224 41241 41249 41250 41256 41257 41258
## Predicted 117.6 118 108.9 101.3 109.2 104.2 102.2 105.4 112.1 111.8 112.8
## cvpred 117.7 118 108.9 101.3 109.2 104.1 102.2 105.4 112.2 111.8 112.9
## pm2.5 73.0 78 49.0 10.0 11.0 15.0 6.0 11.0 26.0 30.0 34.0
## CV residual -44.7 -40 -59.9 -91.3 -98.2 -89.1 -96.2 -94.4 -86.2 -81.8 -78.9
## 41260 41263 41265 41267 41268 41269 41273 41275 41276 41280 41287
## Predicted 113.5 109.6 110.9 111.1 110.3 113.2 115.6 115.6 115.2 111.3 112.6
## cvpred 113.6 109.6 110.9 111.1 110.4 113.2 115.7 115.7 115.3 111.3 112.6
## pm2.5 53.0 18.0 15.0 25.0 19.0 22.0 90.0 93.0 64.0 68.0 19.0
## CV residual -60.6 -91.6 -95.9 -86.1 -91.4 -91.2 -25.7 -22.7 -51.3 -43.3 -93.6
## 41295 41298 41300 41301 41303 41309 41311 41314 41320 41323 41326
## Predicted 113.5 112 110.6 109.3 115.2 113.30 110.4 107.4 108.6 107.1 106.4
## cvpred 113.5 112 110.6 109.3 115.3 113.37 110.4 107.3 108.6 107.1 106.3
## pm2.5 60.0 38 32.0 41.0 49.0 104.00 97.0 119.0 41.0 27.0 51.0
## CV residual -53.5 -74 -78.6 -68.3 -66.3 -9.37 -13.4 11.7 -67.6 -80.1 -55.3
## 41327 41331 41334 41337 41340 41342 41352 41353 41354 41358 41359
## Predicted 105.1 114.2 112.79 115.22 116.6 115.4 117.3 117.6 117.6 117 116.7
## cvpred 105.1 114.3 112.86 115.29 116.7 115.4 117.4 117.7 117.7 117 116.8
## pm2.5 61.0 78.0 110.00 110.00 150.0 91.0 140.0 144.0 141.0 136 128.0
## CV residual -44.1 -36.3 -2.86 -5.29 33.3 -24.4 22.6 26.3 23.3 19 11.2
## 41362 41363 41364 41366 41369 41373 41377 41379 41380 41383
## Predicted 117.26 118.34 118.31 116.9053 115.6 118.3 113 109.3 116.3 115.6
## cvpred 117.31 118.41 118.37 116.9507 115.6 118.4 113 109.2 116.3 115.7
## pm2.5 123.00 127.00 124.00 117.0000 95.0 159.0 229 146.0 133.0 80.0
## CV residual 5.69 8.59 5.63 0.0493 -20.6 40.6 116 36.8 16.7 -35.7
## 41385 41387 41389 41401 41402 41403 41409 41410 41419 41425
## Predicted 116 116 115.2 104.7 118.3 118 116.93 117.9757 118 118.67
## cvpred 116 116 115.2 104.6 118.4 118 116.99 118.0406 118 118.73
## pm2.5 59 64 67.0 75.0 77.0 70 112.00 118.0000 107 123.00
## CV residual -57 -52 -48.2 -29.6 -41.4 -48 -4.99 -0.0406 -11 4.27
## 41426 41427 41428 41431 41437 41439 41443 41447 41448 41455 41456
## Predicted 118 119.0 117.8 115.1 116.4 117.6 118.3 116.2 117.3 118 118
## cvpred 118 119.1 117.8 115.1 116.4 117.7 118.4 116.3 117.4 118 118
## pm2.5 114 109.0 96.0 81.0 36.0 24.0 42.0 68.0 88.0 9 11
## CV residual -4 -10.1 -21.8 -34.1 -80.4 -93.7 -76.4 -48.3 -29.4 -109 -107
## 41457 41462 41466 41471 41473 41474 41477 41478 41481 41482 41487
## Predicted 116.0 115.6 116 111.7 116.60 116.6 116.8 116.3 118.3 117.62 114.7
## cvpred 116.1 115.6 116 111.7 116.66 116.6 116.8 116.3 118.4 117.68 114.8
## pm2.5 17.0 16.0 10 64.0 111.00 82.0 91.0 81.0 105.0 121.00 157.0
## CV residual -99.1 -99.6 -106 -47.7 -5.66 -34.6 -25.8 -35.3 -13.4 3.32 42.2
## 41494 41495 41497 41502 41504 41507 41508 41510 41512 41517 41518
## Predicted 118 116.7 114.1 116.6 114.24 111.5 110.3 108.3 117.6 115 118.3
## cvpred 118 116.8 114.1 116.6 114.25 111.5 110.2 108.2 117.7 115 118.4
## pm2.5 157 145.0 60.0 96.0 111.00 126.0 130.0 129.0 155.0 219 196.0
## CV residual 39 28.2 -54.1 -20.6 -3.25 14.5 19.8 20.8 37.3 104 77.6
## 41523 41527 41529 41534 41536 41540 41545 41550 41552 41557 41559
## Predicted 115.4 112.6 111.8 111 111 115.2 115.6 114.5 114.5 115.9 113.9
## cvpred 115.4 112.6 111.9 111 112 115.3 115.7 114.6 114.6 115.9 113.9
## pm2.5 61.0 43.0 28.0 6 10 32.0 77.0 49.0 61.0 98.0 69.0
## CV residual -54.4 -69.6 -83.9 -105 -102 -83.3 -38.7 -65.6 -53.6 -17.9 -44.9
## 41561 41564 41565 41566 41569 41574 41579 41580 41581 41582 41584
## Predicted 111 108.4 108.7 118.3 116.6 116.27 111 107.4 103.2 100.2 108.1
## cvpred 111 108.3 108.6 118.4 116.7 116.34 111 107.4 103.1 100.1 108.2
## pm2.5 45 57.0 53.0 51.0 75.0 107.00 85 77.0 17.0 13.0 10.0
## CV residual -66 -51.3 -55.6 -67.4 -41.7 -9.34 -26 -30.4 -86.1 -87.1 -98.2
## 41594 41595 41610 41616 41617 41620 41621 41623 41624 41625 41629
## Predicted 101.2 100.6 105.7 109.7 109.7 110.4 110.7 111.8 110.7 111.1 111.8
## cvpred 101.1 100.5 105.8 109.8 109.7 110.5 110.8 111.9 110.8 111.1 111.8
## pm2.5 20.0 24.0 20.0 60.0 78.0 89.0 80.0 69.0 58.0 62.0 91.0
## CV residual -81.1 -76.5 -85.8 -49.8 -31.7 -21.5 -30.8 -42.9 -52.8 -49.1 -20.8
## 41630 41631 41640 41642 41646 41647 41651 41652 41653 41654 41655
## Predicted 111.2 110.6 113.8 111.2 107.8 106.4 113.8 114.2 113.8 114.2 115.2
## cvpred 111.3 110.7 113.9 111.2 107.7 106.3 113.9 114.3 113.9 114.3 115.3
## pm2.5 96.0 71.0 86.0 69.0 73.0 80.0 61.0 75.0 64.0 39.0 31.0
## CV residual -15.3 -39.7 -27.9 -42.2 -34.7 -26.3 -52.9 -39.3 -49.9 -75.3 -84.3
## 41656 41658 41662 41664 41665 41673 41674 41675 41680 41681 41685
## Predicted 115 114.5 115.2 113.1 114.89 112.8 115 113.8 114.5 114.5 116
## cvpred 115 114.6 115.3 113.1 114.97 112.8 115 113.9 114.6 114.5 116
## pm2.5 27 27.0 93.0 132.0 121.00 57.0 53 59.0 172.0 182.0 177
## CV residual -88 -87.6 -22.3 18.9 6.03 -55.8 -62 -54.9 57.4 67.5 61
## 41686 41688 41689 41690 41692 41696 41699 41700 41703 41707 41709
## Predicted 115.6 116 114 113.4 111.4 105.7 115.2 115.6 116 115.56 113.43
## cvpred 115.6 116 114 113.4 111.4 105.6 115.3 115.6 116 115.62 113.46
## pm2.5 161.0 152 130 94.0 81.0 55.0 61.0 75.0 105 109.00 112.00
## CV residual 45.4 36 16 -19.4 -30.4 -50.6 -54.3 -40.6 -11 -6.62 -1.46
## 41710 41719 41721 41724 41726 41727 41728 41736 41745 41747 41757
## Predicted 112.2 114.2 111.2 100.7 96.1 94.5 108.1 109.4 107.9 107.8 104.6
## cvpred 112.2 114.3 111.3 100.7 95.9 94.3 108.2 109.5 107.9 107.9 104.6
## pm2.5 101.0 63.0 50.0 10.0 7.0 10.0 12.0 34.0 25.0 22.0 61.0
## CV residual -11.2 -51.3 -61.3 -90.7 -88.9 -84.3 -96.2 -75.5 -82.9 -85.9 -43.6
## 41772 41773 41775 41776 41783 41784 41787 41789 41791 41792 41795
## Predicted 111.8 112.10 111.4 112.5 114 114 113 113 114 114 114
## cvpred 111.8 112.17 111.4 112.5 114 114 113 114 114 114 114
## pm2.5 82.0 104.00 140.0 158.0 284 326 269 232 217 215 236
## CV residual -29.8 -8.17 28.6 45.5 170 212 156 118 103 101 122
## 41796 41804 41807 41809 41810 41813 41820 41823 41834 41835 41836
## Predicted 114 116 116 115 115 114 116 116 115 116 115
## cvpred 114 116 116 115 115 114 116 116 115 116 115
## pm2.5 256 396 432 388 368 353 337 364 396 386 375
## CV residual 142 280 316 273 253 239 221 248 281 270 260
## 41837 41840 41842 41849 41850 41851 41853 41860 41861 41862 41874
## Predicted 115 116 117 113 113 117 116 116 116 116 114
## cvpred 115 116 117 113 113 117 116 116 116 116 114
## pm2.5 344 319 323 261 243 263 331 317 314 269 253
## CV residual 229 203 206 148 130 146 215 201 198 153 139
## 41877 41879 41884 41885 41886 41889 41890 41892 41893 41896 41899
## Predicted 99.8 93.4 111 111 111 97.5 106 102.2 98.8 99.4 94.7
## cvpred 99.7 93.2 111 111 111 97.5 106 102.2 98.8 99.4 94.6
## pm2.5 18.0 6.0 9 9 9 4.0 3 6.0 3.0 6.0 6.0
## CV residual -81.7 -87.2 -102 -102 -102 -93.5 -103 -96.2 -95.8 -93.4 -88.6
## 41900 41901 41908 41910 41911 41923 41924 41926 41930 41933 41934
## Predicted 95.5 94.3 84.1 84.1 105 105.9 105.2 108.3 108.7 105.0 104.3
## cvpred 95.4 94.2 83.9 83.8 105 105.9 105.2 108.4 108.8 105.1 104.3
## pm2.5 7.0 13.0 3.0 9.0 7 13.0 24.0 35.0 47.0 47.0 33.0
## CV residual -88.4 -81.2 -80.9 -74.8 -98 -92.9 -81.2 -73.4 -61.8 -58.1 -71.3
## 41935 41938 41942 41945 41956 41958 41960 41961 41962 41964 41969
## Predicted 106.6 104.3 104.7 100.2 110.1 108.66 110.1 110.4 109.7 98.1 72.3
## cvpred 106.7 104.3 104.7 100.2 110.2 108.74 110.2 110.5 109.8 98.0 72.0
## pm2.5 20.0 17.0 46.0 31.0 125.0 110.00 84.0 95.0 62.0 11.0 8.0
## CV residual -86.7 -87.3 -58.7 -69.2 14.8 1.26 -26.2 -15.5 -47.8 -87.0 -64.0
## 41971 41977 41978 41979 41982 41990 41991 41995 41999 42002 42003
## Predicted 67.2 105.6 105 106.6 105.5 96 93.2 86.6 108.7 108.3 108.0
## cvpred 66.7 105.7 105 106.7 105.6 96 93.1 86.4 108.8 108.4 108.1
## pm2.5 8.0 40.0 27 27.0 37.0 27 29.0 59.0 70.0 88.0 91.0
## CV residual -58.7 -65.7 -78 -79.7 -68.6 -69 -64.1 -27.4 -38.8 -20.4 -17.1
## 42008 42009 42014 42015 42017 42021 42022 42024 42025 42026
## Predicted 109.4 110.1 107.3 107.79 105.61 111.1 110.7 112 112.1 110.7
## cvpred 109.5 110.2 107.3 107.86 105.63 111.1 110.8 112 112.2 110.8
## pm2.5 99.0 95.0 82.0 105.00 103.00 144.0 189.0 225 211.0 197.0
## CV residual -10.5 -15.2 -25.3 -2.86 -2.63 32.9 78.2 113 98.8 86.2
## 42031 42038 42041 42044 42049 42051 42056 42057 42064 42070 42073
## Predicted 109.68 110.7 110 115 114 115 114 115 108.4 114.9 112.2
## cvpred 109.74 110.8 110 115 114 115 114 115 108.4 114.9 112.2
## pm2.5 117.00 186.0 215 272 406 389 356 344 183.0 197.0 161.0
## CV residual 7.26 75.2 105 157 292 274 242 229 74.6 82.1 48.8
## 42075 42081 42086 42091 42095 42100 42101 42110 42112 42113 42114
## Predicted 111.1 115 111 116 110.8 104.7 101.3 87.9 102.6 102.0 101.3
## cvpred 111.1 115 111 116 110.9 104.6 101.3 87.7 102.7 102.1 101.4
## pm2.5 171.0 203 285 256 143.0 33.0 31.0 37.0 35.0 33.0 41.0
## CV residual 59.9 88 174 140 32.1 -71.6 -70.3 -50.7 -67.7 -69.1 -60.4
## 42120 42126 42129 42133 42135 42139 42142 42145 42146 42162
## Predicted 108.7 108.33 107.4 109.70 108.42 110.4 111.1 112.1 112.13 110.3
## cvpred 108.8 108.41 107.5 109.78 108.46 110.5 111.2 112.2 112.22 110.4
## pm2.5 97.0 111.00 84.0 104.00 101.00 97.0 127.0 126.0 119.00 164.0
## CV residual -11.8 2.59 -23.5 -5.78 -7.46 -13.5 15.8 13.8 6.78 53.6
## 42163 42164 42165 42167 42168 42169 42177 42183 42185 42186 42187
## Predicted 113.0 112.6 112.3 111.8 112 112 107.5 115 113 113 114
## cvpred 113.1 112.7 112.4 111.9 112 112 107.5 115 113 113 114
## pm2.5 170.0 174.0 191.0 195.0 214 227 185.0 294 318 323 339
## CV residual 56.9 61.3 78.6 83.1 102 115 77.5 179 205 210 225
## 42189 42192 42196 42202 42203 42206 42207 42208 42211 42212 42213
## Predicted 114 114 114 110 110 115 115 114 116 115 116
## cvpred 114 114 114 110 110 115 115 114 116 115 116
## pm2.5 346 363 310 324 330 346 352 376 440 449 472
## CV residual 232 249 196 214 220 231 237 262 324 334 356
## 42215 42216 42219 42227 42234 42235 42238 42241 42244 42245 42247
## Predicted 115 115 113 90.2 72.5 71.3 96.4 91.2 87.8 88.5 103.0
## cvpred 115 115 113 90.1 72.2 70.9 96.5 91.2 87.7 88.4 103.1
## pm2.5 413 396 341 10.0 8.0 9.0 15.0 10.0 9.0 13.0 12.0
## CV residual 298 281 228 -80.1 -64.2 -61.9 -81.5 -81.2 -78.7 -75.4 -91.1
## 42248 42250 42252 42259 42261 42264 42270 42275 42277 42278 42282
## Predicted 102.6 98.5 96.4 93.3 91.9 107.3 106.3 107.6 107.3 106.5 106.4
## cvpred 102.7 98.6 96.4 93.3 91.7 107.4 106.3 107.7 107.3 106.6 106.4
## pm2.5 24.0 31.0 43.0 40.0 68.0 26.0 78.0 83.0 90.0 68.0 52.0
## CV residual -78.7 -67.6 -53.4 -53.3 -23.7 -81.4 -28.3 -24.7 -17.3 -38.6 -54.4
## 42287 42288 42293 42296 42298 42299 42303 42304 42309 42315
## Predicted 109.7 110.0 110.1 107.58 107.53 106.12 107.94 107.59 110.7 110
## cvpred 109.8 110.1 110.2 107.64 107.55 106.14 108.01 107.64 110.8 110
## pm2.5 59.0 74.0 129.0 98.00 106.00 111.00 107.00 113.00 176.0 214
## CV residual -50.8 -36.1 18.8 -9.64 -1.55 4.86 -1.01 5.36 65.2 104
## 42318 42322 42324 42326 42338 42339 42341 42342 42344 42345 42351
## Predicted 111.1 111.1 110.8 111.4 113 112 113 112.8 112.8 113 111.7
## cvpred 111.2 111.2 110.8 111.5 113 112 113 112.9 112.9 113 111.8
## pm2.5 198.0 137.0 161.0 178.0 216 232 229 206.0 211.0 225 143.0
## CV residual 86.8 25.8 50.2 66.5 103 120 116 93.1 98.1 112 31.2
## 42353 42355 42356 42357 42358 42359 42361 42362 42369 42370 42377
## Predicted 109.6 112.5 112.1 112 113.2 111.9 113.2 112.1 110.4 110.0 82.9
## cvpred 109.6 112.5 112.2 113 113.2 111.9 113.2 112.2 110.5 110.1 82.6
## pm2.5 152.0 176.0 209.0 224 200.0 188.0 180.0 189.0 29.0 22.0 9.0
## CV residual 42.4 63.5 96.8 111 86.8 76.1 66.8 76.8 -81.5 -88.1 -73.6
## 42380 42382 42384 42386 42387 42388 42389 42394 42402 42403 42405
## Predicted 78.3 75.8 66.0 57.4 53.9 50.3 47.1 35.0 8.92 7.28 3.70
## cvpred 77.9 75.4 65.4 56.8 53.2 49.6 46.2 33.9 7.41 5.72 2.08
## pm2.5 15.0 18.0 16.0 9.0 6.0 8.0 6.0 7.0 10.00 11.00 7.00
## CV residual -62.9 -57.4 -49.4 -47.8 -47.2 -41.6 -40.2 -26.9 2.59 5.28 4.92
## 42406 42408 42412 42416 42419 42420 42422 42423 42427 42429 42433
## Predicted 5.74 103.5 104.6 104.2 102.1 102.8 101 99 93.9 107 104.8
## cvpred 4.10 103.6 104.6 104.3 102.2 102.9 101 99 93.9 107 104.9
## pm2.5 8.00 10.0 28.0 11.0 38.0 14.0 18 8 23.0 40 61.0
## CV residual 3.90 -93.6 -76.6 -93.3 -64.2 -88.9 -83 -91 -70.9 -67 -43.9
## 42440 42441 42453 42454 42457 42460 42462 42463 42465 42466 42469
## Predicted 106 107.3 108.7 108.7 106 105.4 105.6 104.3 105 104.9 98.4
## cvpred 106 107.4 108.8 108.8 106 105.4 105.7 104.4 105 104.9 98.5
## pm2.5 66 64.0 196.0 208.0 239 184.0 164.0 147.0 136 137.0 8.0
## CV residual -40 -43.4 87.2 99.2 133 78.6 58.3 42.6 31 32.1 -90.5
## 42471 42474 42476 42478 42482 42485 42488 42490 42498 42500 42502
## Predicted 91.6 85.0 83.1 100.2 98.9 101 96.6 91.6 74.0 101.4 104
## cvpred 91.6 84.8 82.8 100.3 99.0 101 96.6 91.5 73.7 101.5 104
## pm2.5 11.0 6.0 10.0 6.0 5.0 8 7.0 11.0 6.0 33.0 40
## CV residual -80.6 -78.8 -72.8 -94.3 -94.0 -93 -89.6 -80.5 -67.7 -68.5 -64
## 42503 42505 42507 42510 42511 42512 42515 42516 42519 42524 42528
## Predicted 103.2 104.2 102.8 104.6 104 103.5 101.4 101.1 100.7 103 106
## cvpred 103.3 104.3 102.9 104.6 104 103.6 101.5 101.2 100.8 103 106
## pm2.5 48.0 41.0 45.0 79.0 90 73.0 59.0 62.0 38.0 51 41
## CV residual -55.3 -63.3 -57.9 -25.6 -14 -30.6 -42.5 -39.2 -62.8 -52 -65
## 42533 42536 42543 42544 42545 42549 42554 42556 42557 42560
## Predicted 105.2 101.2 105 104.2 102.5 104.9 104.16 104.88 102.78 98.5
## cvpred 105.3 101.2 105 104.2 102.6 104.9 104.24 104.97 102.86 98.5
## pm2.5 76.0 74.0 84 87.0 91.0 89.0 98.00 113.00 101.00 50.0
## CV residual -29.3 -27.2 -21 -17.2 -11.6 -15.9 -6.24 8.03 -1.86 -48.5
## 42563 42566 42567 42568 42576 42585 42586 42593 42601 42602 42607
## Predicted 93 100.7 101 101.0 105.24 99.2 97.8 98.4 106.4 105.4 103.6
## cvpred 93 100.8 101 101.1 105.34 99.2 97.8 98.4 106.5 105.4 103.7
## pm2.5 38 34.0 40 48.0 101.00 53.0 47.0 68.0 144.0 200.0 12.0
## CV residual -55 -66.8 -61 -53.1 -4.34 -46.2 -50.8 -30.4 37.5 94.6 -91.7
## 42619 42627 42637 42638 42646 42647 42649 42651 42654 42658 42663
## Predicted 59.9 34.1 -9.28 -12.5 -29.2 95.2 92.7 98.7 101.1 98.1 86.6
## cvpred 59.2 33.1 -10.98 -14.3 -31.3 95.3 92.8 98.8 101.2 98.2 86.5
## pm2.5 9.0 2.0 5.00 4.0 12.0 15.0 12.0 12.0 13.0 40.0 25.0
## CV residual -50.2 -31.1 15.98 18.3 43.3 -80.3 -80.8 -86.8 -88.2 -58.2 -61.5
## 42667 42670 42672 42673 42675 42677 42680 42681 42682 42689 42691
## Predicted 96.4 91.9 100.1 99.5 97.4 96.3 93.6 93 99.4 96.8 95.5
## cvpred 96.5 91.9 100.2 99.6 97.4 96.3 93.6 93 99.5 96.9 95.5
## pm2.5 31.0 45.0 44.0 43.0 52.0 54.0 49.0 40 41.0 21.0 32.0
## CV residual -65.5 -46.9 -56.2 -56.6 -45.4 -42.3 -44.6 -53 -58.5 -75.9 -63.5
## 42692 42693 42694 42695 42701 42703 42705 42708 42712 42716 42717
## Predicted 100.4 100.1 101.1 99.7 103.2 102.1 102.1 101.26 103 101 101
## cvpred 100.5 100.2 101.2 99.7 103.3 102.2 102.2 101.35 103 101 101
## pm2.5 35.0 50.0 74.0 64.0 152.0 87.0 52.0 96.00 206 239 238
## CV residual -65.5 -50.2 -27.2 -35.7 48.7 -15.2 -50.2 -5.35 103 138 137
## 42719 42721 42723 42729 42735 42739 42741 42748 42750 42766 42768
## Predicted 99.4 104 102 104 90.8 77.8 72.8 54.7 101.1 101.4 101.8
## cvpred 99.4 104 102 104 90.7 77.5 72.3 54.0 101.2 101.5 101.9
## pm2.5 261.0 273 218 266 21.0 17.0 24.0 13.0 11.0 62.0 72.0
## CV residual 161.6 169 116 162 -69.7 -60.5 -48.3 -41.0 -90.2 -39.5 -29.9
## 42770 42774 42777 42781 42782 42784 42788 42790 42791 42794 42795
## Predicted 101.4 97.3 95.9 100.4 99.7 100.7 103.17 103.2 103.2 103 103
## cvpred 101.5 97.4 95.9 100.5 99.7 100.8 103.27 103.3 103.3 103 103
## pm2.5 138.0 63.0 40.0 52.0 61.0 53.0 106.00 158.0 189.0 257 333
## CV residual 36.5 -34.4 -55.9 -48.5 -38.7 -47.8 2.73 54.7 85.7 154 230
## 42806 42807 42810 42813 42814 42816 42817 42818 42824 42835 42836
## Predicted 106 106 107 106 106 105 107 105 105 107 107
## cvpred 106 106 107 106 106 105 107 105 105 107 107
## pm2.5 311 372 327 362 394 384 393 380 360 342 338
## CV residual 205 266 220 256 288 279 286 275 255 235 231
## 42837 42851 42852 42858 42859 42862 42869 42873 42877 42888 42891
## Predicted 107 105 104.6 90.4 89.1 97.4 100.2 95.5 88.6 98.4 106.80
## cvpred 107 105 104.6 90.4 89.0 97.5 100.3 95.5 88.6 98.3 106.89
## pm2.5 375 177 133.0 16.0 19.0 37.0 8.0 29.0 31.0 127.0 116.00
## CV residual 268 72 28.4 -74.4 -70.0 -60.5 -92.3 -66.5 -57.6 28.7 9.11
## 42893 42894 42895 42902 42908 42910 42911 42915 42920 42922 42923
## Predicted 106.1 106 105.57 107.3 106.8 106 105.6 103 92.65 101.6 98.1
## cvpred 106.2 106 105.66 107.4 106.9 106 105.7 103 92.59 101.7 98.2
## pm2.5 91.0 91 99.00 114.0 174.0 181 186.0 282 100.00 41.0 30.0
## CV residual -15.2 -15 -6.66 6.6 67.1 75 80.3 179 7.41 -60.7 -68.2
## 42924 42928 42930 42931 42943 42948 42952 42953 42960 42964 42965
## Predicted 95.1 96.8 96.7 96.1 103.17 103.5 106.1 104.1 104 105 105
## cvpred 95.2 96.9 96.7 96.1 103.27 103.6 106.1 104.1 104 105 106
## pm2.5 28.0 22.0 31.0 44.0 112.00 143.0 192.0 189.0 342 258 239
## CV residual -67.2 -74.9 -65.7 -52.1 8.73 39.4 85.9 84.9 238 153 133
## 42970 42974 42977 42978 42980 42981 42986 42992 42993 42995 42996
## Predicted 106.6 106 106 107 107 106 106 94.0 90.4 89.7 88.1
## cvpred 106.7 106 106 107 107 106 106 94.1 90.5 89.8 88.1
## pm2.5 201.0 250 330 350 388 379 439 11.0 11.0 14.0 16.0
## CV residual 94.3 144 224 243 281 273 333 -83.1 -79.5 -75.8 -72.1
## 42997 43003 43004 43005 43008 43010 43011 43013 43014 43015 43020
## Predicted 92.2 87.1 97.3 97.3 98.1 99.1 97.7 97.3 97.3 96.7 101.1
## cvpred 92.3 87.1 97.4 97.4 98.2 99.2 97.8 97.4 97.3 96.7 101.2
## pm2.5 13.0 20.0 30.0 24.0 39.0 39.0 49.0 52.0 70.0 83.0 66.0
## CV residual -79.3 -67.1 -67.4 -73.4 -59.2 -60.2 -48.8 -45.4 -27.3 -13.7 -35.2
## 43021 43022 43027 43029 43031 43035 43037 43038 43042 43047 43048
## Predicted 102.1 102.1 97.9 96.6 95.9 105 105 103 106 107 107
## cvpred 102.2 102.2 97.9 96.6 95.8 105 105 104 106 107 107
## pm2.5 77.0 74.0 99.0 168.0 214.0 248 254 252 295 369 380
## CV residual -25.2 -28.2 1.1 71.4 118.2 143 149 148 189 262 273
## 43051 43055 43057 43059 43060 43067 43068 43069 43070 43071 43072
## Predicted 108 106 108 108.3 107.6 88.3 80.2 72.1 65.4 60.3 54.4
## cvpred 108 106 108 108.4 107.7 88.1 80.0 71.8 65.1 59.8 53.9
## pm2.5 343 312 242 204.0 194.0 16.0 24.0 23.0 36.0 43.0 30.0
## CV residual 235 206 134 95.6 86.3 -72.1 -56.0 -48.8 -29.1 -16.8 -23.9
## 43074 43076 43081 43085 43087 43089 43093 43099 43105 43108 43109
## Predicted 44.1 35.18 13.4 4.14 -5.69 -16.1 -33.8 -55.3 -63.3 89.6 88.0
## cvpred 43.4 34.38 12.1 2.66 -7.33 -17.9 -36.0 -57.8 -66.0 89.7 88.1
## pm2.5 14.0 27.00 48.0 13.00 12.00 12.0 14.0 9.0 15.0 11.0 13.0
## CV residual -29.4 -7.38 35.9 10.34 19.33 29.9 50.0 66.8 81.0 -78.7 -75.1
## 43110 43111 43113 43114 43119 43122 43125 43131 43136 43140 43142
## Predicted 86.1 85.4 90.5 90 89.3 90.63 93.85 91.3 83.1 72.7 65.9
## cvpred 86.1 85.4 90.6 90 89.4 90.68 93.97 91.4 83.0 72.5 65.7
## pm2.5 11.0 12.0 11.0 26 66.0 81.00 99.00 111.0 9.0 11.0 17.0
## CV residual -75.1 -73.4 -79.6 -64 -23.4 -9.68 5.03 19.6 -74.0 -61.5 -48.7
## 43143 43153 43158 43164 43168 43173 43175 43177 43180 43182 43188
## Predicted 63.8 40.8 33.4 80.7 64.6 89.5 84.2 78.4 73.9 92.1 82.3
## cvpred 63.4 40.0 32.5 80.6 64.3 89.6 84.2 78.3 73.7 92.3 82.3
## pm2.5 9.0 11.0 5.0 6.0 10.0 17.0 18.0 6.0 8.0 8.0 17.0
## CV residual -54.4 -29.0 -27.5 -74.6 -54.3 -72.6 -66.2 -72.3 -65.7 -84.3 -65.3
## 43201 43202 43204 43207 43210 43215 43216 43217 43219 43224 43229
## Predicted 96.5 95.9 95.9 94.2 94.3 93.2 91.8 92.4 91.7 97.66 100.4
## cvpred 96.6 96.0 96.0 94.3 94.4 93.3 91.9 92.5 91.7 97.77 100.5
## pm2.5 140.0 150.0 109.0 38.0 31.0 19.0 33.0 71.0 61.0 93.00 63.0
## CV residual 43.4 54.0 13.0 -56.3 -63.4 -74.3 -58.9 -21.5 -30.7 -4.77 -37.5
## 43232 43235 43236 43248 43253 43255 43258 43259 43272 43286 43294
## Predicted 102.8 103.5 93.97 64.6 93.4 91.4 97.3 95.9 99.0 101 98.7
## cvpred 102.9 103.6 94.06 64.1 93.5 91.5 97.4 96.0 99.1 102 98.8
## pm2.5 59.0 77.0 96.00 17.0 19.0 22.0 32.0 20.0 145.0 355 367.0
## CV residual -43.9 -26.6 1.94 -47.1 -74.5 -69.5 -65.4 -76.0 45.9 253 268.2
## 43296 43298 43308 43309 43312 43313 43316 43318 43320 43321 43322
## Predicted 102 103 91.1 85.8 72.4 69.8 61.6 56.2 49.4 46.1 42.2
## cvpred 102 103 91.1 85.7 72.1 69.5 61.1 55.6 48.6 45.3 41.3
## pm2.5 350 319 57.0 63.0 19.0 21.0 17.0 13.0 18.0 18.0 20.0
## CV residual 248 216 -34.1 -22.7 -53.1 -48.5 -44.1 -42.6 -30.6 -27.3 -21.3
## 43326 43331 43332 43333 43336 43340 43344 43345 43348 43359 43366
## Predicted 33.4 94.0 94.0 91.3 84.7 92.3 82.9 81.3 73.6 44.3 95.6
## cvpred 32.4 94.1 94.1 91.4 84.7 92.4 82.8 81.1 73.3 43.5 95.7
## pm2.5 14.0 16.0 14.0 14.0 12.0 76.0 12.0 8.0 9.0 14.0 47.0
## CV residual -18.4 -78.1 -80.1 -77.4 -72.7 -16.4 -70.8 -73.1 -64.3 -29.5 -48.7
## 43368 43371 43375 43380 43381 43389 43391 43393 43395 43396 43400
## Predicted 95.9 96.3 96.1 96.6 96.3 96.3 96.969 96.9 97.7 96.6 92.51
## cvpred 96.0 96.4 96.2 96.7 96.4 96.4 97.081 97.0 97.8 96.7 92.56
## pm2.5 15.0 15.0 10.0 53.0 58.0 82.0 98.000 126.0 212.0 144.0 95.00
## CV residual -81.0 -81.4 -86.2 -43.7 -38.4 -14.4 0.919 29.0 114.2 47.3 2.44
## 43402 43406 43407 43416 43419 43421 43422 43424 43429 43430 43444
## Predicted 97.3 93.5 92.4 97.6 99.7 100 99.0 92.0 72.1 65.9 15.92
## cvpred 97.4 93.6 92.5 97.7 99.8 101 99.1 92.1 71.8 65.5 14.63
## pm2.5 76.0 59.0 49.0 160.0 291.0 307 293.0 47.0 10.0 9.0 5.00
## CV residual -21.4 -34.6 -43.5 62.3 191.2 206 193.9 -45.1 -61.8 -56.5 -9.63
## 43449 43451 43454 43456 43459 43461 43465 43472 43475 43476 43478
## Predicted 8.19 1.046 -11.7 -19.9 -24.7 -27.6 -32.3 94.2 95.229 94.5 94.5
## cvpred 6.74 -0.514 -13.4 -21.8 -26.7 -29.7 -34.5 94.3 95.337 94.6 94.6
## pm2.5 8.00 15.000 25.0 13.0 11.0 14.0 9.0 65.0 96.000 121.0 172.0
## CV residual 1.26 15.514 38.4 34.8 37.7 43.7 43.5 -29.3 0.663 26.4 77.4
## 43479 43480 43482 43485 43486 43488 43491 43495 43496 43499 43506
## Predicted 94.5 92.2 95.6 96.3 96.6 96.6 96.9 93.2 92.5 98.0 102.5
## cvpred 94.6 92.3 95.7 96.4 96.7 96.7 97.0 93.2 92.5 98.1 102.6
## pm2.5 128.0 77.0 79.0 202.0 245.0 180.0 160.0 138.0 147.0 124.0 189.0
## CV residual 33.4 -15.3 -16.7 105.6 148.3 83.3 63.0 44.8 54.5 25.9 86.4
## 43508 43511 43512 43515 43516 43517 43519 43520 43526 43530 43533
## Predicted 102 101 102 99.1 98.4 97.0 95.4 89.7 65.0 44.8 34.2
## cvpred 102 102 103 99.2 98.5 97.1 95.4 89.7 64.5 44.0 33.2
## pm2.5 228 252 254 248.0 219.0 199.0 204.0 66.0 15.0 7.0 10.0
## CV residual 126 150 151 148.8 120.5 101.9 108.6 -23.7 -49.5 -37.0 -23.2
## 43535 43541 43542 43544 43555 43562 43566 43574 43578 43586 43587
## Predicted 26.6 11.414 8.75 6.21 -18.0 -39.1 -50.6 -68.3 -80.0 94.9 95.2
## cvpred 25.5 10.028 7.33 4.73 -19.9 -41.3 -53.1 -71.2 -83.1 95.0 95.3
## pm2.5 12.0 11.000 12.00 12.00 14.0 7.0 6.0 12.0 14.0 72.0 85.0
## CV residual -13.5 0.972 4.67 7.27 33.9 48.3 59.1 83.2 97.1 -23.0 -10.3
## 43590 43593 43595 43598 43603 43604 43608 43610 43612 43616 43620
## Predicted 96.07 96.6 96.8 95.9 91 98.3 98.3 98.0 97.4 94.94 91.68
## cvpred 96.17 96.7 96.9 96.0 91 98.5 98.4 98.1 97.5 94.99 91.66
## pm2.5 105.00 126.0 136.0 51.0 75 87.0 123.0 178.0 162.0 102.00 88.00
## CV residual 8.83 29.3 39.1 -45.0 -16 -11.5 24.6 79.9 64.5 7.01 -3.66
## 43621 43625 43628 43629 43635 43640 43641 43642 43647 43648 43649
## Predicted 89.59 83.2 96.6 93.6 93.1 85.7 86.4 96.6 89.5 86.6 84.3
## cvpred 89.55 83.1 96.7 93.7 93.1 85.6 86.3 96.7 89.5 86.5 84.2
## pm2.5 95.00 57.0 118.0 108.0 10.0 12.0 11.0 18.0 14.0 12.0 16.0
## CV residual 5.45 -26.1 21.3 14.3 -83.1 -73.6 -75.3 -78.7 -75.5 -74.5 -68.2
## 43650 43662 43665 43666 43667 43670 43675 43677 43679 43681 43686
## Predicted 82.1 59.3 95.3 93.0 91.8 93.2 97.3 98.7 98.3 97.60 98.7
## cvpred 81.9 58.8 95.4 93.1 91.8 93.2 97.4 98.8 98.5 97.68 98.8
## pm2.5 16.0 14.0 18.0 27.0 38.0 16.0 38.0 52.0 51.0 93.00 153.0
## CV residual -65.9 -44.8 -77.4 -66.1 -53.8 -77.2 -59.4 -46.8 -47.5 -4.68 54.2
## 43687 43688 43690 43694 43696 43697 43699 43700 43702 43704 43705
## Predicted 98.3 97.6 100.4 100.1 99.3 99.0 101 100 100 99.2 99.4
## cvpred 98.4 97.7 100.5 100.2 99.4 99.1 101 101 101 99.3 99.5
## pm2.5 133.0 127.0 111.0 152.0 171.0 198.0 260 271 242 194.0 163.0
## CV residual 34.6 29.3 10.5 51.8 71.6 98.9 159 170 141 94.7 63.5
## 43711 43713 43718 43721 43723 43729 43730 43732 43736 43739 43740
## Predicted 95.1 92.8 99.7 98.3 100 98.1 100 98.3 93.8 98.83 96.5
## cvpred 95.1 92.8 99.8 98.3 100 98.2 100 98.3 93.8 98.92 96.6
## pm2.5 207.0 259.0 194.0 224.0 317 385.0 393 444.0 221.0 92.00 59.0
## CV residual 111.9 166.2 94.2 125.7 217 286.8 293 345.7 127.2 -6.92 -37.6
## 43741 43743 43744 43745 43750 43754 43755 43759 43762 43763 43768
## Predicted 98.0 92.8 89.3 87.6 97.3 98.1 97.1 97.3 99.4 98.3 87.1
## cvpred 98.1 92.8 89.2 87.6 97.4 98.2 97.1 97.4 99.5 98.4 87.0
## pm2.5 69.0 32.0 33.0 45.0 293.0 372.0 373.0 171.0 141.0 132.0 28.0
## CV residual -29.1 -60.8 -56.2 -42.6 195.6 273.8 275.9 73.6 41.5 33.6 -59.0
## 43772 43776 43778 43779 43789 43793 43794 43797 43802 43808 43809
## Predicted 96.6 98.0 97.297 95.7 95.2 97.0 96.6 94.2 69.8 34.5 31.6
## cvpred 96.7 98.1 97.401 95.8 95.3 97.1 96.7 94.2 69.5 33.6 30.6
## pm2.5 109.0 159.0 97.000 81.0 49.0 60.0 63.0 26.0 11.0 8.0 8.0
## CV residual 12.3 60.9 -0.401 -14.8 -46.3 -37.1 -33.7 -68.2 -58.5 -25.6 -22.6
## 43813 43814 43816
## Predicted 20.67 13.64 6.81
## cvpred 19.51 12.42 5.45
## pm2.5 17.00 11.00 11.00
## CV residual -2.51 -1.42 5.55
##
## Sum of squares = 1.09e+08 Mean square = 7854 n = 13919
##
## fold 2
## Observations in test set: 13919
## 28 29 33 36 37 39 41 46 47 49 51
## Predicted 100.0 99.6 96.4 93.2 92.0 88.1 85.7 82.4 80.5 78.7 75.12
## cvpred 99.4 99.1 95.9 92.7 91.4 87.5 85.2 82.1 80.1 78.4 74.83
## pm2.5 181.0 138.0 120.0 152.0 148.0 158.0 159.0 164.0 156.0 90.0 65.00
## CV residual 81.6 38.9 24.1 59.3 56.6 70.5 73.8 81.9 75.9 11.6 -9.83
## 52 58 59 60 61 65 69 71 74 75 78 82
## Predicted 73.9 61.8 60.2 58.2 56.9 49.4 98.5 94.9 87.2 83.3 70.8 55.4
## cvpred 73.6 61.5 59.9 58.0 56.7 49.3 97.8 94.2 86.4 82.5 70.1 54.8
## pm2.5 55.0 86.0 78.0 98.0 107.0 86.0 71.0 76.0 58.0 25.0 26.0 27.0
## CV residual -18.6 24.5 18.1 40.0 50.3 36.7 -26.8 -18.2 -28.4 -57.5 -44.1 -27.8
## 88 90 93 97 98 100 103 104 109 119 126
## Predicted 34.26 29.219 18.2 8.24 6.63 2.71 85.8 82.8 74 83.6 79.6
## cvpred 33.97 29.035 18.0 8.08 6.49 2.58 84.6 81.6 73 82.6 78.5
## pm2.5 29.00 30.000 31.0 30.00 34.00 25.00 27.0 27.0 27 66.0 28.0
## CV residual -4.97 0.965 13.0 21.92 27.51 22.42 -57.6 -54.6 -46 -16.6 -50.5
## 128 130 132 133 143 144 145 146 150 153 154
## Predicted 75.6 72 68.4 66.8 89.66 89.6 88.9 92.3 85.6 88.8 87.5
## cvpred 74.6 71 67.5 65.9 88.59 88.6 87.9 91.3 84.5 87.7 86.5
## pm2.5 25.0 29 42.0 28.0 93.00 131.0 127.0 130.0 28.0 24.0 27.0
## CV residual -49.6 -42 -25.5 -37.9 4.41 42.4 39.1 38.7 -56.5 -63.7 -59.5
## 156 157 160 162 165 167 169 171 174 177 178
## Predicted 86.7 84.8 83.3 82.6 93.2 92.0 91.8 92.8 94.03 95.6 95.23
## cvpred 85.8 83.8 82.4 81.7 92.2 90.9 90.7 91.8 93.07 94.7 94.34
## pm2.5 42.0 42.0 51.0 50.0 106.0 198.0 210.0 275.0 100.00 66.0 92.00
## CV residual -43.8 -41.8 -31.4 -31.7 13.8 107.1 119.3 183.2 6.93 -28.7 -2.34
## 181 182 190 191 194 196 199 202 204 210 212
## Predicted 94.7 94.7 93.9 94.0 94.0 92.0 87.4 92.2 88.3 95.9 95.4
## cvpred 93.8 93.8 92.9 93.1 93.1 91.1 86.5 91.3 87.4 95.1 94.5
## pm2.5 198.0 250.0 225.0 168.0 159.0 196.0 119.0 84.0 66.0 37.0 44.0
## CV residual 104.2 156.2 132.1 74.9 65.9 104.9 32.5 -7.3 -21.4 -58.1 -50.5
## 213 216 217 219 221 222 228 239 242 243 248
## Predicted 94.7 96.3 96.3 93.3 89.9 89.4 95.4 78.2 94.9 92.3 89.5
## cvpred 93.8 95.4 95.4 92.4 89.0 88.5 94.5 77.5 94.0 91.3 88.4
## pm2.5 54.0 66.0 75.0 66.0 62.0 40.0 70.0 24.0 27.0 23.0 20.0
## CV residual -39.8 -29.4 -20.4 -26.4 -27.0 -48.5 -24.5 -53.5 -67.0 -68.3 -68.4
## 250 251 253 254 255 256 257 266 267 273 274
## Predicted 83 80.2 76.3 73.4 70.2 66.7 64.3 91.1 91.5 82.2 81.3
## cvpred 82 79.2 75.5 72.7 69.5 66.0 63.7 90.0 90.4 81.1 80.2
## pm2.5 18 25.0 27.0 28.0 15.0 24.0 13.0 21.0 37.0 16.0 13.0
## CV residual -64 -54.2 -48.5 -44.7 -54.5 -42.0 -50.7 -69.0 -53.4 -65.1 -67.2
## 275 278 279 281 285 292 294 298 301 315 318
## Predicted 79.0 66.5 60.7 50.6 37.36 11.0387 3.54 -9.96 -16.1 92.8 89.8
## cvpred 77.9 65.8 59.9 50.0 36.94 10.9285 3.49 -9.75 -15.7 91.8 88.8
## pm2.5 15.0 22.0 22.0 19.0 31.00 11.0000 11.00 34.00 26.0 174.0 137.0
## CV residual -62.9 -43.8 -37.9 -31.0 -5.94 0.0715 7.51 43.75 41.7 82.2 48.2
## 322 323 330 332 335 336 339 344 345 348 349
## Predicted 86.35 85.431 95.92 91.3 94.0 91.3 89.9 86.4 84.7 77.9 76.3
## cvpred 85.46 84.587 95.06 90.4 93.1 90.4 89.0 85.5 83.9 77.2 75.6
## pm2.5 87.00 84.000 89.00 69.0 27.0 20.0 30.0 26.0 27.0 26.0 26.0
## CV residual 1.54 -0.587 -6.06 -21.4 -66.1 -70.4 -59.0 -59.5 -56.9 -51.2 -49.6
## 354 362 363 365 366 368 370 373 375 377 381
## Predicted 96.3 95.6 95.6 95.9 96.6 94.8 94.1 97.3 98.0 98.0 97.8
## cvpred 95.4 94.7 94.7 95.1 95.8 94.0 93.3 96.5 97.2 97.2 97.1
## pm2.5 64.0 211.0 242.0 249.0 200.0 114.0 108.0 148.0 128.0 148.0 235.0
## CV residual -31.4 116.3 147.3 153.9 104.2 20.0 14.7 51.5 30.8 50.8 137.9
## 386 390 391 399 403 406 408 411 413 414 415
## Predicted 97.1 94.6 93.4 98.5 99.0 99.7 98.3 97.4 95.0 97.3 97.0
## cvpred 96.3 93.8 92.6 97.8 98.3 99.0 97.6 96.7 94.2 96.5 96.1
## pm2.5 241.0 148.0 208.0 154.0 212.0 317.0 313.0 303.0 407.0 361.0 234.0
## CV residual 144.7 54.2 115.4 56.2 113.7 218.0 215.4 206.3 312.8 264.5 137.9
## 417 420 422 429 436 444 447 448 451 453 454 455 456 457
## Predicted 95.0 95.4 94.0 103 100.1 103 104 105 105 103 102 101 100.2 99.7
## cvpred 94.2 94.8 93.4 103 99.6 102 103 104 104 102 102 101 99.8 99.3
## pm2.5 147.0 137.0 144.0 435 274.0 339 305 313 485 403 374 333 343.0 364.0
## CV residual 52.8 42.2 50.6 332 174.4 237 202 209 381 301 272 232 243.2 264.7
## 460 461 462 465 468 470 471 488 491 492 493
## Predicted 95.4 93.4 92.2 80.5 69.5 94.8 95.1 34.4 27.30 90.6 90.2
## cvpred 95.1 93.1 91.9 80.1 69.1 94.0 94.4 33.9 27.06 89.5 89.1
## pm2.5 267.0 71.0 81.0 44.0 29.0 29.0 16.0 18.0 26.00 26.0 25.0
## CV residual 171.9 -22.1 -10.9 -36.1 -40.1 -65.0 -78.4 -15.9 -1.06 -63.5 -64.1
## 494 496 498 499 502 509 511 513 515 517 521
## Predicted 91.2 92.5 88.9 86.9 94.9 76.2 71.5 68.3 63.8 55.7 41.0
## cvpred 90.2 91.5 87.9 86.0 94.0 75.4 70.8 67.6 63.2 55.2 40.7
## pm2.5 24.0 17.0 21.0 40.0 61.0 15.0 22.0 19.0 25.0 26.0 30.0
## CV residual -66.2 -74.5 -66.9 -46.0 -33.0 -60.4 -48.8 -48.6 -38.2 -29.2 -10.7
## 522 524 528 535 538 539 542 614 615 616 617
## Predicted 38.66 35.4 27.9 86.5 82.2 79.7 67.9 93.13 93.52 93.9 93.3
## cvpred 38.43 35.3 27.8 85.6 81.4 78.9 67.2 92.19 92.53 92.9 92.4
## pm2.5 32.00 49.0 48.0 22.0 41.0 23.0 19.0 85.00 90.00 127.0 144.0
## CV residual -6.43 13.7 20.2 -63.6 -40.4 -55.9 -48.2 -7.19 -2.53 34.1 51.6
## 619 620 621 631 632 635 636 638 639 640 643
## Predicted 95.3 97.7 99.0 92.6 91.9 97.0 100.1 97.54 91.6 87.6 79.0
## cvpred 94.6 96.9 98.3 91.9 91.2 96.4 99.4 96.91 90.8 86.9 78.5
## pm2.5 199.0 231.0 274.0 153.0 140.0 153.0 154.0 90.00 55.0 52.0 37.0
## CV residual 104.4 134.1 175.7 61.1 48.8 56.6 54.6 -6.91 -35.8 -34.9 -41.5
## 648 650 651 654 658 660 661 667 668 672 674
## Predicted 68.5 93.8 91.8 86.6 87.2 79.5 74.6 52.0 51.8 88.9 86.4
## cvpred 68.0 92.9 91.0 85.9 86.4 78.7 73.8 51.5 51.3 87.9 85.4
## pm2.5 28.0 22.0 27.0 32.0 17.0 18.0 16.0 14.0 23.0 25.0 24.0
## CV residual -40.0 -70.9 -64.0 -53.9 -69.4 -60.7 -57.8 -37.5 -28.3 -62.9 -61.4
## 677 679 682 686 693 695 697 698 701 704 705
## Predicted 92.8 94.2 83.3 70.4 55.6 53.38 50.5 48.5 94.3 94.7 96.3
## cvpred 91.8 93.3 82.2 69.5 55.0 52.92 50.1 48.2 93.5 93.8 95.4
## pm2.5 24.0 10.0 20.0 12.0 24.0 43.00 61.0 66.0 36.0 24.0 29.0
## CV residual -67.8 -83.3 -62.2 -57.5 -31.0 -9.92 10.9 17.8 -57.5 -69.8 -66.4
## 707 708 710 717 718 719 722 723 726 727 728
## Predicted 91.3 87.3 81.4 64.14 62.53 61.27 58.2 58.3 53.0 52.7 49.1
## cvpred 90.4 86.3 80.5 63.53 61.94 60.71 57.7 57.9 52.6 52.5 48.7
## pm2.5 35.0 33.0 25.0 71.00 67.00 69.00 35.0 26.0 16.0 18.0 19.0
## CV residual -55.4 -53.3 -55.5 7.47 5.06 8.29 -22.7 -31.9 -36.6 -34.5 -29.7
## 730 732 736 739 740 741 744 747 748 751 753
## Predicted 46.9 38.3 94.2 94.5 95.6 97.7 96.59 100.1 100.4 99.7 99.7
## cvpred 46.6 38.1 93.3 93.6 94.7 96.9 96.06 99.4 99.7 99.0 99.0
## pm2.5 17.0 11.0 17.0 24.0 54.0 71.0 101.00 67.0 76.0 73.0 64.0
## CV residual -29.6 -27.1 -76.3 -69.6 -40.7 -25.9 4.94 -32.4 -23.7 -26.0 -35.0
## 754 757 758 760 763 766 768 772 775 788 790
## Predicted 100.1 97.4 94.4 90.7 91.5 86.3 82.9 98.7 99.0 90.89 95.6
## cvpred 99.4 96.7 93.7 89.9 90.9 85.8 82.4 97.9 98.3 89.85 94.7
## pm2.5 53.0 72.0 56.0 40.0 66.0 65.0 64.0 72.0 96.0 83.00 70.0
## CV residual -46.4 -24.7 -37.7 -49.9 -24.9 -20.8 -18.4 -25.9 -2.3 -6.85 -24.7
## 791 795 796 800 801 806 808 809 814 815 820
## Predicted 91.8 94.2 94.9 93.5 94.0 83.4 74.9 73.0 92.47 90.5 93.3
## cvpred 90.7 93.3 94.0 92.5 93.1 82.4 73.9 72.1 91.45 89.5 92.4
## pm2.5 80.0 62.0 73.0 132.0 161.0 14.0 15.0 23.0 95.00 105.0 104.0
## CV residual -10.7 -31.3 -21.0 39.5 67.9 -68.4 -58.9 -49.1 3.55 15.5 11.6
## 822 824 828 829 830 831 837 840 841 844 847
## Predicted 93.5 91.6 91.6 90.6 88.9 91.1 85.5 93.2 91.9 93.2 97.66
## cvpred 92.5 90.6 90.6 89.5 87.9 90.0 84.5 92.2 90.9 92.2 96.86
## pm2.5 33.0 27.0 29.0 31.0 28.0 28.0 48.0 63.0 48.0 47.0 90.00
## CV residual -59.5 -63.6 -61.6 -58.5 -59.9 -62.0 -36.5 -29.2 -42.9 -45.2 -6.86
## 848 851 854 856 857 858 860 867 874 883 884
## Predicted 97.99 96.61 95.3 97.3 97.3 96.6 94.8 91.9 98.0 86.64 86.6
## cvpred 97.23 95.78 94.6 96.5 96.5 95.8 94.0 91.2 97.2 86.12 86.1
## pm2.5 101.00 103.00 72.0 72.0 71.0 80.0 63.0 54.0 65.0 82.00 100.0
## CV residual 3.77 7.22 -22.6 -24.5 -25.5 -15.8 -31.0 -37.2 -32.2 -4.12 13.9
## 886 889 890 892 896 899 900 901 908 909 910
## Predicted 87.2 84.0 82.6 101.4 101.4 101.4 102.5 102.13 101.8 101.4 101.8
## cvpred 86.9 83.7 82.3 100.8 100.8 100.8 101.9 101.56 101.2 100.8 101.2
## pm2.5 99.0 64.0 68.0 65.0 88.0 88.0 80.0 100.00 147.0 162.0 157.0
## CV residual 12.1 -19.7 -14.3 -35.8 -12.8 -12.8 -21.9 -1.56 45.8 61.2 55.8
## 912 916 920 927 932 935 936 937 938 942 951 957 964
## Predicted 101.4 101.1 100.9 103.2 103.9 103 103 103 103 101 96.6 102.5 80.5
## cvpred 100.8 100.5 100.3 102.6 103.4 103 102 102 103 100 95.8 101.9 79.6
## pm2.5 160.0 185.0 166.0 184.0 196.0 233 258 247 230 241 50.0 181.0 6.0
## CV residual 59.2 84.5 65.7 81.4 92.6 130 156 145 127 141 -45.8 79.1 -73.6
## 965 967 968 969 970 984 989 993 998 1002 1003
## Predicted 77.8 73.5 71.2 67.6 64.8 68.0 55.1 85.9 88.5 89.1 88.6
## cvpred 76.9 72.7 70.4 66.8 64.0 67.2 54.5 84.9 87.3 88.0 87.5
## pm2.5 8.0 8.0 10.0 9.0 20.0 10.0 12.0 9.0 21.0 17.0 19.0
## CV residual -68.9 -64.7 -60.4 -57.8 -44.0 -57.2 -42.5 -75.9 -66.3 -71.0 -68.5
## 1004 1005 1007 1008 1011 1021 1023 1029 1031 1033 1036
## Predicted 88 91.2 88.7 90.9 84.3 89.9 88.6 93.5 95.2 93.3 89.4
## cvpred 87 90.2 87.7 89.8 83.3 88.8 87.5 92.5 94.3 92.4 88.5
## pm2.5 22 20.0 19.0 13.0 16.0 19.0 13.0 50.0 60.0 108.0 38.0
## CV residual -65 -70.2 -68.7 -76.8 -67.3 -69.8 -74.5 -42.5 -34.3 15.6 -50.5
## 1038 1040 1042 1046 1054 1060 1064 1076 1079 1081 1082
## Predicted 87.4 85.5 94.9 92.5 96.3 94.8 93 91.5 89.3 90.9 88.6
## cvpred 86.5 84.6 94.0 91.5 95.4 94.0 92 90.4 88.3 89.8 87.5
## pm2.5 23.0 28.0 26.0 49.0 213.0 599.0 7 21.0 67.0 45.0 27.0
## CV residual -63.5 -56.6 -68.0 -42.5 117.6 505.0 -85 -69.4 -21.3 -44.8 -60.5
## 1084 1089 1092 1094 1095 1100 1103 1105 1106 1107 1108
## Predicted 91.5 89.6 85 83.6 89.5 90.7 92.83 93.3 90.7 89.40 88.4
## cvpred 90.4 88.6 84 82.6 88.4 89.7 91.81 92.4 89.7 88.46 87.4
## pm2.5 18.0 16.0 17 11.0 14.0 26.0 96.00 146.0 113.0 91.00 70.0
## CV residual -72.4 -72.6 -67 -71.6 -74.4 -63.7 4.19 53.6 23.3 2.54 -17.4
## 1113 1115 1122 1123 1124 1134 1135 1136 1137 1144 1146
## Predicted 90.6 92.8 90.5 90.7 90.6 93.8 85.3 82.5 76.9 41.4 34.0
## cvpred 89.7 91.8 89.8 90.0 90.0 93.2 84.6 81.8 76.1 40.8 33.5
## pm2.5 26.0 24.0 140.0 159.0 161.0 113.0 46.0 18.0 13.0 11.0 9.0
## CV residual -63.7 -67.8 50.2 69.0 71.0 19.8 -38.6 -63.8 -63.1 -29.8 -24.5
## 1148 1151 1157 1160 1161 1163 1168 1171 1176 1178 1181
## Predicted 91.5 90.7 95.6 94.2 94.54 94.9 87.1 90.9 95.6 95.6 94.7
## cvpred 90.4 89.7 94.7 93.3 93.62 94.0 86.1 89.8 94.7 94.7 93.8
## pm2.5 27.0 49.0 80.0 77.0 87.00 54.0 27.0 41.0 296.0 119.0 177.0
## CV residual -63.4 -40.7 -14.7 -16.3 -6.62 -40.0 -59.1 -48.8 201.3 24.3 83.2
## 1182 1184 1185 1186 1189 1195 1197 1199 1202 1204 1206
## Predicted 94.3 95.2 97.7 96.3 95.23 91.4 95.6 96.9 95.2 98.0 96.6
## cvpred 93.5 94.4 96.9 95.4 94.34 90.4 94.7 96.2 94.4 97.2 95.8
## pm2.5 191.0 157.0 114.0 117.0 96.00 44.0 65.0 146.0 191.0 190.0 144.0
## CV residual 97.5 62.6 17.1 21.6 1.66 -46.4 -29.7 49.8 96.6 92.8 48.2
## 1212 1214 1216 1223 1228 1230 1233 1234 1235 1243 1245
## Predicted 98.0 97.4 95.5 101 102 99.7 97.8 95.8 92.5 96.3 96.9
## cvpred 97.2 96.7 95.0 101 102 99.1 97.3 95.4 92.0 95.4 96.2
## pm2.5 184.0 185.0 165.0 213 235 205.0 191.0 189.0 109.0 20.0 69.0
## CV residual 86.8 88.3 70.0 112 133 105.9 93.7 93.6 17.0 -75.4 -27.2
## 1246 1247 1258 1260 1261 1264 1265 1267 1269 1270 1272
## Predicted 97.99 101.9 94.44 90.2 87.5 83.06 81.80 81.6 101.8 100.9 101.8
## cvpred 97.23 101.4 93.94 89.7 87.0 82.58 81.34 81.2 101.2 100.3 101.2
## pm2.5 99.00 117.0 92.00 56.0 60.0 79.00 84.00 100.0 81.0 95.0 86.0
## CV residual 1.77 15.6 -1.94 -33.7 -27.0 -3.58 2.66 18.8 -20.2 -5.3 -15.2
## 1277 1279 1282 1283 1289 1293 1296 1297 1298 1303 1306 1308
## Predicted 101.3 101.4 102.8 102.1 102.1 102 102 102 101 101 96.7 94.2
## cvpred 100.7 100.8 102.3 101.6 101.6 102 102 102 101 100 96.3 93.8
## pm2.5 117.0 112.0 136.0 142.0 191.0 246 282 283 242 237 296.0 302.0
## CV residual 16.3 11.2 33.7 40.4 89.4 144 180 181 141 137 199.7 208.2
## 1309 1311 1313 1314 1322 1328 1330 1331 1332 1333 1336 1337
## Predicted 92.6 90.7 106 106 106.6 103 107 104 102 99.7 94.1 92.1
## cvpred 92.2 90.5 105 106 106.3 103 106 104 102 99.3 93.8 91.9
## pm2.5 311.0 312.0 292 299 153.0 218 266 241 235 237.0 176.0 165.0
## CV residual 218.8 221.5 187 193 46.7 115 160 137 133 137.7 82.2 73.1
## 1341 1345 1346 1354 1356 1360 1364 1365 1367 1369 1371
## Predicted 86.6 75.4 74.2 102.5 102.5 99.62 95.3 94.30 89.01 86.1 81.9
## cvpred 86.4 75.2 74.0 101.9 101.9 99.08 94.8 93.76 88.41 85.6 81.3
## pm2.5 130.0 52.0 46.0 75.0 82.0 90.00 70.0 84.00 95.00 38.0 30.0
## CV residual 43.6 -23.2 -28.0 -26.9 -19.9 -9.08 -24.8 -9.76 6.59 -47.6 -51.3
## 1375 1382 1386 1387 1390 1398 1402 1406 1410 1412 1416
## Predicted 82.2 104 98.33 97.61 102.8 102.8 99.8 80.9 94.1 92.9 103.7
## cvpred 82.0 103 97.86 97.15 102.3 102.3 99.2 80.2 93.6 92.6 103.2
## pm2.5 31.0 88 102.00 103.00 124.0 145.0 78.0 20.0 15.0 72.0 161.0
## CV residual -51.0 -15 4.14 5.85 21.7 42.7 -21.2 -60.2 -78.6 -20.6 57.8
## 1423 1424 1426 1441 1445 1446 1451 1452 1458 1461 1469
## Predicted 93.5 92.2 90.3 70.5 102.1 101.4 97.3 92.7 72.5 98.3 97.9
## cvpred 93.1 91.8 89.9 70.4 101.6 100.8 96.8 92.1 72.1 97.6 97.3
## pm2.5 25.0 23.0 25.0 101.0 115.0 111.0 169.0 82.0 27.0 44.0 178.0
## CV residual -68.1 -68.8 -64.9 30.6 13.4 10.2 72.2 -10.1 -45.1 -53.6 80.7
## 1474 1476 1478 1480 1485 1488 1489 1492 1495 1496 1497
## Predicted 101.1 99.6 98.5 95.3 102.1 102.1 101.56 98.3 104 102.8 103.1
## cvpred 100.5 99.1 98.0 94.8 101.6 101.6 101.04 97.9 103 102.3 102.7
## pm2.5 126.0 146.0 202.0 247.0 150.0 134.0 98.00 126.0 123 126.0 131.0
## CV residual 25.5 46.9 104.0 152.2 48.4 32.4 -3.04 28.1 20 23.7 28.3
## 1498 1500 1504 1505 1507 1509 1512 1514 1518 1520 1528 1530
## Predicted 101.2 99.2 95.3 104 105 105 101 90.94 74.4 65.9 87.8 88.5
## cvpred 100.7 98.8 94.9 103 105 104 100 90.36 73.8 65.3 86.6 87.3
## pm2.5 126.0 187.0 226.0 231 246 256 269 89.00 13.0 19.0 16.0 18.0
## CV residual 25.3 88.2 131.1 128 141 152 169 -1.36 -60.8 -46.3 -70.6 -69.3
## 1532 1536 1537 1539 1542 1545 1546 1547 1549 1556 1559
## Predicted 86.7 80.2 77.8 74.6 66.6 61.0 59.4 58.0 91.1 97.01 95.2
## cvpred 85.6 79.2 76.9 73.8 65.8 60.3 58.7 57.3 90.0 96.38 94.6
## pm2.5 30.0 14.0 19.0 12.0 11.0 27.0 23.0 29.0 39.0 103.00 69.0
## CV residual -55.6 -65.2 -57.9 -61.8 -54.8 -33.3 -35.7 -28.3 -51.0 6.62 -25.6
## 1564 1570 1572 1576 1579 1581 1585 1586 1593 1595 1596
## Predicted 87.5 99.4 96.9 98.1 98.3 99.7 102.8 102.1 95.3 93.0 92.3
## cvpred 87.0 98.7 96.2 97.4 97.6 99.0 102.3 101.6 94.8 92.5 91.8
## pm2.5 68.0 67.0 69.0 108.0 134.0 124.0 76.0 68.0 65.0 29.0 28.0
## CV residual -19.0 -31.7 -27.2 10.6 36.4 25.0 -26.3 -33.6 -29.8 -63.5 -63.8
## 1599 1600 1601 1603 1611 1613 1618 1620 1623 1625 1627
## Predicted 100.9 101.3 101.4 98.2 71.1 64.5 54.5 50.1 39.0 29.12 24.92
## cvpred 100.3 100.7 100.8 97.6 70.4 63.9 54.0 49.8 38.8 28.81 24.79
## pm2.5 32.0 33.0 43.0 56.0 8.0 13.0 18.0 20.0 20.0 21.00 16.00
## CV residual -68.3 -67.7 -57.8 -41.6 -62.4 -50.9 -36.0 -29.8 -18.8 -7.81 -8.79
## 1629 1630 1632 1633 1637 1638 1643 1646 1647 1648 1654
## Predicted 23.40 94.2 95.2 98.3 95.2 94.46 95.4 93.3 91.0 89.8 88.3
## cvpred 23.42 93.3 94.3 97.6 94.4 93.66 94.5 92.4 90.1 88.8 87.7
## pm2.5 26.00 22.0 51.0 46.0 58.0 85.00 70.0 44.0 33.0 37.0 62.0
## CV residual 2.58 -71.3 -43.3 -51.6 -36.4 -8.66 -24.5 -48.4 -57.1 -51.8 -25.7
## 1655 1660 1668 1669 1674 1684 1685 1689 1691 1694 1700
## Predicted 86.3 100.7 98.8 97.6 99.7 80.9 74.9 61.2 91.3 84.2 94.2
## cvpred 85.7 100.1 98.1 96.9 99.0 80.5 74.4 60.8 90.4 83.3 93.3
## pm2.5 68.0 142.0 224.0 193.0 154.0 38.0 29.0 19.0 19.0 12.0 32.0
## CV residual -17.7 41.9 125.9 96.1 55.0 -42.5 -45.4 -41.8 -71.4 -71.3 -61.3
## 1701 1704 1705 1713 1714 1717 1720 1722 1723 1725 1726
## Predicted 97.7 100.31 98.7 98.0 95.7 91.9 88.4 84.9 82.6 79.303 77.3
## cvpred 96.9 99.81 98.2 97.2 94.9 91.2 87.9 84.4 82.0 78.873 76.9
## pm2.5 53.0 91.00 79.0 69.0 82.0 78.0 68.0 61.0 58.0 78.000 64.0
## CV residual -43.9 -8.81 -19.2 -28.2 -12.9 -13.2 -19.9 -23.4 -24.0 -0.873 -12.9
## 1730 1736 1741 1743 1745 1747 1749 1754 1756 1757 1760
## Predicted 98.1 102.40 98.2 95.7 94.27 105.93 104.3 97.9 104 99.8 89.6
## cvpred 97.4 101.95 97.9 95.4 94.02 105.52 103.9 97.6 104 99.2 88.9
## pm2.5 44.0 105.00 68.0 78.0 86.00 112.00 116.0 129.0 220 175.0 60.0
## CV residual -53.4 3.05 -29.9 -17.4 -8.02 6.48 12.1 31.4 116 75.8 -28.9
## 1762 1768 1769 1778 1781 1784 1786 1787 1792 1793 1794
## Predicted 84.4 61.6 56.7 100.4 100.4 99.7 99.3 96.0 97.3 95.9 96.0
## cvpred 83.8 61.3 56.6 99.7 99.7 99.0 98.7 95.3 96.5 95.1 95.3
## pm2.5 43.0 22.0 22.0 63.0 55.0 71.0 72.0 73.0 64.0 53.0 45.0
## CV residual -40.8 -39.3 -34.6 -36.7 -44.7 -28.0 -26.7 -22.3 -32.5 -42.1 -50.3
## 1797 1798 1801 1802 1804 1806 1808 1809 1815 1816 1820
## Predicted 96.2 100.1 99.5 101.4 96.7 93.1 85.9 83.0 94.0 94.0 98.3
## cvpred 95.7 99.4 98.9 100.8 96.0 92.5 85.2 82.3 93.1 93.1 97.6
## pm2.5 63.0 67.0 76.0 41.0 85.0 18.0 33.0 34.0 20.0 21.0 39.0
## CV residual -32.7 -32.4 -22.9 -59.8 -11.0 -74.5 -52.2 -48.3 -73.1 -72.1 -58.6
## 1822 1824 1827 1833 1834 1838 1840 1841 1844 1847 1848 1850
## Predicted 99.2 100.9 96.3606 104 102.8 103 104 104 103 105 105 105
## cvpred 98.5 100.3 95.9132 103 102.3 103 104 104 102 104 105 105
## pm2.5 67.0 76.0 96.0000 110 135.0 201 219 208 206 222 239 249
## CV residual -31.5 -24.3 0.0868 7 32.7 98 115 104 104 118 134 144
## 1852 1860 1861 1862 1865 1866 1867 1868 1869 1873 1875 1883 1887
## Predicted 108 109 108 109 108 108 107 108 106 108.7 108 80.0 48.17
## cvpred 107 108 108 108 108 107 107 107 106 108.4 108 79.8 47.78
## pm2.5 247 249 245 250 239 234 240 224 206 183.0 216 381.0 51.00
## CV residual 140 141 137 142 131 127 133 117 100 74.6 108 301.2 3.22
## 1890 1891 1894 1900 1901 1902 1904 1907 1908 1909 1910
## Predicted 36.8 34.6 31.4 102.1 101.4 101.4 102.8 96.5 93.5 89.8 96.1
## cvpred 36.7 34.6 31.6 101.6 100.8 100.9 102.3 95.8 92.8 89.1 95.3
## pm2.5 26.0 22.0 21.0 60.0 47.0 50.0 41.0 55.0 56.0 52.0 49.0
## CV residual -10.7 -12.6 -10.6 -41.6 -53.8 -50.9 -61.3 -40.8 -36.8 -37.1 -46.3
## 1916 1917 1918 1924 1925 1927 1928 1931 1935 1936 1939
## Predicted 93.1 91.2 89.6 104.6 104 104.19 104.52 97.0 80.9 74.2 64.8
## cvpred 92.7 90.8 89.2 104.1 103 103.72 104.09 96.4 80.5 73.7 64.5
## pm2.5 113.0 121.0 116.0 90.0 100 96.00 102.00 784.0 158.0 226.0 47.0
## CV residual 20.3 30.2 26.8 -14.1 -3 -7.72 -2.09 687.6 77.5 152.3 -17.5
## 1940 1941 1950 1960 1963 1966 1967 1972 1975 1980 1985
## Predicted 61.6 59.6 102.5 85.2 77.6 72.8 72.56 102 102.8 91.6 96.27
## cvpred 61.3 59.4 101.9 84.7 77.3 72.5 72.38 101 102.3 90.8 95.69
## pm2.5 27.0 25.0 46.0 55.0 64.0 57.0 63.00 73 68.0 44.0 92.00
## CV residual -34.3 -34.4 -55.9 -29.7 -13.3 -15.5 -9.38 -28 -34.3 -46.8 -3.69
## 1986 1988 1989 1993 1994 1997 2004 2007 2009 2014 2020
## Predicted 96.0 93.8 104.3 102.9 101.2 97.7 74.4 92.3 89.0 99.7 99.2
## cvpred 95.6 93.5 103.9 102.5 100.9 97.4 73.6 91.3 88.1 99.0 98.5
## pm2.5 134.0 64.0 52.0 48.0 52.0 51.0 12.0 16.0 20.0 33.0 72.0
## CV residual 38.4 -29.5 -51.9 -54.5 -48.9 -46.4 -61.6 -75.3 -68.1 -66.0 -26.5
## 2025 2030 2032 2036 2037 2038 2042 2044 2047 2051 2052
## Predicted 101.8 89.5 86.6 101.1 100.7 100.21 98.47 95.1 97.31 91.09 88.8
## cvpred 101.2 88.7 85.9 100.5 100.1 99.58 97.79 94.4 96.77 90.55 88.2
## pm2.5 38.0 64.0 72.0 84.0 85.0 98.00 89.00 46.0 99.00 81.00 74.0
## CV residual -63.2 -24.7 -13.9 -16.5 -15.1 -1.58 -8.79 -48.4 2.23 -9.55 -14.2
## 2057 2058 2060 2061 2063 2070 2074 2077 2082 2088 2089
## Predicted 98.8 98.3 97.1 95.2 91.6 102.5 102.1 101.43 91.9 87.99 89.34
## cvpred 98.1 97.6 96.6 94.6 91.1 101.9 101.6 100.83 91.2 87.57 89.03
## pm2.5 50.0 54.0 59.0 62.0 57.0 67.0 74.0 96.00 57.0 82.00 92.00
## CV residual -48.1 -43.6 -37.6 -32.6 -34.1 -34.9 -27.6 -4.83 -34.2 -5.57 2.97
## 2096 2107 2109 2112 2113 2115 2117 2144 2155 2159 2161 2162
## Predicted 104.6 110 110 111 111 109 108 110.4 94.4 81.45 71.9 67.9
## cvpred 104.1 110 110 111 111 109 108 110.2 93.9 80.99 71.4 67.5
## pm2.5 169.0 275 296 297 288 254 248 124.0 187.0 71.00 31.0 39.0
## CV residual 64.9 165 186 186 177 145 140 13.8 93.1 -9.99 -40.4 -28.5
## 2171 2177 2178 2180 2183 2187 2191 2192 2200 2203 2205
## Predicted 46.2 21.79 17.155 10.37 99.0 100.4 91.3 90.3 59.7 49.0 98.3
## cvpred 45.9 21.82 17.214 10.48 98.3 99.7 90.5 89.6 59.1 48.5 97.6
## pm2.5 21.0 16.00 18.000 17.00 54.0 41.0 40.0 27.0 16.0 12.0 30.0
## CV residual -24.9 -5.82 0.786 6.52 -44.3 -58.7 -50.5 -62.6 -43.1 -36.5 -67.6
## 2206 2208 2209 2219 2221 2222 2223 2225 2228 2238 2243
## Predicted 99.4 97.9 100.7 96.2 91.89 90.609 91.1 89.9 86.1 105.6 101.3
## cvpred 98.7 97.3 100.1 95.5 91.21 89.988 90.6 89.5 85.8 105.2 100.9
## pm2.5 69.0 49.0 48.0 67.0 82.00 89.000 110.0 132.0 119.0 180.0 167.0
## CV residual -29.7 -48.3 -52.1 -28.5 -9.21 -0.988 19.4 42.5 33.2 74.8 66.1
## 2247 2248 2252 2253 2254 2258 2259 2262 2263 2266 2267
## Predicted 97.3 98.7 93.5 94.8 94.26 93.7 91.7 106.3 106.2 106.9 106.3
## cvpred 96.5 97.9 92.8 94.3 93.76 93.5 91.6 105.9 105.9 106.6 105.9
## pm2.5 41.0 34.0 61.0 70.0 87.00 177.0 169.0 161.0 169.0 185.0 166.0
## CV residual -55.5 -63.9 -31.8 -24.3 -6.76 83.5 77.4 55.1 63.1 78.4 60.1
## 2270 2271 2276 2280 2282 2283 2293 2294 2296 2298 2300
## Predicted 103.4 101.4 108.5 108.3 103.7 99.3 96.6 94.7 90.1 86.1 95.1
## cvpred 103.1 101.1 108.2 108.1 103.2 98.7 95.8 93.8 89.2 85.3 94.1
## pm2.5 186.0 142.0 47.0 18.0 14.0 12.0 15.0 16.0 15.0 12.0 17.0
## CV residual 82.9 40.9 -61.2 -90.1 -89.2 -86.7 -80.8 -77.8 -74.2 -73.3 -77.1
## 2301 2303 2309 2312 2314 2317 2319 2321 2324 2328
## Predicted 95.4 101.1 101.794 104.6 102.81 101.0 92.5 84.95 75.83 69.9
## cvpred 94.5 100.5 101.191 104.1 102.28 100.5 92.0 84.57 75.53 70.0
## pm2.5 23.0 24.0 102.000 68.0 101.00 140.0 108.0 94.00 80.00 104.0
## CV residual -71.5 -76.5 0.809 -36.1 -1.28 39.5 16.0 9.43 4.47 34.0
## 2335 2336 2344 2347 2349 2350 2354 2362 2364 2368 2371
## Predicted 60.38 59.1 46.6 40.1 108.7 109.0 106.9 95.7 102.9 93.8 89.0
## cvpred 60.62 59.4 47.0 40.6 108.4 108.8 106.7 95.4 102.7 93.7 88.9
## pm2.5 69.00 75.0 122.0 127.0 158.0 141.0 137.0 58.0 131.0 67.0 71.0
## CV residual 8.38 15.6 75.0 86.4 49.6 32.2 30.3 -37.4 28.3 -26.7 -17.9
## 2372 2374 2375 2376 2377 2385 2387 2389 2395 2399 2401
## Predicted 88.28 108.0 108.0 108.0 107 88.1 97.3 95.7 86.9 82.1 79.5
## cvpred 88.23 107.7 107.7 107.7 107 87.5 96.5 94.9 86.2 81.8 79.3
## pm2.5 94.00 85.0 75.0 79.0 91 22.0 16.0 19.0 24.0 53.0 39.0
## CV residual 5.77 -22.7 -32.7 -28.7 -16 -65.5 -80.5 -75.9 -62.2 -28.8 -40.3
## 2409 2410 2413 2415 2416 2420 2423 2424 2431 2432 2434
## Predicted 71.8 71.1 67.52 107 107.0 108.3 107.6 107.6 106.1 104.9 97.2
## cvpred 72.0 71.2 67.71 107 106.6 108.1 107.3 107.3 105.9 104.7 96.8
## pm2.5 84.0 91.0 75.00 63 57.0 78.0 86.0 86.0 95.0 44.0 23.0
## CV residual 12.0 19.8 7.29 -44 -49.6 -30.1 -21.3 -21.3 -10.9 -60.7 -73.8
## 2435 2437 2439 2443 2450 2458 2459 2460 2465 2466 2469
## Predicted 93.3 80.09 70.4 51.2 29.7 9.31 5.04 -0.1315 -18.5 -20.5 98.7
## cvpred 92.9 79.52 70.0 51.1 29.8 9.39 5.13 -0.0106 -18.0 -20.0 97.9
## pm2.5 22.0 88.00 25.0 14.0 11.0 12.00 13.00 15.0000 13.0 13.0 31.0
## CV residual -70.9 8.48 -45.0 -37.1 -18.8 2.61 7.87 15.0106 31.0 33.0 -66.9
## 2471 2473 2475 2480 2481 2482 2484 2487 2488 2489 2495
## Predicted 94.5 100.748 101.8 100.4 98.8 98.1 92.5 93.8 94.0 94.7 91.8
## cvpred 93.6 100.117 101.2 99.8 98.1 97.4 91.7 92.9 93.1 93.8 91.5
## pm2.5 68.0 100.000 55.0 24.0 25.0 30.0 42.0 41.0 54.0 50.0 70.0
## CV residual -25.6 -0.117 -46.2 -75.8 -73.1 -67.4 -49.7 -51.9 -39.1 -43.8 -21.5
## 2497 2501 2502 2504 2507 2508 2510 2516 2518 2519 2521 2527
## Predicted 87.29 80.5 79.2 77.0 73.8 72.5 70.0 106.9 107 106 107 104
## cvpred 87.13 80.4 79.2 77.1 73.9 72.7 70.2 106.6 106 106 107 104
## pm2.5 79.00 106.0 121.0 142.0 198.0 206.0 204.0 206.0 220 237 235 242
## CV residual -8.13 25.6 41.8 64.9 124.1 133.3 133.8 99.4 114 131 128 138
## 2528 2529 2530 2537 2541 2544 2546 2548 2549 2551 2554 2559
## Predicted 104 104 103 101.9 95 89.46 85.9 83.8 82.4 80.9 76.8 70.9
## cvpred 104 104 102 101.7 95 89.52 86.0 83.8 82.4 81.0 76.9 71.1
## pm2.5 244 235 249 185.0 123 92.00 107.0 129.0 130.0 128.0 151.0 143.0
## CV residual 140 131 147 83.3 28 2.48 21.0 45.2 47.6 47.0 74.1 71.9
## 2562 2564 2568 2571 2572 2573 2574 2575 2576 2578 2579
## Predicted 69.0 67.1 109 110.8 110.7 110.0 108.6 111.4 111.6 110.4 110.4
## cvpred 69.4 67.4 109 110.6 110.6 109.9 108.5 111.3 111.5 110.2 110.2
## pm2.5 161.0 134.0 212 209.0 198.0 192.0 184.0 177.0 183.0 195.0 209.0
## CV residual 91.6 66.6 103 98.4 87.4 82.1 75.5 65.7 71.5 84.8 98.8
## 2583 2585 2586 2588 2590 2591 2592 2594 2604 2605 2607 2610
## Predicted 110 109 107 112 111 111 110 112 101.6 99.3 96.4 107.3
## cvpred 110 108 107 111 111 111 110 112 101.6 99.3 96.4 107.3
## pm2.5 229 255 268 257 309 331 351 385 36.0 22.0 17.0 175.0
## CV residual 119 147 161 146 198 220 241 273 -65.6 -77.3 -79.4 67.7
## 2616 2617 2623 2626 2629 2633 2635 2638 2639 2640 2643
## Predicted 98.2 97.4 109.7 111.8 106.6 105.7 104.8 103.6 101.7 99.4 99.8
## cvpred 98.2 97.5 109.5 111.7 106.3 105.4 104.5 103.2 101.3 98.9 99.5
## pm2.5 152.0 110.0 82.0 92.0 83.0 66.0 80.0 71.0 55.0 53.0 46.0
## CV residual 53.8 12.5 -27.5 -19.7 -23.3 -39.4 -24.5 -32.2 -46.3 -45.9 -53.5
## 2646 2648 2652 2653 2656 2657 2660 2665 2667 2669 2672
## Predicted 103.6 106.7 99.6 96.1 106.4 106.0 107.6 109.9 109.7 109 105.4
## cvpred 103.2 106.4 99.6 96.1 106.1 105.7 107.3 109.7 109.5 109 105.3
## pm2.5 26.0 47.0 51.0 49.0 23.0 16.0 35.0 34.0 49.0 27 44.0
## CV residual -77.2 -59.4 -48.6 -47.1 -83.1 -89.7 -72.3 -75.7 -60.5 -82 -61.3
## 2673 2676 2677 2679 2683 2684 2687 2690 2696 2701 2704
## Predicted 103.8 101 100.1 95.9 107 108.5 106.2 108.7 105.1 97.2 93.5
## cvpred 103.7 101 100.2 95.9 107 108.2 105.9 108.4 104.9 96.5 92.8
## pm2.5 53.0 46 42.0 38.0 35 26.0 41.0 41.0 65.0 19.0 10.0
## CV residual -50.7 -55 -58.2 -57.9 -72 -82.2 -64.9 -67.4 -39.9 -77.5 -82.8
## 2705 2706 2710 2714 2717 2719 2723 2728 2732 2737 2738
## Predicted 89.6 90.7 97.9 93.7 92.5 91.9 103.60 92.7 85.32 76.5 74.9
## cvpred 88.9 90.2 97.3 93.3 92.2 91.7 103.22 92.7 85.44 76.8 75.2
## pm2.5 16.0 23.0 32.0 53.0 65.0 70.0 107.00 111.0 79.00 98.0 93.0
## CV residual -72.9 -67.2 -65.3 -40.3 -27.2 -21.7 3.78 18.3 -6.44 21.2 17.8
## 2742 2746 2747 2751 2752 2759 2760 2762 2765 2769 2770
## Predicted 69.2 63.8 61.8 48.9 47.3 107 103.8 107.8 95.6 85.3 82.6
## cvpred 69.5 64.3 62.3 49.5 48.0 107 103.6 107.5 95.2 84.9 82.3
## pm2.5 98.0 140.0 142.0 110.0 120.0 7 7.0 8.0 20.0 16.0 10.0
## CV residual 28.5 75.7 79.7 60.5 72.0 -100 -96.6 -99.5 -75.2 -68.9 -72.3
## 2771 2780 2781 2782 2784 2786 2787 2790 2792 2796 2801
## Predicted 80.0 93.3 89.7 83.7 74.8 63.7 61.1 58.6 54.6 48.79 34.82
## cvpred 79.6 92.9 89.4 83.3 74.4 63.2 60.8 58.3 54.4 48.81 35.02
## pm2.5 11.0 10.0 14.0 11.0 16.0 16.0 15.0 22.0 22.0 46.00 31.00
## CV residual -68.6 -82.9 -75.4 -72.3 -58.4 -47.2 -45.8 -36.3 -32.4 -2.81 -4.02
## 2802 2803 2805 2811 2814 2815 2818 2827 2835 2842 2845
## Predicted 31.6 27.0 22.5 10.18 -1.90 -3.87 -13.5 -56.2 102.8 87.6 73.7
## cvpred 31.8 27.2 22.8 10.83 -1.25 -3.20 -12.8 -54.8 102.3 87.2 73.4
## pm2.5 16.0 14.0 15.0 15.00 11.00 13.00 15.0 14.0 19.0 19.0 15.0
## CV residual -15.8 -13.2 -7.8 4.17 12.25 16.20 27.8 68.8 -83.3 -68.2 -58.4
## 2847 2850 2858 2862 2864 2868 2874 2885 2887 2888 2893
## Predicted 63.3 50.0 34.3 26.82 22.19 12.6 -4.49 107 106.9 106.2 105.2
## cvpred 63.1 50.1 34.7 27.29 22.68 13.1 -3.69 107 106.6 105.9 104.8
## pm2.5 22.0 18.0 21.0 36.00 32.00 19.0 20.00 82 86.0 94.0 79.0
## CV residual -41.1 -32.1 -13.7 8.71 9.32 5.9 23.69 -25 -20.6 -11.9 -25.8
## 2894 2902 2903 2904 2906 2916 2917 2923 2926 2929 2930
## Predicted 104.7 86.2 85.2 84 81.6 111.08 105.9 88.2 100.2 105.2 106.3
## cvpred 104.3 86.1 85.2 84 81.7 110.94 105.5 87.7 99.6 104.8 105.9
## pm2.5 80.0 61.0 74.0 74 68.0 115.00 59.0 39.0 31.0 36.0 56.0
## CV residual -24.3 -25.1 -11.2 -10 -13.7 4.06 -46.5 -48.7 -68.6 -68.8 -49.9
## 2932 2938 2939 2940 2941 2942 2946 2952 2959 2961 2963
## Predicted 105.7 108.69 107.4 106.9 107.5 106.3 111.4 109.7 113.5 112.13 111.7
## cvpred 105.4 108.41 107.2 106.7 107.4 106.2 111.3 109.5 113.5 112.02 111.7
## pm2.5 69.0 102.00 133.0 151.0 149.0 141.0 151.0 160.0 133.0 119.00 132.0
## CV residual -36.4 -6.41 25.8 44.3 41.6 34.8 39.7 50.5 19.5 6.98 20.3
## 2966 2969 2970 2973 2974 2979 2987 2988 2989 2992 2996
## Predicted 112.9 110.5 108.5 107 104.4 94.2 87.2 87.1 117 98.5 73.3
## cvpred 112.9 110.7 108.8 107 104.7 94.6 87.7 87.7 117 98.6 73.3
## pm2.5 123.0 121.0 136.0 228 201.0 158.0 283.0 282.0 260 13.0 14.0
## CV residual 10.1 10.3 27.2 121 96.3 63.4 195.3 194.3 143 -85.6 -59.3
## 2998 3000 3005 3010 3011 3013 3014 3020 3029 3032 3040
## Predicted 60.9 52.5 105 95.3 92.4 86.5 83.7 65.7 94.6 112 87.1
## cvpred 61.1 52.8 105 95.1 92.3 86.5 83.6 65.7 94.7 112 87.0
## pm2.5 14.0 10.0 11 19.0 20.0 20.0 17.0 25.0 64.0 72 173.0
## CV residual -47.1 -42.8 -94 -76.1 -72.3 -66.5 -66.6 -40.7 -30.7 -40 86.0
## 3041 3045 3049 3051 3053 3054 3056 3057 3061 3062 3063
## Predicted 83.2 75.4 70.1 110.8 111.1 111.4 112 113.2 107.8 107 106.2
## cvpred 83.1 75.5 70.2 110.6 110.9 111.3 112 113.1 107.5 107 106.2
## pm2.5 126.0 45.0 50.0 49.0 59.0 78.0 159 191.0 163.0 135 119.0
## CV residual 42.9 -30.5 -20.2 -61.6 -51.9 -33.3 47 77.9 55.5 28 12.8
## 3064 3071 3076 3077 3087 3088 3089 3090 3091 3092 3096
## Predicted 105.3 91.6 111.66 108 65.4 106.0 102.6 94.0 91.1 87.9 106.3
## cvpred 105.3 91.6 111.72 108 65.5 105.7 102.1 93.4 90.5 87.4 105.9
## pm2.5 107.0 144.0 120.00 129 31.0 39.0 28.0 56.0 53.0 59.0 126.0
## CV residual 1.7 52.4 8.28 21 -34.5 -66.7 -74.1 -37.4 -37.5 -28.4 20.1
## 3099 3103 3108 3109 3111 3114 3117 3122 3125 3130 3132
## Predicted 106.6 110.4 93.4 88.7 79.0 68.7 56.7 43.2 36.0 106.4 106.4
## cvpred 106.2 110.2 92.9 88.3 78.8 68.7 56.9 43.6 36.6 106.1 106.1
## pm2.5 96.0 58.0 43.0 63.0 58.0 21.0 8.0 8.0 5.0 13.0 12.0
## CV residual -10.2 -52.2 -49.9 -25.3 -20.8 -47.7 -48.9 -35.6 -31.6 -93.1 -94.1
## 3133 3135 3136 3142 3146 3150 3151 3154 3155 3156 3161
## Predicted 106.4 106.7 107.4 109.4 104 110.8 111.1 112 111.1 110.4 105.2
## cvpred 106.1 106.4 107.2 109.1 104 110.6 110.9 112 110.9 110.2 105.1
## pm2.5 16.0 18.0 16.0 39.0 43 33.0 31.0 55 49.0 42.0 45.0
## CV residual -90.1 -88.4 -91.2 -70.1 -61 -77.6 -79.9 -57 -61.9 -68.2 -60.1
## 3162 3164 3168 3169 3170 3174 3180 3181 3182 3188 3189
## Predicted 103.2 99.0 94.6 93.9 110.1 108.4 110.0 110.0 108.4 101.6 98.6
## cvpred 103.1 98.9 94.7 93.9 109.9 108.3 109.9 109.9 108.3 101.6 98.5
## pm2.5 41.0 38.0 54.0 52.0 54.0 73.0 74.0 60.0 43.0 83.0 68.0
## CV residual -62.1 -60.9 -40.7 -41.9 -55.9 -35.3 -35.9 -49.9 -65.3 -18.6 -30.5
## 3194 3203 3204 3206 3207 3212 3215 3218 3224 3225 3236
## Predicted 111.1 106 105.5 104.2 104.2 113.8 115.6 116 113 112 108.14
## cvpred 110.9 106 105.5 104.3 104.3 113.8 115.6 116 113 112 108.16
## pm2.5 65.0 130 138.0 157.0 140.0 173.0 209.0 224 221 223 117.00
## CV residual -45.9 24 32.5 52.7 35.7 59.2 93.4 108 108 111 8.84
## 3241 3243 3244 3246 3250 3254 3258 3264 3266 3267 3269
## Predicted 103.45 100.25 100.2 97.7 93.9 88.9 82.1 77.0 74.4 115.6 114.5
## cvpred 103.57 100.38 100.4 97.9 94.2 89.3 82.5 77.6 74.9 115.6 114.6
## pm2.5 107.00 98.00 115.0 144.0 185.0 136.0 33.0 47.0 49.0 36.0 41.0
## CV residual 3.43 -2.38 14.6 46.1 90.8 46.7 -49.5 -30.6 -25.9 -79.6 -73.6
## 3271 3275 3276 3279 3280 3284 3286 3289 3290 3292 3294
## Predicted 115.2 114.5 113.8 110.7 116 114.7 111.8 107.0 105.7 104.286 111.1
## cvpred 115.3 114.6 113.9 110.9 116 114.7 111.9 107.1 105.9 104.483 111.2
## pm2.5 51.0 74.0 82.0 79.0 84 90.0 96.0 86.0 86.0 105.000 79.0
## CV residual -64.3 -40.6 -31.9 -31.9 -32 -24.7 -15.9 -21.1 -19.9 0.517 -32.2
## 3295 3296 3299 3310 3314 3318 3321 3323 3329 3335 3341
## Predicted 108.8 105.8 97.2 107.3 112.5 112.8 113.2 107.5 89.6 105.7 112.82
## cvpred 108.9 105.9 97.4 107.2 112.4 112.7 113.1 107.4 89.4 105.4 112.74
## pm2.5 13.0 12.0 16.0 31.0 38.0 23.0 43.0 47.0 30.0 33.0 103.00
## CV residual -95.9 -93.9 -81.4 -76.2 -74.4 -89.7 -70.1 -60.4 -59.4 -72.4 -9.74
## 3344 3347 3349 3353 3354 3356 3359 3360 3363 3372 3374
## Predicted 111.75 112.8 109.0 97.7 96.1 92.8 92.9 93.0 92.36 113.4 110.6
## cvpred 111.68 112.7 108.8 97.4 95.8 92.6 92.9 93.1 92.59 113.5 110.6
## pm2.5 103.00 67.0 51.0 36.0 34.0 40.0 68.0 78.0 96.00 134.0 78.0
## CV residual -8.68 -45.7 -57.8 -61.4 -61.8 -52.6 -24.9 -15.1 3.41 20.5 -32.6
## 3380 3381 3382 3391 3398 3405 3408 3416 3420 3422 3431
## Predicted 102.8 103.4 114.9 112.4 112.6 102.3 114.53 114.7 109.4 110.9 104.7
## cvpred 102.8 103.6 114.9 112.4 112.6 102.3 114.55 114.7 109.4 110.8 104.8
## pm2.5 65.0 93.0 148.0 124.0 167.0 115.0 118.00 138.0 135.0 100.0 139.0
## CV residual -37.8 -10.6 33.1 11.6 54.4 12.7 3.45 23.3 25.6 -10.8 34.2
## 3433 3436 3439 3446 3448 3451 3454 3456 3457 3459 3464
## Predicted 114.2 113.8 110.9 93.3 88.3 83.2 107.4 103.5 106.6 103.7 108.5
## cvpred 114.2 113.8 110.8 93.4 88.5 83.3 107.2 103.3 106.2 103.4 108.2
## pm2.5 100.0 73.0 47.0 42.0 23.0 23.0 45.0 18.0 20.0 18.0 24.0
## CV residual -14.2 -40.8 -63.8 -51.4 -65.5 -60.3 -62.2 -85.3 -86.2 -85.4 -84.2
## 3465 3466 3474 3478 3479 3481 3484 3487 3488 3489 3490
## Predicted 108.1 106.1 109.0 105.7 104.5 113.2 113.5 115.2 114.9 114.5 113.3
## cvpred 107.9 105.9 108.8 105.6 104.4 113.1 113.5 115.3 114.9 114.6 113.3
## pm2.5 29.0 45.0 48.0 35.0 37.0 47.0 139.0 81.0 65.0 131.0 137.0
## CV residual -78.9 -60.9 -60.8 -70.6 -67.4 -66.1 25.5 -34.3 -49.9 16.4 23.7
## 3496 3498 3499 3503 3504 3505 3506 3507 3509 3515 3532
## Predicted 99.7 95.1 94.2 89.4 115.2 116.3 113.3 112.6 115.6 113.4 116.7
## cvpred 99.8 95.2 94.4 89.8 115.3 116.3 113.3 112.6 115.6 113.5 116.9
## pm2.5 58.0 72.0 59.0 59.0 78.0 90.0 91.0 98.0 81.0 71.0 86.0
## CV residual -41.8 -23.2 -35.4 -30.8 -37.3 -26.3 -22.3 -14.6 -34.6 -42.5 -30.9
## 3533 3536 3540 3541 3542 3553 3554 3562 3563 3564 3565
## Predicted 116.6 116.7 112.6 117.29 116.7 117.3 117.6 118 118.3 118 116.9
## cvpred 116.7 116.9 112.9 117.44 116.9 117.4 117.8 118 118.5 118 117.1
## pm2.5 83.0 133.0 142.0 127.00 132.0 175.0 181.0 234 187.0 220 92.0
## CV residual -33.7 16.1 29.1 9.56 15.1 57.6 63.2 116 68.5 102 -25.1
## 3568 3571 3572 3573 3578 3579 3582 3584 3586 3594 3595
## Predicted 104.6 99.8 114.2 115.6 111.3 109.4 100.8 113.3 109 109.4 112.9
## cvpred 104.6 99.8 114.2 115.6 111.4 109.4 100.9 113.3 109 109.4 112.9
## pm2.5 16.0 17.0 22.0 34.0 26.0 30.0 17.0 29.0 19 29.0 59.0
## CV residual -88.6 -82.8 -92.2 -81.6 -85.4 -79.4 -83.9 -84.3 -90 -80.4 -53.9
## 3597 3604 3606 3609 3613 3615 3619 3625 3629 3632 3636
## Predicted 114.3 111 109.5 116.2 113.3 110.6 110.8 110.2 114.8 115.2 115.91
## cvpred 114.4 111 109.6 116.4 113.3 110.6 110.8 110.3 114.9 115.3 115.99
## pm2.5 30.0 75 91.0 105.0 85.0 50.0 92.0 189.0 87.0 87.0 107.00
## CV residual -84.4 -36 -18.6 -11.4 -28.3 -60.6 -18.8 78.7 -27.9 -28.3 -8.99
## 3638 3642 3643 3645 3667 3669 3673 3675 3678 3679
## Predicted 113.40 114.4 112.5 115.138 112.7 117.0 116 115.2 112.4 116.27
## cvpred 113.52 114.6 112.6 115.317 112.8 117.1 116 115.3 112.4 116.35
## pm2.5 120.00 178.0 80.0 115.000 97.0 128.0 190 156.0 94.0 109.00
## CV residual 6.48 63.4 -32.6 -0.317 -15.8 10.9 74 40.7 -18.4 -7.35
## 3680 3683 3684 3686 3687 3692 3693 3696 3700 3706
## Predicted 116.3 113.820 114.15 114.53 115.2 107.2 107.4 106.3 104 114.5
## cvpred 116.3 113.849 114.22 114.55 115.3 107.3 107.5 106.4 104 114.6
## pm2.5 140.0 114.000 121.00 113.00 104.0 83.0 85.0 86.0 63 85.0
## CV residual 23.7 0.151 6.78 -1.55 -11.3 -24.3 -22.5 -20.4 -41 -29.6
## 3781 3786 3788 3790 3792 3796 3835 3838 3842 3846 3847
## Predicted 117.4 104.11 102.3 98.7 95.5 116.3 111.5 105.6 114.2 116.7 116.0
## cvpred 117.6 104.31 102.6 99.0 95.8 116.3 111.6 105.7 114.2 116.9 116.2
## pm2.5 151.0 113.00 172.0 142.0 131.0 191.0 60.0 32.0 38.0 62.0 60.0
## CV residual 33.4 8.69 69.4 43.0 35.2 74.7 -51.6 -73.7 -76.2 -54.9 -56.2
## 3850 3854 3856 3858 3861 3863 3864 3867 3868 3871 3890
## Predicted 111.9 105.7 115.4 113 109.2 108 107.5 118 117.5 117.6 117.3
## cvpred 112.1 105.9 115.5 113 109.5 108 107.7 118 117.6 117.8 117.5
## pm2.5 42.0 47.0 40.0 38 53.0 78 80.0 77 72.0 97.0 144.0
## CV residual -70.1 -58.9 -75.5 -75 -56.5 -30 -27.7 -41 -45.6 -20.8 26.5
## 3892 3899 3901 3909 3911 3912 3914 3916 3918 3919 3921
## Predicted 116.2 117.6 116.6 117.4 117.41 112.78 117.4 113.5 111.5 110.8 109.0
## cvpred 116.4 117.8 116.7 117.6 117.64 113.03 117.6 113.7 111.8 111.1 109.3
## pm2.5 142.0 104.0 100.0 129.0 127.00 104.00 19.0 153.0 140.0 131.0 149.0
## CV residual 25.6 -13.8 -16.7 11.4 9.36 -9.03 -98.6 39.3 28.2 19.9 39.7
## 3922 3927 3928 3931 3935 3937 3940 3942 3943 3944 3945
## Predicted 107.4 102.9 101.5 98.6 117.4 118.0 118.0 117.6 118.7 118.7 119.0
## cvpred 107.7 103.3 101.9 99.1 117.6 118.2 118.2 117.8 118.9 118.9 119.2
## pm2.5 137.0 151.0 165.0 157.0 42.0 57.0 80.0 74.0 77.0 67.0 78.0
## CV residual 29.3 47.7 63.1 57.9 -75.6 -61.2 -38.2 -43.8 -41.9 -51.9 -41.2
## 3953 3958 3961 3962 3964 3969 3976 3978 3979 3983 3984
## Predicted 114.9 109.5 107 120.4 119 120 118.0 117.0 118.0 121.1 119.8
## cvpred 115.2 109.9 108 120.7 120 120 118.2 117.1 118.2 121.4 120.2
## pm2.5 82.0 142.0 151 191.0 229 199 108.0 66.0 89.0 99.0 91.0
## CV residual -33.2 32.1 43 70.3 109 79 -10.2 -51.1 -29.2 -22.4 -29.2
## 3987 3989 3992 3993 3997 4009 4010 4011 4016 4017 4024
## Predicted 120.40 120.0 120 119.4 118.13 118 118.7 118.7 112.9 118 118
## cvpred 120.68 120.3 120 119.6 118.35 118 118.9 118.9 113.2 118 118
## pm2.5 129.00 139.0 67 62.0 109.00 33 37.0 45.0 51.0 44 16
## CV residual 8.32 18.7 -53 -57.6 -9.35 -85 -81.9 -73.9 -62.2 -74 -102
## 4025 4026 4028 4029 4030 4031 4033 4045 4046 4049 4052
## Predicted 119.0 116.7 118.0 118.3 118.0 117.6 116.2 118.0 117.6 117.4 112.6
## cvpred 119.2 116.9 118.2 118.5 118.2 117.8 116.4 118.2 117.8 117.6 112.9
## pm2.5 26.0 36.0 40.0 37.0 39.0 50.0 41.0 96.0 81.0 63.0 100.0
## CV residual -93.2 -80.9 -78.2 -81.5 -79.2 -67.8 -75.4 -22.2 -36.8 -54.6 -12.9
## 4053 4055 4065 4066 4070 4071 4073 4078 4083 4084 4086
## Predicted 111.2 118.3 117.6 118.0 117.3 116 115.1 121.1 120 119 116.1
## cvpred 111.4 118.5 117.8 118.2 117.5 116 115.4 121.4 120 119 116.4
## pm2.5 100.0 65.0 99.0 106.0 87.0 93 82.0 104.0 227 240 77.0
## CV residual -11.4 -53.5 -18.8 -12.2 -30.5 -23 -33.4 -17.4 107 121 -39.4
## 4093 4095 4100 4102 4103 4109 4111 4112 4113 4118 4120
## Predicted 111.9 113 112.1 107 105 115.6 117.0 115.6 115.2 118.0 117.3
## cvpred 111.9 113 112.3 107 105 115.6 117.1 115.6 115.3 118.2 117.4
## pm2.5 15.0 11 41.0 62 48 55.0 48.0 52.0 59.0 91.0 89.0
## CV residual -96.9 -102 -71.3 -45 -57 -60.6 -69.1 -63.6 -56.3 -27.2 -28.4
## 4121 4122 4123 4125 4126 4129 4133 4136 4137 4138 4164
## Predicted 117.1 114.3 116.1 118.0 117.9 118.67 117.4 120.2 119.9 119.1 111.6
## cvpred 117.3 114.4 116.2 118.2 118.2 118.88 117.6 120.5 120.2 119.4 111.5
## pm2.5 78.0 64.0 69.0 89.0 79.0 124.00 135.0 131.0 135.0 136.0 48.0
## CV residual -39.3 -50.4 -47.2 -29.2 -39.2 5.12 17.4 10.5 14.8 16.6 -63.5
## 4170 4173 4180 4184 4186 4189 4193 4196 4197 4209 4210
## Predicted 104.0 114.9 108.2 116.78 114.7 112.0 106.3 112.4 110.4 118 117.3
## cvpred 104.1 114.9 108.4 116.89 114.7 112.1 106.4 112.4 110.5 118 117.4
## pm2.5 48.0 61.0 69.0 109.00 104.0 96.0 38.0 60.0 64.0 140 149.0
## CV residual -56.1 -53.9 -39.4 -7.89 -10.7 -16.1 -68.4 -52.4 -46.5 22 31.6
## 4212 4219 4222 4223 4224 4232 4239 4243 4246 4261 4268
## Predicted 116.6 110.9 109.2 108 107 119.0 117.4 111.94 107.1 116.6 118.1
## cvpred 116.7 111.1 109.5 108 107 119.2 117.6 112.12 107.3 116.7 118.4
## pm2.5 159.0 170.0 195.0 215 227 211.0 160.0 115.00 124.0 131.0 131.0
## CV residual 42.3 58.9 85.5 107 120 91.8 42.4 2.88 16.7 14.3 12.6
## 4269 4273 4288 4289 4293 4302 4304 4308 4315 4326 4327
## Predicted 117.534 119.72 114.3 112.7 108.0 120 120.4 118.6 112.2 120.2 120.4
## cvpred 117.848 119.96 114.7 113.1 108.5 120 120.7 118.9 112.5 120.5 120.7
## pm2.5 118.000 111.00 174.0 159.0 184.0 247 198.0 184.0 175.0 175.0 172.0
## CV residual 0.152 -8.96 59.3 45.9 75.5 127 77.3 65.1 62.5 54.5 51.3
## 4331 4333 4334 4335 4338 4340 4342 4345 4351 4352 4355
## Predicted 118.6 120.0 118.8 118.3 115.6 114.5 114 121 116.0 121.8 121.8
## cvpred 118.9 120.3 119.1 118.6 115.9 114.8 114 121 116.5 122.1 122.1
## pm2.5 164.0 156.0 162.0 152.0 154.0 184.0 235 209 204.0 163.0 150.0
## CV residual 45.1 35.7 42.9 33.4 38.1 69.2 121 88 87.5 40.9 27.9
## 4356 4358 4359 4363 4364 4372 4374 4378 4379 4381 4383
## Predicted 120.88 120.88 119.27 119.1 117.9 112 108.1 118.8 119.0 116.2 113.4
## cvpred 121.24 121.24 119.65 119.4 118.2 112 108.4 119.1 119.2 116.4 113.5
## pm2.5 126.00 124.00 121.00 46.0 32.0 40 17.0 29.0 34.0 23.0 14.0
## CV residual 4.76 2.76 1.35 -73.4 -86.2 -72 -91.4 -90.1 -85.2 -93.4 -99.5
## 4385 4390 4391 4397 4402 4403 4405 4406 4411 4413 4416
## Predicted 115 113.9 119.0 121.1 121 120.0 120.0 118.8 110.5 109.4 109.1
## cvpred 115 114.1 119.2 121.4 121 120.3 120.3 119.1 110.7 109.7 109.6
## pm2.5 13 35.0 33.0 94.0 77 89.0 100.0 95.0 57.0 37.0 59.0
## CV residual -102 -79.1 -86.2 -27.4 -44 -31.3 -20.3 -24.1 -53.7 -72.7 -50.6
## 4417 4424 4427 4428 4429 4433 4443 4450 4451 4453 4454
## Predicted 108.2 121.1 118 121.8 119.4 117.1 121.094 106.1 105.4 110.5 108.6
## cvpred 108.7 121.4 118 122.1 119.6 117.3 121.402 106.2 105.5 110.4 108.5
## pm2.5 79.0 127.0 100 78.0 77.0 66.0 122.000 31.0 15.0 13.0 11.0
## CV residual -29.7 5.6 -18 -44.1 -42.6 -51.3 0.598 -75.2 -90.5 -97.4 -97.5
## 4460 4463 4465 4466 4467 4468 4469 4472 4477 4480 4487 4493
## Predicted 97.9 115.1 115.4 112.6 109.6 108.7 108 111 109 108 102.4 117.0
## cvpred 98.1 115.1 115.5 112.6 109.5 108.7 108 111 109 108 102.8 117.1
## pm2.5 21.0 32.0 62.0 34.0 24.0 25.0 28 22 2 7 44.0 45.0
## CV residual -77.1 -83.1 -53.5 -78.6 -85.5 -83.7 -80 -89 -107 -101 -58.8 -72.1
## 4495 4499 4500 4501 4502 4503 4504 4505 4506 4509 4510
## Predicted 116.8 113.7 113.0 112 111.0 118.3 118.0 118.0 118.7 119.4 118
## cvpred 116.9 113.9 113.2 112 111.2 118.5 118.2 118.2 118.9 119.6 118
## pm2.5 46.0 54.0 57.0 59 69.0 79.0 79.0 61.0 65.0 79.0 80
## CV residual -70.9 -59.9 -56.2 -53 -42.2 -39.5 -39.2 -57.2 -53.9 -40.6 -38
## 4514 4528 4530 4533 4534 4536 4537 4541 4545 4548 4551
## Predicted 112.1 112.6 113.2 109.7 111.2 109 107.0 117.3 118.0 114.2 112.005
## cvpred 112.3 112.6 113.1 109.8 111.4 109 107.4 117.4 118.2 114.4 112.351
## pm2.5 55.0 21.0 23.0 32.0 33.0 73 69.0 69.0 79.0 90.0 112.000
## CV residual -57.3 -91.6 -90.1 -77.8 -78.4 -36 -38.4 -48.4 -39.2 -24.4 -0.351
## 4555 4557 4559 4565 4567 4568 4582 4583 4584 4586
## Predicted 118.5 117.2 119.1 119.3 116.13 114.87 113.1 112.5 110.6 108.24
## cvpred 118.7 117.5 119.4 119.6 116.42 115.18 113.4 112.9 110.9 108.64
## pm2.5 70.0 91.0 74.0 73.0 108.00 106.00 80.0 71.0 72.0 99.00
## CV residual -48.7 -26.5 -45.4 -46.6 -8.42 -9.18 -33.4 -41.9 -38.9 -9.64
## 4588 4589 4590 4591 4597 4599 4601 4602 4605 4606 4609
## Predicted 106.27 105.01 104.99 104.3 100.7 120.0 121.4 122 120 118.8 117.4
## cvpred 106.69 105.45 105.47 104.8 101.2 120.3 121.8 122 120 119.1 117.6
## pm2.5 107.00 110.00 110.00 130.0 154.0 193.0 192.0 223 231 219.0 164.0
## CV residual 0.31 4.55 4.53 25.2 52.8 72.7 70.2 101 111 99.9 46.4
## 4612 4614 4622 4623 4627 4628 4632 4634 4638 4645 4647
## Predicted 119.4 120.0 120.0 121.4 121 121.1 121.8 121.1 118.6 120.7 118.9
## cvpred 119.6 120.3 120.3 121.8 121 121.4 122.1 121.4 118.9 121.1 119.3
## pm2.5 45.0 49.0 104.0 188.0 181 211.0 173.0 148.0 62.0 84.0 99.0
## CV residual -74.6 -71.3 -16.3 66.2 60 89.6 50.9 26.6 -56.9 -37.1 -20.3
## 4649 4651 4656 4658 4660 4664 4667 4668 4673 4675
## Predicted 116.4 113.5644 121.1 121.1 121.4 121.07 122.1 121.8 118 116.25
## cvpred 116.8 113.9725 121.4 121.4 121.8 121.42 122.5 122.1 118 116.62
## pm2.5 107.0 114.0000 112.0 139.0 111.0 118.00 134.0 143.0 105 118.00
## CV residual -9.8 0.0275 -9.4 17.6 -10.8 -3.42 11.5 20.9 -13 1.38
## 4682 4683 4690 4694 4699 4701 4702 4705 4706 4707 4708 4713
## Predicted 121.8 121.4 121.4 118.6 120 118 117 120.2 119.4 121.8 121.4 120
## cvpred 122.1 121.8 121.8 118.9 120 118 117 120.5 119.8 122.1 121.8 120
## pm2.5 176.0 152.0 208.0 193.0 220 235 286 213.0 196.0 185.0 199.0 259
## CV residual 53.9 30.2 86.2 74.1 100 117 169 92.5 76.2 62.9 77.2 139
## 4721 4722 4725 4729 4731 4732 4738 4743 4747 4754 4756
## Predicted 116.9 115.7 113.3 120.9 121.8 121.4 121.4 122.3 114.8 110 106.9
## cvpred 117.4 116.1 113.8 121.2 122.1 121.8 121.8 122.7 115.2 110 107.5
## pm2.5 188.0 169.0 139.0 50.0 55.0 47.0 196.0 177.0 91.0 245 203.0
## CV residual 70.6 52.9 25.2 -71.2 -67.1 -74.8 74.2 54.3 -24.2 135 95.5
## 4758 4760 4766 4769 4771 4772 4774 4776 4779 4790 4792
## Predicted 120.0 121 122 116.05 114.2 112.6 111.2 109.2 104.7 96.4 121.8
## cvpred 120.3 121 122 116.46 114.7 113.1 111.7 109.8 105.3 97.2 122.1
## pm2.5 164.0 98 140 113.00 177.0 165.0 142.0 141.0 188.0 286.0 75.0
## CV residual 43.7 -23 18 -3.46 62.3 51.9 30.3 31.2 82.7 188.8 -47.1
## 4794 4798 4801 4802 4804 4805 4806 4807 4808 4810 4813
## Predicted 121 119.4 120.6 118.5 120 118.1 116.8 116.1 114.9 112.9 109.3
## cvpred 121 119.6 120.9 118.7 120 118.4 117.1 116.4 115.2 113.2 109.7
## pm2.5 76 63.0 63.0 60.0 54 58.0 46.0 49.0 35.0 35.0 34.0
## CV residual -45 -56.6 -57.9 -58.7 -66 -60.4 -71.1 -67.4 -80.2 -78.2 -75.7
## 4817 4819 4820 4822 4826 4828 4832 4833 4834 4836 4837
## Predicted 117 112.7 110.4 109.1 107.3 106.22 121.8 121.8 121.4 121.4 121.4
## cvpred 117 113.1 110.8 109.6 107.8 106.73 122.1 122.1 121.8 121.8 121.8
## pm2.5 45 40.0 31.0 44.0 77.0 109.00 88.0 96.0 81.0 59.0 60.0
## CV residual -72 -73.1 -79.8 -65.6 -30.8 2.27 -34.1 -26.1 -40.8 -62.8 -61.8
## 4839 4840 4843 4847 4848 4853 4858 4872 4875 4877 4880
## Predicted 118.2 117.3 112.5 121.8 121.8 118.6 122.1 112.6 109.7 122 122
## cvpred 118.6 117.7 112.9 122.1 122.1 118.9 122.5 113.1 110.3 122 123
## pm2.5 47.0 54.0 51.0 79.0 64.0 147.0 202.0 169.0 202.0 247 255
## CV residual -71.6 -63.7 -61.9 -43.1 -58.1 28.1 79.5 55.9 91.7 125 132
## 4884 4885 4890 4893 4897 4900 4904 4905 4909 4910 4913
## Predicted 121 122.8 112.28 108.8 104 102.21 122.80 122.77 122 120.7 113.7
## cvpred 122 123.2 112.75 109.4 105 102.86 123.21 123.23 122 121.1 114.2
## pm2.5 239 201.0 114.00 117.0 84 101.00 118.00 114.00 88 82.0 77.0
## CV residual 117 77.8 1.25 7.6 -21 -1.86 -5.21 -9.23 -34 -39.1 -37.2
## 4918 4920 4922 4924 4925 4929 4931 4935 4946 4951 4955 4958
## Predicted 108.8 108.5 106.1 103 102.2 123 123.5 119.2 105.6 123 123 122
## cvpred 109.4 109.1 106.8 104 102.9 124 123.9 119.7 106.2 124 124 123
## pm2.5 96.0 145.0 196.0 204 201.0 228 199.0 106.0 159.0 225 251 234
## CV residual -13.4 35.9 89.2 100 98.1 104 75.1 -13.7 52.8 101 127 111
## 4961 4964 4967 4971 4979 4980 4996 4998 4999 5003 5006
## Predicted 118 123.2 123.5 119.9 123.6 121.3 96.1 94.1 93.4 90.7 122
## cvpred 119 123.6 123.9 120.4 124.1 121.8 96.9 94.9 94.2 91.6 122
## pm2.5 240 202.0 195.0 196.0 201.0 199.0 147.0 185.0 189.0 180.0 177
## CV residual 121 78.4 71.1 75.6 76.9 77.2 50.1 90.1 94.8 88.4 55
## 5007 5010 5012 5018 5020 5022 5026 5027 5029 5032 5035
## Predicted 121.2 116.0 114.4 108.6 106.6 105.2 123.5 124.2 121.7 118.2 123
## cvpred 121.6 116.5 114.9 109.3 107.3 105.9 123.9 124.7 122.2 118.8 123
## pm2.5 165.0 183.0 184.0 151.0 151.0 142.0 169.0 171.0 215.0 197.0 278
## CV residual 43.4 66.5 69.1 41.7 43.7 36.1 45.1 46.3 92.8 78.2 155
## 5036 5037 5043 5044 5047 5048 5053 5057 5064 5066 5067 5078
## Predicted 125 125 117 115 122.8 121.9 125 123 123 124.2 124.2 114.4
## cvpred 125 125 117 116 123.2 122.3 125 123 124 124.7 124.7 114.9
## pm2.5 257 277 224 210 179.0 190.0 219 280 155 201.0 197.0 22.0
## CV residual 132 152 107 94 55.8 67.7 94 157 31 76.3 72.3 -92.9
## 5079 5080 5084 5086 5087 5088 5089 5093 5099 5100 5103
## Predicted 109.4 106.4 94.4 118 119.4 120.0 120.0 117.8 119.3 120.4 112.7
## cvpred 109.9 106.9 94.8 119 119.6 120.3 120.4 118.2 119.6 120.7 112.8
## pm2.5 22.0 20.0 13.0 13 30.0 34.0 44.0 46.0 66.0 45.0 27.0
## CV residual -87.9 -86.9 -81.8 -106 -89.6 -86.3 -76.4 -72.2 -53.6 -75.7 -85.8
## 5105 5106 5110 5112 5113 5117 5119 5120 5122 5130 5131
## Predicted 109.1 108 107 105.9 105.2 118.7 119.0 118.7 117.27 114.1 111.8
## cvpred 109.3 108 107 106.3 105.6 118.9 119.2 118.9 117.46 114.2 111.9
## pm2.5 26.0 22 37 70.0 85.0 38.0 91.0 90.0 114.00 29.0 38.0
## CV residual -83.3 -86 -70 -36.3 -20.6 -80.9 -28.2 -28.9 -3.46 -85.2 -73.9
## 5133 5134 5136 5143 5146 5150 5155 5156 5157 5160 5161
## Predicted 111.2 111.2 110 118.7 119.0 119.4 118.6 117.9 121.1 120.7 121.1
## cvpred 111.4 111.4 110 118.9 119.2 119.6 118.9 118.2 121.4 121.1 121.4
## pm2.5 48.0 50.0 64 154.0 179.0 144.0 195.0 176.0 171.0 198.0 198.0
## CV residual -63.4 -61.4 -46 35.1 59.8 24.4 76.1 57.8 49.6 76.9 76.6
## 5164 5166 5168 5170 5172 5174 5176 5178 5185 5190 5192
## Predicted 120 121.8 121.4 121.8 120.5 117 113.0 108.4 118.8 115.4 112.9
## cvpred 120 122.1 121.8 122.1 120.9 117 113.5 108.8 119.1 115.7 113.3
## pm2.5 202 203.0 155.0 170.0 202.0 86 35.0 41.0 45.0 35.0 28.0
## CV residual 82 80.9 33.2 47.9 81.1 -31 -78.5 -67.8 -74.1 -80.7 -85.3
## 5197 5203 5204 5205 5208 5209 5210 5212 5214 5217 5219
## Predicted 89.8 71.8 68.9 66.6 61.1 60.1 58.9 59.0 57.7 53.6 113.6
## cvpred 90.1 72.2 69.4 67.1 61.6 60.7 59.5 59.7 58.5 54.4 113.7
## pm2.5 13.0 20.0 9.0 18.0 11.0 11.0 12.0 15.0 14.0 21.0 16.0
## CV residual -77.1 -52.2 -60.4 -49.1 -50.6 -49.7 -47.5 -44.7 -44.5 -33.4 -97.7
## 5220 5221 5222 5225 5229 5230 5234 5235 5246 5247 5248
## Predicted 111.7 113 113 108.8 109.0 107.1 118.3 118.0 114.49 112.88 111.95
## cvpred 111.7 113 113 108.9 109.3 107.4 118.5 118.2 114.84 113.25 112.38
## pm2.5 12.0 10 11 16.0 27.0 46.0 65.0 78.0 107.00 119.00 108.00
## CV residual -99.7 -103 -102 -92.9 -82.3 -61.4 -53.5 -40.2 -7.84 5.75 -4.38
## 5249 5250 5256 5259 5262 5263 5273 5275 5277 5279
## Predicted 109.29 107 119.0 118.8 119.2 119.0 117.33 115.148 112.6 111.4
## cvpred 109.71 107 119.2 119.1 119.4 119.3 117.68 115.577 113.1 111.9
## pm2.5 101.00 91 38.0 44.0 62.0 63.0 119.00 115.000 141.0 187.0
## CV residual -8.71 -16 -81.2 -75.1 -57.4 -56.3 1.32 -0.577 27.9 75.1
## 5282 5283 5284 5307 5310 5312 5328 5329 5331 5332 5337
## Predicted 121.8 122 122 123 116.7 111.8 110.1 122.5 121.4 120.7 117.1
## cvpred 122.1 122 122 124 116.9 111.9 110.6 122.8 121.8 121.1 117.5
## pm2.5 221.0 218 231 263 145.0 65.0 183.0 182.0 132.0 141.0 94.0
## CV residual 98.9 96 109 139 28.1 -46.9 72.4 59.2 10.2 19.9 -23.5
## 5339 5343 5344 5347 5348 5351 5355 5358 5363 5365
## Predicted 114.6 107.80 106.5 101.0 99.8 120.0 120.2 120.4 120.0 121.43
## cvpred 115.1 108.32 107.1 101.6 100.4 120.3 120.5 120.7 120.3 121.77
## pm2.5 166.0 117.00 97.0 61.0 66.0 81.0 74.0 94.0 96.0 113.00
## CV residual 50.9 8.68 -10.1 -40.6 -34.4 -39.3 -46.5 -26.7 -24.3 -8.77
## 5367 5369 5370 5372 5374 5377 5378 5381 5384 5473 5474
## Predicted 120.73 119.8 117.5 116.0 114.6 121.0 120.3 118.1 123.2 103.1 103.0
## cvpred 121.05 120.2 117.9 116.5 115.1 121.4 120.7 118.6 123.6 103.5 103.5
## pm2.5 115.00 94.0 99.0 53.0 83.0 100.0 84.0 75.0 96.0 76.0 81.0
## CV residual -6.05 -26.2 -18.9 -63.5 -32.1 -21.4 -36.7 -43.6 -27.6 -27.5 -22.5
## 5478 5480 5483 5486 5488 5490 5491 5493 5497 5504 5506
## Predicted 119.0 120 118 109 103.3 99.0 97.7 95.5 94.4 87.9 85.4
## cvpred 119.2 120 118 109 103.6 99.4 98.2 96.1 95.1 88.7 86.2
## pm2.5 158.0 182 194 121 122.0 123.0 127.0 144.0 199.0 337.0 311.0
## CV residual 38.8 62 76 12 18.4 23.6 28.8 47.9 103.9 248.3 224.8
## 5507 5517 5520 5521 5528 5529 5532 5533 5536 5541 5543
## Predicted 84.6 122.1 117 115.0 115.0 115.0 111.1 110.3 120.70 121.8 121.4
## cvpred 85.5 122.5 117 115.4 115.4 115.4 111.5 110.8 121.06 122.1 121.8
## pm2.5 291.0 173.0 103 104.0 102.0 93.0 100.0 78.0 123.00 134.0 154.0
## CV residual 205.5 50.5 -14 -11.4 -13.4 -22.4 -11.5 -32.8 1.94 11.9 32.2
## 5548 5555 5556 5568 5569 5571 5572 5573 5574 5580 5582
## Predicted 121.8 115.3 121.4 110.6 109 107.1 106.4 121.1 120.7 113.9 109.0
## cvpred 122.1 115.8 121.8 111.2 109 107.6 106.9 121.4 121.1 114.3 109.3
## pm2.5 164.0 79.0 65.0 64.0 45 60.0 39.0 47.0 45.0 46.0 38.0
## CV residual 41.9 -36.8 -56.8 -47.2 -64 -47.6 -67.9 -74.4 -76.1 -68.3 -71.3
## 5583 5587 5588 5589 5593 5594 5598 5599 5602 5603 5608 5614
## Predicted 106.3 118 116.2 115.4 114 116 117 116.0 116.0 116.7 114.4 110
## cvpred 106.7 118 116.4 115.7 114 117 117 116.2 116.2 116.9 114.6 110
## pm2.5 34.0 12 26.0 46.0 9 9 15 23.0 32.0 30.0 21.0 44
## CV residual -72.7 -106 -90.4 -69.7 -105 -108 -102 -93.2 -84.2 -86.9 -93.6 -66
## 5615 5617 5618 5623 5624 5626 5629 5633 5634 5638 5642
## Predicted 108.4 119.0 118.7 118.0 118.3 116.3 119.0 118.1 118.1 115.0 110.9
## cvpred 108.8 119.2 118.9 118.2 118.5 116.6 119.2 118.4 118.4 115.4 111.3
## pm2.5 48.0 49.0 61.0 83.0 82.0 61.0 70.0 84.0 76.0 149.0 166.0
## CV residual -60.8 -70.2 -57.9 -35.2 -36.5 -55.6 -49.2 -34.4 -42.4 33.6 54.7
## 5646 5651 5654 5659 5662 5663 5664 5667 5669 5673 5677
## Predicted 120.4 121 117.5 104.3 98.1 118.3 118.3 116.2 117.6 118.1 118.3
## cvpred 120.7 121 117.9 104.7 98.5 118.5 118.5 116.4 117.8 118.4 118.5
## pm2.5 211.0 169 186.0 60.0 47.0 45.0 39.0 73.0 69.0 97.0 77.0
## CV residual 90.3 48 68.1 -44.7 -51.5 -73.5 -79.5 -43.4 -48.8 -21.4 -41.5
## 5680 5683 5685 5686 5688 5691 5694 5696 5702 5704 5705
## Predicted 117.9 115.3 120 119.4 119.03 119.0 115.0 112.4 119.0 116.0 119.0
## cvpred 118.2 115.5 120 119.6 119.24 119.2 115.1 112.7 119.2 116.2 119.2
## pm2.5 97.0 70.0 90 132.0 115.00 133.0 62.0 81.0 31.0 27.0 33.0
## CV residual -21.2 -45.5 -30 12.4 -4.24 13.8 -53.1 -31.7 -88.2 -89.2 -86.2
## 5706 5712 5713 5716 5717 5721 5724 5725 5726 5729 5731
## Predicted 119.4 111.9 110.7 107.5 106.9 102.2 115.3 112.7 112.1 114.9 115.2
## cvpred 119.6 112.1 110.9 107.7 107.2 102.6 115.5 112.8 112.3 114.9 115.3
## pm2.5 35.0 25.0 33.0 33.0 43.0 64.0 46.0 35.0 26.0 17.0 30.0
## CV residual -84.6 -87.1 -77.9 -74.7 -64.2 -38.6 -69.5 -77.8 -86.3 -97.9 -85.3
## 5735 5741 5743 5744 5747 5748 5749 5758 5759 5765 5768
## Predicted 116.6 117.3 114.1 113.1 108.3 107.0 105.6 113.1 112.2 119.3 119.4
## cvpred 116.7 117.5 114.3 113.4 108.6 107.4 105.9 113.4 112.5 119.6 119.6
## pm2.5 54.0 69.0 51.0 33.0 37.0 20.0 24.0 49.0 65.0 157.0 195.0
## CV residual -62.7 -48.5 -63.3 -80.4 -71.6 -87.4 -81.9 -64.4 -47.5 37.4 75.4
## 5770 5771 5778 5779 5782 5784 5786 5790 5792 5794 5797
## Predicted 116.84 119.4 111.3 110 107.9 120 120 118.67 119.72 118.6 119.2
## cvpred 117.13 119.6 111.6 110 108.3 120 120 118.88 119.96 118.9 119.4
## pm2.5 121.00 102.0 54.0 62 93.0 95 145 114.00 111.00 67.0 54.0
## CV residual 3.87 -17.6 -57.6 -48 -15.3 -25 25 -4.88 -8.96 -51.9 -65.4
## 5807 5808 5809 5810 5817 5818 5819 5827 5828 5831 5835
## Predicted 114.1 112.5 118.46 121.1 120 119.4 118.1 120.0 120 120.04 120.4
## cvpred 114.5 112.9 118.72 121.4 120 119.6 118.4 120.3 120 120.32 120.7
## pm2.5 176.0 165.0 116.00 73.0 105 93.0 81.0 95.0 85 115.00 108.0
## CV residual 61.5 52.1 -2.72 -48.4 -15 -26.6 -37.4 -25.3 -35 -5.32 -12.7
## 5836 5839 5841 5848 5852 5856 5858 5860 5865 5869 5871
## Predicted 120.73 120 119.5 109.3 104.5 118.7 119.0 118.3 118.1 113.6 119.0
## cvpred 121.05 120 119.8 109.7 104.9 118.9 119.2 118.5 118.4 113.9 119.3
## pm2.5 116.00 82 78.0 44.0 59.0 81.0 81.0 105.0 46.0 39.0 46.0
## CV residual -5.05 -38 -41.8 -65.7 -45.9 -37.9 -38.2 -13.5 -72.4 -74.9 -73.3
## 5872 5873 5874 5875 5880 5886 5888 5891 5894 5895 5898
## Predicted 117.6 119.4 119.3 118.97 120 120.6 120.0 113 109 119.4 118.3
## cvpred 117.8 119.6 119.6 119.26 121 120.9 120.3 113 109 119.6 118.5
## pm2.5 77.0 104.0 80.0 112.00 249 101.0 97.0 56 51 46.0 79.0
## CV residual -40.8 -15.6 -39.6 -7.26 128 -19.9 -23.3 -57 -58 -73.6 -39.5
## 5899 5900 5904 5906 5907 5909 5913 5914 5917 5921 5925
## Predicted 119.4 120.4 119.0 118.3 118.7 118.3 118.0 117.3 117.6 115.5 113
## cvpred 119.6 120.7 119.2 118.5 118.9 118.5 118.2 117.5 117.8 115.7 113
## pm2.5 90.0 103.0 157.0 159.0 82.0 105.0 81.0 58.0 81.0 78.0 93
## CV residual -29.6 -17.7 37.8 40.5 -36.9 -13.5 -37.2 -59.5 -36.8 -37.7 -20
## 5927 5928 5929 5932 5937 5941 5942 5943 5947 5950 5957
## Predicted 119.0 118.67 119.4 120 118.3 117.19 119.4 120.04 115.6 111.1 119.0
## cvpred 119.2 118.88 119.6 120 118.6 117.51 119.6 120.32 115.9 111.5 119.2
## pm2.5 135.0 125.00 112.0 91 185.0 125.00 131.0 123.00 95.0 128.0 152.0
## CV residual 15.8 6.12 -7.6 -29 66.4 7.49 11.4 2.68 -20.9 16.5 32.8
## 5966 5970 5971 5972 5975 5982 5983 5985 5986 5988 5990
## Predicted 119.0 118.9 119.27 118.2 121.8 120.9 121.1 121 120.4 116.7 111.4
## cvpred 119.2 119.3 119.65 118.6 122.1 121.2 121.4 122 120.7 116.9 111.6
## pm2.5 103.0 104.0 128.00 182.0 216.0 161.0 203.0 226 197.0 148.0 52.0
## CV residual -16.2 -15.3 8.35 63.4 93.9 39.8 81.6 104 76.3 31.1 -59.6
## 5991 5996 6003 6009 6012 6016 6019 6021 6025 6026
## Predicted 109.1 116.2 116.2 118.0 111.5 111.5 108.94 116.96 114.600 113.9
## cvpred 109.3 116.4 116.4 118.2 111.5 111.5 109.08 117.07 114.786 114.1
## pm2.5 38.0 70.0 61.0 96.0 63.0 97.0 102.00 123.00 115.000 140.0
## CV residual -71.3 -46.4 -55.4 -22.2 -48.5 -14.5 -7.08 5.93 0.214 25.9
## 6041 6044 6046 6056 6058 6059 6061 6069 6071 6072 6073
## Predicted 111.19 107.4 106.0 117.6 109.9 107.3 103 115.58 115.2 113.3 112.6
## cvpred 111.42 107.7 106.3 117.8 109.9 107.3 103 115.63 115.3 113.3 112.6
## pm2.5 121.00 152.0 144.0 73.0 57.0 45.0 62 111.00 181.0 212.0 174.0
## CV residual 9.58 44.3 37.7 -44.8 -52.9 -62.3 -41 -4.63 65.7 98.7 61.4
## 6075 6076 6097 6099 6104 6106 6107 6109 6112 6115 6118
## Predicted 110.0 108.8 117.0 117 118.0 115.37 114.65 115.6 114 113.34 109.6
## cvpred 110.1 108.9 117.1 117 118.2 115.46 114.76 115.6 114 113.54 109.8
## pm2.5 133.0 50.0 72.0 240 96.0 110.00 107.00 71.0 87 123.00 120.0
## CV residual 22.9 -58.9 -45.1 123 -22.2 -5.46 -7.76 -44.6 -27 9.46 10.2
## 6121 6123 6124 6125 6129 6131 6132 6135 6137 6141 6143
## Predicted 118.3 118 118 118 116.00 118.0 116.9 115.1 116.0 109.6 109.9
## cvpred 118.5 118 119 118 116.21 118.2 117.1 115.3 116.2 109.8 110.2
## pm2.5 142.0 218 261 269 114.00 134.0 131.0 159.0 150.0 139.0 167.0
## CV residual 23.5 100 142 151 -2.21 15.8 13.9 43.7 33.8 29.2 56.8
## 6150 6152 6153 6155 6159 6161 6163 6166 6167 6170 6172 6173
## Predicted 116.2 115.5 114.9 112.2 116 112.2 112.3 112 111 120 119 119
## cvpred 116.4 115.7 115.2 112.5 116 112.3 112.5 112 112 120 119 119
## pm2.5 206.0 166.0 175.0 179.0 153 165.0 152.0 225 227 358 411 374
## CV residual 89.6 50.3 59.8 66.5 37 52.7 39.5 113 115 238 292 255
## 6179 6180 6182 6184 6189 6191 6201 6203 6205 6210 6216 6220
## Predicted 120 119 115 111 104 101 93.1 91.0 89.0 82.8 68.7 62.08
## cvpred 120 120 115 111 105 102 93.8 91.7 89.7 83.5 69.5 62.96
## pm2.5 455 440 215 236 281 293 219.0 238.0 225.0 262.0 136.0 71.00
## CV residual 335 320 100 125 176 191 125.2 146.3 135.3 178.5 66.5 8.04
## 6221 6223 6227 6228 6229 6231 6234 6239 6246 6247 6248 6250
## Predicted 60.8 117.3 116.7 114.8 113.6 110.0 115.2 115 115 114 113 111
## cvpred 61.7 117.4 116.9 114.9 113.7 110.2 115.3 115 115 114 113 111
## pm2.5 89.0 70.0 26.0 43.0 21.0 24.0 26.0 6 14 12 5 5
## CV residual 27.3 -47.4 -90.9 -71.9 -92.7 -86.2 -89.3 -109 -101 -102 -108 -106
## 6256 6257 6259 6260 6264 6265 6268 6270 6274 6291 6293 6305
## Predicted 115 114.7 111.5 115.6 114 113.2 116.3 116 113.2 116 117.0 116.0
## cvpred 115 114.8 111.6 115.6 114 113.3 116.3 116 113.4 116 117.1 116.2
## pm2.5 6 27.0 35.0 48.0 24 34.0 55.0 55 73.0 82 129.0 101.0
## CV residual -109 -87.8 -76.6 -67.6 -90 -79.3 -61.3 -61 -40.4 -34 11.9 -15.2
## 6306 6307 6311 6313 6316 6550 6552 6553 6559 6564 6565 6567
## Predicted 114.1 112.5 108.2 105.7 96.4 115.6 116 115 113.2 116 116 116.6
## cvpred 114.2 112.6 108.4 105.9 96.7 115.6 116 115 113.1 116 116 116.7
## pm2.5 57.0 48.0 56.0 28.0 1.0 209.0 222 231 156.0 266 225 203.0
## CV residual -57.2 -64.6 -52.4 -77.9 -95.7 93.4 106 116 42.9 150 109 86.3
## 6569 6573 6578 6580 6583 6588 6592 6593 6597 6599 6601
## Predicted 117 118 116.1 117.0 114.6 101.1 84.4 80.4 69.1 67.1 62.9
## cvpred 117 118 116.2 117.1 114.8 101.3 84.6 80.7 69.6 67.6 63.4
## pm2.5 234 237 74.0 80.0 47.0 9.0 7.0 3.0 10.0 16.0 12.0
## CV residual 117 119 -42.2 -37.1 -67.8 -92.3 -77.6 -77.7 -59.6 -51.6 -51.4
## 6604 6609 6610 6611 6617 6623 6634 6635 6643 6645 6648
## Predicted 57.7 42.0 37.1 33.1 11.63 -1.358 108.4 109.4 106.8 114.2 113.2
## cvpred 58.2 42.6 37.6 33.7 12.51 -0.179 108.3 109.1 106.7 114.2 113.1
## pm2.5 12.0 10.0 12.0 13.0 6.00 8.000 14.0 19.0 25.0 38.0 42.0
## CV residual -46.2 -32.6 -25.6 -20.7 -6.51 8.179 -94.3 -90.1 -81.7 -76.2 -71.1
## 6653 6656 6659 6662 6667 6674 6675 6680 6685 6686 6687 6694
## Predicted 112.5 109.2 113.2 112.5 110.4 115 115 113.5 115 116 115 116
## cvpred 112.4 109.2 113.1 112.4 110.5 115 115 113.5 115 116 115 116
## pm2.5 57.0 52.0 38.0 43.0 80.0 260 217 144.0 243 217 256 503
## CV residual -55.4 -57.2 -75.1 -69.4 -30.5 145 102 30.5 128 101 141 387
## 6695 6696 6700 6701 6702 6703 6705 6709 6714 6716 6724 6729 6734
## Predicted 117 117 115 115 115 115 116 116 112 117 115 116 115
## cvpred 117 117 115 115 115 115 116 116 112 117 115 116 115
## pm2.5 534 506 449 418 405 374 384 369 279 287 436 332 406
## CV residual 417 389 334 303 290 259 268 253 167 170 321 216 291
## 6736 6738 6739 6740 6742 6745 6747 6748 6750 6754 6755 6757 6762
## Predicted 112 110 116 115 116 115 113 115 113 115 115 115 117
## cvpred 112 110 116 115 116 115 113 115 113 115 115 115 117
## pm2.5 310 253 263 223 470 290 287 283 337 335 324 323 412
## CV residual 198 143 147 108 354 175 174 168 224 220 209 208 295
## 6771 6772 6774 6775 6781 6784 6785 6786 6787 6789 6792 6794 6799
## Predicted 115 115 115 115 116 117 117 117 118 118 111.1 105.7 92.3
## cvpred 115 115 115 115 116 117 117 117 118 118 111.2 105.9 92.4
## pm2.5 416 417 380 376 428 391 393 415 395 414 74.0 17.0 8.0
## CV residual 301 302 265 261 312 274 276 298 277 296 -37.2 -88.9 -84.4
## 6803 6807 6808 6812 6813 6814 6822 6827 6829 6830 6833
## Predicted 107.0 107 105.9 107.4 109.0 108.3 110 107.6 110.1 108.7 107.9
## cvpred 106.9 107 105.8 107.2 108.8 108.1 110 107.4 109.9 108.4 107.7
## pm2.5 7.0 7 7.0 17.0 9.0 11.0 51 29.0 22.0 24.0 40.0
## CV residual -99.9 -100 -98.8 -90.2 -99.8 -97.1 -59 -78.4 -87.9 -84.4 -67.7
## 6834 6843 6844 6853 6854 6855 6860 6866 6870 6876 6877
## Predicted 107.3 110.9 110.7 111.1 111.8 110.5 114.2 107.7 103.7 90.2 88.6
## cvpred 107.2 110.8 110.6 110.9 111.7 110.4 114.2 107.6 103.4 89.9 88.4
## pm2.5 32.0 163.0 143.0 67.0 70.0 91.0 148.0 17.0 5.0 11.0 16.0
## CV residual -75.2 52.2 32.4 -43.9 -41.7 -19.4 33.8 -90.6 -98.4 -78.9 -72.4
## 6878 6880 6892 6894 6895 6897 6898 6901 6904 6905 6906
## Predicted 87.3 81.6 57.5 56.8 54.5 50.9 50.0 103.6 96.9 93.7 92.1
## cvpred 87.1 81.5 57.8 57.1 54.8 51.2 50.3 103.2 96.7 93.5 91.9
## pm2.5 18.0 17.0 18.0 38.0 18.0 37.0 19.0 23.0 31.0 46.0 67.0
## CV residual -69.1 -64.5 -39.8 -19.1 -36.8 -14.2 -31.3 -80.2 -65.7 -47.5 -24.9
## 6907 6911 6912 6914 6915 6917 6918 6921 6923 6928 6929
## Predicted 89.7 109.7 109.3 109.7 109.7 106.1 104.9 108.1 108.8 101.4 100.2
## cvpred 89.6 109.5 109.1 109.5 109.5 105.9 104.7 107.9 108.6 101.4 100.2
## pm2.5 73.0 77.0 71.0 125.0 133.0 143.0 123.0 37.0 63.0 46.0 45.0
## CV residual -16.6 -32.5 -38.1 15.5 23.5 37.1 18.3 -70.9 -45.6 -55.4 -55.2
## 6931 6933 6935 6936 6937 6938 6941 6943 6946 6947 6949
## Predicted 97.3 93.4 87 84.7 82.4 80.1 72.9 69.7 67.8 67.1 64.5
## cvpred 97.3 93.4 87 84.7 82.4 80.1 72.8 69.6 67.8 67.1 64.4
## pm2.5 49.0 49.0 32 32.0 23.0 31.0 20.0 34.0 41.0 39.0 40.0
## CV residual -48.3 -44.4 -55 -52.7 -59.4 -49.1 -52.8 -35.6 -26.8 -28.1 -24.4
## 6951 6953 6958 6963 6965 6966 6968 6970 6971 6972 6979
## Predicted 63.7 62.3 105.5 107 108.0 107.6 106.2 105.7 108.2 107.8 100.5
## cvpred 63.7 62.3 105.2 107 107.7 107.3 105.9 105.4 107.9 107.5 100.5
## pm2.5 47.0 51.0 73.0 92 90.0 80.0 83.0 69.0 64.0 66.0 50.0
## CV residual -16.7 -11.3 -32.2 -15 -17.7 -27.3 -22.9 -36.4 -43.9 -41.5 -50.5
## 6989 6999 7002 7004 7005 7006 7007 7008 7009 7010 7011
## Predicted 110.8 111.1 111.3 112 112 110.7 110.0 108.6 107.9 111.4 111.1
## cvpred 110.6 110.9 111.1 112 112 110.6 109.9 108.5 107.7 111.3 110.9
## pm2.5 52.0 93.0 84.0 89 88 82.0 92.0 91.0 83.0 80.0 82.0
## CV residual -58.6 -17.9 -27.1 -23 -24 -28.6 -17.9 -17.5 -24.7 -31.3 -28.9
## 7017 7018 7019 7031 7032 7033 7034 7036 7038 7039 7051
## Predicted 110.8 111.4 110.4 111.6 111.4 111.9 112 112 112 112.3 110.0
## cvpred 110.6 111.3 110.2 111.5 111.3 111.8 112 112 112 112.2 109.9
## pm2.5 84.0 75.0 82.0 86.0 84.0 88.0 92 98 102 95.0 96.0
## CV residual -26.6 -36.3 -28.2 -25.5 -27.3 -23.8 -20 -14 -10 -17.2 -13.9
## 7055 7057 7058 7061 7064 7065 7071 7072 7079 7082 7083
## Predicted 112.8 112 111.8 112.8 111.4 112.8 113.2 113.5 113.2 110.5 113.5
## cvpred 112.7 112 111.7 112.7 111.3 112.7 113.1 113.5 113.1 110.5 113.5
## pm2.5 179.0 184 176.0 143.0 145.0 146.0 162.0 182.0 174.0 164.0 158.0
## CV residual 66.3 72 64.3 30.3 33.7 33.3 48.9 68.5 60.9 53.5 44.5
## 7084 7086 7088 7089 7090 7092 7094 7095 7100 7112 7120
## Predicted 113.2 113.2 112.8 114.2 114.2 113.1 115 115 116 115.2 86.5
## cvpred 113.1 113.1 112.8 114.2 114.2 113.1 115 115 116 115.3 86.5
## pm2.5 158.0 160.0 167.0 173.0 179.0 194.0 252 257 273 212.0 9.0
## CV residual 44.9 46.9 54.2 58.8 64.8 80.9 137 142 157 96.7 -77.5
## 7124 7125 7126 7129 7130 7133 7145 7152 7153 7154 7159
## Predicted 106.1 104.1 102.1 95.9 95.4 84.3 45.6 97.2 95.2 89.4 92.7
## cvpred 105.7 103.8 101.8 95.6 95.1 83.8 45.6 96.6 94.6 88.7 92.1
## pm2.5 17.0 11.0 12.0 12.0 10.0 6.0 6.0 11.0 8.0 9.0 4.0
## CV residual -88.7 -92.8 -89.8 -83.6 -85.1 -77.8 -39.6 -85.6 -86.6 -79.7 -88.1
## 7160 7167 7169 7171 7175 7177 7178 7180 7181 7184 7189
## Predicted 93.5 97.0 95.2 98.5 101.2 102.6 103.9 103.3 103.9 104.5 101.7
## cvpred 93.0 96.1 94.4 97.8 100.7 102.1 103.4 102.8 103.4 104.1 101.2
## pm2.5 5.0 9.0 11.0 19.0 29.0 41.0 42.0 68.0 80.0 88.0 71.0
## CV residual -88.0 -87.1 -83.4 -78.8 -71.7 -61.1 -61.4 -34.8 -23.4 -16.1 -30.2
## 7196 7198 7200 7202 7211 7217 7218 7219 7220 7221 7224
## Predicted 106.26 105.6 105.9 104.3 99.7 104.7 104.1 102.9 101.2 100.0 107.6
## cvpred 105.89 105.2 105.5 103.9 99.3 104.3 103.8 102.5 100.9 99.7 107.3
## pm2.5 101.00 124.0 164.0 189.0 83.0 38.0 59.0 34.0 48.0 48.0 50.0
## CV residual -4.89 18.8 58.5 85.1 -16.3 -66.3 -44.8 -68.5 -52.9 -51.7 -57.3
## 7226 7231 7233 7234 7236 7237 7239 7241 7243 7244 7247 7250
## Predicted 106.9 106.6 107 106.6 102 99.0 95.0 91.8 102.0 101.1 107 105
## cvpred 106.6 106.2 107 106.3 102 98.6 94.7 91.5 101.6 100.7 107 105
## pm2.5 67.0 72.0 93 66.0 60 40.0 21.0 20.0 31.0 31.0 44 69
## CV residual -39.6 -34.2 -14 -40.3 -42 -58.6 -73.7 -71.5 -70.6 -69.7 -63 -36
## 7256 7257 7259 7260 7261 7263 7269 7273 7275 7276 7281
## Predicted 97.1 97.2 105 102.7 102.0 102.1 105.34 106.92 104.8 103.4 99.6
## cvpred 96.9 97.1 105 102.3 101.6 101.6 105.02 106.62 104.5 103.1 99.4
## pm2.5 48.0 45.0 34 39.0 38.0 12.0 101.00 101.00 129.0 123.0 47.0
## CV residual -48.9 -52.1 -71 -63.3 -63.6 -89.6 -4.02 -5.62 24.5 19.9 -52.4
## 7283 7287 7296 7297 7300 7304 7361 7369 7370 7371 7373
## Predicted 95.7 90.5 105.7 103.7 99.3 93.4 103.7 105.2 105.2 103.7 101.09
## cvpred 95.4 90.3 105.4 103.4 99.0 93.1 103.2 104.8 104.8 103.4 100.74
## pm2.5 53.0 42.0 92.0 84.0 64.0 60.0 42.0 127.0 94.0 86.0 95.00
## CV residual -42.4 -48.3 -13.4 -19.4 -35.0 -33.1 -61.2 22.2 -10.8 -17.4 -5.74
## 7376 7380 7382 7383 7384 7388 7390 7397 7398 7401 7403
## Predicted 97.2 104.2 103 103.7 102.7 99.3 108.0 105.9 104.6 102.0 101.2
## cvpred 96.8 103.7 103 103.2 102.3 99.0 107.7 105.5 104.3 101.6 100.9
## pm2.5 56.0 39.0 34 43.0 52.0 53.0 91.0 70.0 95.0 52.0 53.0
## CV residual -40.8 -64.7 -69 -60.2 -50.3 -46.0 -16.7 -35.5 -9.3 -49.6 -47.9
## 7406 7408 7410 7411 7412 7414 7417 7418 7424 7426 7429
## Predicted 106.3 103.7 101.9 103.64 103.3 109.0 108 109 107.6 110.1 109
## cvpred 105.9 103.4 101.7 103.47 103.1 108.8 108 108 107.3 109.9 108
## pm2.5 52.0 83.0 86.0 95.00 129.0 172.0 238 227 124.0 122.0 272
## CV residual -53.9 -20.4 -15.7 -8.47 25.9 63.2 130 119 16.7 12.1 164
## 7431 7432 7435 7436 7440 7441 7447 7451 7460 7466 7467 7468
## Predicted 110 109 111 111 110 109 109.7 91.7 49.8 41.8 40.5 39.8
## cvpred 109 109 111 111 110 109 109.5 91.3 49.9 41.9 40.7 40.0
## pm2.5 314 307 366 381 481 466 20.0 13.0 10.0 15.0 14.0 13.0
## CV residual 205 198 255 270 371 357 -89.5 -78.3 -39.9 -26.9 -26.7 -27.0
## 7469 7473 7478 7480 7482 7487 7491 7493 7498 7499 7501
## Predicted 38.2 32.0 86.8 79.7 73.5 96.7 102.8 101.1 103.2 102.8 101.4
## cvpred 38.4 32.5 86.3 79.2 73.0 96.0 102.3 100.5 102.6 102.3 100.8
## pm2.5 12.0 7.0 6.0 8.0 10.0 23.0 16.0 12.0 25.0 31.0 75.0
## CV residual -26.4 -25.5 -80.3 -71.2 -63.0 -73.0 -86.3 -88.5 -77.6 -71.3 -25.8
## 7504 7505 7511 7512 7514 7515 7521 7525 7526 7531 7532
## Predicted 100.7 100.4 104.6 103.9 103 102.1 99.17 102.8 103.1 103.2 106.6
## cvpred 100.1 99.8 104.1 103.4 103 101.6 98.77 102.3 102.7 102.9 106.2
## pm2.5 62.0 57.0 146.0 140.0 142 143.0 89.00 97.0 116.0 142.0 184.0
## CV residual -38.1 -42.8 41.9 36.6 39 41.4 -9.77 -5.3 13.3 39.1 77.8
## 7535 7536 7540 7543 7548 7551 7561 7562 7563 7570 7571
## Predicted 105.6 104 105.6 106.6 87.5 75.7 49.6 48.9 48.2 44.22 43.50
## cvpred 105.2 104 105.2 106.2 87.3 75.6 49.8 49.1 48.3 44.46 43.76
## pm2.5 201.0 227 154.0 177.0 16.0 16.0 8.0 11.0 10.0 35.00 48.00
## CV residual 95.8 123 48.8 70.8 -71.3 -59.6 -41.8 -38.1 -38.3 -9.46 4.24
## 7572 7573 7575 7576 7579 7582 7584 7585 7588 7591 7592 7593
## Predicted 42.8 42.1 40.6 39.9 93.7 83.7 76.89 73.3 63.3 53.6 50.0 46.8
## cvpred 43.0 42.3 40.9 40.2 93.0 83.0 76.33 72.8 62.9 53.3 49.8 46.6
## pm2.5 81.0 92.0 77.0 88.0 114.0 121.0 85.00 42.0 10.0 3.0 5.0 10.0
## CV residual 38.0 49.7 36.1 47.8 21.0 38.0 8.67 -30.8 -52.9 -50.3 -44.8 -36.6
## 7597 7599 7602 7604 7609 7610 7611 7612 7615 7618 7619
## Predicted 40.1 37.6 33.9 33.43 31.9 31.19 30.47 29.76 27.604 25.45 24.73
## cvpred 40.1 37.6 33.9 33.57 32.2 31.48 30.77 30.07 27.941 25.82 25.11
## pm2.5 11.0 17.0 10.0 26.00 17.0 26.00 23.00 25.00 27.000 34.00 35.00
## CV residual -29.1 -20.6 -23.9 -7.57 -15.2 -5.48 -7.77 -5.07 -0.941 8.18 9.89
## 7623 7625 7626 7629 7630 7631 7637 7638 7639 7643 7649
## Predicted 21.863 20.43 19.71 17.56 16.84 16.12 11.82 11.10 10.38 7.51 4.58
## cvpred 22.276 20.86 20.15 18.03 17.32 16.61 12.36 11.65 10.95 8.11 5.31
## pm2.5 22.000 19.00 11.00 12.00 10.00 11.00 10.00 9.00 9.00 32.00 60.00
## CV residual -0.276 -1.86 -9.15 -6.03 -7.32 -5.61 -2.36 -2.65 -1.95 23.89 54.69
## 7653 7670 7675 7680 7681 7694 7697 7698 7701 7702 7704 7706
## Predicted 3.09 -9.11 -12.7 -16.3 -17.0 104 105 105 105 104 105 105
## cvpred 3.92 -8.12 -11.7 -15.2 -15.9 104 105 105 104 104 105 104
## pm2.5 107.00 78.00 142.0 227.0 264.0 288 472 467 525 504 504 446
## CV residual 103.08 86.12 153.7 242.2 279.9 184 367 362 421 400 399 342
## 7710 7711 7713 7715 7722 7723 7730 7732 7744 7748 7749 7755 7756
## Predicted 105 104 103 102 108 108 107 104 100.0 105.9 106.3 105 105
## cvpred 104 104 103 102 108 108 107 103 99.7 105.5 105.9 105 104
## pm2.5 354 353 339 336 361 438 569 485 185.0 123.0 159.0 389 328
## CV residual 250 249 236 234 253 330 462 382 85.3 17.5 53.1 284 224
## 7759 7762 7770 7772 7776 7782 7786 7788 7791 7799 7803 7806
## Predicted 102 99.6 106 107 106 104 81.4 73.8 57.8 35.8 99.5 100.1
## cvpred 102 99.3 106 107 105 103 80.7 73.4 57.6 35.9 98.8 99.4
## pm2.5 286 224.0 241 306 438 316 31.0 19.0 10.0 11.0 23.0 68.0
## CV residual 184 124.7 135 199 333 213 -49.7 -54.4 -47.6 -24.9 -75.8 -31.4
## 7808 7809 7818 7819 7820 7821 7822 7823 7826 7830 7832
## Predicted 100.1 100.0 96.7 96.0 97.7 100.42 101.4 101.8 100.4 99.7 101
## cvpred 99.4 99.4 96.0 95.3 97.1 99.75 100.8 101.2 99.7 99.1 100
## pm2.5 73.0 69.0 73.0 69.0 74.0 91.00 123.0 181.0 249.0 238.0 244
## CV residual -26.4 -30.4 -23.0 -26.3 -23.1 -8.75 22.2 79.8 149.3 138.9 144
## 7835 7836 7839 7840 7841 7845 7846 7847 7849 7851 7853 7854
## Predicted 101 101 100.0 99.1 102 101 101 100.0 98.9 97.5 95.5 102.5
## cvpred 100 101 99.4 98.5 101 101 100 99.4 98.4 97.0 95.0 101.9
## pm2.5 213 241 214.0 201.0 208 235 240 253.0 256.0 223.0 194.0 181.0
## CV residual 113 140 114.6 102.5 107 134 140 153.6 157.6 126.0 99.0 79.1
## 7857 7858 7864 7866 7871 7875 7876 7877 7881 7882 7887
## Predicted 91.4 87.9 62.3 58.1 95.2 99.9 98.0 96.7 98.7 98.6 94.5
## cvpred 90.7 87.1 61.8 57.7 94.3 99.2 97.2 96.0 97.9 98.0 93.7
## pm2.5 19.0 17.0 12.0 16.0 22.0 24.0 20.0 28.0 62.0 63.0 57.0
## CV residual -71.7 -70.1 -49.8 -41.7 -72.3 -75.2 -77.2 -68.0 -35.9 -35.0 -36.7
## 7888 7891 7896 7897 7898 7899 7903 7905 7908 7913
## Predicted 92.5 98.68 99.4 99.7 97.8 97.04 99.0 100.42 96.166 98.0
## cvpred 91.7 97.95 98.7 99.0 97.1 96.37 98.3 99.75 95.471 97.2
## pm2.5 54.0 105.00 168.0 142.0 120.0 94.00 70.0 94.00 96.000 135.0
## CV residual -37.7 7.05 69.3 43.0 22.9 -2.37 -28.3 -5.75 0.529 37.8
## 7916 7918 7919 7924 7928 7933 7934 7937 7939 7941 7944
## Predicted 96.9 100.7 100.4 64.2 53.7 32.3 29.4 26.5 94.0 92.7 97.7
## cvpred 96.2 100.1 99.8 63.5 53.3 32.0 29.2 26.4 93.1 91.9 96.9
## pm2.5 159.0 174.0 156.0 49.0 20.0 8.0 7.0 12.0 32.0 41.0 46.0
## CV residual 62.8 73.9 56.2 -14.5 -33.3 -24.0 -22.2 -14.4 -61.1 -50.9 -50.9
## 7945 7947 7950 7952 7953 7959 7960 7963 7964 7968 7976
## Predicted 98.7 95.2 96.3 97.6 97.986 95.6 98.0 97.6 99.7 99.4 99.1
## cvpred 97.9 94.4 95.4 96.9 97.226 94.7 97.2 96.9 99.0 98.7 98.5
## pm2.5 47.0 83.0 74.0 79.0 97.000 148.0 184.0 268.0 281.0 379.0 159.0
## CV residual -50.9 -11.4 -21.4 -17.9 -0.226 53.3 86.8 171.1 182.0 280.3 60.5
## 7978 7982 7985 7994 7995 7997 8000 8002 8003 8007 8009
## Predicted 103.9 101.7 105.57 100 99.7 98.0 102.8 104.6 105.9 106 107
## cvpred 103.4 101.3 105.17 100 99.3 97.5 102.3 104.1 105.5 105 106
## pm2.5 124.0 130.0 111.00 267 237.0 198.0 170.0 170.0 182.0 247 237
## CV residual 20.6 28.7 5.83 167 137.7 100.5 67.7 65.9 76.5 142 131
## 8011 8013 8016 8017 8022 8025 8032 8036 8037 8042 8044 8048
## Predicted 106 107 106 107 104 106 105 106 106 98.2 95.4 77.97
## cvpred 106 106 105 106 104 106 105 106 105 97.9 95.1 77.39
## pm2.5 247 245 249 259 238 235 268 271 264 259.0 218.0 85.00
## CV residual 141 139 144 153 134 129 163 165 159 161.1 122.9 7.61
## 8049 8050 8053 8059 8060 8064 8066 8067 8068 8072 8075
## Predicted 74.39 69.91 50.1 24.9 94.7 94.7 95.9 96.3 96.1 96.6 97.3
## cvpred 73.86 69.43 49.8 24.8 93.8 93.8 95.1 95.4 95.3 95.8 96.5
## pm2.5 71.00 61.00 26.0 13.0 17.0 23.0 23.0 22.0 16.0 36.0 72.0
## CV residual -2.86 -8.43 -23.8 -11.8 -76.8 -70.8 -72.1 -73.4 -79.3 -59.8 -24.5
## 8092 8105 8106 8107 8109 8110 8111 8114 8115 8119 8122
## Predicted 94.9 99.0 99.3 100.1 102 101 101 99.8 98.6 93.5 89.4
## cvpred 94.2 98.3 98.7 99.4 101 101 101 99.2 98.0 93.1 89.0
## pm2.5 128.0 127.0 173.0 216.0 248 281 273 271.0 204.0 153.0 35.0
## CV residual 33.8 28.7 74.3 116.6 147 180 172 171.8 106.0 59.9 -54.0
## 8126 8128 8129 8131 8132 8134 8136 8137 8138 8144 8147
## Predicted 96.6 86.7 83.4 76.8 73.3 66.3 58.5 54.9 51.7 24.63 12.86
## cvpred 96.1 86.1 82.9 76.4 72.8 65.9 58.1 54.6 51.4 24.67 12.98
## pm2.5 27.0 22.0 11.0 10.0 10.0 11.0 9.0 11.0 9.0 17.00 19.00
## CV residual -69.1 -64.1 -71.9 -66.4 -62.8 -54.9 -49.1 -43.6 -42.4 -7.67 6.02
## 8149 8151 8152 8153 8158 8167 8169 8171 8173 8174 8179
## Predicted 4.65 -3.21 -6.08 -9.99 90.6 97.3 97.6 93 91.6 92.27 85.2
## cvpred 4.83 -2.97 -5.79 -9.70 89.7 96.5 96.9 92 90.6 91.29 84.4
## pm2.5 15.00 16.00 14.00 13.00 40.0 76.0 127.0 74 23.0 83.00 41.0
## CV residual 10.17 18.97 19.79 22.70 -49.7 -20.5 30.1 -18 -67.6 -8.29 -43.4
## 8181 8185 8189 8192 8195 8199 8201 8202 8207 8208 8211
## Predicted 80.9 99.0 97.5 99.4 97.3 97.4 92.2 89.5 100.1 99.0 100.1
## cvpred 80.2 98.3 96.9 98.7 96.5 96.7 91.3 88.7 99.4 98.3 99.4
## pm2.5 49.0 93.0 40.0 28.0 38.0 16.0 9.0 18.0 52.0 77.0 132.0
## CV residual -31.2 -5.3 -56.9 -70.7 -58.5 -80.7 -82.3 -70.7 -47.4 -21.3 32.6
## 8212 8213 8214 8216 8217 8225 8228 8230 8231 8235 8242
## Predicted 100.4 99.1 98.8 100.7 100.0 98.8 101 100.2 99.5 96.1 96.6
## cvpred 99.8 98.5 98.2 100.1 99.4 98.2 100 99.6 98.9 95.5 96.0
## pm2.5 151.0 158.0 152.0 155.0 185.0 220.0 257 254.0 246.0 215.0 180.0
## CV residual 51.2 59.5 53.8 54.9 85.6 121.8 157 154.4 147.1 119.5 84.0
## 8243 8244 8246 8249 8252 8253 8254 8272 8274 8277 8279
## Predicted 91.5 84.0 69.9 46.5 33.3 29.0 26.8 80.2 78.9 77.43 76.8
## cvpred 90.9 83.4 69.4 46.2 33.1 28.9 26.8 79.5 78.3 76.86 76.4
## pm2.5 38.0 29.0 28.0 19.0 10.0 11.0 14.0 47.0 34.0 82.00 122.0
## CV residual -52.9 -54.4 -41.4 -27.2 -23.1 -17.9 -12.8 -32.5 -44.3 5.14 45.6
## 8281 8290 8293 8294 8298 8299 8309 8310 8313 8314 8318
## Predicted 99.0 93.09 87.24 86.7 99.0 100.05 76.5 74.3 64.0 61.0 49.9
## cvpred 98.3 92.48 86.62 86.1 98.3 99.39 75.7 73.6 63.3 60.3 49.3
## pm2.5 109.0 94.00 95.00 101.0 113.0 109.00 6.0 7.0 13.0 19.0 20.0
## CV residual 10.7 1.52 8.38 14.9 14.7 9.61 -69.7 -66.6 -50.3 -41.3 -29.3
## 8320 8324 8325 8326 8328 8330 8331 8333 8334 8337 8339
## Predicted 46.0 89.9 89.3 87.7 83.7 80.7 90.6 87.0 85.6 83.0 77.7
## cvpred 45.4 88.8 88.2 86.6 82.8 79.7 89.5 85.9 84.5 82.1 76.7
## pm2.5 18.0 19.0 22.0 27.0 15.0 24.0 17.0 20.0 17.0 23.0 20.0
## CV residual -27.4 -69.8 -66.2 -59.6 -67.8 -55.7 -72.5 -65.9 -67.5 -59.1 -56.7
## 8343 8344 8347 8348 8351 8353 8355 8357 8358 8360 8361
## Predicted 66.9 63.0 55.1 51.2 41.9 38.3 29.4 22.27 20.3 15.22 12.35
## cvpred 66.1 62.2 54.5 50.5 41.3 37.8 28.9 21.84 19.9 14.97 12.14
## pm2.5 16.0 15.0 17.0 15.0 8.0 11.0 14.0 13.00 15.0 13.00 18.00
## CV residual -50.1 -47.2 -37.5 -35.5 -33.3 -26.8 -14.9 -8.84 -4.9 -1.97 5.86
## 8363 8365 8366 8368 8371 8374 8378 8379 8380 8383 8394
## Predicted 5.90 -2.52 -5.78 -11.5 -16.9 86.3 82.7 82.1 77.5 91.1 88.9
## cvpred 5.77 -2.54 -5.70 -11.4 -16.6 85.2 81.7 81.2 76.6 90.0 87.9
## pm2.5 23.00 22.00 25.00 21.0 15.0 50.0 28.0 30.0 22.0 40.0 74.0
## CV residual 17.23 24.54 30.70 32.4 31.6 -35.2 -53.7 -51.2 -54.6 -50.0 -13.9
## 8395 8398 8402 8405 8406 8407 8410 8414 8415 8423 8426
## Predicted 89.7 94.9 87.7 87.0 86.3 94.9 97.7 87.6 86.71 97.7 95.3
## cvpred 88.8 94.0 86.7 86.2 85.5 94.0 96.9 86.7 85.81 96.9 94.6
## pm2.5 55.0 82.0 41.0 34.0 34.0 42.0 69.0 73.0 79.00 325.0 363.0
## CV residual -33.8 -12.0 -45.7 -52.2 -51.5 -52.0 -27.9 -13.7 -6.81 228.1 268.4
## 8427 8428 8429 8431 8432 8437 8439 8440 8442 8452 8453
## Predicted 97.7 97.3 97.0 96.0 98.3 97.3 96.6 97.7 98.0 98.5 98.0
## cvpred 96.9 96.5 96.1 95.3 97.6 96.5 95.8 96.9 97.2 97.8 97.2
## pm2.5 319.0 265.0 247.0 215.0 210.0 206.0 230.0 246.0 269.0 404.0 299.0
## CV residual 222.1 168.5 150.9 119.7 112.4 109.5 134.2 149.1 171.8 306.2 201.8
## 8459 8463 8465 8466 8467 8469 8470 8473 8480 8482 8492
## Predicted 82.8 72.4 67.7 64.0 61.7 94.7 96.07 98.0 99.0 101 90.8
## cvpred 82.2 71.9 67.3 63.6 61.3 93.8 95.25 97.2 98.3 101 90.1
## pm2.5 52.0 35.0 16.0 10.0 34.0 59.0 104.00 161.0 230.0 311 138.0
## CV residual -30.2 -36.9 -51.3 -53.6 -27.3 -34.8 8.75 63.8 131.7 210 47.9
## 8493 8496 8498 8500 8501 8504 8505 8515 8516 8517 8520
## Predicted 91.2 99.0 99.4 99.7 100.1 99.4 99.7 103 102 101 99.0
## cvpred 90.5 98.3 98.7 99.0 99.4 98.7 99.0 102 102 101 98.4
## pm2.5 147.0 311.0 405.0 397.0 396.0 340.0 266.0 548 584 607 587.0
## CV residual 56.5 212.7 306.3 298.0 296.6 241.3 167.0 446 482 506 488.6
## 8521 8523 8526 8527 8528 8531 8534 8536 8544 8547 8551
## Predicted 99.3 100.2 94.0 92.0 89.66 82.4 73.8 70.3 81.7 95.7 75.6
## cvpred 98.7 99.6 93.4 91.4 89.13 81.8 73.3 69.8 80.9 94.9 74.6
## pm2.5 570.0 513.0 295.0 263.0 87.00 38.0 24.0 17.0 11.0 10.0 11.0
## CV residual 471.3 413.4 201.6 171.6 -2.13 -43.8 -49.3 -52.8 -69.9 -84.9 -63.6
## 8555 8558 8563 8564 8565 8568 8569 8570 8579 8582 8583
## Predicted 57.9 48.0 88.7 90.1 89.9 87.2 85.6 83.7 83.0 78.5 77.2
## cvpred 57.0 47.3 87.5 88.9 88.7 86.1 84.5 82.5 81.8 77.4 76.2
## pm2.5 18.0 25.0 21.0 42.0 46.0 42.0 32.0 35.0 34.0 20.0 20.0
## CV residual -39.0 -22.3 -66.5 -46.9 -42.7 -44.1 -52.5 -47.5 -47.8 -57.4 -56.2
## 8588 8589 8592 8595 8598 8599 8600 8602 8606 8609 8611
## Predicted 88.9 90.8 89.8 86.8 79.5 79 78.0 91.1 85.9 88.2 91.07
## cvpred 87.9 89.6 88.8 85.7 78.5 78 77.1 90.0 84.9 87.2 90.02
## pm2.5 71.0 76.0 111.0 35.0 18.0 17 19.0 21.0 19.0 20.0 93.00
## CV residual -16.9 -13.6 22.2 -50.7 -60.5 -61 -58.1 -69.0 -65.9 -67.2 2.98
## 8612 8615 8619 8624 8629 8631 8640 8647 8650 8654 8655
## Predicted 92.3 92.8 92.8 85.8 74.3 67.5 94.9 93.8 96.97 90.3 85.2
## cvpred 91.3 91.8 91.8 84.9 73.6 66.9 94.0 92.9 96.14 89.6 84.4
## pm2.5 104.0 111.0 41.0 25.0 30.0 51.0 60.0 108.0 106.00 62.0 47.0
## CV residual 12.7 19.2 -50.8 -59.9 -43.6 -15.9 -34.0 15.1 9.86 -27.6 -37.4
## 8656 8658 8660 8664 8665 8670 8676 8680 8684 8689 8690
## Predicted 81.6 74.2 62.9 50.7 48.0 34.4 21.120 10.6 93.9 93.3 92.6
## cvpred 80.9 73.7 62.3 50.3 47.6 34.2 21.085 10.6 92.9 92.4 91.7
## pm2.5 38.0 28.0 16.0 21.0 16.0 15.0 21.000 21.0 31.0 73.0 65.0
## CV residual -42.9 -45.7 -46.3 -29.3 -31.6 -19.2 -0.085 10.4 -61.9 -19.4 -26.7
## 8692 8701 8702 8705 8708 8709 8710 8720 8724 8727 8728
## Predicted 95.1 90.1 81.8 68.8 55.5 52.0 49.8 18.00 1.53 -10.7 -15.2
## cvpred 94.1 89.4 81.1 68.1 55.0 51.5 49.4 17.84 1.55 -10.4 -14.9
## pm2.5 31.0 69.0 40.0 20.0 18.0 22.0 14.0 12.00 18.00 27.0 28.0
## CV residual -63.1 -20.4 -41.1 -48.1 -37.0 -29.5 -35.4 -5.84 16.45 37.4 42.9
## 8730 8731 8738 8742 8746 8747 8748 8750 8755 8758 8787
## Predicted -24.7 -30.2 -56.4 -69.3 -82.9 -88.1 -91.9 -99.6 -118 -129 91.7
## cvpred -24.3 -29.7 -55.6 -68.3 -81.7 -86.9 -90.6 -98.2 -116 -127 90.8
## pm2.5 15.0 17.0 21.0 13.0 15.0 19.0 14.0 21.0 28 19 20.0
## CV residual 39.3 46.7 76.6 81.3 96.7 105.9 104.6 119.2 144 146 -70.8
## 8791 8793 8794 8797 8799 8800 8803 8807 8817 8818 8819
## Predicted 92.6 91.0 89.4 85.6 94.2 93.8 94.5 95.9 95.6 97.7 96.97
## cvpred 91.7 90.1 88.5 84.8 93.3 92.9 93.6 95.1 94.7 96.9 96.14
## pm2.5 14.0 22.0 22.0 31.0 35.0 32.0 52.0 76.0 155.0 124.0 105.00
## CV residual -77.7 -68.1 -66.5 -53.8 -58.3 -60.9 -41.6 -19.1 60.3 27.1 8.86
## 8823 8832 8838 8839 8844 8849 8857 8859 8864 8874 8882
## Predicted 95.6 95.9 92.9 92.9 96.612 90.4 63.6 55.0 37.5 2.67 -22.6
## cvpred 94.7 95.1 92.0 92.1 95.786 89.6 63.0 54.5 37.2 2.87 -22.1
## pm2.5 164.0 226.0 64.0 67.0 96.000 61.0 28.0 24.0 21.0 16.00 17.0
## CV residual 69.3 130.9 -28.0 -25.1 0.214 -28.6 -35.0 -30.5 -16.2 13.13 39.1
## 8883 8884 8886 8888 8890 8892 8894 8896 8897 8901 8902
## Predicted -24.9 -28.1 -32.1 -36.4 -40.1 -46.6 -53.8 -59.9 -62.8 -72.8 -75.5
## cvpred -24.4 -27.6 -31.5 -35.7 -39.4 -45.8 -52.8 -58.8 -61.7 -71.6 -74.2
## pm2.5 10.0 12.0 13.0 6.0 14.0 13.0 15.0 13.0 13.0 27.0 21.0
## CV residual 34.4 39.6 44.5 41.7 53.4 58.8 67.8 71.8 74.7 98.6 95.2
## 8905 8907 8912 8916 8918 8920 8924 8930 8933 8935 8936
## Predicted -78.9 -83.2 89.8 84.4 94.9 93.9 89.16 95.6 95.6 93.1 90.4
## cvpred -77.6 -81.8 88.8 83.5 94.0 92.9 88.31 94.7 94.7 92.2 89.6
## pm2.5 18.0 16.0 27.0 40.0 51.0 56.0 79.00 126.0 173.0 118.0 79.0
## CV residual 95.6 97.8 -61.8 -43.5 -43.0 -36.9 -9.31 31.3 78.3 25.8 -10.6
## 8938 8939 8940 8941 8943 8944 8993 8996 9004 9010 9021
## Predicted 85.6 81.3 76.8 73.2 65.7 61.1 78.5 91.4 90.5 79.7 90.8
## cvpred 84.8 80.5 76.1 72.6 65.1 60.5 77.6 90.4 89.5 78.9 89.6
## pm2.5 19.0 16.0 21.0 20.0 26.0 17.0 43.0 69.0 29.0 15.0 20.0
## CV residual -65.8 -64.5 -55.1 -52.6 -39.1 -43.5 -34.6 -21.4 -60.5 -63.9 -69.6
## 9027 9028 9031 9033 9034 9036 9037 9039 9043 9044 9046
## Predicted 89.7 92.8 88.6 92.8 93.2 91.04 92.8 90.9 87.1 88.1 93.52
## cvpred 88.6 91.8 87.5 91.8 92.2 90.03 91.8 89.8 86.1 87.2 92.53
## pm2.5 35.0 30.0 49.0 59.0 74.0 86.00 71.0 79.0 55.0 49.0 96.00
## CV residual -53.6 -61.8 -38.5 -32.8 -18.2 -4.03 -20.8 -10.8 -31.1 -38.2 3.47
## 9050 9051 9057 9058 9060 9063 9064 9067 9068 9069 9073
## Predicted 92.5 92.5 94.2 94.5 94.5 86.2 82.6 92.3 92.2 94.21 92.0
## cvpred 91.5 91.5 93.3 93.6 93.6 85.3 81.7 91.3 91.3 93.25 91.1
## pm2.5 252.0 244.0 168.0 165.0 125.0 51.0 69.0 62.0 74.0 95.00 27.0
## CV residual 160.5 152.5 74.7 71.4 31.4 -34.3 -12.7 -29.3 -17.3 1.75 -64.1
## 9076 9078 9079 9080 9082 9083 9084 9085 9092 9093 9097
## Predicted 82.6 75.8 73.4 70.4 65.6 63.6 60.4 57.5 35.1 29.9 16.6
## cvpred 81.8 75.0 72.7 69.7 64.9 63.0 59.8 57.0 34.6 29.5 16.4
## pm2.5 18.0 17.0 14.0 15.0 19.0 20.0 21.0 20.0 20.0 13.0 11.0
## CV residual -63.8 -58.0 -58.7 -54.7 -45.9 -43.0 -38.8 -37.0 -14.6 -16.5 -5.4
## 9102 9104 9109 9112 9119 9123 9127 9129 9130 9131 9134
## Predicted -5.19 -11.3 -25.7 -35.7 88.5 89.7 90.1 88.6 88.1 90.2 92.1
## cvpred -5.21 -11.2 -25.3 -35.2 87.3 88.6 88.9 87.5 87.0 89.1 91.1
## pm2.5 9.00 11.0 12.0 17.0 29.0 16.0 13.0 11.0 17.0 26.0 37.0
## CV residual 14.21 22.2 37.3 52.2 -58.3 -72.6 -75.9 -76.5 -70.0 -63.1 -54.1
## 9137 9138 9145 9153 9154 9156 9161 9162 9165 9173 9175
## Predicted 92.5 92.5 90.9 79.1 77.4 73.7 57.5 54.7 45.9 87.5 84.3
## cvpred 91.5 91.5 89.9 78.2 76.6 72.9 57.0 54.1 45.5 86.5 83.3
## pm2.5 39.0 56.0 107.0 30.0 36.0 26.0 18.0 17.0 26.0 13.0 18.0
## CV residual -52.5 -35.5 17.1 -48.2 -40.6 -46.9 -39.0 -37.1 -19.5 -73.5 -65.3
## 9176 9178 9179 9181 9182 9188 9191 9194 9196 9198 9200
## Predicted 82.7 79.8 79.3 75.5 73.1 58.5 53.1 49.5 47.0 44.3 91.1
## cvpred 81.7 78.9 78.3 74.6 72.3 57.8 52.5 49.0 46.5 43.8 90.0
## pm2.5 17.0 31.0 31.0 31.0 23.0 21.0 21.0 24.0 26.0 17.0 23.0
## CV residual -64.7 -47.9 -47.3 -43.6 -49.3 -36.8 -31.5 -25.0 -20.5 -26.8 -67.0
## 9205 9211 9212 9213 9216 9219 9225 9226 9232 9246 9248
## Predicted 85 68.5 66.2 65.0 87.7 87.5 86.4 90.5 84.5 85.7 82.5
## cvpred 84 67.7 65.4 64.2 86.7 86.5 85.4 89.5 83.4 84.7 81.5
## pm2.5 21 16.0 18.0 24.0 24.0 20.0 15.0 26.0 25.0 39.0 20.0
## CV residual -63 -51.7 -47.4 -40.2 -62.7 -66.5 -70.4 -63.5 -58.4 -45.7 -61.5
## 9250 9258 9261 9274 9275 9277 9278 9281 9282 9284 9304
## Predicted 90.5 90 94.0 87.91 93.6 92.7 91.5 81.7 79.1 72.9 13.25
## cvpred 89.5 89 93.1 87.07 92.7 91.9 90.6 80.9 78.4 72.2 13.27
## pm2.5 32.0 67 144.0 91.00 54.0 50.0 48.0 48.0 45.0 23.0 18.00
## CV residual -57.5 -22 50.9 3.93 -38.7 -41.9 -42.6 -32.9 -33.4 -49.2 4.73
## 9305 9307 9308 9309 9317 9322 9329 9334 9336 9337 9338
## Predicted 10.38 4.65 1.78 -1.80 92.1 92.8 92.6 93.2 93.14 91.4 93.16
## cvpred 10.45 4.79 1.96 -1.58 91.1 91.8 91.6 92.2 92.19 90.4 92.17
## pm2.5 16.00 16.00 21.00 16.00 21.0 33.0 63.0 78.0 95.00 109.0 95.00
## CV residual 5.55 11.21 19.04 17.58 -70.1 -58.8 -28.6 -14.2 2.81 18.6 2.83
## 9340 9342 9344 9346 9349 9354 9362 9366 9367 9372 9374
## Predicted 91.2 87.3 84.0 77.5 69.6 54.3 89.1 86.9 85.5 83.5 93.2
## cvpred 90.2 86.3 83.1 76.6 68.8 53.8 88.1 86.0 84.5 82.6 92.2
## pm2.5 69.0 47.0 16.0 12.0 23.0 17.0 37.0 21.0 26.0 61.0 46.0
## CV residual -21.2 -39.3 -67.1 -64.6 -45.8 -36.8 -51.1 -65.0 -58.5 -21.6 -46.2
## 9376 9380 9381 9384 9386 9389 9390 9398 9401 9402 9404
## Predicted 92.6 92.4 94.2 91.4 88.9 82.9 81.3 91.6 88.7 88 86.3
## cvpred 91.7 91.5 93.3 90.4 87.9 82.1 80.5 90.6 87.7 87 85.2
## pm2.5 71.0 103.0 132.0 117.0 161.0 24.0 20.0 17.0 13.0 12 11.0
## CV residual -20.7 11.5 38.7 26.6 73.1 -58.1 -60.5 -73.6 -74.7 -75 -74.2
## 9410 9416 9418 9419 9422 9424 9427 9432 9433 9438 9439
## Predicted 86.0 78.3 91.2 89.2 80.3 74.4 64.2 57.7 54.0 42.8 41.5
## cvpred 85.1 77.5 90.2 88.3 79.4 73.6 63.5 57.1 53.4 42.2 41.0
## pm2.5 18.0 31.0 19.0 21.0 16.0 14.0 13.0 15.0 3.0 2.0 7.0
## CV residual -67.1 -46.5 -71.2 -67.3 -63.4 -59.6 -50.5 -42.1 -50.4 -40.2 -34.0
## 9440 9447 9451 9459 9462 9463 9467 9468 9474 9477 9481
## Predicted 40.2 80.9 69.8 54.9 48.3 46.6 37.8 34.23 14.72 10.9 92.6
## cvpred 39.7 79.9 68.9 54.3 47.7 46.2 37.5 33.98 14.68 11.0 91.7
## pm2.5 11.0 42.0 9.0 10.0 8.0 8.0 21.0 24.00 13.00 46.0 21.0
## CV residual -28.7 -37.9 -59.9 -44.3 -39.7 -38.2 -16.5 -9.98 -1.68 35.0 -70.7
## 9482 9484 9486 9497 9499 9501 9502 9504 9510 9511 9512
## Predicted 90.6 88.1 84.6 72.9 69.4 65.09 64.52 63.39 54.4 53.1 93.6
## cvpred 89.7 87.2 83.7 72.2 68.6 64.39 63.87 62.84 54.0 52.8 92.7
## pm2.5 15.0 12.0 13.0 18.0 24.0 61.00 69.00 55.00 37.0 34.0 27.0
## CV residual -74.7 -75.2 -70.7 -54.2 -44.6 -3.39 5.13 -7.84 -17.0 -18.8 -65.7
## 9514 9516 9518 9524 9525 9526 9527 9531 9534 9539 9542
## Predicted 91.1 85.8 87.7 75.0 73.4 71.7 70.1 92.6 92.3 84.6 80.5
## cvpred 90.3 84.9 86.6 74.1 72.5 70.9 69.3 91.6 91.3 83.7 79.6
## pm2.5 37.0 43.0 20.0 30.0 42.0 49.0 49.0 70.0 47.0 45.0 55.0
## CV residual -53.3 -41.9 -66.6 -44.1 -30.5 -21.9 -20.3 -21.6 -44.3 -38.7 -24.6
## 9544 9547 9552 9558 9560 9568 9572 9573 9574 9577 9578
## Predicted 75.4 65.7 54.37 44.7 41.9 92.6 86.9 86.1 95.6 96.3 95.6
## cvpred 74.7 65.1 54.02 44.5 41.6 91.6 86.0 85.3 94.7 95.4 94.7
## pm2.5 33.0 18.0 61.00 29.0 24.0 47.0 143.0 167.0 250.0 299.0 378.0
## CV residual -41.7 -47.1 6.98 -15.5 -17.6 -44.6 57.0 81.7 155.3 203.6 283.3
## 9581 9583 9585 9587 9588 9593 9599 9600 9601 9602 9603
## Predicted 94.7 92.00 89.8 84.9 86.01 97.4 89.72 89.4 88.3 99.2 98.9
## cvpred 93.8 91.15 89.0 84.1 85.36 96.7 89.11 88.8 87.7 98.5 98.1
## pm2.5 234.0 100.00 77.0 102.0 77.00 32.0 99.00 64.0 43.0 53.0 46.0
## CV residual 140.2 8.85 -12.0 17.9 -8.36 -64.7 9.89 -24.8 -44.7 -45.5 -52.1
## 9607 9608 9614 9621 9622 9625 9632 9633 9637 9638 9639
## Predicted 97.8 99.0 98.3 97.4 100.4 97.5 97.4 99.4 97.2 95.6 99.4
## cvpred 97.1 98.3 97.6 96.7 99.7 96.9 96.7 98.7 96.5 95.0 98.7
## pm2.5 82.0 87.0 109.0 155.0 158.0 220.0 34.0 31.0 25.0 27.0 21.0
## CV residual -15.1 -11.3 11.4 58.3 58.3 123.1 -62.7 -67.7 -71.5 -68.0 -77.7
## 9644 9650 9651 9652 9660 9662 9668 9671 9672 9673 9680
## Predicted 93.5 94.3 100.4 100.1 100.7 97.4 99.73 99.5 99.4 99.0 93.3
## cvpred 92.8 93.7 99.7 99.4 100.1 96.7 99.03 98.8 98.7 98.3 92.7
## pm2.5 20.0 106.0 110.0 110.0 131.0 129.0 101.00 295.0 263.0 208.0 148.0
## CV residual -72.8 12.3 10.3 10.6 30.9 32.3 1.97 196.2 164.3 109.7 55.3
## 9686 9689 9697 9698 9699 9700 9704 9708 9709 9714 9718
## Predicted 90.8 95.7 96.9 98.0 99.0 100.1 101 103 102 93.4 87.3
## cvpred 90.2 94.9 96.2 97.2 98.3 99.4 100 102 102 92.9 86.9
## pm2.5 43.0 27.0 84.0 78.0 132.0 163.0 209 212 225 79.0 38.0
## CV residual -47.2 -67.9 -12.2 -19.2 33.7 63.6 109 110 123 -13.9 -48.9
## 9720 9722 9728 9731 9734 9735 9738 9745 9746 9748
## Predicted 84.4 83.3 76.1 74.67 73.4 72.6 69.26 102.82 103.17 101.40
## cvpred 84.0 83.0 75.9 74.51 73.3 72.6 69.21 102.28 102.63 100.85
## pm2.5 35.0 30.0 41.0 70.00 68.0 62.0 79.00 107.00 100.00 103.00
## CV residual -49.0 -53.0 -34.9 -4.51 -5.3 -10.6 9.79 4.72 -2.63 2.15
## 9749 9753 9756 9757 9760 9762 9763 9764 9766 9771 9774
## Predicted 101.38 101.1 82.1 78.0 63.7 54.6 51.3 94.0 90.6 90.7 85.1
## cvpred 100.86 100.5 81.4 77.4 63.2 54.2 51.0 93.1 89.7 89.7 84.2
## pm2.5 96.00 82.0 66.0 41.0 8.0 12.0 7.0 7.0 8.0 11.0 10.0
## CV residual -4.86 -18.5 -15.4 -36.4 -55.2 -42.2 -44.0 -86.1 -81.7 -78.7 -74.2
## 9777 9778 9783 9790 9795 9802 9803 9805 9809 9810 9812
## Predicted 92.6 90.7 94.0 88.2 88.2 99.3 101.8 102.1 100.1 100.21 98.2
## cvpred 91.6 89.7 93.1 87.5 87.7 98.7 101.2 101.6 99.4 99.58 97.6
## pm2.5 16.0 21.0 34.0 41.0 59.0 69.0 82.0 87.0 82.0 92.00 108.0
## CV residual -75.6 -68.7 -59.1 -46.5 -28.7 -29.7 -19.2 -14.6 -17.4 -7.58 10.4
## 9828 9829 9832 9837 9839 9840 9841 9850 9851 9852 9859
## Predicted 89.0 94.2 93.2 91.9 97.3 97.63 96.6 99.0 99.4 100.4 101
## cvpred 88.1 93.3 92.2 91.2 96.5 96.87 95.8 98.3 98.7 99.7 100
## pm2.5 30.0 26.0 46.0 46.0 77.0 89.00 102.0 152.0 181.0 214.0 213
## CV residual -58.1 -67.3 -46.2 -45.2 -19.5 -7.87 6.2 53.7 82.3 114.3 113
## 9860 9863 9865 9868 9871 9873 9884 9889 9892 9903 9904
## Predicted 101 99.0 98.6 99.0 98.3 100.4 101 102 100.4 100.7 99.4
## cvpred 100 98.3 98.0 98.3 97.6 99.7 100 102 99.8 100.1 98.7
## pm2.5 254 331.0 335.0 294.0 267.0 258.0 211 294 316.0 53.0 50.0
## CV residual 154 232.7 237.0 195.7 169.4 158.3 111 192 216.2 -47.1 -48.7
## 9906 9908 9909 9913 9914 9915 9918 9920 9921 9922 9923
## Predicted 98.8 98.2 97.0 101 102 102 99.7 95.7 96.3 93.3 90.7
## cvpred 98.1 97.6 96.4 100 101 101 99.0 94.9 95.7 92.6 89.9
## pm2.5 42.0 80.0 188.0 411 345 353 282.0 41.0 51.0 46.0 48.0
## CV residual -56.1 -17.6 91.6 311 244 252 183.0 -53.9 -44.7 -46.6 -41.9
## 9926 9928 9929 9932 9949 9950 9957 9959 9961 9963 9966
## Predicted 96.6 97.6 96.3 94.6 86.3 98.35 97.7 96.7 102 102 101
## cvpred 95.8 96.9 95.7 94.1 85.7 97.58 97.1 96.3 102 101 100
## pm2.5 50.0 127.0 140.0 203.0 113.0 92.00 264.0 273.0 288 300 202
## CV residual -45.8 30.1 44.3 108.9 27.3 -5.58 166.9 176.7 186 199 102
## 9969 9972 9975 9976 9983 9987 9990 9991 9992 9998 10002 10005
## Predicted 101.1 101 104 102 103 103 103 103 102 105 103 104
## cvpred 100.5 100 103 102 102 103 103 102 102 104 103 103
## pm2.5 113.0 282 477 510 477 493 563 563 528 430 425 492
## CV residual 12.5 182 374 408 375 390 460 461 426 326 322 389
## 10006 10011 10014 10018 10021 10022 10027 10031 10032 10037 10039
## Predicted 104 102 100.4 104 102 102 103 102 102 103 102
## cvpred 103 102 99.8 103 102 102 102 101 102 103 102
## pm2.5 492 494 431.0 391 343 322 335 401 406 455 406
## CV residual 389 392 331.2 288 241 220 233 300 304 352 304
## 10041 10042 10043 10044 10048 10051 10052 10053 10054 10055 10062
## Predicted 101 100 104 104 100 104 102 101 99.7 99.2 89.0
## cvpred 101 100 103 103 100 104 102 101 99.3 98.8 88.7
## pm2.5 420 393 389 401 409 396 436 470 451.0 436.0 285.0
## CV residual 319 293 286 298 309 292 334 369 351.7 337.2 196.3
## 10064 10068 10070 10071 10073 10075 10082 10084 10085 10090 10091
## Predicted 84.8 95.4 92.7 93.6 88.7 94.9 93.7 102.5 102.7 101.79 101.43
## cvpred 84.4 94.5 91.9 92.7 87.8 94.0 93.2 101.9 102.1 101.19 100.83
## pm2.5 136.0 13.0 23.0 29.0 28.0 21.0 53.0 72.0 77.0 100.00 98.00
## CV residual 51.6 -81.5 -68.9 -63.7 -59.8 -73.0 -40.2 -29.9 -25.1 -1.19 -2.83
## 10095 10101 10103 10106 10109 10111 10114 10116 10123 10128 10130
## Predicted 97.4 89.7 86.1 81.6 102.1 104.2 102.0 100.1 103.9 102.2 104.6
## cvpred 96.7 89.1 85.6 81.1 101.6 103.7 101.6 99.7 103.4 101.8 104.1
## pm2.5 75.0 78.0 62.0 42.0 36.0 44.0 71.0 77.0 122.0 116.0 127.0
## CV residual -21.7 -11.1 -23.6 -39.1 -65.6 -59.7 -30.6 -22.7 18.6 14.2 22.9
## 10132 10139 10140 10143 10144 10147 10150 10157 10160 10161 10163
## Predicted 102.9 96.5 94.9 86.8 83.8 76.2 72.1 97.6 94.9 94.0 90.1
## cvpred 102.5 96.1 94.5 86.6 83.5 75.9 71.8 96.9 94.2 93.4 89.5
## pm2.5 123.0 35.0 35.0 31.0 34.0 28.0 29.0 25.0 32.0 37.0 18.0
## CV residual 20.5 -61.1 -59.5 -55.6 -49.5 -47.9 -42.8 -71.9 -62.2 -56.4 -71.5
## 10166 10167 10177 10178 10182 10184 10186 10193 10196 10197 10198
## Predicted 82.8 79.2 61.9 97.4 94.1 88.7 85.2 65.7 59.5 57.9 57.0
## cvpred 82.2 78.6 61.7 96.7 93.3 88.0 84.4 65.1 59.2 57.6 56.7
## pm2.5 12.0 12.0 12.0 9.0 9.0 12.0 20.0 17.0 28.0 80.0 87.0
## CV residual -70.2 -66.6 -49.7 -87.7 -84.3 -76.0 -64.4 -48.1 -31.2 22.4 30.3
## 10199 10200 10201 10203 10208 10213 10216 10218 10226 10232 10239
## Predicted 55.39 53.1 48.1 45.9 96.1 93.6 84.4 78.6 59.9 49.3 28.6
## cvpred 55.11 52.8 47.8 45.7 95.3 92.7 83.5 77.9 59.5 49.1 28.5
## pm2.5 51.00 37.0 9.0 14.0 44.0 18.0 16.0 49.0 8.0 10.0 16.0
## CV residual -4.11 -15.8 -38.8 -31.7 -51.3 -74.7 -67.5 -28.9 -51.5 -39.1 -12.5
## 10240 10243 10245 10246 10251 10254 10256 10257 10259 10260 10264
## Predicted 26.3 20.5 16.86 14.9 99.5 99.0 99.36 100.4 98.0 98.3 96.1
## cvpred 26.2 20.6 17.09 15.1 98.8 98.3 98.67 99.7 97.2 97.6 95.3
## pm2.5 15.0 9.0 11.00 37.0 46.0 52.0 105.00 83.0 43.0 57.0 46.0
## CV residual -11.2 -11.6 -6.09 21.9 -52.8 -46.3 6.33 -16.7 -54.2 -40.6 -49.3
## 10265 10269 10272 10273 10274 10281 10283 10292 10293 10298
## Predicted 94.1 92.197 88.9 87.7 85.7 79.666 103.17 104 103.2 94.9
## cvpred 93.3 91.596 88.4 87.2 85.3 79.481 102.63 103 102.6 94.2
## pm2.5 42.0 91.000 66.0 69.0 56.0 79.000 96.00 108 122.0 20.0
## CV residual -51.3 -0.596 -22.4 -18.2 -29.3 -0.481 -6.63 5 19.4 -74.2
## 10302 10311 10328 10334 10336 10339 10341 10344 10348 10350 10355
## Predicted 84.0 93.6 92.4 75.1 68.3 55.5 53.3 47.7 35.2 33 94.7
## cvpred 83.5 92.7 91.5 74.6 67.8 55.1 53.0 47.5 35.1 33 93.8
## pm2.5 12.0 11.0 16.0 15.0 22.0 9.0 23.0 33.0 11.0 14 20.0
## CV residual -71.5 -81.7 -75.5 -59.6 -45.8 -46.1 -30.0 -14.5 -24.1 -19 -73.8
## 10357 10363 10375 10376 10377 10381 10383 10387 10395 10397 10399
## Predicted 94.5 95.4 72.6 98.3 96.3 90.2 85.0 72.3 96.0 98.1 96.0
## cvpred 93.6 94.5 72.1 97.6 95.4 89.4 84.2 71.7 95.3 97.4 95.3
## pm2.5 17.0 16.0 19.0 31.0 35.0 15.0 16.0 12.0 58.0 80.0 72.0
## CV residual -76.6 -78.5 -53.1 -66.6 -60.4 -74.4 -68.2 -59.7 -37.3 -17.4 -23.3
## 10402 10404 10408 10409 10410 10411 10417 10418 10424 10425 10426
## Predicted 98.0 96.3 90.0 87.6 85.0 83.7 95.2 97.0 96.6 96.9 98.35
## cvpred 97.2 95.4 89.2 86.9 84.3 83.0 94.3 96.1 95.8 96.2 97.58
## pm2.5 61.0 46.0 26.0 22.0 14.0 9.0 48.0 47.0 30.0 85.0 92.00
## CV residual -36.2 -49.4 -63.2 -64.9 -70.3 -74.0 -46.3 -49.1 -65.8 -11.2 -5.58
## 10432 10436 10437 10444 10445 10446 10452 10454 10455 10457 10458
## Predicted 91.51 101.4 101.1 104 104 104 103 103 102 99.7 99.0
## cvpred 90.87 100.8 100.5 104 103 104 102 103 102 99.3 98.6
## pm2.5 95.00 132.0 156.0 258 263 266 243 241 236 225.0 228.0
## CV residual 4.13 31.2 55.5 154 160 162 141 138 134 125.7 129.4
## 10460 10464 10467 10468 10469 10473 10474 10477 10482 10487 10492
## Predicted 99.0 105 105 104 105 103 101 93.3 99.6 92.2 91.4
## cvpred 98.6 105 104 104 104 102 101 92.9 99.1 91.3 90.6
## pm2.5 272.0 360 400 368 351 332 318 42.0 20.0 11.0 9.0
## CV residual 173.4 255 296 264 247 230 217 -50.9 -79.1 -80.3 -81.6
## 10496 10497 10504 10510 10512 10514 10522 10524 10525 10526 10528
## Predicted 83.9 81.0 57.0 38.3 27.6 22.49 -7.38 -14.0 -14.9 -16.9 -20.8
## cvpred 83.2 80.4 56.5 38.1 27.4 22.52 -7.04 -13.6 -14.5 -16.4 -20.3
## pm2.5 8.0 12.0 23.0 17.0 14.0 17.00 16.00 18.0 21.0 22.0 16.0
## CV residual -75.2 -68.4 -33.5 -21.1 -13.4 -5.52 23.04 31.6 35.5 38.4 36.3
## 10529 10531 10535 10537 10540 10542 10544 10546 10547 10550 10551
## Predicted -24.8 -30.9 -41.9 -46.9 97.3 96.5 98.7 95.4 96.6 95.7 94.8
## cvpred -24.2 -30.2 -40.9 -45.9 96.5 95.8 97.9 94.5 95.8 94.9 94.0
## pm2.5 21.0 19.0 23.0 18.0 7.0 15.0 24.0 33.0 32.0 45.0 40.0
## CV residual 45.2 49.2 63.9 63.9 -89.5 -80.8 -73.9 -61.5 -63.8 -49.9 -54.0
## 10552 10554 10555 10556 10557 10560 10565 10570 10574 10579
## Predicted 92.8 89.6 88.0 87.96 87.9 97.30 99.7 102.122 101.9 99.73
## cvpred 92.1 88.9 87.3 87.33 87.3 96.51 99.0 101.557 101.4 99.03
## pm2.5 37.0 27.0 44.0 79.00 117.0 90.00 110.0 101.000 135.0 90.00
## CV residual -55.1 -61.9 -43.3 -8.33 29.7 -6.51 11.0 -0.557 33.6 -9.03
## 10580 10675 10676 10677 10679 10682 10684 10687 10691 10694 10695
## Predicted 100.054 48.6 45.7 42.5 33.27 23.6 17.14 92.6 86.7 79.5 76.3
## cvpred 99.391 48.1 45.3 42.1 32.86 23.3 16.95 91.6 85.8 78.7 75.5
## pm2.5 99.000 28.0 33.0 14.0 23.00 12.0 9.00 15.0 13.0 18.0 11.0
## CV residual -0.391 -20.1 -12.3 -28.1 -9.86 -11.3 -7.95 -76.6 -72.8 -60.7 -64.5
## 10698 10699 10700 10701 10704 10707 10709 10719 10721 10736 10737
## Predicted 66.3 63.4 61.5 61.4 57.5 54.0 49.4 35.2 91.3 54.8 51.9
## cvpred 65.6 62.8 60.9 60.9 57.0 53.6 49.0 35.1 90.4 54.3 51.5
## pm2.5 14.0 12.0 17.0 24.0 21.0 20.0 24.0 16.0 22.0 10.0 12.0
## CV residual -51.6 -50.8 -43.9 -36.9 -36.0 -33.6 -25.0 -19.1 -68.4 -44.3 -39.5
## 10741 10742 10747 10748 10749 10753 10759 10761 10765 10768 10770
## Predicted 40.6 37.4 18.3 16.09 13.76 4.62 92.7 89.8 97.0 96.4 96.8
## cvpred 40.4 37.2 18.2 16.12 13.83 4.81 91.9 89.1 96.1 95.6 96.0
## pm2.5 12.0 11.0 6.0 7.00 6.00 8.00 27.0 25.0 22.0 13.0 18.0
## CV residual -28.4 -26.2 -12.2 -9.12 -7.83 3.19 -64.9 -64.1 -74.1 -82.6 -78.0
## 10771 10777 10778 10780 10781 10784 10787 10788 10790 10792 10797
## Predicted 95.5 99.7 99.4 100.1 99.4 101.1 99.4 97.4 98.1 98.0 93.9
## cvpred 94.7 99.0 98.7 99.4 98.7 100.5 98.7 96.7 97.4 97.2 93.2
## pm2.5 17.0 36.0 46.0 66.0 78.0 126.0 157.0 130.0 38.0 36.0 16.0
## CV residual -77.7 -63.0 -52.7 -33.4 -20.7 25.5 58.3 33.3 -59.4 -61.2 -77.2
## 10800 10803 10804 10806 10807 10808 10809 10818 10822 10826 10827
## Predicted 84.1 78.9 76.9 71.6 68.7 66.7 63.5 96.0 97.4 93.2 92.0
## cvpred 83.4 78.3 76.3 71.0 68.2 66.2 63.0 95.3 96.7 92.7 91.4
## pm2.5 11.0 20.0 13.0 12.0 17.0 27.0 21.0 13.0 22.0 40.0 38.0
## CV residual -72.4 -58.3 -63.3 -59.0 -51.2 -39.2 -42.0 -82.3 -74.7 -52.7 -53.4
## 10828 10829 10830 10831 10832 10833 10835 10837 10842 10846 10847
## Predicted 99.4 99.0 100.1 98.8 98.8 97.4 95.9 99.5 98.7 98.1 96.5
## cvpred 98.7 98.3 99.4 98.2 98.2 96.7 95.3 98.9 97.9 97.7 96.1
## pm2.5 37.0 39.0 45.0 50.0 44.0 58.0 48.0 44.0 35.0 65.0 61.0
## CV residual -61.7 -59.3 -54.4 -48.2 -54.2 -38.7 -47.3 -54.9 -62.9 -32.7 -35.1
## 10848 10849 10862 10863 10864 10865 10868 10872 10873 10876 10877
## Predicted 95.2 94.5 104 98.6 98.5 97.2 93.1 101.1 102.5 103.172 103.9
## cvpred 94.9 94.2 103 98.0 97.8 96.5 92.5 100.5 101.9 102.635 103.4
## pm2.5 56.0 69.0 94 70.0 49.0 59.0 55.0 64.0 75.0 103.000 115.0
## CV residual -38.9 -25.2 -9 -28.0 -48.8 -37.5 -37.5 -36.5 -26.9 0.365 11.6
## 10878 10879 10884 10906 10924 10926 10932 10933 10934 10935 10936
## Predicted 101.8 102.10 103.1 107.0 93.5 85.6 61.3 57.6 54.9 52.9 97.2
## cvpred 101.2 101.57 102.6 106.6 93.1 85.3 61.0 57.2 54.5 52.6 96.5
## pm2.5 112.0 95.00 143.0 204.0 51.0 19.0 18.0 20.0 17.0 15.0 16.0
## CV residual 10.8 -6.57 40.4 97.4 -42.1 -66.3 -43.0 -37.2 -37.5 -37.6 -80.5
## 10937 10938 10940 10941 10946 10947 10952 10955 10956 10961 10962
## Predicted 97.3 96.4 106.4 105.5 106.7 105.8 98.5 102.1 101.4 92.6060 98.8
## cvpred 96.8 95.9 106.1 105.2 106.4 105.6 98.3 101.6 100.8 91.9167 98.1
## pm2.5 23.0 34.0 25.0 33.0 30.0 48.0 54.0 45.0 68.0 92.0000 127.0
## CV residual -73.8 -61.9 -81.1 -72.2 -76.4 -57.6 -44.3 -56.6 -32.8 0.0833 28.9
## 10964 10966 10974 10982 10983 10987 10992 10994 10996 10999 11000
## Predicted 98.0 97.9 102.9 97.3 96.4 94.8 90.50 103.9 103.2 101.7 101
## cvpred 97.5 97.5 102.5 96.5 95.6 94.0 90.05 103.4 102.6 101.2 100
## pm2.5 5.0 5.0 184.0 50.0 167.0 108.0 86.00 88.0 125.0 174.0 241
## CV residual -92.5 -92.5 81.5 -46.5 71.4 14.0 -4.05 -15.4 22.4 72.8 141
## 11002 11003 11005 11006 11010 11014 11016 11019 11024 11026 11027
## Predicted 100.7 100.7 100.2 97.9 88.6 83.2 81.0 78.5 106 102 99.4
## cvpred 100.1 100.1 99.6 97.3 88.0 82.8 80.7 78.2 106 102 98.9
## pm2.5 159.0 138.0 149.0 192.0 170.0 54.0 150.0 166.0 254 254 277.0
## CV residual 58.9 37.9 49.4 94.7 82.0 -28.8 69.3 87.8 148 152 178.1
## 11028 11031 11033 11036 11038 11039 11041 11044 11047 11048 11104
## Predicted 96.9 86.7 83.1 77.2 75.5 73.9 72.6 67.1 107.0 108.0 84.9
## cvpred 96.5 86.3 82.8 77.0 75.4 73.8 72.6 67.1 106.6 107.7 84.3
## pm2.5 207.0 227.0 253.0 143.0 246.0 279.0 220.0 96.0 120.0 77.0 27.0
## CV residual 110.5 140.7 170.2 66.0 170.6 205.2 147.4 28.9 13.4 -30.7 -57.3
## 11127 11130 11131 11141 11147 11148 11149 11156 11159 11163 11167
## Predicted 96.6 92.5 91.58 74.9 93.6 94.0 94.0 78.0 74.2 68.4 98.5
## cvpred 96.0 92.0 91.11 74.4 92.7 93.1 93.1 77.1 73.4 67.8 97.8
## pm2.5 107.0 102.0 100.00 28.0 8.0 10.0 12.0 11.0 22.0 8.0 14.0
## CV residual 11.0 10.0 8.89 -46.4 -84.7 -83.1 -81.1 -66.1 -51.4 -59.8 -83.8
## 11168 11174 11178 11179 11180 11181 11189 11190 11191 11193 11196
## Predicted 95.4 96.6 93.7 90.8 89.6 87.6 102.5 101.9 103.2 103.861 102.1
## cvpred 94.5 95.8 93.0 90.1 88.9 87.0 101.9 101.4 102.6 103.357 101.6
## pm2.5 29.0 12.0 13.0 18.0 26.0 27.0 85.0 91.0 88.0 103.000 91.0
## CV residual -65.5 -83.8 -80.0 -72.1 -62.9 -60.0 -16.9 -10.4 -14.6 -0.357 -10.6
## 11198 11200 11204 11205 11207 11208 11211 11216 11218 11220 11224
## Predicted 100.66 97.77 90.0 90.7 90.6 90.3 107 109 109.7 109.7 104.7
## cvpred 100.16 97.34 89.8 90.5 90.5 90.2 107 109 109.5 109.5 104.6
## pm2.5 94.00 91.00 104.0 145.0 184.0 202.0 184 225 163.0 136.0 138.0
## CV residual -6.16 -6.34 14.2 54.5 93.5 111.8 77 116 53.5 26.5 33.4
## 11226 11229 11232 11235 11236 11237 11238 11239 11243 11245 11246
## Predicted 101.8 110.9 111.1 109.9 109.5 110.8 111.1 111.1 103.5 91.7 88.1
## cvpred 101.7 110.8 110.9 109.7 109.3 110.6 110.9 110.9 103.3 91.3 87.8
## pm2.5 145.0 170.0 168.0 137.0 133.0 158.0 162.0 158.0 159.0 27.0 21.0
## CV residual 43.3 59.2 57.1 27.3 23.7 47.4 51.1 47.1 55.7 -64.3 -66.8
## 11247 11257 11281 11297 11298 11300 11301 11303 11307 11310 11311
## Predicted 87.6 103.7 97.0 91.08 88.5 85.4 81.71 76 104.0 93.8 91.6
## cvpred 87.2 103.4 96.6 90.83 88.4 85.4 81.66 76 103.6 93.5 91.3
## pm2.5 21.0 53.0 36.0 87.00 146.0 121.0 79.00 53 65.0 20.0 12.0
## CV residual -66.2 -50.4 -60.6 -3.83 57.6 35.6 -2.66 -23 -38.6 -73.5 -79.3
## 11312 11319 11320 11324 11327 11333 11336 11349 11351 11352 11354
## Predicted 88.8 62.1 54.5 36.5 25.8 99.0 97.4 101.8 103.2 103.0 105.0
## cvpred 88.5 62.2 54.5 36.6 25.9 98.3 96.7 101.2 102.6 102.5 104.7
## pm2.5 13.0 90.0 74.0 120.0 15.0 7.0 6.0 32.0 65.0 54.0 63.0
## CV residual -75.5 27.8 19.5 83.4 -10.9 -91.3 -90.7 -69.2 -37.6 -48.5 -41.7
## 11365 11366 11380 11383 11385 11389 11390 11391 11394 11398 11399
## Predicted 99.2 95.1 108.0 108.0 109.0 109.0 107.7 107 104.6 102.4 111.8
## cvpred 98.8 94.7 107.7 107.7 108.8 108.8 107.6 107 104.6 102.5 111.7
## pm2.5 73.0 52.0 97.0 97.0 136.0 153.0 165.0 135 137.0 189.0 165.0
## CV residual -25.8 -42.7 -10.7 -10.7 27.2 44.2 57.4 28 32.4 86.5 53.3
## 11400 11402 11406 11410 11411 11412 11425 11439 11464 11467 11469
## Predicted 110.4 110.8 109.3 110.85 109.2 106.2 110.8 105.7 105.7 100.9 93.6
## cvpred 110.2 110.6 109.2 110.79 109.2 106.2 110.6 105.4 105.4 100.6 93.3
## pm2.5 195.0 157.0 160.0 113.00 69.0 44.0 74.0 70.0 16.0 12.0 14.0
## CV residual 84.8 46.4 50.8 2.21 -40.2 -62.2 -36.6 -35.4 -89.4 -88.6 -79.3
## 11475 11487 11489 11496 11503 11505 11510 11511 11512 11514 11515
## Predicted 73.3 37.8 99.3 103.7 106.4 108.7 105.2 104.0 102.7 99.13 99.25
## cvpred 73.3 38.1 98.7 103.4 106.1 108.4 105.1 103.8 102.6 99.06 99.27
## pm2.5 8.0 15.0 23.0 41.0 91.0 122.0 167.0 155.0 126.0 97.00 95.00
## CV residual -65.3 -23.1 -75.7 -62.4 -15.1 13.6 61.9 51.2 23.4 -2.06 -4.27
## 11518 11519 11521 11522 11529 11531 11532 11540 11549 11550 11553
## Predicted 97.5 97.8 95.49 94.2 109.9 106.9 104.1 97.8 105.1 103.2 108.3
## cvpred 97.5 97.9 95.56 94.3 109.7 106.7 103.8 97.6 104.9 102.9 108.1
## pm2.5 100.0 83.0 103.00 138.0 151.0 86.0 51.0 18.0 54.0 43.0 29.0
## CV residual 2.5 -14.9 7.44 43.7 41.3 -20.7 -52.8 -79.6 -50.9 -59.9 -79.1
## 11554 11556 11557 11558 11560 11566 11568 11569 11572 11575 11580
## Predicted 101.9 99.4 104.3 103.7 104.0 95.8 94.5 93.2 90.9 109.0 108.3
## cvpred 101.4 98.9 103.9 103.2 103.6 95.7 94.5 93.2 90.9 108.8 108.1
## pm2.5 29.0 20.0 19.0 25.0 27.0 73.0 60.0 61.0 63.0 75.0 84.0
## CV residual -72.4 -78.9 -84.9 -78.2 -76.6 -22.7 -34.5 -32.2 -27.9 -33.8 -24.1
## 11593 11608 11611 11612 11614 11615 11621 11622 11623 11625 11626
## Predicted 112 106.2 104.6 103.4 100.7 114.9 112.6 111.3 110.6 108.6 108
## cvpred 112 106.2 104.8 103.6 100.9 114.9 112.6 111.4 110.7 108.7 108
## pm2.5 165 152.0 171.0 172.0 168.0 172.0 176.0 183.0 194.0 200.0 218
## CV residual 53 45.8 66.2 68.4 67.1 57.1 63.4 71.6 83.3 91.3 110
## 11628 11630 11638 11642 11643 11645 11647 11649 11654 11656 11662
## Predicted 104.6 94.3 58.4 46.7 44.7 39.1 34.6 28.5 14.4 8.29 102.1
## cvpred 104.3 94.0 58.7 47.0 45.0 39.5 35.1 29.1 15.1 9.13 101.8
## pm2.5 187.0 76.0 238.0 136.0 108.0 65.0 96.0 99.0 38.0 42.00 40.0
## CV residual 82.7 -18.0 179.3 89.0 63.0 25.5 60.9 69.9 22.9 32.87 -61.8
## 11664 11667 11671 11676 11677 11680 11682 11683 11685 11694 11700
## Predicted 105.0 98.8 107.6 87.1 82.3 67.4 59.0 56.0 53.2 94.1 104.2
## cvpred 104.6 98.4 107.3 86.7 81.9 67.2 58.9 55.9 53.0 93.6 103.7
## pm2.5 33.0 26.0 15.0 14.0 12.0 24.0 31.0 23.0 34.0 7.0 14.0
## CV residual -71.6 -72.4 -92.3 -72.7 -69.9 -43.2 -27.9 -32.9 -19.0 -86.6 -89.7
## 11701 11702 11703 11714 11717 11718 11719 11722 11728 11729 11731
## Predicted 104.9 104.9 104.9 96.5 94.5 94.4 93.186 89.4 81.1 80.6 79.8
## cvpred 104.4 104.4 104.4 96.4 94.5 94.5 93.239 89.5 81.4 80.9 80.2
## pm2.5 13.0 15.0 16.0 79.0 79.0 81.0 93.000 63.0 53.0 43.0 58.0
## CV residual -91.4 -89.4 -88.4 -17.4 -15.5 -13.5 -0.239 -26.5 -28.4 -37.9 -22.2
## 11732 11733 11734 11736 11743 11745 11751 11753 11755 11756 11757
## Predicted 114.2 113.8 112.3 110.5 111.9 114.9 99.7 90.5 84.2 107.6 106.4
## cvpred 114.2 113.8 112.2 110.4 111.9 114.9 99.3 90.1 83.9 107.3 106.1
## pm2.5 63.0 80.0 95.0 94.0 130.0 147.0 118.0 59.0 39.0 35.0 63.0
## CV residual -51.2 -33.8 -17.2 -16.4 18.1 32.1 18.7 -31.1 -44.9 -72.3 -43.1
## 11763 11764 11765 11769 11770 11772 11776 11780 11781 11783 11798
## Predicted 107.79 108.7 108.3 106.3 106.3 96.7 78.3 71 108.0 108.7 107.6
## cvpred 107.52 108.4 108.1 105.9 105.9 96.3 78.1 71 107.7 108.4 107.3
## pm2.5 111.00 98.0 97.0 55.0 39.0 34.0 32.0 28 37.0 30.0 16.0
## CV residual 3.48 -10.4 -11.1 -50.9 -66.9 -62.3 -46.1 -43 -70.7 -78.4 -91.3
## 11799 11806 11813 11814 11815 11817 11820 11823 11824 11826 11827
## Predicted 107.6 101 110.8 110.8 110.4 109.5 105.0 100.9 101.4 114.2 112.6
## cvpred 107.3 101 110.6 110.6 110.2 109.4 104.9 100.9 101.4 114.2 112.6
## pm2.5 20.0 53 54.0 66.0 64.0 82.0 54.0 39.0 40.0 46.0 44.0
## CV residual -87.3 -48 -56.6 -44.6 -46.2 -27.4 -50.9 -61.9 -61.4 -68.2 -68.6
## 11830 11831 11837 11840 11841 11843 11844 11845 11850 11860 11863
## Predicted 114.9 114.5 112.4 111 110.0 108.6 106.6 112.5 104 112.8 109.8
## cvpred 114.9 114.6 112.4 111 110.1 108.7 106.8 112.4 104 112.7 109.7
## pm2.5 63.0 65.0 83.0 82 84.0 75.0 40.0 33.0 18 16.0 33.0
## CV residual -51.9 -49.6 -29.4 -29 -26.1 -33.7 -66.8 -79.4 -86 -96.7 -76.7
## 11864 11866 11868 11872 11873 11875 11876 11877 11879 11882 11883
## Predicted 108.6 103.6 106.6 106.3 104.3 102.1 100.1 99.9 100.2 96.4 94.99
## cvpred 108.5 103.5 106.2 106.2 104.2 102.1 100.2 100.0 100.4 96.7 95.27
## pm2.5 32.0 76.0 24.0 70.0 41.0 23.0 24.0 27.0 46.0 83.0 86.00
## CV residual -76.5 -27.5 -82.2 -36.2 -63.2 -79.1 -76.2 -73.0 -54.4 -13.7 -9.27
## 11884 11885 11888 11889 11890 11897 11901 11909 11910 11917 11918
## Predicted 94.64 94.28 116.3 116 115.91 88.3 68.9 42.6 42.1 25.49 22.96
## cvpred 94.92 94.57 116.3 116 115.99 88.0 68.6 42.6 42.1 26.11 23.65
## pm2.5 92.00 98.00 106.0 111 117.00 183.0 44.0 72.0 69.0 22.00 17.00
## CV residual -2.92 3.43 -10.3 -5 1.01 95.0 -24.6 29.4 26.9 -4.11 -6.65
## 11919 11923 11924 11925 11930 11931 11932 11939 11941 11942 11944
## Predicted 20.06 3.45 1.12 -2.80 -11.3 -13.2 -15.5 92.5 80.2 74.1 64.1
## cvpred 20.83 4.35 2.06 -1.85 -10.2 -12.1 -14.4 92.2 80.0 74.0 64.1
## pm2.5 12.00 32.00 34.00 32.00 22.0 20.0 18.0 27.0 27.0 31.0 25.0
## CV residual -8.83 27.65 31.94 33.85 32.2 32.1 32.4 -65.2 -53.0 -43.0 -39.1
## 11946 11951 11953 11954 11959 11960 11961 11964 11970 11971 11973
## Predicted 53.7 37.3 35.10 32.77 99.0 104.0 104.1 98.7 97.9 95.3 90.2
## cvpred 53.8 37.5 35.42 33.12 98.6 103.6 103.8 98.2 97.6 95.1 90.2
## pm2.5 32.0 72.0 44.00 27.00 21.0 27.0 32.0 25.0 27.0 40.0 58.0
## CV residual -21.8 34.5 8.58 -6.12 -77.6 -76.6 -71.8 -73.2 -70.6 -55.1 -32.2
## 11974 11976 11978 11979 11980 11983 11990 11992 11994 11996 11998
## Predicted 87.4 82.2 109.7 109.4 110.8 104.3 103.7 105.6 105.0 100.5 98.7
## cvpred 87.3 82.2 109.5 109.1 110.6 103.9 103.2 105.2 104.6 100.2 98.5
## pm2.5 50.0 46.0 55.0 50.0 58.0 34.0 16.0 18.0 48.0 50.0 44.0
## CV residual -37.3 -36.2 -54.5 -59.1 -52.6 -69.9 -87.2 -87.2 -56.6 -50.2 -54.5
## 11999 12001 12003 12006 12009 12014 12016 12021 12024 12025 12028
## Predicted 97.7 95.1 109.4 109.0 107.0 106.1 100.7 89.7 87 85.4 110.1
## cvpred 97.6 94.9 109.1 108.8 106.8 105.7 100.4 89.6 87 85.4 109.9
## pm2.5 40.0 68.0 37.0 40.0 66.0 156.0 24.0 45.0 42 45.0 62.0
## CV residual -57.6 -26.9 -72.1 -68.8 -40.8 50.3 -76.4 -44.6 -45 -40.4 -47.9
## 12030 12031 12038 12041 12042 12043 12049 12052 12053 12055 12056
## Predicted 111 113.51 108.6 107 106.0 117.6 117 114.5 116.3 116 116
## cvpred 111 113.46 108.7 107 106.3 117.8 117 114.6 116.3 116 116
## pm2.5 134 107.00 160.0 155 174.0 184.0 264 206.0 204.0 219 227
## CV residual 23 -6.46 51.3 48 67.7 66.2 147 91.4 87.7 103 111
## 12058 12059 12066 12067 12074 12081 12083 12084 12089 12091 12100
## Predicted 114.6 117.0 115 109.2 84.2 63.4 104.1 103.2 107 103.3 107.3
## cvpred 114.8 117.1 116 109.2 84.4 63.6 103.8 102.9 107 103.1 107.2
## pm2.5 205.0 209.0 222 205.0 6.0 11.0 8.0 7.0 15 11.0 26.0
## CV residual 90.2 91.9 106 95.8 -78.4 -52.6 -95.8 -95.9 -92 -92.1 -81.2
## 12101 12104 12114 12120 12122 12124 12125 12126 12127 12132 12135
## Predicted 96.5 83.7 104.3 99.9 101 106.4 106.4 104.4 102.5 84.0 74.7
## cvpred 96.1 83.3 103.9 99.5 101 106.1 106.1 104.1 102.2 83.7 74.5
## pm2.5 20.0 17.0 69.0 27.0 34 44.0 56.0 52.0 47.0 53.0 15.0
## CV residual -76.1 -66.3 -34.9 -72.5 -67 -62.1 -50.1 -52.1 -55.2 -30.7 -59.5
## 12137 12138 12140 12142 12147 12148 12150 12151 12154 12157 12158
## Predicted 101.9 100.3 103.1 98.0 109.4 110.4 109.7 110.4 110.4 105 101.8
## cvpred 101.4 99.8 102.7 97.8 109.1 110.2 109.5 110.2 110.2 105 101.5
## pm2.5 43.0 16.0 30.0 55.0 55.0 47.0 58.0 74.0 67.0 76 55.0
## CV residual -58.4 -83.8 -72.7 -42.8 -54.1 -63.2 -51.5 -36.2 -43.2 -29 -46.5
## 12160 12164 12166 12167 12174 12176 12177 12184 12186 12187 12188
## Predicted 92.2 81.7 77.9 75.9 109.6 109.7 114.2 106.16 100.28 96.72 92.3
## cvpred 91.9 81.7 78.0 76.0 109.5 109.7 114.2 106.21 100.36 96.81 92.3
## pm2.5 24.0 116.0 89.0 49.0 81.0 123.0 149.0 114.00 109.00 90.00 70.0
## CV residual -67.9 34.3 11.0 -27.0 -28.5 13.3 34.8 7.79 8.64 -6.81 -22.3
## 12192 12195 12197 12199 12212 12214 12216 12217 12218 12220 12222
## Predicted 86.5 83.4 82.7 81.9 54.3 53.142 50.25 48.3 47.02 45.74 43.9
## cvpred 86.7 83.8 83.1 82.4 54.9 53.849 51.03 49.1 47.85 46.62 44.9
## pm2.5 41.0 58.0 59.0 71.0 35.0 53.000 53.00 78.0 46.00 51.00 58.0
## CV residual -45.7 -25.8 -24.1 -11.4 -19.9 -0.849 1.97 28.9 -1.85 4.38 13.1
## 12224 12226 12234 12235 12242 12245 12246 12286 12288 12292 12293
## Predicted 41 37.8 10.4 7.84 110.1 106.70 105.98 103.5 102.1 98.7 117.6
## cvpred 42 38.9 11.5 9.07 110.1 106.74 106.03 103.8 102.4 99.0 117.8
## pm2.5 66 80.0 55.0 55.00 96.0 100.00 100.00 122.0 132.0 190.0 186.0
## CV residual 24 41.1 43.5 45.93 -14.1 -6.74 -6.03 18.2 29.6 91.0 68.2
## 12295 12299 12301 12309 12310 12312 12313 12316 12321 12324
## Predicted 118.3 115 110.17 94.7 93.4 90.88 89.63 119.0 115.6 117.95
## cvpred 118.5 115 110.33 95.2 93.9 91.46 90.23 119.2 115.9 118.17
## pm2.5 153.0 253 113.00 109.0 110.0 100.00 99.00 99.0 99.0 109.00
## CV residual 34.5 138 2.67 13.8 16.1 8.54 8.77 -20.2 -16.9 -9.17
## 12327 12328 12329 12331 12333 12337 12338 12356 12357 12361 12368
## Predicted 116.2 114.9 119.03 118.7 117.4 116.6 115.88 107.8 113.2 110.1 94.4
## cvpred 116.4 115.2 119.24 118.9 117.6 116.7 116.01 107.8 113.1 109.9 94.5
## pm2.5 112.0 104.0 112.00 139.0 150.0 96.0 107.00 39.0 49.0 29.0 9.0
## CV residual -4.4 -11.2 -7.24 20.1 32.4 -20.7 -9.01 -68.8 -64.1 -80.9 -85.5
## 12373 12377 12378 12383 12384 12387 12391 12397 12403 12405 12409
## Predicted 81.3 70.3 66.3 51.6 50.3 44.0 38.2 111.4 107.0 105.3 102.8
## cvpred 81.6 70.9 67.0 52.2 51.0 44.8 39.2 111.3 106.9 105.3 102.8
## pm2.5 9.0 12.0 16.0 20.0 10.0 12.0 17.0 20.0 28.0 28.0 33.0
## CV residual -72.6 -58.9 -51.0 -32.2 -41.0 -32.8 -22.2 -91.3 -78.9 -77.3 -69.8
## 12410 12411 12414 12436 12444 12449 12451 12458 12459 12462 12464
## Predicted 114.2 113.2 110.6 111.9 96.3 107.6 105.7 112.5 112 113.3 112.8
## cvpred 114.2 113.1 110.7 111.9 96.0 107.4 105.4 112.4 112 113.3 112.7
## pm2.5 33.0 31.0 48.0 37.0 28.0 8.0 15.0 53.0 70 68.0 44.0
## CV residual -81.2 -82.1 -62.7 -74.9 -68.0 -99.4 -90.4 -59.4 -42 -45.3 -68.7
## 12472 12473 12482 12484 12485 12486 12492 12495 12501 12502 12503
## Predicted 109.6 105.2 114.9 114.2 113.8 113.5 113.3 105.6 93.9 93.2 116.3
## cvpred 109.6 105.1 114.9 114.2 113.8 113.5 113.3 105.7 94.2 93.5 116.3
## pm2.5 37.0 40.0 40.0 78.0 100.0 109.0 142.0 57.0 59.0 64.0 69.0
## CV residual -72.6 -65.1 -74.9 -36.2 -13.8 -4.5 28.7 -48.7 -35.2 -29.5 -47.3
## 12505 12508 12509 12511 12518 12519 12520 12524 12525 12529 12530
## Predicted 115.2 116.6 116 117.6 115.2 118.7 116.7 119.03 118.67 118.7 118.3
## cvpred 115.3 116.7 116 117.8 115.3 118.9 116.9 119.24 118.88 118.9 118.5
## pm2.5 75.0 41.0 44 92.0 100.0 100.0 93.0 114.00 123.00 163.0 166.0
## CV residual -40.3 -75.7 -72 -25.8 -15.3 -18.9 -23.9 -5.24 4.12 44.1 47.5
## 12531 12534 12535 12537 12539 12540 12541 12543 12545 12547 12548
## Predicted 118.0 118.3 119.0 119 117 117.6 116.7 112.4 107.5 112.9 118.8
## cvpred 118.2 118.5 119.2 119 117 117.8 116.9 112.7 107.7 113.2 119.1
## pm2.5 167.0 204.0 217.0 241 231 177.0 160.0 102.0 69.0 82.0 37.0
## CV residual 48.8 85.5 97.8 122 114 59.2 43.1 -10.7 -38.7 -31.2 -82.1
## 12549 12551 12554 12555 12557 12559 12561 12562 12564 12567 12569
## Predicted 118.1 118.6 114.2 110.6 103.1 118 118.1 115 111.2 115.7 113.2
## cvpred 118.4 118.9 114.4 110.9 103.5 119 118.4 116 111.4 115.8 113.4
## pm2.5 47.0 58.0 61.0 35.0 7.0 7 20.0 13 24.0 33.0 26.0
## CV residual -71.4 -60.9 -53.4 -75.9 -96.5 -112 -98.4 -103 -87.4 -82.8 -87.4
## 12570 12577 12578 12579 12582 12584 12585 12592 12595 12596 12597
## Predicted 111.6 105.4 104.7 120 118.3 120 119.4 111.1 106.3 106.0 105
## cvpred 111.8 105.8 105.1 120 118.5 120 119.6 111.2 106.4 106.3 105
## pm2.5 22.0 53.0 86.0 151 176.0 190 196.0 106.0 92.0 62.0 75
## CV residual -89.8 -52.8 -19.1 31 57.5 70 76.4 -5.2 -14.4 -44.3 -30
## 12598 12599 12602 12604 12605 12608 12610 12611 12614 12615 12617
## Predicted 105.43 105.4 103.4 119.0 119.4 118.0 118.0 118.7 114.3 110.7 105.5
## cvpred 105.78 105.8 103.9 119.2 119.6 118.2 118.2 118.9 114.4 110.9 105.7
## pm2.5 96.00 123.0 121.0 108.0 117.0 185.0 172.0 141.0 117.0 91.0 71.0
## CV residual -9.78 17.2 17.1 -11.2 -2.6 66.8 53.8 22.1 2.6 -19.9 -34.7
## 12623 12629 12630 12632 12634 12637 12639 12641 12643 12649 12650
## Predicted 112.2 118.3 118.7 118.34 118.0 118.1 116.7 112.1 117.0 112.7 112.0
## cvpred 112.5 118.5 118.9 118.51 118.2 118.4 116.9 112.3 117.1 112.8 112.1
## pm2.5 74.0 57.0 87.0 109.00 91.0 81.0 74.0 29.0 39.0 20.0 16.0
## CV residual -38.5 -61.5 -31.9 -9.51 -27.2 -37.4 -42.9 -83.3 -78.1 -92.8 -96.1
## 12653 12654 12655 12656 12657 12665 12669 12673 12674 12676 12687
## Predicted 115 117.0 117 115.2 114 110.2 109.5 116.7 116.0 118.0 116.6
## cvpred 115 117.1 117 115.3 114 110.1 109.6 116.9 116.2 118.2 116.7
## pm2.5 12 18.0 10 19.0 15 14.0 49.0 52.0 63.0 85.0 88.0
## CV residual -103 -99.1 -107 -96.3 -99 -96.1 -60.6 -64.9 -53.2 -33.2 -28.7
## 12688 12689 12690 12694 12703 12704 12707 12708 12710 12714 12716
## Predicted 115.4 114.1 112.2 111.1 116.6 116 117.3 116.7 114 103.0 118.3
## cvpred 115.5 114.2 112.3 111.5 116.7 116 117.4 116.9 114 103.3 118.5
## pm2.5 83.0 69.0 65.0 63.0 94.0 94 187.0 195.0 234 175.0 151.0
## CV residual -32.5 -45.2 -47.3 -48.5 -22.7 -22 69.6 78.1 120 71.7 32.5
## 12720 12721 12722 12723 12725 12729 12734 12738 12739 12740 12742
## Predicted 115.2 120.0 120.0 120 119.72 119.4 112.7 103.4 100.1 118 118.3
## cvpred 115.5 120.3 120.3 120 119.96 119.6 113.1 103.9 100.4 118 118.5
## pm2.5 78.0 54.0 71.0 106 124.00 171.0 164.0 144.0 142.0 135 198.0
## CV residual -37.5 -66.3 -49.3 -14 4.04 51.4 50.9 40.1 41.6 17 79.5
## 12748 12750 12753 12755 12759 12764 12766 12767 12776 12782
## Predicted 112.09 118.0 118.0 117.3 116.2 119.0 116.72 118.34 117.41 119.4
## cvpred 112.31 118.2 118.2 117.4 116.4 119.2 116.92 118.51 117.64 119.6
## pm2.5 120.00 80.0 69.0 80.0 124.0 135.0 113.00 117.00 115.00 85.0
## CV residual 7.69 -38.2 -49.2 -37.4 7.6 15.8 -3.92 -1.51 -2.64 -34.6
## 12784 12786 12787 12788 12791 12794 12795 12796 12797 12800 12803
## Predicted 118.1 118 116.8 115.6 113.8 120 119.4 120 119.4 121 119.5
## cvpred 118.4 118 117.1 115.9 114.1 120 119.6 120 119.6 121 119.8
## pm2.5 67.0 69 79.0 89.0 135.0 179 190.0 194 212.0 257 180.0
## CV residual -51.4 -49 -38.1 -26.9 20.9 59 70.4 74 92.4 136 60.2
## 12807 12809 12816 12817 12819 12824 12837 12838 12839 12840 12842
## Predicted 119.4 114.09 106 106 103.0 120.4 110.4 108 106.5 105 104
## cvpred 119.6 114.24 107 106 103.5 120.7 110.8 108 106.9 105 104
## pm2.5 95.0 110.00 237 221 201.0 209.0 203.0 209 206.0 217 236
## CV residual -24.6 -4.24 130 115 97.5 88.3 92.2 101 99.1 112 132
## 12847 12850 12851 12852 12856 12857 12860 12861 12863 12866 12868
## Predicted 120 119.3 120.0 120.4 117.5 111.76 106.2 106.9 107.2 103.8 102.0
## cvpred 120 119.6 120.3 120.7 117.8 111.94 106.4 107.2 107.6 104.2 102.4
## pm2.5 214 184.0 174.0 185.0 134.0 104.00 139.0 173.0 181.0 183.0 160.0
## CV residual 94 64.4 53.7 64.3 16.2 -7.94 32.6 65.8 73.4 78.8 57.6
## 12879 12881 12889 12893 12895 12898 12900 12904 12906 12912 12916
## Predicted 110 106.177 97.0 92.7 120 118.8 116.3 119 118 121.8 122.5
## cvpred 110 106.475 97.5 93.3 120 119.1 116.6 120 118 122.1 122.8
## pm2.5 120 106.000 166.0 145.0 204 187.0 204.0 432 459 136.0 150.0
## CV residual 10 -0.475 68.5 51.7 84 67.9 87.4 312 341 13.9 27.2
## 12917 12919 12922 12923 12926 12929 12935 12937 12939 12940 12945
## Predicted 121.4 119.4 115.3 113.7 109.2 103.4 116.0 117.6 113.3 115.7 108
## cvpred 121.8 119.8 115.8 114.2 109.7 103.9 116.2 117.8 113.6 115.8 108
## pm2.5 152.0 166.0 166.0 160.0 184.0 179.0 36.0 49.0 22.0 25.0 8
## CV residual 30.2 46.2 50.2 45.8 74.3 75.1 -80.2 -68.8 -91.6 -90.8 -100
## 12950 12953 12955 12956 12959 12964 12965 12967 12968 12975 12978
## Predicted 116.0 115.7 115.3 115.7 116.6 114.0 118.3 117.3 116 114.9 113.1
## cvpred 116.2 115.8 115.5 115.8 116.7 114.3 118.5 117.5 116 114.9 113.1
## pm2.5 25.0 25.0 34.0 36.0 48.0 31.0 34.0 22.0 20 18.0 25.0
## CV residual -91.2 -90.8 -81.5 -79.8 -68.7 -83.3 -84.5 -95.5 -96 -96.9 -88.1
## 12982 12983 12984 12990 12993 12995 12999 13003 13005 13010 13015
## Predicted 115.2 116.7 115.5 113.4 108.9 103.2 111.8 113.4 111.8 111.8 119.4
## cvpred 115.3 116.9 115.7 113.5 109.1 103.4 111.9 113.5 111.9 111.9 119.6
## pm2.5 43.0 62.0 77.0 87.0 52.0 29.0 16.0 24.0 27.0 74.0 81.0
## CV residual -72.3 -54.9 -38.7 -26.5 -57.1 -74.4 -95.9 -89.5 -84.9 -37.9 -38.6
## 13016 13017 13018 13020 13023 13024 13027 13044 13048 13052 13053
## Predicted 119.72 119.36 118.3 113.6 115.4 112.7 108.9 120.0 117.9 112 111.1
## cvpred 119.96 119.61 118.5 113.7 115.5 112.8 109.1 120.3 118.2 112 111.5
## pm2.5 125.00 127.00 79.0 36.0 16.0 31.0 51.0 149.0 185.0 156 132.0
## CV residual 5.04 7.39 -39.5 -77.7 -99.5 -81.8 -58.1 28.7 66.8 44 20.5
## 13054 13055 13057 13062 13064 13066 13067 13071 13072 13076 13083
## Predicted 109.86 108.60 120 120 121 120 119 114.8 113.2 105 118
## cvpred 110.23 108.99 120 120 121 121 120 115.2 113.6 106 118
## pm2.5 116.00 113.00 177 244 266 274 275 204.0 190.0 229 255
## CV residual 5.77 4.01 57 124 145 153 155 88.8 76.4 123 137
## 13084 13085 13089 13090 13094 13097 13099 13100 13103 13105 13107
## Predicted 121 122 121.1 120.7 121.1 122.1 121.57 122.1 120.3 118 122
## cvpred 122 122 121.4 121.1 121.4 122.5 121.96 122.5 120.7 119 123
## pm2.5 238 229 35.0 38.0 48.0 58.0 113.00 150.0 218.0 245 232
## CV residual 116 107 -86.4 -83.1 -73.4 -64.5 -8.96 27.5 97.3 126 109
## 13108 13111 13114 13115 13121 13127 13130 13131 13133 13138 13139
## Predicted 122.1 122 120 122.5 122.5 123.2 122.5 122.5 122.1 122.8 121.9
## cvpred 122.5 123 120 122.8 122.8 123.6 122.8 122.8 122.5 123.2 122.3
## pm2.5 220.0 226 82 29.0 94.0 108.0 141.0 150.0 165.0 160.0 176.0
## CV residual 97.5 103 -38 -93.8 -28.8 -15.6 18.2 27.2 42.5 36.8 53.7
## 13142 13146 13147 13149 13151 13155 13161 13167 13175 13179 13183
## Predicted 122.80 122.8 122.4 122.1 122.1 122.5 117 116.1 112.2 120.0 117.2
## cvpred 123.21 123.2 122.9 122.5 122.5 122.8 117 116.2 112.5 120.3 117.5
## pm2.5 128.00 164.0 155.0 164.0 187.0 195.0 238 25.0 46.0 108.0 55.0
## CV residual 4.79 40.8 32.1 41.5 64.5 72.2 121 -91.2 -66.5 -12.3 -62.5
## 13187 13190 13192 13193 13194 13195 13198 13204 13206 13208 13213
## Predicted 117.6 116.6 115.4 117.3 119.1 117.9 111.3 102.0 98.8 97.0 93.0
## cvpred 117.8 116.7 115.5 117.4 119.5 118.2 111.6 102.4 99.2 97.5 93.6
## pm2.5 36.0 37.0 52.0 71.0 63.0 88.0 63.0 89.0 79.0 112.0 144.0
## CV residual -81.8 -79.7 -63.5 -46.4 -56.5 -30.2 -48.6 -13.4 -20.2 14.5 50.4
## 13216 13219 13223 13229 13233 13236 13237 13240 13242 13245 13248
## Predicted 118.6 118.6 121.1 120.4 121.1 121 121 118.2 115.3 110.7 116.72
## cvpred 118.9 118.9 121.4 120.7 121.4 121 121 118.6 115.8 111.2 116.92
## pm2.5 142.0 152.0 141.0 193.0 145.0 173 164 172.0 167.0 171.0 121.00
## CV residual 23.1 33.1 19.6 72.3 23.6 52 43 53.4 51.2 59.8 4.08
## 13249 13250 13251 13253 13257 13260 13261 13268 13272 13273 13278
## Predicted 118.0 118.8 120.0 117.2 118 104.2 102 111.3 113.8 117.3 118.0
## cvpred 118.2 119.1 120.3 117.5 118 104.3 102 111.4 113.9 117.4 118.2
## pm2.5 66.0 54.0 56.0 48.0 12 11.0 16 20.0 28.0 21.0 32.0
## CV residual -52.2 -65.1 -64.3 -69.5 -106 -93.3 -86 -91.4 -85.9 -96.4 -86.2
## 13279 13282 13284 13286 13290 13291 13294 13295 13302 13306 13307
## Predicted 118.7 118.0 114.3 109.1 98.2 94.6 91.0 115.6 115.7 117.3 116.6
## cvpred 118.9 118.2 114.4 109.3 98.5 94.9 91.4 115.6 115.8 117.4 116.7
## pm2.5 27.0 32.0 25.0 23.0 7.0 9.0 17.0 17.0 28.0 23.0 18.0
## CV residual -91.9 -86.2 -89.4 -86.3 -91.5 -85.9 -74.4 -98.6 -87.8 -94.4 -98.7
## 13308 13309 13310 13313 13324 13329 13330 13331 13332 13333 13339
## Predicted 115.4 116 116.7 115.0 117.9 116.1 115.4 120.0 119.4 120.4 113.3
## cvpred 115.5 116 116.9 115.1 118.2 116.4 115.7 120.3 119.6 120.7 113.6
## pm2.5 18.0 12 17.0 18.0 62.0 79.0 83.0 75.0 88.0 90.0 73.0
## CV residual -97.5 -104 -99.9 -97.1 -56.2 -37.4 -32.7 -45.3 -31.6 -30.7 -40.6
## 13342 13343 13345 13350 13352 13355 13356 13357 13361 13363
## Predicted 121.27 120.20 118.0 122 122 119 118 122.1 114.64 112.47
## cvpred 121.58 120.52 118.4 122 122 119 119 122.5 115.04 112.93
## pm2.5 117.00 111.00 146.0 288 274 249 239 218.0 122.00 118.00
## CV residual -4.58 -9.52 27.6 166 152 130 120 95.5 6.96 5.07
## 13364 13366 13367 13370 13372 13374 13377 13385 13387 13389
## Predicted 111.2 107.3 105.02 102.28 121.78 121.8 118.91 117.0 113.8 112.847
## cvpred 111.7 107.8 105.46 102.84 122.12 122.1 119.29 117.3 114.1 113.264
## pm2.5 153.0 91.0 102.00 96.00 118.00 104.0 128.00 100.0 99.0 113.000
## CV residual 41.3 -16.8 -3.46 -6.84 -4.12 -18.1 8.71 -17.3 -15.1 -0.264
## 13392 13394 13402 13406 13407 13409 13411 13414 13417 13421
## Predicted 120.86 116.583 108.2 121.1 121 118.9 115.7 113.9 109.1 121.1
## cvpred 121.25 116.993 108.7 121.4 121 119.3 116.1 114.4 109.6 121.4
## pm2.5 112.00 116.000 92.0 102.0 103 89.0 84.0 97.0 80.0 85.0
## CV residual -9.25 -0.993 -16.7 -19.4 -18 -30.3 -32.1 -17.4 -29.6 -36.4
## 13424 13426 13429 13432 13434 13437 13439 13440 13442 13445 13452
## Predicted 121.4 120.7 122.1 122.1 121.4 120.7 115.2 113.9 112.5 118.2 120.7
## cvpred 121.8 121.1 122.5 122.5 121.8 121.1 115.5 114.3 112.9 118.6 121.1
## pm2.5 86.0 95.0 135.0 133.0 137.0 94.0 71.0 62.0 39.0 59.0 66.0
## CV residual -35.8 -26.1 12.5 10.5 15.2 -27.1 -44.5 -52.3 -73.9 -59.6 -55.1
## 13453 13454 13460 13465 13471 13472 13473 13474 13475 13479 13484
## Predicted 121 120.7 111.1 105.0 120.4 120.7 120 119.0 117.2 118.9 112.3
## cvpred 121 121.1 111.5 105.5 120.7 121.1 120 119.3 117.5 119.3 112.7
## pm2.5 70 83.0 97.0 72.0 90.0 73.0 71 54.0 52.0 87.0 92.0
## CV residual -51 -38.1 -14.5 -33.5 -30.7 -48.1 -49 -65.3 -65.5 -32.3 -20.7
## 13485 13487 13491 13495 13497 13499 13501 13504 13508 13510 13514
## Predicted 112 117.9 121.1 121 119.3 121.4 121.1 121.4 114.3 121.1 119.3
## cvpred 112 118.2 121.4 121 119.6 121.8 121.4 121.8 114.7 121.4 119.6
## pm2.5 96 37.0 67.0 82 97.0 137.0 166.0 200.0 61.0 87.0 77.0
## CV residual -16 -81.2 -54.4 -39 -22.6 15.2 44.6 78.2 -53.7 -34.4 -42.6
## 13515 13516 13522 13526 13533 13535 13537 13540 13543 13544
## Predicted 119.0 118.3 120.4 121.42 115.6 121.6 120.9 121 120.35 121.78
## cvpred 119.3 118.6 120.7 121.77 115.9 121.9 121.2 121 120.71 122.12
## pm2.5 61.0 58.0 74.0 119.00 149.0 160.0 165.0 140 130.00 131.00
## CV residual -58.3 -60.6 -46.7 -2.77 33.1 38.1 43.8 19 9.29 8.88
## 13545 13554 13561 13565 13568 13571 13572 13573 13575 13581 13583
## Predicted 122.1 118.8 120.4 117.3 121 118 116.0 121.8 120 121.8 121.4
## cvpred 122.5 119.1 120.7 117.7 121 118 116.5 122.1 120 122.1 121.8
## pm2.5 140.0 72.0 51.0 21.0 10 11 26.0 24.0 14 63.0 84.0
## CV residual 17.5 -47.1 -69.7 -96.7 -111 -107 -90.5 -98.1 -106 -59.1 -37.8
## 13585 13586 13593 13594 13598 13599 13600 13605 13614 13615 13616
## Predicted 121.8 121.8 122.1 121.4 122.1 121.22 120 111.5 101.2 100.5 100.4
## cvpred 122.1 122.1 122.5 121.8 122.5 121.61 120 112.1 101.8 101.1 101.1
## pm2.5 100.0 107.0 83.0 103.0 111.0 112.00 87 75.0 118.0 65.0 59.0
## CV residual -22.1 -15.1 -39.5 -18.8 -11.5 -9.61 -33 -37.1 16.2 -36.1 -42.1
## 13621 13622 13624 13627 13629 13632 13636 13645 13648 13649 13650
## Predicted 97.5 123.2 122.8 120 124 122 123 124 124 123 125.9
## cvpred 98.3 123.6 123.2 120 124 123 124 125 125 124 126.5
## pm2.5 161.0 170.0 196.0 230 271 273 290 302 293 269 206.0
## CV residual 62.7 46.4 72.8 110 147 150 166 177 168 145 79.5
## 13656 13659 13664 13678 13686 13694 13696 13697 13698 13702 13706
## Predicted 122 117 125 120.9 122.5 122.3 122.8 122.8 122.1 123.2 122.1
## cvpred 122 118 125 121.3 122.8 122.7 123.2 123.2 122.5 123.6 122.5
## pm2.5 300 330 354 51.0 38.0 41.0 34.0 29.0 34.0 111.0 100.0
## CV residual 178 212 229 -70.3 -84.8 -81.7 -89.2 -94.2 -88.5 -12.6 -22.5
## 13709 13713 13715 13716 13717 13722 13724 13725 13729 13730 13731
## Predicted 121.8 122 120.9 120.0 120.4 118.0 115.8 115.1 122 122 122.1
## cvpred 122.1 122 121.2 120.3 120.7 118.4 116.3 115.6 122 122 122.5
## pm2.5 73.0 25 22.0 24.0 23.0 33.0 55.0 60.0 32 37 39.0
## CV residual -49.1 -97 -99.2 -96.3 -97.7 -85.4 -61.3 -55.6 -90 -85 -83.5
## 13734 13737 13742 13745 13754 13756 13758 13761 13762 13765 13768
## Predicted 119.8 122.1 120 115.1 106.9 105.6 104.2 101 123.9 124.2 123
## cvpred 120.2 122.5 120 115.6 107.5 106.2 104.8 102 124.3 124.7 123
## pm2.5 48.0 42.0 72 55.0 151.0 179.0 190.0 226 220.0 201.0 233
## CV residual -72.2 -80.5 -48 -60.6 43.5 72.8 85.2 124 95.7 76.3 110
## 13773 13776 13784 13789 13794 13797 13799 13804 13805 13808 13813
## Predicted 118.6 125 123 122 120.3 115.5 111.2 118.8 119.8 119.8 114.4
## cvpred 119.2 126 124 122 120.7 115.9 111.7 119.1 120.2 120.2 114.9
## pm2.5 209.0 269 273 42 50.0 56.0 37.0 35.0 40.0 32.0 18.0
## CV residual 89.8 143 149 -80 -70.7 -59.9 -74.7 -84.1 -80.2 -88.2 -96.9
## 13814 13821 13826 13827 13828 13831 13832 13835 13837 13839 13913
## Predicted 122.1 117.3 122.5 123.2 122.1 122 120.3 115.8 120.0 119.3 112.0
## cvpred 122.5 117.7 122.8 123.6 122.5 122 120.7 116.3 120.3 119.6 112.4
## pm2.5 33.0 56.0 77.0 78.0 86.0 72 73.0 51.0 38.0 37.0 49.0
## CV residual -89.5 -61.7 -45.8 -45.6 -36.5 -50 -47.7 -65.3 -82.3 -82.6 -63.4
## 13916 13917 13919 13921 13923 13924 13926 13927 13930 13935 13938
## Predicted 106.8 106.1 103.2 101.4 99.9 99.22 121.1 121.1 121.42 121.4 115.9
## cvpred 107.2 106.5 103.7 101.9 100.5 99.82 121.4 121.4 121.77 121.8 116.3
## pm2.5 68.0 74.0 81.0 85.0 86.0 101.00 91.0 108.0 119.00 109.0 100.0
## CV residual -39.2 -32.5 -22.7 -16.9 -14.5 1.18 -30.4 -13.4 -2.77 -12.8 -16.3
## 13944 13946 13951 13953 13960 13966 13969 13970 13993 14023
## Predicted 122.3 121.4 119 123.2 115.8 107.3 104.57 103.3 97.59 120.86
## cvpred 122.7 121.8 119 123.6 116.3 107.8 105.14 103.9 98.25 121.25
## pm2.5 107.0 138.0 166 205.0 140.0 142.0 114.00 112.0 105.00 115.00
## CV residual -15.7 16.2 47 81.4 23.7 34.2 8.86 8.1 6.75 -6.25
## 14028 14029 14034 14039 14047 14050 14052 14054 14088 14091 14094
## Predicted 122.1 120.7 120.2 116.9 123 124 123.8 125 123.2 122.8 122.12
## cvpred 122.5 121.1 120.5 117.4 124 124 124.3 125 123.6 123.2 122.49
## pm2.5 90.0 91.0 104.0 98.0 226 227 212.0 202 70.0 82.0 121.00
## CV residual -32.5 -30.1 -16.5 -19.4 102 103 87.7 77 -53.6 -41.2 -1.49
## 14096 14100 14108 14109 14111 14113 14120 14122 14124 14126
## Predicted 122.1 122.8 115.63 114.91 113.6 110.1 123.16 123.5 123.85 121.0
## cvpred 122.5 123.2 116.13 115.43 114.2 110.6 123.57 123.9 124.29 121.4
## pm2.5 51.0 80.0 108.00 113.00 133.0 123.0 125.00 141.0 118.00 153.0
## CV residual -71.5 -43.2 -8.13 -2.43 18.8 12.4 1.43 17.1 -6.29 31.6
## 14127 14131 14139 14141 14143 14146 14152 14153 14157 14159 14160
## Predicted 120.3 115.3 120.8 118.9 117.4 114.19 108.4 106.5 103.2 102.8 101.4
## cvpred 120.7 115.8 121.3 119.3 117.9 114.72 109.1 107.1 103.9 103.6 102.2
## pm2.5 159.0 138.0 98.0 86.0 92.0 110.00 134.0 134.0 130.0 131.0 135.0
## CV residual 38.3 22.2 -23.3 -33.3 -25.9 -4.72 24.9 26.9 26.1 27.4 32.8
## 14163 14165 14166 14167 14170 14171 14174 14175 14178 14181 14186
## Predicted 120.5 121.2 120.5 122.1 123.9 124.2 121.3 121.3 124.18 121.7 122.8
## cvpred 120.9 121.6 120.9 122.5 124.3 124.7 121.8 121.8 124.66 122.2 123.2
## pm2.5 153.0 47.0 56.0 46.0 41.0 65.0 93.0 107.0 120.00 158.0 160.0
## CV residual 32.1 -74.6 -64.9 -76.5 -83.3 -59.7 -28.8 -14.8 -4.66 35.8 36.8
## 14193 14194 14201 14202 14204 14206 14208 14211 14213 14214
## Predicted 116.17 115.45 122.8 123.2 123.16 122.8 120.2 122 120 119
## cvpred 116.66 115.96 123.2 123.6 123.57 123.2 120.5 122 120 119
## pm2.5 109.00 107.00 109.0 87.0 117.00 110.0 38.0 6 8 8
## CV residual -7.66 -8.96 -14.2 -36.6 -6.57 -13.2 -82.5 -116 -112 -111
## 14217 14218 14220 14228 14229 14231 14232 14233 14236 14237 14245
## Predicted 114.1 114 108 114.5 115 112.7 112.6 121.8 121.4 121.1 118.9
## cvpred 114.5 114 108 114.8 115 113.1 113.1 122.1 121.8 121.4 119.3
## pm2.5 16.0 17 7 24.0 35 37.0 45.0 45.0 68.0 66.0 88.0
## CV residual -98.5 -97 -101 -90.8 -80 -76.1 -68.1 -77.1 -53.8 -55.4 -31.3
## 14247 14253 14256 14262 14266 14268 14271 14281 14284 14285 14286
## Predicted 120.9 107.7 102.2 119 116 117 117.3 104.1 120.4 120.4 120.4
## cvpred 121.2 108.1 102.6 120 116 117 117.4 104.6 120.7 120.7 120.7
## pm2.5 48.0 31.0 17.0 2 11 8 22.0 48.0 56.0 51.0 62.0
## CV residual -73.2 -77.1 -85.6 -118 -105 -109 -95.4 -56.6 -64.7 -69.7 -58.7
## 14291 14294 14295 14296 14298 14307 14313 14314 14319 14320 14321
## Predicted 121.4 116.5 115.6 112.6 110 102.0 120.74 120.73 118.1 117.5 115.2
## cvpred 121.8 116.8 115.9 112.9 110 102.4 121.05 121.05 118.4 117.9 115.5
## pm2.5 67.0 59.0 48.0 54.0 42 85.0 120.00 124.00 99.0 97.0 74.0
## CV residual -54.8 -57.8 -67.9 -58.9 -68 -17.4 -1.05 2.95 -19.4 -20.9 -41.5
## 14325 14326 14327 14330 14331 14332 14335 14339 14341 14343 14345
## Predicted 109.8 108.2 121.1 119.0 120.0 120 120.0 121.8 121.4 119.1 113.4
## cvpred 110.2 108.7 121.4 119.3 120.3 120 120.3 122.1 121.8 119.5 113.8
## pm2.5 44.0 54.0 45.0 61.0 73.0 90 102.0 92.0 91.0 79.0 52.0
## CV residual -66.2 -54.7 -76.4 -58.3 -47.3 -30 -18.3 -30.1 -30.8 -40.5 -61.8
## 14348 14350 14360 14361 14363 14401 14413 14415 14417 14418 14422
## Predicted 109 121.1 120.0 120.4 120.4 117.4 119.5 120.2 114.5 114.5 120.73
## cvpred 109 121.4 120.3 120.7 120.7 117.7 119.8 120.5 114.8 114.8 121.05
## pm2.5 72 92.0 81.0 53.0 94.0 92.0 134.0 109.0 87.0 88.0 113.00
## CV residual -37 -29.4 -39.3 -67.7 -26.7 -25.7 14.2 -11.5 -27.8 -26.8 -8.05
## 14425 14428 14429 14430 14431 14432 14434 14439 14440 14441 14442
## Predicted 119.4 120.0 119.3 118.6 117.9 121.1 119.48 118.8 118.8 117.1 115.7
## cvpred 119.6 120.3 119.6 118.9 118.2 121.4 119.81 119.1 119.1 117.5 116.1
## pm2.5 87.0 97.0 97.0 103.0 111.0 110.0 125.00 98.0 92.0 93.0 85.0
## CV residual -32.6 -23.3 -22.6 -15.9 -7.2 -11.4 5.19 -21.1 -27.1 -24.5 -31.1
## 14443 14444 14447 14449 14452 14453 14462 14466 14469 14476
## Predicted 120.0 120.6 120.0 120.044 120.91 120.56 114.1 108.4 105.14 119.0
## cvpred 120.3 120.9 120.3 120.324 121.22 120.87 114.5 108.8 105.66 119.3
## pm2.5 95.0 93.0 109.0 121.000 126.00 114.00 70.0 71.0 108.00 103.0
## CV residual -25.3 -27.9 -11.3 0.676 4.78 -6.87 -44.5 -37.8 2.34 -16.3
## 14479 14480 14483 14485 14486 14488 14491 14494 14496 14497
## Predicted 119.69 120.73 121 118.07 115.4 114 107.0 119.0 118.8 118.5
## cvpred 119.98 121.05 121 118.38 115.7 114 107.4 119.2 119.1 118.7
## pm2.5 124.00 112.00 95 109.00 71.0 64 69.0 52.0 78.0 78.0
## CV residual 4.02 -9.05 -26 -9.38 -44.7 -50 -38.4 -67.2 -41.1 -40.7
## 14498 14500 14501 14502 14503 14505 14506 14511 14516 14523 14528
## Predicted 118.7 118.8 117.98 118.3 116.9 117.5 116.3 118.1 115 120.2 120.4
## cvpred 118.9 119.1 118.16 118.5 117.1 117.8 116.6 118.4 115 120.5 120.7
## pm2.5 86.0 98.0 122.00 100.0 103.0 101.0 98.0 89.0 72 98.0 150.0
## CV residual -32.9 -21.1 3.84 -18.5 -14.1 -16.8 -18.6 -29.4 -43 -22.5 29.3
## 14529 14532 14534 14538 14545 14550 14553 14555 14557 14562 14565
## Predicted 120.0 120.38 119.5 113.6 121 121.8 121.8 121.8 122.1 120 115.5
## cvpred 120.3 120.69 119.8 113.9 121 122.1 122.1 122.1 122.5 120 115.9
## pm2.5 151.0 129.00 102.0 93.0 202 178.0 166.0 169.0 152.0 141 152.0
## CV residual 30.7 8.31 -17.8 -20.9 81 55.9 43.9 46.9 29.5 21 36.1
## 14566 14569 14572 14574 14579 14589 14594 14602 14606 14608 14613
## Predicted 114.1 121.4 121.8 121.4 122.8 123 120.2 119 116.7 111.5 104
## cvpred 114.5 121.8 122.1 121.8 123.2 124 120.5 119 116.9 111.6 104
## pm2.5 148.0 193.0 211.0 201.0 210.0 316 96.0 16 23.0 22.0 31
## CV residual 33.5 71.2 88.9 79.2 86.8 192 -24.5 -103 -93.9 -89.6 -73
## 14620 14622 14629 14632 14636 14640 14649 14654 14656 14659 14660
## Predicted 118.3 117.1 118.0 115 113.8 111.1 119.4 114.3 109.0 104.8 104.123
## cvpred 118.5 117.3 118.2 115 114.1 111.5 119.6 114.7 109.3 105.3 104.573
## pm2.5 36.0 58.0 40.0 31 57.0 50.0 96.0 69.0 61.0 81.0 105.000
## CV residual -82.5 -59.3 -78.2 -84 -57.1 -61.5 -23.6 -45.7 -48.3 -24.3 0.427
## 14664 14665 14669 14672 14673 14674 14675 14676 14677 14679 14684
## Predicted 118.1 118 119.0 118.82 118.5 118 118.7 118.7 117.4 118.0 113.9
## cvpred 118.4 118 119.2 119.08 118.7 118 118.9 118.9 117.6 118.2 114.1
## pm2.5 137.0 169 160.0 111.00 83.0 65 66.0 76.0 79.0 58.0 35.0
## CV residual 18.6 51 40.8 -8.08 -35.7 -53 -52.9 -42.9 -38.6 -60.2 -79.1
## 14692 14693 14697 14698 14703 14705 14708 14710 14711 14712 14714
## Predicted 118.0 117.6 119.4 119.4 110.66 108.48 103.0 101.5 118 118.2 118.3
## cvpred 118.2 117.8 119.6 119.6 110.89 108.79 103.3 101.9 118 118.3 118.5
## pm2.5 81.0 93.0 96.0 146.0 101.00 118.00 38.0 55.0 41 36.0 50.0
## CV residual -37.2 -24.8 -23.6 26.4 -9.89 9.21 -65.3 -46.9 -77 -82.3 -68.5
## 14715 14719 14720 14722 14723 14724 14726 14727 14728 14737
## Predicted 117.6 116.2 118.3 116.569 117.0 116.6 116.2 114.54 112.9 103.0
## cvpred 117.8 116.4 118.5 116.729 117.1 116.7 116.4 114.81 113.2 103.5
## pm2.5 51.0 157.0 100.0 117.000 95.0 85.0 127.0 108.00 85.0 195.0
## CV residual -66.8 40.6 -18.5 0.271 -22.1 -31.7 10.6 -6.81 -28.2 91.5
## 14739 14741 14743 14746 14750 14753 14756 14763 14765 14767 14772
## Predicted 102 101 98.7 120 117.5 106.6 117.3 115 112.9 117 116.3
## cvpred 103 101 99.3 121 117.8 106.8 117.4 115 113.2 117 116.3
## pm2.5 221 218 228.0 264 202.0 35.0 46.0 64 14.0 11 26.0
## CV residual 118 117 128.7 143 84.2 -71.8 -71.4 -51 -99.2 -106 -90.3
## 14773 14778 14783 14790 14793 14797 14798 14800 14803 14806 14809
## Predicted 116 113.0 117.6 113.7 106.1 106.2 104.6 107.1 112.8 113.2 113.8
## cvpred 116 113.2 117.8 113.9 106.2 105.9 104.3 106.8 112.7 113.1 113.8
## pm2.5 23 57.0 43.0 26.0 11.0 16.0 9.0 7.0 14.0 32.0 48.0
## CV residual -93 -56.2 -74.8 -87.9 -95.2 -89.9 -95.3 -99.8 -98.7 -81.1 -65.8
## 14817 14818 14820 14821 14835 14837 14839 14840 14841 14845 14851
## Predicted 107.5 105 102.5 102.0 111.4 110.4 115.6 115.2 115.2 116.2 114.8
## cvpred 107.7 105 102.7 102.2 111.6 110.5 115.6 115.3 115.3 116.4 114.9
## pm2.5 11.0 12 22.0 8.0 28.0 30.0 28.0 27.0 39.0 33.0 47.0
## CV residual -96.7 -93 -80.7 -94.2 -83.6 -80.5 -87.6 -88.3 -76.3 -83.4 -67.9
## 14854 14855 14856 14857 14860 14862 14867 14873 14877 14878 14879
## Predicted 112.1 117.0 116 116 114.9 114.2 116.9 110.7 107.2 106.5 106.5
## cvpred 112.3 117.1 116 116 114.9 114.2 117.1 110.9 107.5 106.8 106.8
## pm2.5 51.0 56.0 54 68 83.0 77.0 128.0 163.0 179.0 135.0 85.0
## CV residual -61.3 -61.1 -62 -48 -31.9 -37.2 10.9 52.1 71.5 28.2 -21.8
## 14882 14886 14890 14892 14895 14897 14900 14908 14911 14913 14915
## Predicted 104.5 101.1 116.69 114.72 111.5 108.3 106.8 118.5 119.0 119.4 119.0
## cvpred 104.9 101.5 116.93 114.99 111.8 108.6 107.2 118.7 119.2 119.6 119.2
## pm2.5 113.0 117.0 124.00 120.00 117.0 118.0 128.0 163.0 170.0 188.0 188.0
## CV residual 8.1 15.5 7.07 5.01 5.2 9.4 20.8 44.3 50.8 68.4 68.8
## 14918 14920 14921 14922 14924 14928 14930 14933 14934 14938 14939
## Predicted 115.3 113.3 118.0 118.13 117.4 118.0 118.5 118.3 117.6 120 119.4
## cvpred 115.5 113.6 118.2 118.35 117.7 118.2 118.7 118.5 117.8 120 119.6
## pm2.5 155.0 145.0 147.0 113.00 96.0 172.0 188.0 182.0 187.0 195 174.0
## CV residual 39.5 31.4 28.8 -5.35 -21.7 53.8 69.3 63.5 69.2 75 54.4
## 14946 14949 14951 14955 14957 14959 14967 14974 14980 14981 14983
## Predicted 117.38 116.64 114.4 118.0 116.6 118.0 102.6 107.8 113 109.9 106.2
## cvpred 117.66 116.97 114.6 118.2 116.7 118.2 102.7 107.8 113 109.7 105.9
## pm2.5 123.00 124.00 70.0 24.0 25.0 26.0 19.0 28.0 10 21.0 8.0
## CV residual 5.34 7.03 -44.6 -94.2 -91.7 -92.2 -83.7 -79.8 -103 -88.7 -97.9
## 14984 14985 14986 14990 14992 14998 15005 15006 15008 15009 15011
## Predicted 107.8 105.8 105.6 101.1 106.3 109 109.7 109.4 106.9 108.1 103.8
## cvpred 107.5 105.6 105.4 100.7 105.9 109 109.5 109.1 106.7 107.9 103.4
## pm2.5 9.0 10.0 18.0 6.0 7.0 35 29.0 32.0 44.0 17.0 9.0
## CV residual -98.5 -95.6 -87.4 -94.7 -98.9 -74 -80.5 -77.1 -62.7 -90.9 -94.4
## 15014 15016 15017 15018 15020 15023 15024 15025 15026 15029 15035
## Predicted 99.3 107 105.6 104.6 102.8 110.1 111.1 111.8 110.5 106.6 97.3
## cvpred 99.0 107 105.2 104.3 102.5 109.9 110.9 111.7 110.4 106.5 97.3
## pm2.5 8.0 8 8.0 9.0 21.0 24.0 27.0 48.0 48.0 21.0 23.0
## CV residual -91.0 -99 -97.2 -95.3 -81.5 -85.9 -83.9 -63.7 -62.4 -85.5 -74.3
## 15037 15038 15042 15044 15048 15054 15058 15060 15061 15067 15068
## Predicted 94.5 90.5 107 111 112.3 107.9 102.2 98.3 96.9 107.1 107.0
## cvpred 94.4 90.3 107 111 112.2 107.7 102.1 98.2 96.7 106.8 106.8
## pm2.5 12.0 10.0 12 55 43.0 23.0 38.0 42.0 24.0 32.0 26.0
## CV residual -82.4 -80.3 -95 -56 -69.2 -84.7 -64.1 -56.2 -72.7 -74.8 -80.8
## 15077 15078 15081 15082 15088 15093 15097 15102 15104 15105 15106
## Predicted 109 107 105.0 108.8 104.4 104 113.5 105.0 102.8 100.5 97.2
## cvpred 109 107 104.9 108.6 104.1 104 113.5 104.9 102.8 100.5 97.1
## pm2.5 37 45 45.0 30.0 21.0 36 92.0 42.0 32.0 32.0 46.0
## CV residual -72 -62 -59.9 -78.6 -83.1 -68 -21.5 -62.9 -70.8 -68.5 -51.1
## 15109 15111 15116 15117 15118 15120 15123 15124 15125 15129 15130
## Predicted 92 104.1 108.5 113.5 113.2 112.8 113.5 112 110.16 108.8 113.5
## cvpred 92 103.8 108.2 113.5 113.1 112.7 113.5 112 110.07 108.9 113.5
## pm2.5 33 15.0 56.0 74.0 60.0 125.0 138.0 137 114.00 94.0 74.0
## CV residual -59 -88.8 -52.2 -39.5 -53.1 12.3 24.5 25 3.93 -14.9 -39.5
## 15133 15134 15136 15143 15144 15147 15150 15151 15157 15158
## Predicted 112.61 110.31 106.40 114 113 115.6 113.5 113.10 115.6 112.6
## cvpred 112.58 110.26 106.36 114 113 115.6 113.5 113.14 115.6 112.6
## pm2.5 106.00 104.00 100.00 208 225 162.0 125.0 119.00 134.0 125.0
## CV residual -6.58 -6.26 -6.36 94 112 46.4 11.5 5.86 18.4 12.4
## 15161 15163 15170 15171 15175 15177 15178 15179 15181 15183 15184
## Predicted 109.7 106.5 114.9 115 114 117 117 117 117 115 113
## cvpred 109.8 106.6 114.9 115 114 117 117 117 117 115 113
## pm2.5 153.0 139.0 209.0 252 231 273 275 274 284 277 260
## CV residual 43.2 32.4 94.1 137 117 156 158 157 167 162 147
## 15187 15189 15190 15195 15196 15197 15200 15202 15203 15208 15212
## Predicted 118 117 117 117 117 116 115 117 116 106.55 103.75
## cvpred 118 117 117 117 117 116 115 117 116 106.55 103.95
## pm2.5 269 255 289 299 295 298 247 290 282 108.00 112.00
## CV residual 151 138 172 182 178 182 132 173 166 1.45 8.05
## 15215 15217 15218 15219 15223 15224 15226 15234 15237 15241 15244
## Predicted 102.6 100.5 100.5 99.4 116 116 117 110.1 109.3 116 117
## cvpred 102.9 100.8 100.8 99.7 116 116 117 110.1 109.4 116 117
## pm2.5 139.0 159.0 200.0 219.0 250 253 290 140.0 167.0 177 239
## CV residual 36.1 58.2 99.2 119.3 134 137 173 29.9 57.6 61 122
## 15245 15246 15247 15249 15257 15263 15264 15265 15267 15268 15275
## Predicted 117 117 117 118 118 118 117 116 112 111.1 80.8
## cvpred 117 117 117 118 118 118 117 116 112 111.2 80.8
## pm2.5 246 244 280 278 300 386 350 339 241 80.0 14.0
## CV residual 129 127 163 160 182 268 233 223 129 -31.2 -66.8
## 15281 15283 15288 15291 15293 15296 15298 15299 15300 15302 15304
## Predicted 67.9 63.6 106.9 101.1 96.8 90.2 87.0 86.4 103.7 104.6 104.3
## cvpred 68.0 63.8 106.6 100.7 96.5 89.9 86.7 86.2 103.2 104.1 103.9
## pm2.5 18.0 13.0 27.0 19.0 26.0 20.0 18.0 20.0 21.0 13.0 21.0
## CV residual -50.0 -50.8 -79.6 -81.7 -70.5 -69.9 -68.7 -66.2 -82.2 -91.1 -82.9
## 15308 15313 15315 15317 15320 15321 15333 15338 15339 15342 15343
## Predicted 100.9 110.8 109.9 109.7 106.8 105.4 107.1 104.3 107.6 106.9 105.5
## cvpred 100.6 110.6 109.7 109.5 106.7 105.2 106.8 103.9 107.3 106.6 105.2
## pm2.5 26.0 62.0 85.0 59.0 59.0 60.0 53.0 24.0 20.0 36.0 22.0
## CV residual -74.6 -48.6 -24.7 -50.5 -47.7 -45.2 -53.8 -79.9 -87.3 -70.6 -83.2
## 15346 15350 15351 15356 15357 15359 15361 15363 15364 15369 15373
## Predicted 101.1 104.5 103.7 104.8 105.5 101.1 108.7 107.6 105 98.9 103.1
## cvpred 100.8 104.1 103.2 104.5 105.2 100.7 108.4 107.3 105 98.7 102.6
## pm2.5 23.0 13.0 11.0 23.0 29.0 53.0 63.0 61.0 32 40.0 14.0
## CV residual -77.8 -91.1 -92.2 -81.5 -76.2 -47.7 -45.4 -46.3 -73 -58.7 -88.6
## 15475 15481 15484 15486 15487 15488 15490 15494 15496 15497
## Predicted 106.14 112.8 111.39 110.1 109.4 108 106.70 115.6 115.6 116
## cvpred 106.23 112.8 111.32 110.1 109.4 108 106.74 115.6 115.6 116
## pm2.5 104.00 164.0 103.00 138.0 144.0 150 113.00 150.0 181.0 230
## CV residual -2.23 51.2 -8.32 27.9 34.6 42 6.26 34.4 65.4 114
## 15499 15502 15504 15505 15511 15512 15515 15517 15520 15530 15533
## Predicted 116 116 117 116 116 115 116 115 114 113.8 114.9
## cvpred 116 116 117 116 116 115 116 115 114 113.8 114.9
## pm2.5 258 324 347 351 274 269 360 378 271 153.0 71.0
## CV residual 142 208 230 235 158 154 244 263 157 39.2 -43.9
## 15537 15538 15541 15542 15544 15547 15553 15558 15560 15561 15562
## Predicted 113.2 108.5 107.6 109.7 104.6 105.4 113.5 114.5 114.9 113.5 112.5
## cvpred 113.1 108.2 107.3 109.5 104.3 105.3 113.5 114.6 114.9 113.5 112.4
## pm2.5 69.0 75.0 49.0 69.0 56.0 62.0 42.0 64.0 102.0 86.0 89.0
## CV residual -44.1 -33.2 -58.3 -40.5 -48.3 -43.3 -71.5 -50.6 -12.9 -27.5 -23.4
## 15563 15565 15568 15571 15576 15577 15579 15585 15587 15591 15595
## Predicted 112 111.7 111.3 108.4 116.3 116 115 115 116 116 113.3
## cvpred 112 111.7 111.4 108.5 116.3 116 115 115 116 116 113.3
## pm2.5 81 93.0 139.0 155.0 199.0 212 221 216 220 313 149.0
## CV residual -31 -18.7 27.6 46.5 82.7 96 106 101 104 197 35.7
## 15601 15605 15606 15607 15611 15623 15635 15640 15647 15651 15653
## Predicted 113 111 117 116 108 107.7 95.5 76.9 104.6 95.5 92.9
## cvpred 113 111 117 116 108 107.6 95.3 76.8 104.3 95.3 92.8
## pm2.5 225 279 280 258 11 30.0 6.0 11.0 10.0 14.0 15.0
## CV residual 112 168 163 142 -97 -77.6 -89.3 -65.8 -94.3 -81.3 -77.8
## 15657 15659 15661 15665 15667 15668 15670 15673 15677 15680 15682
## Predicted 87.7 83.2 76.8 59.0 53.1 51.2 49.3 107.4 108.1 109.4 106.7
## cvpred 87.7 83.3 76.9 59.4 53.6 51.6 49.9 107.2 107.9 109.1 106.4
## pm2.5 32.0 15.0 8.0 9.0 7.0 8.0 13.0 16.0 35.0 16.0 12.0
## CV residual -55.7 -68.3 -68.9 -50.4 -46.6 -43.6 -36.9 -91.2 -72.9 -93.1 -94.4
## 15683 15684 15686 15689 15692 15693 15695 15697 15698 15705 15706
## Predicted 106.1 104.4 95.9 82.7 77.8 76.2 104.1 108.2 108.5 106.9 105.9
## cvpred 105.7 104.1 95.6 82.5 77.8 76.2 103.8 107.9 108.2 106.6 105.5
## pm2.5 10.0 8.0 8.0 4.0 10.0 33.0 26.0 23.0 20.0 22.0 12.0
## CV residual -95.7 -96.1 -87.6 -78.5 -67.8 -43.2 -77.8 -84.9 -88.2 -84.6 -93.5
## 15707 15715 15721 15724 15727 15729 15731 15734 15736 15744 15745
## Predicted 104.9 102 109.3 110.0 108.8 111.8 111 111.4 109 112.8 111.4
## cvpred 104.4 102 109.1 109.9 108.6 111.7 111 111.3 109 112.7 111.3
## pm2.5 11.0 30 83.0 96.0 93.0 72.0 69 86.0 86 129.0 141.0
## CV residual -93.4 -72 -26.1 -13.9 -15.6 -39.7 -42 -25.3 -23 16.3 29.7
## 15750 15751 15753 15755 15759 15760 15763 15764 15765 15766 15767
## Predicted 110.37 109.65 108.4 107.6 111.5 111 108 115 115 114 113
## cvpred 110.24 109.53 108.3 107.6 111.5 111 108 115 115 114 113
## pm2.5 103.00 100.00 96.0 88.0 170.0 187 253 254 275 292 315
## CV residual -7.24 -9.53 -12.3 -19.6 58.5 76 145 139 160 178 202
## 15769 15771 15776 15778 15780 15782 15784 15792 15794 15800 15803
## Predicted 114 114 115 115 114 112 110 113 111 112 115.2
## cvpred 114 114 115 115 114 112 110 113 111 112 115.3
## pm2.5 280 255 258 278 339 304 284 302 266 227 202.0
## CV residual 166 141 143 163 225 192 174 189 155 115 86.7
## 15807 15810 15813 15814 15816 15820 15823 15824 15828 15829 15830
## Predicted 115 115 115 114 113 113 111 110 113 112 111
## cvpred 115 115 115 114 113 113 111 110 113 112 111
## pm2.5 224 222 285 298 313 261 212 215 285 287 297
## CV residual 109 107 170 184 200 148 101 105 172 175 186
## 15831 15835 15836 15837 15843 15845 15851 15858 15859 15860 15861
## Predicted 115 116 115 115 115 115 104 101 98.5 95.9 93.6
## cvpred 115 116 115 115 115 115 104 101 98.3 95.6 93.3
## pm2.5 318 416 399 389 418 414 291 12 13.0 13.0 18.0
## CV residual 203 300 284 274 303 299 187 -89 -85.3 -82.6 -75.3
## 15862 15864 15871 15874 15876 15879 15880 15882 15883 15889 15892
## Predicted 93.5 107 102.9 98.3 93.2 102.5 102.1 103.9 107.0 100.9 104.2
## cvpred 93.3 107 102.5 97.9 92.7 101.9 101.6 103.4 106.6 100.3 103.7
## pm2.5 17.0 9 15.0 18.0 8.0 16.0 9.0 24.0 35.0 8.0 19.0
## CV residual -76.3 -98 -87.5 -79.9 -84.7 -85.9 -92.6 -79.4 -71.6 -92.3 -84.7
## 15897 15898 15900 15901 15903 15913 15915 15918 15922 15925
## Predicted 102 100 101.8 102.8 99.6 107.0 108.0 107.46 108.7 107.28
## cvpred 102 100 101.2 102.3 99.1 106.6 107.7 107.15 108.4 106.98
## pm2.5 27 15 21.0 27.0 27.0 127.0 158.0 114.00 80.0 110.00
## CV residual -75 -85 -80.2 -75.3 -72.1 20.4 50.3 6.85 -28.4 3.02
## 15926 15928 15951 15954 15956 15957 15958 15959 15970 15971
## Predicted 109.01 108.33 106 103.9 110.4 110.0 111 110 106.38 108.0
## cvpred 108.78 108.05 106 103.9 110.2 109.9 111 110 106.09 107.7
## pm2.5 110.00 110.00 237 145.0 184.0 208.0 224 235 109.00 92.0
## CV residual 1.22 1.95 131 41.1 73.8 98.1 113 125 2.91 -15.7
## 15972 15974 15976 15989 15999 16002 16004 16005 16006 16010 16012
## Predicted 109.0 108.31 108.33 108 109 105 104.1 102.3 103 111 109
## cvpred 108.8 108.07 108.05 108 109 105 104.1 102.3 103 111 109
## pm2.5 82.0 118.00 106.00 218 282 216 167.0 193.0 220 329 302
## CV residual -26.8 9.93 -2.05 110 173 111 62.9 90.7 117 218 193
## 16013 16017 16018 16020 16027 16030 16031 16035 16036 16037 16039
## Predicted 110 110 111 112 106.4 105 105 113 114 113 114
## cvpred 109 109 111 112 106.4 105 105 113 113 113 113
## pm2.5 297 257 248 354 206.0 207 233 255 258 257 257
## CV residual 188 148 137 242 99.6 102 128 142 145 144 144
## 16040 16042 16048 16052 16062 16063 16064 16065 16070 16073 16074
## Predicted 114 113 114.5 115 115 114 114 114 115 114 109.95
## cvpred 113 113 114.6 115 115 114 114 114 115 114 109.91
## pm2.5 256 264 202.0 245 259 252 256 283 312 288 102.00
## CV residual 143 151 87.4 130 144 138 142 169 197 174 -7.91
## 16075 16076 16080 16082 16086 16088 16089 16090 16093 16094 16097
## Predicted 109 108.1 98.6 95.4 89.6 85.0 82.7 79.7 104.3 105.0 107.6
## cvpred 109 108.2 98.6 95.4 89.7 85.1 82.8 79.7 103.9 104.6 107.3
## pm2.5 48 43.0 38.0 44.0 33.0 44.0 32.0 17.0 20.0 27.0 33.0
## CV residual -61 -65.2 -60.6 -51.4 -56.7 -41.1 -50.8 -62.7 -83.9 -77.6 -74.3
## 16098 16099 16101 16103 16105 16107 16108 16109 16112 16120 16129
## Predicted 107.6 108.3 110.6 110.0 109.7 111.1 111.4 110.8 111.3 109.7 111.77
## cvpred 107.3 108.1 110.4 109.9 109.5 110.9 111.3 110.6 111.1 109.5 111.66
## pm2.5 55.0 66.0 70.0 67.0 27.0 27.0 46.0 34.0 60.0 54.0 102.00
## CV residual -52.3 -42.1 -40.4 -42.9 -82.5 -83.9 -65.3 -76.6 -51.1 -55.5 -9.66
## 16132 16134 16135 16136 16137 16138 16139 16145 16147 16149 16150
## Predicted 111.4 113.00 112.5 112.8 113.2 111.7 112.5 108.24 111.4 111.8 110.5
## cvpred 111.3 112.91 112.4 112.7 113.1 111.7 112.4 108.09 111.3 111.7 110.4
## pm2.5 76.0 107.00 91.0 90.0 87.0 90.0 85.0 106.00 121.0 143.0 123.0
## CV residual -35.3 -5.91 -21.4 -22.7 -26.1 -21.7 -27.4 -2.09 9.7 31.3 12.6
## 16151 16152 16157 16161 16165 16166 16177 16178 16179 16187 16190
## Predicted 106.81 104.8 92.2 88.0 110.1 109 111.8 112.3 111.3 106.2 105.2
## cvpred 106.68 104.7 92.1 88.1 109.9 109 111.7 112.2 111.1 105.9 104.8
## pm2.5 102.00 55.0 18.0 27.0 33.0 32 85.0 77.0 66.0 39.0 45.0
## CV residual -4.68 -49.7 -74.1 -61.1 -76.9 -77 -26.7 -35.2 -45.1 -66.9 -59.8
## 16193 16195 16201 16203 16210 16211 16212 16214 16221 16222 16223
## Predicted 107.0 107.6 108.69 105.7 97.6 96.4 106.4 106.6 108.7 109.4 109.4
## cvpred 106.6 107.4 108.41 105.4 97.4 96.2 106.1 106.2 108.4 109.1 109.1
## pm2.5 46.0 60.0 111.00 87.0 27.0 31.0 36.0 36.0 71.0 79.0 90.0
## CV residual -60.6 -47.4 2.59 -18.4 -70.4 -65.2 -70.1 -70.2 -37.4 -30.1 -19.1
## 16232 16235 16240 16245 16246 16248 16263 16271 16273 16274 16276
## Predicted 100.7 98.6 105.7 107.8 106.5 106.9 103.2 106.3 104.9 105.90 103.1
## cvpred 100.4 98.5 105.4 107.5 106.3 106.6 102.6 105.9 104.4 105.54 102.7
## pm2.5 42.0 27.0 11.0 45.0 56.0 77.0 23.0 69.0 84.0 115.00 91.0
## CV residual -58.4 -71.5 -94.4 -62.5 -50.3 -29.6 -79.6 -36.9 -20.4 9.46 -11.7
## 16279 16286 16287 16289 16301 16304 16308 16311 16320 16323 16326
## Predicted 99.0 102.1 101.4 102 105.9 105.93 105.6 104.82 108 106.9 98.2
## cvpred 98.6 101.6 100.9 101 105.5 105.52 105.2 104.47 107 106.6 97.9
## pm2.5 29.0 42.0 48.0 59 139.0 115.00 90.0 114.00 252 73.0 16.0
## CV residual -69.6 -59.6 -52.9 -42 33.5 9.48 -15.2 9.53 145 -33.6 -81.9
## 16331 16333 16335 16337 16339 16341 16344 16352 16353 16360 16363
## Predicted 96.7 87.8 77.9 71.4 67.9 98.5 95.7 80.1 77.2 95.9 98.6
## cvpred 96.3 87.4 77.4 71.1 67.5 97.8 94.9 79.5 76.7 95.1 98.0
## pm2.5 39.0 34.0 41.0 41.0 50.0 65.0 17.0 9.0 10.0 19.0 34.0
## CV residual -57.3 -53.4 -36.4 -30.1 -17.5 -32.8 -77.9 -70.5 -66.7 -76.1 -64.0
## 16365 16366 16368 16374 16375 16376 16378 16388 16390 16391 16393
## Predicted 102.3 102.5 101.4 100.4 101.1 102.5 101.4 104.6 105 103 104
## cvpred 101.7 101.9 100.9 99.7 100.5 101.9 100.8 104.1 104 103 104
## pm2.5 74.0 89.0 78.0 127.0 124.0 134.0 84.0 178.0 242 235 314
## CV residual -27.7 -12.9 -22.9 27.3 23.5 32.1 -16.8 73.9 138 132 210
## 16403 16404 16405 16406 16409 16413 16416 16419 16422 16423 16424
## Predicted 102.2 103.5 107 107.6 108.3 108.7 108.3 106.6 108.0 107 105
## cvpred 101.8 103.2 107 107.3 108.1 108.4 108.1 106.3 107.7 107 105
## pm2.5 185.0 185.0 194 195.0 165.0 205.0 206.0 195.0 186.0 177 193
## CV residual 83.2 81.8 87 87.7 56.9 96.6 97.9 88.7 78.3 70 88
## 16431 16436 16438 16445 16446 16449 16450 16453 16454 16462
## Predicted 110 111 108.4 110.07 108.81 106.3 110.4 109.11 111.08 103.2
## cvpred 110 111 108.3 109.85 108.61 106.2 110.2 108.99 110.94 103.2
## pm2.5 224 380 166.0 113.00 111.00 126.0 121.0 99.00 107.00 144.0
## CV residual 114 269 57.7 3.15 2.39 19.8 10.8 -9.99 -3.94 40.8
## 16463 16465 16467 16474 16479 16481 16485 16486 16488 16491 16492
## Predicted 101.9 110.4 107.7 108.1 107 108.4 100.2 99.48 97.51 106.0 105.0
## cvpred 101.9 110.2 107.6 107.9 107 108.3 100.1 99.41 97.47 105.7 104.7
## pm2.5 136.0 139.0 157.0 78.0 53 43.0 77.0 91.00 99.00 72.0 71.0
## CV residual 34.1 28.8 49.4 -29.9 -54 -65.3 -23.1 -8.41 1.53 -33.7 -33.7
## 16495 16496 16500 16502 16504 16506 16507 16510 16513 16517 16518
## Predicted 92.8 87.0 68.2 59.8 53.7 49.2 46.9 43.5 35.1 96.5 98.0
## cvpred 92.3 86.5 67.9 59.5 53.5 49.1 46.8 43.5 35.1 95.8 97.2
## pm2.5 7.0 3.0 9.0 13.0 10.0 7.0 8.0 12.0 9.0 17.0 25.0
## CV residual -85.3 -83.5 -58.9 -46.5 -43.5 -42.1 -38.8 -31.5 -26.1 -78.8 -72.2
## 16523 16526 16529 16534 16535 16539 16545 16547 16549 16554 16557
## Predicted 94.6 99.4 96.3 102.1 101.8 102.8 103.9 101.7 102.13 102.2 105.6
## cvpred 93.9 98.7 95.7 101.6 101.2 102.3 103.4 101.2 101.56 101.8 105.2
## pm2.5 30.0 53.0 47.0 113.0 172.0 154.0 91.0 73.0 99.00 165.0 190.0
## CV residual -63.9 -45.7 -48.7 11.4 70.8 51.7 -12.4 -28.2 -2.56 63.2 84.8
## 16562 16564 16566 16568 16569 16571 16577 16580 16583 16587 16593
## Predicted 105 106 105 106 106.3 105.7 84.0 65.1 47.2 27.8 11.124
## cvpred 104 105 105 106 105.9 105.4 83.5 64.7 47.0 27.8 11.429
## pm2.5 358 363 315 227 197.0 198.0 17.0 9.0 9.0 9.0 12.000
## CV residual 254 258 210 121 91.1 92.6 -66.5 -55.7 -38.0 -18.8 0.571
## 16596 16597 16600 16601 16602 16603 16608 16611 16613 16615
## Predicted 1.68 -1.336 -10.09 -11.7 -11.8 99.0 99.7 99.365 99.7 99.7
## cvpred 2.03 -0.991 -9.67 -11.2 -11.2 98.3 99.0 98.669 99.0 99.0
## pm2.5 14.00 14.000 15.00 13.0 13.0 18.0 72.0 99.000 118.0 134.0
## CV residual 11.97 14.991 24.67 24.2 24.2 -80.3 -27.0 0.331 19.0 35.0
## 16618 16621 16622 16624 16626 16631 16639 16646 16649 16650 16658
## Predicted 101.8 100.4 101.1 101 102 102 93.8 103 102.8 104 104
## cvpred 101.2 99.8 100.5 100 102 101 93.2 102 102.3 103 103
## pm2.5 90.0 135.0 151.0 211 278 323 128.0 206 193.0 229 311
## CV residual -11.2 35.2 50.5 111 176 222 34.8 104 90.7 126 208
## 16660 16662 16665 16666 16667 16673 16675 16683 16684 16687 16689
## Predicted 102 99.9 97.9 97.3 95.0 103 104 104 104 99.6 98.1
## cvpred 101 99.5 97.5 97.0 94.7 103 103 103 104 99.1 97.7
## pm2.5 227 229.0 234.0 223.0 203.0 210 250 306 295 176.0 135.0
## CV residual 126 129.5 136.5 126.0 108.3 107 147 203 191 76.9 37.3
## 16693 16694 16701 16702 16704 16706 16711 16713 16714 16715 16717
## Predicted 104 102 105 105 105 104 99.3 96.1 94.5 102.6 96.5977
## cvpred 103 101 104 105 104 103 99.0 95.8 94.2 102.1 96.0639
## pm2.5 106 86 313 350 391 289 148.0 124.0 127.0 143.0 96.0000
## CV residual 3 -15 209 245 287 186 49.0 28.2 32.8 40.9 -0.0639
## 16718 16723 16727 16728 16729 16732 16733 16734 16736 16737 16741
## Predicted 103.0 96.76 104.2 102.8 102 102.1 102.5 101.8 101.4 99.7 95.3
## cvpred 102.5 96.52 103.7 102.3 101 101.6 101.9 101.2 100.9 99.0 94.6
## pm2.5 34.0 93.00 48.0 39.0 40 50.0 49.0 50.0 45.0 40.0 45.0
## CV residual -68.5 -3.52 -55.7 -63.3 -61 -51.6 -52.9 -51.2 -55.9 -59.0 -49.6
## 16742 16745 16747 16750 16751 16752 16758 16762 16766 16768 16773
## Predicted 93.9 91.9 100.9 101.8 101.4 102.0 101 93.4 92.5 91.1 94.79
## cvpred 93.1 91.2 100.3 101.2 100.8 101.4 100 92.6 91.7 90.3 94.03
## pm2.5 39.0 63.0 78.0 115.0 145.0 155.0 229 43.0 32.0 25.0 97.00
## CV residual -54.1 -28.2 -22.3 13.8 44.2 53.6 129 -49.6 -59.7 -65.3 2.97
## 16775 16776 16783 16784 16785 16789 16791 16795 16805 16816
## Predicted 99.4 100.415 98.98 99.3 98.7 99.3 97.3 103 104 104
## cvpred 98.7 99.747 98.33 98.7 98.2 98.7 96.5 102 104 104
## pm2.5 111.0 99.000 107.00 73.0 87.0 75.0 116.0 238 284 278
## CV residual 12.3 -0.747 8.67 -25.7 -11.2 -23.7 19.5 136 180 174
## 16817 16819 16821 16822 16824 16832 16842 16844 16847 16848 16856
## Predicted 104 102 106 106 106 98.2 98.7 100.7 102.8 103.2 102
## cvpred 103 102 106 106 105 97.6 97.9 100.1 102.3 102.6 101
## pm2.5 281 307 431 494 473 37.0 42.0 137.0 184.0 195.0 203
## CV residual 178 205 325 388 368 -60.6 -55.9 36.9 81.7 92.4 102
## 16857 16860 16861 16862 16865 16867 16874 16879 16880 16884 16885
## Predicted 102 102.5 102.1 102.43 103 101 104 102 104 104 106
## cvpred 102 101.9 101.6 101.95 102 101 103 101 104 104 106
## pm2.5 222 63.0 65.0 100.00 406 498 392 395 370 270 283
## CV residual 120 -38.9 -36.6 -1.95 304 397 289 294 266 166 177
## 16886 16888 16890 16893 16894 16897 16899 16900 16902 16903 16905
## Predicted 106 105 106 106 106 106 105 104 102 102 101
## cvpred 105 104 106 105 106 105 104 103 102 101 101
## pm2.5 269 268 270 324 318 226 247 247 229 225 211
## CV residual 164 164 164 219 212 121 143 144 127 124 110
## 16908 16911 16912 16914 16920 16924 16925 16927 16928 16936 16938
## Predicted 107 107 105.9 105.9 105 106 106 107 107 78.6 70.8
## cvpred 107 107 105.5 105.5 105 106 106 106 106 78.1 70.3
## pm2.5 211 215 201.0 189.0 420 284 287 265 232 17.0 15.0
## CV residual 104 108 95.5 83.5 315 178 181 159 126 -61.1 -55.3
## 16940 16952 16958 16961 16963 16965 16976 16977 16978 16983 16985
## Predicted 62.6 94.0 83.6 70.2 63.0 55.9 93.6 93.1 94.0 81.3 75.2
## cvpred 62.2 93.1 82.8 69.6 62.5 55.4 92.7 92.2 93.1 80.5 74.5
## pm2.5 13.0 16.0 17.0 12.0 15.0 9.0 12.0 22.0 32.0 18.0 17.0
## CV residual -49.2 -77.1 -65.8 -57.6 -47.5 -46.4 -80.7 -70.2 -61.1 -62.5 -57.5
## 16988 16990 16991 16993 16995 16997 17001 17004 17005 17010 17014
## Predicted 68.9 62.8 60.8 56.2 50.1 45.6 40.4 34.27 32.63 21.3 94.17
## cvpred 68.3 62.3 60.4 55.8 49.8 45.4 40.2 34.23 32.65 21.5 93.54
## pm2.5 20.0 17.0 19.0 18.0 16.0 14.0 15.0 27.00 23.00 63.0 85.00
## CV residual -48.3 -45.3 -41.4 -37.8 -33.8 -31.4 -25.2 -7.23 -9.65 41.5 -8.54
## 17015 17016 17018 17019 17021 17022 17024 17033 17036 17037 17039
## Predicted 93.4 99.0 100.4 98.7 99.3 98.3 98.6 84.7 77.1 75.9 99.4
## cvpred 92.8 98.3 99.7 98.0 98.7 97.6 98.0 84.2 76.7 75.5 98.7
## pm2.5 77.0 76.0 82.0 87.0 113.0 135.0 153.0 30.0 47.0 55.0 79.0
## CV residual -15.8 -22.3 -17.7 -11.0 14.3 37.4 55.0 -54.2 -29.7 -20.5 -19.7
## 17052 17055 17057 17059 17061 17064 17065 17069 17071 17072 17073
## Predicted 99.4 98.6 96.7 96.3 97.8 94.5 94.2 104.6 104.9 104.2 103
## cvpred 98.7 98.0 96.0 95.7 97.3 94.2 93.8 104.1 104.4 103.7 103
## pm2.5 26.0 38.0 65.0 82.0 79.0 71.0 82.0 88.0 87.0 90.0 83
## CV residual -72.7 -60.0 -31.0 -13.7 -18.3 -23.2 -11.8 -16.1 -17.4 -13.7 -20
## 17076 17077 17081 17085 17086 17089 17092 17101 17102 17104 17106
## Predicted 105.9 105.9 106 103 102 89.3 76.2 48.5 44.2 36.7 32.0
## cvpred 105.5 105.5 106 102 101 88.5 75.6 48.1 43.9 36.4 31.9
## pm2.5 147.0 175.0 223 304 320 16.0 14.0 19.0 13.0 14.0 10.0
## CV residual 41.5 69.5 117 202 219 -72.5 -61.6 -29.1 -30.9 -22.4 -21.9
## 17107 17112 17115 17117 17118 17119 17120 17121 17122 17126 17130
## Predicted 29.1 13.37 7.46 94.2 93.9 92.6 90.6 89.7 87.0 75.2 60.4
## cvpred 29.0 13.48 7.64 93.3 92.9 91.7 89.7 88.8 86.2 74.5 59.8
## pm2.5 16.0 23.00 15.00 22.0 21.0 19.0 28.0 11.0 13.0 12.0 11.0
## CV residual -13.0 9.52 7.36 -71.3 -71.9 -72.7 -61.7 -77.8 -73.2 -62.5 -48.8
## 17131 17133 17134 17135 17138 17142 17143 17149 17150 17151 17154
## Predicted 55.6 46.6 42.7 38.0 27.8 13.88 11.34 -9.42 -12.7 -15.9 92.1
## cvpred 55.0 46.2 42.3 37.7 27.6 13.77 11.31 -9.22 -12.4 -15.6 91.1
## pm2.5 11.0 9.0 10.0 11.0 11.0 8.00 7.00 15.00 16.0 20.0 18.0
## CV residual -44.0 -37.2 -32.3 -26.7 -16.6 -5.77 -4.31 24.22 28.4 35.6 -73.1
## 17159 17166 17167 17173 17176 17177 17179 17181 17188 17189 17192
## Predicted 93.5 90.4 90.09 93.9 93.2 93.5 97.0 96.1 87.9 93.3 87.4
## cvpred 92.5 89.5 89.18 92.9 92.2 92.5 96.1 95.2 87.1 92.4 86.5
## pm2.5 74.0 109.0 92.00 75.0 129.0 107.0 108.0 128.0 28.0 14.0 19.0
## CV residual -18.5 19.5 2.82 -17.9 36.8 14.5 11.9 32.8 -59.1 -78.4 -67.5
## 17195 17199 17200 17201 17203 17207 17208 17210 17212 17215 17216
## Predicted 82.2 92.5 92.5 93.9 94.54 92.7 90.8 87.2 93 92.6 93.3
## cvpred 81.4 91.5 91.5 92.9 93.62 91.9 89.9 86.4 92 91.6 92.4
## pm2.5 33.0 40.0 44.0 45.0 88.00 116.0 105.0 31.0 26 13.0 21.0
## CV residual -48.4 -51.5 -47.5 -47.9 -5.62 24.1 15.1 -55.4 -66 -78.6 -71.4
## 17218 17222 17225 17227 17228 17229 17232 17234 17235 17236 17238
## Predicted 93 90.4 90.7 93.5 95.6 96.3 95.6 95.9 95.2 94.5 92.2
## cvpred 92 89.3 89.7 92.6 94.7 95.4 94.7 95.1 94.4 93.6 91.3
## pm2.5 30 39.0 42.0 58.0 150.0 152.0 142.0 191.0 188.0 123.0 69.0
## CV residual -62 -50.3 -47.7 -34.6 55.3 56.6 47.3 95.9 93.6 29.4 -22.3
## 17242 17243 17244 17245 17248 17251 17255 17261 17263 17264 17273
## Predicted 85.4 83.1 81.8 81.1 95.20 93.4 97.66 95.0 95.9 94.7 60.3
## cvpred 84.6 82.3 81.1 80.4 94.35 92.6 96.86 94.2 95.1 93.8 59.6
## pm2.5 42.0 48.0 66.0 66.0 85.00 105.0 100.00 21.0 13.0 13.0 14.0
## CV residual -42.6 -34.3 -15.1 -14.4 -9.35 12.4 3.14 -73.2 -82.1 -80.8 -45.6
## 17277 17278 17281 17285 17293 17299 17301 17302 17304 17307 17310
## Predicted 45.7 43.8 93.3 87.6 69.7 93.3 93.8 95.6 95.6 97.0 94.8
## cvpred 45.3 43.3 92.4 86.7 69.0 92.4 92.9 94.7 94.7 96.1 94.0
## pm2.5 12.0 18.0 19.0 13.0 19.0 38.0 51.0 64.0 70.0 117.0 98.0
## CV residual -33.3 -25.3 -73.4 -73.7 -50.0 -54.4 -41.9 -30.7 -24.7 20.9 4.0
## 17311 17313 17314 17320 17321 17322 17326 17330 17331 17335 17338
## Predicted 92.9 96.97 97.986 83.0 80.7 78.4 93.1 85.6 83.6 92.4 96.3
## cvpred 92.0 96.14 97.226 82.3 80.0 77.7 92.2 84.8 82.8 91.5 95.4
## pm2.5 73.0 87.00 98.000 18.0 16.0 18.0 15.0 10.0 11.0 13.0 19.0
## CV residual -19.0 -9.14 0.774 -64.3 -64.0 -59.7 -77.2 -74.8 -71.8 -78.5 -76.4
## 17339 17340 17342 17343 17344 17348 17355 17357 17363 17371 17372
## Predicted 94.5 93.3 88.4 86.8 83.3 95.92 97.15 95.9 94.7 96.94 97.7
## cvpred 93.6 92.4 87.6 86.0 82.5 95.06 96.31 95.1 93.8 96.15 96.9
## pm2.5 21.0 27.0 27.0 38.0 30.0 90.00 99.00 64.0 48.0 90.00 136.0
## CV residual -72.6 -65.4 -60.6 -48.0 -52.5 -5.06 2.69 -31.1 -45.8 -6.15 39.1
## 17374 17377 17379 17380 17381 17382 17388 17390 17392 17396 17397
## Predicted 97.1 97.3 99.0 98.5 97.3 96.9 96.6 96.6 95.89 98.3 99.3
## cvpred 96.3 96.5 98.3 97.8 96.5 96.2 95.8 95.8 95.07 97.6 98.7
## pm2.5 193.0 77.0 79.0 146.0 139.0 124.0 60.0 57.0 92.00 221.0 268.0
## CV residual 96.7 -19.5 -19.3 48.2 42.5 27.8 -35.8 -38.8 -3.07 123.4 169.3
## 17405 17406 17408 17410 17411 17419 17421 17423 17425 17426 17428
## Predicted 95.8 95.1 93.0 93.1 91.8 101 100.4 100.1 98.8 97.6 94.4
## cvpred 95.1 94.4 92.3 92.5 91.2 100 99.7 99.4 98.1 96.9 93.7
## pm2.5 146.0 150.0 116.0 122.0 132.0 204 271.0 324.0 333.0 262.0 169.0
## CV residual 50.9 55.6 23.7 29.5 40.8 104 171.3 224.6 234.9 165.1 75.3
## 17430 17432 17433 17437 17441 17445 17447 17450 17452 17453 17462
## Predicted 91.2 87.2 86.7 98.0 96.1 93.9 92.12 100.4 100.4 99.4 87.1
## cvpred 90.5 86.6 86.1 97.2 95.5 93.4 91.64 99.7 99.8 98.7 86.4
## pm2.5 145.0 184.0 187.0 115.0 137.0 228.0 87.00 61.0 52.0 50.0 68.0
## CV residual 54.5 97.4 100.9 17.8 41.5 134.6 -4.64 -38.7 -47.8 -48.7 -18.4
## 17463 17469 17470 17471 17472 17480 17483 17485 17487 17497 17500
## Predicted 87.0 83.41 82.69 82.0 81.3 99.9 100.05 100.1 100.7 97.2 93.3
## cvpred 86.5 82.92 82.22 81.5 80.8 99.2 99.39 99.4 100.1 96.5 92.6
## pm2.5 72.0 91.00 79.00 64.0 69.0 80.0 101.00 123.0 150.0 163.0 144.0
## CV residual -14.5 8.08 -3.22 -17.5 -11.8 -19.2 1.61 23.6 49.9 66.5 51.4
## 17501 17504 17509 17511 17512 17517 17519 17521 17526 17527 17530
## Predicted 92.7 89.5 94.43 96.6 95.9 98.3 98.0 98.3 93.0 91.4 84.8
## cvpred 92.1 88.9 93.68 95.8 95.1 97.6 97.2 97.6 92.2 90.7 84.1
## pm2.5 137.0 157.0 98.00 71.0 66.0 217.0 251.0 275.0 38.0 23.0 16.0
## CV residual 44.9 68.1 4.32 -24.8 -29.1 119.4 153.8 177.4 -54.2 -67.7 -68.1
## 17531 17534 17539 17540 17542 17543 17551 17553 17555 17556 17559
## Predicted 82.5 76.3 95.7 96.3 96.3 96.8 91.81 98.86 101.1 100.7 88.1
## cvpred 81.8 75.6 94.9 95.4 95.4 96.0 91.25 98.13 100.5 100.1 87.3
## pm2.5 21.0 17.0 55.0 55.0 81.0 80.0 99.00 104.00 134.0 169.0 12.0
## CV residual -60.8 -58.6 -39.9 -40.4 -14.4 -16.0 7.75 5.87 33.5 68.9 -75.3
## 17560 17561 17564 17565 17569 17570 17571 17572 17575 17576 17578
## Predicted 82.2 77.7 64.8 60.3 42.8 39.9 38.3 36.0 27.6 24.70 20.40
## cvpred 81.4 77.0 64.2 59.8 42.5 39.6 38.1 35.8 27.4 24.62 20.37
## pm2.5 19.0 14.0 16.0 8.0 14.0 16.0 17.0 11.0 15.0 17.00 16.00
## CV residual -62.4 -63.0 -48.2 -51.8 -28.5 -23.6 -21.1 -24.8 -12.4 -7.62 -4.37
## 17579 17580 17582 17583 17587 17590 17591 17592 17593 17597 17599
## Predicted 17.171 12.7 4.27 -2.31 -21.3 -34.6 -39.1 -43.0 -46.6 -52.7 92.6
## cvpred 17.188 12.8 4.45 -2.12 -20.9 -33.9 -38.4 -42.3 -45.8 -51.8 91.6
## pm2.5 18.000 24.0 18.00 13.00 8.0 12.0 10.0 16.0 14.0 18.0 13.0
## CV residual 0.812 11.2 13.55 15.12 28.9 45.9 48.4 58.3 59.8 69.8 -78.6
## 17600 17602 17606 17608 17609 17613 17615 17621 17625 17630 17631
## Predicted 93.2 89.9 78.0 73.4 71.4 93.5 94.90 92.6 91.13 93.5 93.2
## cvpred 92.2 89.0 77.1 72.5 70.6 92.5 93.97 91.6 90.25 92.5 92.2
## pm2.5 15.0 19.0 25.0 15.0 21.0 74.0 86.00 150.0 96.00 69.0 53.0
## CV residual -77.2 -70.0 -52.1 -57.5 -49.6 -18.5 -7.97 58.4 5.75 -23.5 -39.2
## 17633 17642 17643 17656 17659 17660 17661 17671 17672 17674 17675
## Predicted 93.5 95.6 95.2 91.4 89.2 88.5 87.0 81.4 80.1 80.1 80.1
## cvpred 92.5 94.7 94.3 90.7 88.6 87.9 86.4 81.0 79.7 79.8 79.8
## pm2.5 65.0 161.0 161.0 67.0 56.0 58.0 54.0 49.0 60.0 66.0 68.0
## CV residual -27.5 66.3 66.7 -23.7 -32.6 -29.9 -32.4 -32.0 -19.7 -13.8 -11.8
## 17677 17679 17680 17682 17689 17691 17694 17699 17705 17711 17714
## Predicted 101.4 102.8 102.1 101.0 101.9 102.5 100.1 101.4 98.6 99.2 99.7
## cvpred 100.8 102.3 101.6 100.5 101.4 101.9 99.6 100.8 98.0 98.5 99.0
## pm2.5 132.0 170.0 172.0 176.0 171.0 191.0 151.0 124.0 144.0 235.0 284.0
## CV residual 31.2 67.7 70.4 75.5 69.6 89.1 51.4 23.2 46.0 136.5 185.0
## 17718 17730 17731 17734 17735 17738 17743 17749 17750 17756 17759
## Predicted 96.2 94.2 99.7 98.3 97.3 98.7 101 91.6 87.7 66.2 58.7
## cvpred 95.5 93.5 99.0 97.6 96.5 97.9 100 90.8 86.9 65.7 58.2
## pm2.5 79.0 175.0 149.0 314.0 350.0 358.0 501 155.0 21.0 11.0 10.0
## CV residual -16.5 81.5 50.0 216.4 253.5 260.1 401 64.2 -65.9 -54.7 -48.2
## 17760 17766 17768 17772 17778 17781 17787 17788 17789 17792 17799
## Predicted 92.6 94.2 93.9 94.5 87.2 84.09 94.9 94.5 94.9 94.2 95.4
## cvpred 91.6 93.3 92.9 93.6 86.4 83.39 94.0 93.6 94.0 93.3 94.5
## pm2.5 18.0 24.0 32.0 33.0 71.0 93.00 156.0 169.0 156.0 146.0 196.0
## CV residual -73.6 -69.3 -60.9 -60.6 -15.4 9.61 62.0 75.4 62.0 52.7 101.5
## 17803 17804 17810 17814 17816 17820 17823 17824 17825 17827 17829
## Predicted 97.7 97.5 91.1 85.3 83.2 78.4 96.3 95.7 95.1 91.9 91.2
## cvpred 96.9 96.7 90.3 84.6 82.5 77.7 95.4 94.9 94.4 91.2 90.5
## pm2.5 174.0 144.0 60.0 41.0 44.0 43.0 61.0 69.0 66.0 57.0 73.0
## CV residual 77.1 47.3 -30.3 -43.6 -38.5 -34.7 -34.4 -25.9 -28.4 -34.2 -17.5
## 17832 17838 17840 17841 17917 17920 17925 17929 17931 17932 17940
## Predicted 97.3 97.15 95.2 93.9 99.3 101 102 104 104 104 91.6
## cvpred 96.5 96.31 94.4 93.1 98.7 100 101 104 104 103 91.1
## pm2.5 101.0 98.00 42.0 39.0 254.0 285 416 332 344 353 370.0
## CV residual 4.5 1.69 -52.4 -54.1 155.3 185 315 228 240 250 278.9
## 17947 17949 17950 17954 17955 17956 17961 17965 17969 17972 17975
## Predicted 101 101 99.7 101 101 102 97.5 102 102 100.4 101
## cvpred 101 100 99.1 101 101 102 96.9 101 102 99.8 100
## pm2.5 450 469 450.0 460 503 558 348.0 373 399 436.0 494
## CV residual 349 369 350.9 359 402 456 251.1 272 297 336.2 394
## 17980 17981 17983 17985 17988 17989 17997 18003 18006 18008 18010
## Predicted 91.4 88.8 84.1 78.5 72.6 69.0 49.5 31.3 22.6 17.94 13.99
## cvpred 90.6 88.0 83.4 77.7 71.8 68.3 49.0 30.9 22.2 17.61 13.72
## pm2.5 49.0 52.0 29.0 15.0 21.0 20.0 22.0 10.0 9.0 10.00 16.00
## CV residual -41.6 -36.0 -54.4 -62.7 -50.8 -48.3 -27.0 -20.9 -13.2 -7.61 2.28
## 18013 18015 18016 18019 18023 18024 18025 18026 18028 18033 18036
## Predicted 83.9 87.8 87.8 84.8 88.8 86.7 86.2 88.1 84.2 87.1 82.6
## cvpred 82.7 86.6 86.6 83.6 87.7 85.5 85.0 87.0 83.1 85.9 81.5
## pm2.5 18.0 20.0 17.0 15.0 20.0 13.0 21.0 29.0 14.0 19.0 21.0
## CV residual -64.7 -66.6 -69.6 -68.6 -67.7 -72.5 -64.0 -58.0 -69.1 -66.9 -60.5
## 18037 18038 18039 18041 18042 18044 18045 18046 18051 18052 18053
## Predicted 88.8 86.8 83.8 88.5 87.5 89.7 88.5 90.1 87.2 86.0 89.4
## cvpred 87.7 85.7 82.7 87.3 86.5 88.6 87.3 88.9 86.1 84.8 88.2
## pm2.5 22.0 20.0 18.0 35.0 51.0 68.0 108.0 193.0 972.0 430.0 296.0
## CV residual -65.7 -65.7 -64.7 -52.3 -35.5 -20.6 20.7 104.1 885.9 345.2 207.8
## 18055 18056 18058 18067 18070 18073 18074 18075 18077 18081 18082
## Predicted 89.0 91.6 92.8 70.7 66.7 91.1 90.4 89.5 84.8 77.6 75.3
## cvpred 87.9 90.5 91.8 69.8 65.9 90.0 89.3 88.4 83.8 76.8 74.4
## pm2.5 285.0 223.0 66.0 24.0 200.0 79.0 14.0 12.0 8.0 9.0 7.0
## CV residual 197.1 132.5 -25.8 -45.8 134.1 -11.0 -75.3 -76.4 -75.8 -67.8 -67.4
## 18083 18085 18086 18091 18093 18094 18095 18101 18109 18111 18116
## Predicted 74.1 70.8 67.3 89.0 90.1 91.1 90.74 91.1 91.7 89.8 91.3
## cvpred 73.2 70.0 66.5 87.8 88.9 90.0 89.66 90.0 90.8 88.8 90.4
## pm2.5 10.0 13.0 13.0 9.0 25.0 37.0 85.00 50.0 51.0 51.0 69.0
## CV residual -63.2 -57.0 -53.5 -78.8 -63.9 -53.0 -4.66 -40.0 -39.8 -37.8 -21.4
## 18117 18118 18119 18123 18124 18128 18130 18133 18134 18136 18138
## Predicted 90.42 89.2 92.6 94.2 93.2 93.5 94.9 92.5 93.2 91.7 90.93
## cvpred 89.55 88.3 91.6 93.3 92.2 92.5 94.0 91.5 92.2 90.8 90.09
## pm2.5 93.00 127.0 122.0 166.0 151.0 80.0 47.0 79.0 66.0 77.0 87.00
## CV residual 3.45 38.7 30.4 72.7 58.8 -12.5 -47.0 -12.5 -26.2 -13.8 -3.09
## 18143 18146 18149 18152 18155 18156 18157 18161 18166 18167 18168
## Predicted 94.7 90.3 92.8 91.78 92.5 92.8 91.8 90.80 90.3 90.4 89.5
## cvpred 93.8 89.4 91.8 90.73 91.5 91.8 90.7 89.89 89.6 89.8 88.9
## pm2.5 227.0 51.0 40.0 95.00 20.0 29.0 24.0 84.00 158.0 124.0 122.0
## CV residual 133.2 -38.4 -51.8 4.27 -71.5 -62.8 -66.7 -5.89 68.4 34.2 33.1
## 18170 18173 18180 18181 18182 18183 18185 18192 18193 18197 18209
## Predicted 98.7 96.6 99.4 100.1 100.4 100.1 99.52 96.9 96.9 91.9 92.8
## cvpred 98.0 95.8 98.7 99.4 99.7 99.4 98.87 96.2 96.2 90.9 91.8
## pm2.5 51.0 69.0 79.0 82.0 79.0 76.0 91.00 164.0 170.0 25.0 35.0
## CV residual -47.0 -26.8 -19.7 -17.4 -20.7 -23.4 -7.87 67.8 73.8 -65.9 -56.8
## 18213 18214 18215 18217 18220 18221 18224 18225 18238 18240 18241
## Predicted 92.4 91.9 91.3 89.65 88.3 87.62 98.34 98.2 100.0 98.6 101.3
## cvpred 91.5 91.0 90.4 88.87 87.7 86.95 97.58 97.4 99.4 98.0 100.6
## pm2.5 47.0 69.0 76.0 91.00 109.0 81.00 91.00 84.0 151.0 142.0 132.0
## CV residual -44.5 -22.0 -14.4 2.13 21.3 -5.95 -6.58 -13.4 51.6 44.0 31.4
## 18242 18243 18244 18245 18248 18251 18252 18253 18258 18259 18261
## Predicted 100.7 99.5 98.2 96.8 92.6 89.3 85.1 81.4 68.1 65.8 61.5
## cvpred 100.1 98.9 97.6 96.2 91.9 88.5 84.2 80.5 67.1 64.8 60.6
## pm2.5 139.0 150.0 150.0 143.0 152.0 135.0 58.0 14.0 17.0 14.0 13.0
## CV residual 38.9 51.1 52.4 46.8 60.1 46.5 -26.2 -66.5 -50.1 -50.8 -47.6
## 18263 18264 18268 18269 18271 18273 18274 18276 18280 18283 18290
## Predicted 57.9 55.6 84.4 82.4 80.1 86.8 83.5 79.7 84.0 90.1 86.0
## cvpred 57.0 54.7 83.2 81.3 79.0 85.5 82.3 78.6 82.9 88.9 84.9
## pm2.5 8.0 9.0 9.0 11.0 11.0 13.0 13.0 14.0 16.0 23.0 30.0
## CV residual -49.0 -45.7 -74.2 -70.3 -68.0 -72.5 -69.3 -64.6 -66.9 -65.9 -54.9
## 18294 18296 18299 18305 18306 18307 18312 18313 18318 18320 18327
## Predicted 77.4 72.2 66.6 89.0 90.1 89.7 88.62 90.8 84.9 82.4 85.6
## cvpred 76.3 71.2 65.7 87.8 88.9 88.6 87.53 89.6 83.8 81.3 84.5
## pm2.5 7.0 9.0 13.0 18.0 24.0 39.0 92.00 64.0 68.0 63.0 50.0
## CV residual -69.3 -62.2 -52.7 -69.8 -64.9 -49.6 4.47 -25.6 -15.8 -18.3 -34.5
## 18330 18331 18332 18336 18338 18342 18345 18347 18350 18354 18355
## Predicted 73.795 91.09 92.14 88.5 84.2 89.9 84.5 82 88.7 88.2 86.9
## cvpred 72.813 90.01 91.09 87.3 83.1 88.8 83.5 81 87.5 87.2 86.0
## pm2.5 72.000 82.00 100.00 50.0 16.0 9.0 17.0 19 22.0 70.0 62.0
## CV residual -0.813 -8.01 8.91 -37.3 -67.1 -79.8 -66.5 -62 -65.5 -17.2 -24.0
## 18356 18366 18367 18368 18370 18373 18380 18383 18384 18387
## Predicted 86.2 96.97 96.97 96.61 95.92 97.99 93.2 98.3 99.0 98.3
## cvpred 85.2 96.14 96.14 95.78 95.06 97.23 92.5 97.6 98.3 97.6
## pm2.5 60.0 100.00 92.00 90.00 103.00 100.00 128.0 265.0 252.0 251.0
## CV residual -25.2 3.86 -4.14 -5.78 7.94 2.77 35.5 167.4 153.7 153.4
## 18388 18389 18390 18395 18398 18400 18402 18405 18406 18418 18420
## Predicted 97.6 95.7 89.7 63.6 45.1 34.0 21.37 8.08 3.57 86.9 81.8
## cvpred 96.9 94.9 88.8 63.0 44.5 33.5 20.95 7.88 3.48 85.7 80.8
## pm2.5 278.0 263.0 183.0 11.0 19.0 23.0 12.00 32.00 42.00 13.0 15.0
## CV residual 181.1 168.1 94.2 -52.0 -25.5 -10.5 -8.95 24.12 38.52 -72.7 -65.8
## 18421 18428 18429 18435 18438 18443 18444 18445 18446 18449 18451
## Predicted 77.6 59.3 57.8 42.1 37.1 88.9 85.4 81.4 76.1 67.7 91.8
## cvpred 76.5 58.5 57.1 41.5 36.6 87.9 84.4 80.5 75.1 66.8 90.7
## pm2.5 13.0 12.0 12.0 10.0 10.0 11.0 27.0 21.0 16.0 17.0 12.0
## CV residual -63.5 -46.5 -45.1 -31.5 -26.6 -76.9 -57.4 -59.5 -59.1 -49.8 -78.7
## 18453 18455 18456 18457 18460 18461 18462 18463 18465 18466 18467
## Predicted 91.8 92.8 91.2 91.2 93.5 92.1 91.6 90.9 94.0 92.06 94.54
## cvpred 90.7 91.8 90.2 90.2 92.5 91.1 90.6 89.9 93.1 91.13 93.62
## pm2.5 21.0 18.0 22.0 18.0 28.0 28.0 33.0 33.0 77.0 84.00 84.00
## CV residual -69.7 -73.8 -68.2 -72.2 -64.5 -63.1 -57.6 -56.9 -16.1 -7.13 -9.62
## 18474 18476 18477 18480 18481 18482 18483 18484 18485 18487 18488
## Predicted 84.6 81.7 93.3 84.8 80.3 77.1 74.2 72.0 70.1 68.0 92.8
## cvpred 83.7 80.8 92.4 83.8 79.4 76.2 73.4 71.3 69.3 67.2 91.8
## pm2.5 51.0 66.0 64.0 21.0 6.0 4.0 6.0 8.0 7.0 11.0 13.0
## CV residual -32.7 -14.8 -28.4 -62.8 -73.4 -72.2 -67.4 -63.3 -62.3 -56.2 -78.8
## 18492 18494 18497 18498 18502 18505 18512 18513 18514 18519 18521
## Predicted 91.5 90.4 86.3 84.3 78.8 75.77 94.5 94.5 93.3 90.2 87.5
## cvpred 90.4 89.3 85.2 83.3 78.0 75.02 93.6 93.6 92.4 89.1 86.5
## pm2.5 36.0 23.0 27.0 36.0 54.0 74.00 123.0 126.0 129.0 40.0 40.0
## CV residual -54.4 -66.3 -58.2 -47.3 -24.0 -1.02 29.4 32.4 36.6 -49.1 -46.5
## 18524 18527 18528 18532 18535 18538 18539 18541 18542 18543
## Predicted 92.1 92.5 95.8 99.7 98.0 98.2 96.83 100.05 100.7 100.74
## cvpred 91.1 91.7 95.2 99.0 97.2 97.6 96.21 99.39 100.1 100.11
## pm2.5 44.0 106.0 147.0 86.0 75.0 77.0 90.00 97.00 111.0 104.00
## CV residual -47.1 14.3 51.8 -13.0 -22.2 -20.6 -6.21 -2.39 10.9 3.89
## 18546 18553 18555 18561 18563 18564 18570 18574 18578 18579 18580
## Predicted 99.70 98.1 98.0 96.3 100.1 99.4 100.4 101 99.7 99.5 97.2
## cvpred 99.04 97.4 97.2 95.7 99.4 98.7 99.7 100 99.0 98.9 96.5
## pm2.5 105.00 170.0 175.0 170.0 138.0 149.0 224.0 295 380.0 327.0 306.0
## CV residual 5.96 72.6 77.8 74.3 38.6 50.3 124.3 195 281.0 228.1 209.5
## 18581 18582 18592 18595 18599 18600 18601 18610 18611 18615 18616
## Predicted 96.3 94.7 88.8 90.7 91.8 94.7 98.1 99.73 100.4 99.4 98.5
## cvpred 95.7 94.1 87.7 89.7 90.7 93.8 97.4 99.03 99.7 98.7 97.8
## pm2.5 248.0 235.0 26.0 25.0 41.0 71.0 80.0 92.00 87.0 167.0 134.0
## CV residual 152.3 140.9 -61.7 -64.7 -49.7 -22.8 -17.4 -7.03 -12.7 68.3 36.2
## 18617 18623 18624 18627 18628 18629 18633 18636 18637 18641 18645
## Predicted 96.2 90.3 86.7 81.9 79.9 78.7 74.2 66.0 63.0 53.6 45.0
## cvpred 95.5 89.3 85.8 81.0 79.1 77.8 73.4 65.3 62.2 53.0 44.6
## pm2.5 112.0 163.0 16.0 8.0 12.0 11.0 12.0 24.0 17.0 18.0 13.0
## CV residual 16.5 73.7 -69.8 -73.0 -67.1 -66.8 -61.4 -41.3 -45.2 -35.0 -31.6
## 18650 18653 18655 18659 18662 18667 18670 18675 18676 18681 18688
## Predicted 36.2 29.9 22.7 6.50 -6.95 -25.6 -32.5 91.5 89.9 84.8 79.6
## cvpred 35.9 29.7 22.4 6.53 -6.74 -25.1 -31.8 90.4 88.8 83.8 78.7
## pm2.5 8.0 12.0 9.0 15.00 26.00 9.0 10.0 12.0 9.0 17.0 45.0
## CV residual -27.9 -17.7 -13.4 8.47 32.74 34.1 41.8 -78.4 -79.8 -66.8 -33.7
## 18689 18692 18693 18695 18696 18702 18709 18711 18715 18720 18721
## Predicted 77.3 88.9 91.9 93.2 93.50 91.78 91.1 91.1 86.3 93.5 93.1
## cvpred 76.4 87.9 90.9 92.2 92.55 90.73 90.0 90.0 85.2 92.5 92.2
## pm2.5 40.0 53.0 52.0 74.0 90.00 98.00 73.0 38.0 32.0 56.0 65.0
## CV residual -36.4 -34.9 -38.9 -18.2 -2.55 7.27 -17.0 -52.0 -53.2 -36.5 -27.2
## 18725 18733 18738 18747 18749 18750 18753 18756 18760 18764 18766
## Predicted 94.2 91.8 93.8 97.8 98.3 98.3 98.0 97.66 96.7 99.7 100.1
## cvpred 93.3 90.7 92.9 97.1 97.6 97.6 97.2 96.86 96.0 99.0 99.4
## pm2.5 162.0 139.0 145.0 73.0 69.0 82.0 117.0 103.00 151.0 134.0 155.0
## CV residual 68.7 48.3 52.1 -24.1 -28.6 -15.6 19.8 6.14 55.0 35.0 55.6
## 18770 18772 18774 18780 18784 18788 18792 18797 18800 18801 18807
## Predicted 102.5 103.2 104.2 103.7 103 99.8 88.9 93.4 90.7 88.7 93.2
## cvpred 101.9 102.6 103.7 103.2 102 99.2 88.2 92.6 89.9 88.0 92.2
## pm2.5 153.0 158.0 164.0 203.0 219 248.0 18.0 8.0 14.0 16.0 19.0
## CV residual 51.1 55.4 60.3 99.8 117 148.8 -70.2 -84.6 -75.9 -72.0 -73.2
## 18810 18811 18815 18816 18817 18819 18820 18826 18827 18828 18838
## Predicted 90 89.4 88.5 88.52 88.49 87.2 86.49 101.10 100.1 99.7 94.7
## cvpred 89 88.5 87.8 87.84 87.85 86.6 85.92 100.47 99.4 99.0 93.8
## pm2.5 18 18.0 70.0 81.00 84.00 74.0 79.00 98.00 102.0 125.0 11.0
## CV residual -71 -70.5 -17.8 -6.84 -3.85 -12.6 -6.92 -2.47 2.6 26.0 -82.8
## 18839 18840 18841 18848 18851 18853 18855 18859 18862 18865 18867
## Predicted 92.7 90.7 89.5 73.6 68.8 63.5 60.6 92.3 92.0 89.2 94.3
## cvpred 91.9 89.9 88.7 72.9 68.1 62.8 60.0 91.3 91.1 88.3 93.5
## pm2.5 15.0 10.0 9.0 16.0 21.0 14.0 25.0 30.0 36.0 62.0 78.0
## CV residual -76.9 -79.9 -79.7 -56.9 -47.1 -48.8 -35.0 -61.3 -55.1 -26.3 -15.5
## 18870 18873 18874 18875 18876 18887 18888 18891 18893 18894 18902
## Predicted 91.1 95.4 94.5 93.3 93.9 89.9 91.2 90.2 89.9 100.4 101
## cvpred 90.3 94.5 93.6 92.4 92.9 89.0 90.5 89.6 89.3 99.7 100
## pm2.5 73.0 35.0 37.0 46.0 30.0 111.0 140.0 153.0 127.0 134.0 230
## CV residual -17.3 -59.5 -56.6 -46.4 -62.9 22.0 49.5 63.4 37.7 34.3 130
## 18905 18908 18917 18922 18923 18926 18927 18932 18933 18936 18940
## Predicted 94.9 94.5 99.7 102 101 97.7 96.8 88.4 88.4 83.6 101.1
## cvpred 94.2 93.9 99.0 101 101 97.1 96.2 87.9 87.9 83.1 100.5
## pm2.5 193.0 179.0 276.0 264 299 192.0 154.0 106.0 109.0 161.0 190.0
## CV residual 98.8 85.1 177.0 163 198 94.9 57.8 18.1 21.1 77.9 89.5
## 18944 18953 18958 18962 18965 18966 18968 18970 18972 18973 18974
## Predicted 100.7 99.9 102 103 99.6 98.9 97.1 103 103 102 104
## cvpred 100.1 99.4 102 103 99.1 98.4 96.6 103 102 102 103
## pm2.5 184.0 229.0 286 293 249.0 230.0 220.0 209 262 326 347
## CV residual 83.9 129.6 184 190 149.9 131.6 123.4 106 160 224 244
## 18979 18981 18985 18988 18994 18995 18997 18998 19001 19003
## Predicted 106.6 107 104 100.2 93.4 92.1 89.2 105.93 106.62 104.31
## cvpred 106.2 107 104 99.9 93.2 91.9 89.1 105.52 106.24 103.93
## pm2.5 200.0 213 269 112.0 121.0 111.0 121.0 110.00 110.00 100.00
## CV residual 93.8 106 165 12.1 27.8 19.1 31.9 4.48 3.76 -3.93
## 19004 19005 19010 19015 19016 19017 19021 19024 19027 19028 19029
## Predicted 102.9 104.9 105.9 97.6 96.9 96.2 89.07 85.84 81.9 80.7 80.3
## cvpred 102.5 104.4 105.5 97.2 96.4 95.7 88.63 85.45 81.5 80.3 80.0
## pm2.5 83.0 75.0 93.0 73.0 72.0 76.0 91.00 94.00 108.0 117.0 98.0
## CV residual -19.5 -29.4 -12.5 -24.2 -24.4 -19.7 2.37 8.55 26.5 36.7 18.0
## 19030 19037 19041 19044 19052 19056 19063 19064 19065 19069 19073
## Predicted 79.6 101.8 101.8 98.1 100.1 101.1 101.4 100.7 103.9 100.7 96.8
## cvpred 79.2 101.2 101.2 97.4 99.4 100.5 100.8 100.1 103.4 100.1 96.2
## pm2.5 112.0 131.0 127.0 149.0 97.0 189.0 183.0 179.0 181.0 176.0 137.0
## CV residual 32.8 29.8 25.8 51.6 -2.4 88.5 82.2 78.9 77.6 75.9 40.8
## 19075 19076 19079 19080 19081 19082 19084 19087 19091 19094 19096
## Predicted 101.8 101.8 103.0 98.57 94.9 88.5 84.2 71.4 54.8 43.4 36.3
## cvpred 101.2 101.2 102.5 98.01 94.3 87.8 83.6 70.8 54.6 43.2 36.1
## pm2.5 154.0 150.0 180.0 97.00 28.0 24.0 20.0 12.0 27.0 17.0 14.0
## CV residual 52.8 48.8 77.5 -1.01 -66.3 -63.8 -63.6 -58.8 -27.6 -26.2 -22.1
## 19099 19101 19103 19107 19109 19110 19113 19114 19116 19123 19125
## Predicted 28 25.9 96.6 96.8 98.0 99.7 92.8 90.8 86.2 60.5 55.6
## cvpred 28 25.9 95.8 96.0 97.2 99.0 92.1 90.1 85.6 60.0 55.3
## pm2.5 13 40.0 35.0 34.0 26.0 14.0 10.0 21.0 17.0 16.0 14.0
## CV residual -15 14.1 -60.8 -62.0 -71.2 -85.0 -82.1 -69.1 -68.6 -44.0 -41.3
## 19131 19133 19137 19144 19148 19149 19150 19152 19153 19159 19162
## Predicted 93.6 88.7 79.4 88.3 91.8 90.2 92.5 96.5 97.0 101.10 101.1
## cvpred 92.7 87.8 78.5 87.2 90.7 89.1 91.5 95.6 96.1 100.47 100.5
## pm2.5 11.0 11.0 13.0 12.0 17.0 18.0 31.0 26.0 18.0 93.00 112.0
## CV residual -81.7 -76.8 -65.5 -75.2 -73.7 -71.1 -60.5 -69.6 -78.1 -7.47 11.5
## 19164 19165 19166 19173 19176 19177 19180 19181 19182 19184 19185
## Predicted 102.1 100.2 96.9 82.1 81.62 82.3 101.97 101.4 100.03 98.1 91.1
## cvpred 101.6 99.6 96.2 81.5 81.16 81.9 101.37 100.8 99.41 97.5 90.3
## pm2.5 133.0 140.0 112.0 69.0 77.00 89.0 103.00 89.0 93.00 32.0 28.0
## CV residual 31.4 40.4 15.8 -12.5 -4.16 7.1 1.63 -11.8 -6.41 -65.5 -62.3
## 19188 19200 19202 19207 19212 19222 19225 19230 19234 19237 19239
## Predicted 80.2 28.4 24.3 6.86 -7.78 84.3 95.1 94.5 94.5 92.5 92.6
## cvpred 79.5 28.1 24.3 6.89 -7.64 83.3 94.1 93.6 93.6 91.5 91.6
## pm2.5 18.0 5.0 7.0 11.00 18.00 45.0 72.0 78.0 49.0 28.0 41.0
## CV residual -61.5 -23.1 -17.3 4.11 25.64 -38.3 -22.1 -15.6 -44.6 -63.5 -50.6
## 19242 19244 19249 19257 19258 19261 19262 19266 19269 19271 19274
## Predicted 87.43 87.0 96.6 99.7 99.4 97.4 97.4 84.9 95.7 92.5 94.0
## cvpred 86.52 86.2 95.8 99.0 98.7 96.7 96.7 84.3 94.9 91.7 93.1
## pm2.5 78.00 81.0 106.0 180.0 156.0 170.0 147.0 68.0 81.0 26.0 8.0
## CV residual -8.52 -5.2 10.2 81.0 57.3 73.3 50.3 -16.3 -13.9 -65.7 -85.1
## 19277 19281 19282 19284 19286 19290 19292 19294 19295 19297 19306
## Predicted 87.9 82.5 80.9 93.9 93.8 89.5 89.7 85.4 85.2 82.3 100.4
## cvpred 87.1 81.8 80.2 92.9 92.9 88.7 89.1 84.9 84.7 81.9 99.7
## pm2.5 9.0 17.0 26.0 15.0 16.0 77.0 70.0 65.0 59.0 71.0 65.0
## CV residual -78.1 -64.8 -54.2 -77.9 -76.9 -11.7 -19.1 -19.9 -25.7 -10.9 -34.7
## 19308 19310 19313 19315 19316 19325 19327 19331 19332 19333 19335
## Predicted 98.7 96.6 96.6 95.3 94.7 100.1 108.3 109 109 108 108
## cvpred 97.9 95.8 96.1 94.8 94.3 99.9 108.1 109 108 108 108
## pm2.5 76.0 84.0 114.0 135.0 148.0 183.0 196.0 286 293 328 345
## CV residual -21.9 -11.8 17.9 40.2 53.7 83.1 87.9 177 185 220 237
## 19337 19346 19347 19348 19351 19352 19358 19360 19362 19365 19375
## Predicted 106 109 109 109 108 107.6 99.4 96.5 92.2 88.6 92.4
## cvpred 106 109 109 109 108 107.3 99.2 96.4 92.1 88.6 92.0
## pm2.5 320 250 283 268 210 185.0 184.0 181.0 245.0 219.0 21.0
## CV residual 214 141 174 159 102 77.7 84.8 84.6 152.9 130.4 -71.0
## 19376 19377 19399 19400 19412 19415 19419 19420 19421 19424
## Predicted 91.2 87.8 105.2 104.88 96.28 103.62 105.2 105.9 105.7 103.3
## cvpred 90.8 87.4 104.8 104.45 95.96 103.21 104.8 105.5 105.3 102.9
## pm2.5 17.0 17.0 97.0 102.00 100.00 95.00 134.0 142.0 172.0 162.0
## CV residual -73.8 -70.4 -7.8 -2.45 4.04 -8.21 29.2 36.5 66.7 59.1
## 19427 19432 19437 19438 19440 19444 19450 19451 19458 19459 19461
## Predicted 99.1 100.6 95.71 95.1 92.3 86.7 107 107 105 105 107
## cvpred 98.8 100.2 95.44 94.9 92.1 86.6 107 107 105 105 107
## pm2.5 166.0 143.0 94.00 126.0 163.0 188.0 252 262 338 338 355
## CV residual 67.2 42.8 -1.44 31.1 70.9 101.4 145 155 233 233 248
## 19462 19463 19470 19471 19472 19473 19476 19477 19479 19485 19489
## Predicted 109 107 108 108 108 108 100.6 98.97 101.2 93.9 85.1
## cvpred 108 107 108 107 108 108 100.2 98.61 100.7 93.7 84.8
## pm2.5 356 393 269 306 306 282 107.0 94.00 78.0 71.0 37.0
## CV residual 248 286 161 199 198 174 6.8 -4.61 -22.7 -22.7 -47.8
## 19490 19491 19502 19505 19506 19512 19514 19515 19517 19519 19521
## Predicted 84.1 84 80.0 57.5 51.4 100.0 100.7 90.7 83.7 78.8 76.3
## cvpred 83.9 84 79.6 57.2 51.2 99.4 100.1 89.9 83.1 78.3 75.8
## pm2.5 41.0 37 28.0 11.0 8.0 16.0 18.0 26.0 27.0 12.0 15.0
## CV residual -42.9 -47 -51.6 -46.2 -43.2 -83.4 -82.1 -63.9 -56.1 -66.3 -60.8
## 19524 19525 19526 19527 19529 19530 19531 19533 19534 19537 19538
## Predicted 61.1 57.2 52.3 46.8 38.7 35.1 32.6 95.5 98.3 100.7 99.7
## cvpred 60.8 56.9 52.1 46.6 38.7 35.1 32.7 94.8 97.6 100.1 99.0
## pm2.5 16.0 20.0 12.0 12.0 10.0 17.0 8.0 17.0 21.0 31.0 40.0
## CV residual -44.8 -36.9 -40.1 -34.6 -28.7 -18.1 -24.7 -77.8 -76.6 -69.1 -59.0
## 19539 19546 19549 19550 19556 19559 19561 19563 19567 19568 19569
## Predicted 99.4 98.3 96.4 96.8 91.1 91.3 102.8 103.2 101.0 104 103.8
## cvpred 98.7 97.6 95.6 96.0 90.6 91.0 102.3 102.6 100.5 103 103.4
## pm2.5 11.0 21.0 21.0 27.0 68.0 115.0 118.0 118.0 152.0 156 148.0
## CV residual -87.7 -76.6 -74.6 -69.0 -22.6 24.0 15.7 15.4 51.5 53 44.6
## 19570 19572 19578 19585 19588 19592 19593 19594 19599 19601 19604
## Predicted 103.2 102.1 101.1 105 102 97.5 95.6 93.0 81.1 76.6 98.5
## cvpred 102.6 101.6 100.7 105 102 97.2 95.2 92.6 80.6 76.2 97.8
## pm2.5 129.0 131.0 135.0 280 261 131.0 152.0 119.0 26.0 31.0 41.0
## CV residual 26.4 29.4 34.3 175 159 33.8 56.8 26.4 -54.6 -45.2 -56.8
## 19608 19611 19612 19617 19619 19622 19624 19627 19629 19632 19636
## Predicted 103.9 95.9 94.7 102.81 101 95.3 91.1 83.5 80.2 77.5 104.9
## cvpred 103.4 95.3 94.1 102.28 100 94.8 90.8 83.2 80.0 77.4 104.5
## pm2.5 131.0 16.0 18.0 97.00 62 51.0 57.0 41.0 32.0 45.0 60.0
## CV residual 27.6 -79.3 -76.1 -5.28 -38 -43.8 -33.8 -42.2 -48.0 -32.4 -44.5
## 19639 19641 19642 19643 19645 19647 19651 19652 19653 19654 19655
## Predicted 105.9 104.3 105.2 105.6 99.4 86.3 64.5 60.9 57.0 51.8 49.6
## cvpred 105.5 103.9 104.8 105.2 98.9 85.8 64.1 60.6 56.7 51.6 49.5
## pm2.5 80.0 77.0 79.0 87.0 64.0 36.0 16.0 13.0 10.0 8.0 10.0
## CV residual -25.5 -26.9 -25.8 -18.2 -34.9 -49.8 -48.1 -47.6 -46.7 -43.6 -39.5
## 19657 19658 19660 19664 19667 19668 19674 19697 19699 19701 19703
## Predicted 37.9 34.3 26.1 12.15 3.6 -1.93 -27.3 92.3 90.8 89.0 87.9
## cvpred 38.0 34.5 26.3 12.52 4.0 -1.49 -26.6 91.5 90.1 88.4 87.4
## pm2.5 15.0 10.0 10.0 8.00 13.0 20.00 19.0 29.0 27.0 27.0 54.0
## CV residual -23.0 -24.5 -16.3 -4.52 9.0 21.49 45.6 -62.5 -63.1 -61.4 -33.4
## 19708 19714 19715 19716 19721 19722 19725 19727 19730 19731 19732
## Predicted 84.6 100.2 98.9 95.9 84.3 82.1 75.5 71.6 100.1 100.1 101.1
## cvpred 84.2 99.6 98.4 95.3 83.8 81.7 75.2 71.3 99.4 99.4 100.5
## pm2.5 71.0 90.0 78.0 76.0 40.0 43.0 43.0 54.0 41.0 31.0 35.0
## CV residual -13.2 -9.6 -20.4 -19.3 -43.8 -38.7 -32.2 -17.3 -58.4 -68.4 -65.5
## 19739 19741 19742 19743 19747 19751 19758 19766 19769 19770 19771
## Predicted 100.7 100.7 100 98.5 93.1 93.0 72.8 94.8 88.4 85.2 82.5
## cvpred 100.1 100.1 100 98.0 92.8 92.2 72.3 94.0 87.6 84.4 81.8
## pm2.5 46.0 52.0 48 52.0 55.0 11.0 15.0 24.0 32.0 27.0 10.0
## CV residual -54.1 -48.1 -52 -46.0 -37.8 -81.2 -57.3 -70.0 -55.6 -57.4 -71.8
## 19773 19774 19775 19779 19780 19785 19789 19790 19798 19801 19805
## Predicted 80.3 77.3 74.6 92.5 91.8 88.3 75.6 72.0 94.3 92.5 80.5
## cvpred 79.7 76.7 74.0 91.7 91.0 87.7 75.1 71.6 93.5 91.7 79.9
## pm2.5 19.0 15.0 27.0 25.0 9.0 11.0 21.0 14.0 11.0 19.0 9.0
## CV residual -60.7 -61.7 -47.0 -66.7 -82.0 -76.7 -54.1 -57.6 -82.5 -72.7 -70.9
## 19808 19809 19810 19812 19815 19818 19825 19827 19829 19833 19838
## Predicted 75.3 72.6 72.0 66.2 55.0 42.3 100.2 97.7 103.2 102.1 99.5
## cvpred 74.8 72.1 71.6 65.7 54.8 42.2 99.6 97.1 102.6 101.6 98.9
## pm2.5 8.0 17.0 14.0 13.0 25.0 17.0 15.0 20.0 24.0 44.0 35.0
## CV residual -66.8 -55.1 -57.6 -52.7 -29.8 -25.2 -84.6 -77.1 -78.6 -57.6 -63.9
## 19842 19844 19846 19847 19848 19853 19856 19861 19863 19867 19871
## Predicted 98.6 98.8 93.9 91.2 89.8 102.5 102.4 99.6 99.26 94.84 106.6
## cvpred 98.0 98.4 93.4 90.8 89.3 101.9 101.9 99.1 98.73 94.54 106.2
## pm2.5 20.0 36.0 18.0 21.0 23.0 46.0 58.0 63.0 92.00 87.00 151.0
## CV residual -78.0 -62.4 -75.4 -69.8 -66.3 -55.9 -43.9 -36.1 -6.73 -7.54 44.8
## 19872 19873 19879 19882 19885 19888 19891 19892 19893 19894 19897
## Predicted 105.6 103.6 86.2 77.1 70.8 63.3 58.3 96.4 95.8 97.2 96.0
## cvpred 105.2 103.2 85.5 76.5 70.3 62.9 57.9 95.6 95.1 96.6 95.5
## pm2.5 147.0 160.0 42.0 24.0 20.0 23.0 17.0 16.0 27.0 31.0 63.0
## CV residual 41.8 56.8 -43.5 -52.5 -50.3 -39.9 -40.9 -79.6 -68.1 -65.6 -32.5
## 19902 19904 19914 19916 19919 19920 19923 19925 19927 19928 19931
## Predicted 94.7 106.6 92.19 89.626 88.11 86.70 110.5 107.32 112 112.5 99.8
## cvpred 94.4 106.2 92.13 89.685 88.31 86.88 110.4 107.23 112 112.4 99.8
## pm2.5 148.0 164.0 99.00 90.000 79.00 91.00 91.0 107.00 94 72.0 45.0
## CV residual 53.6 57.8 6.87 0.315 -9.31 4.12 -19.4 -0.23 -18 -40.4 -54.8
## 19935 19937 19939 19940 19953 19956 19957 19958 19960 19963 19964
## Predicted 86.3 81.1 75.6 79.0 90.2 82.2 81.6 79.7 73.9 64.5 96.0
## cvpred 86.5 81.4 75.9 79.5 89.7 81.6 81.1 79.2 73.5 64.1 95.3
## pm2.5 54.0 56.0 49.0 38.0 10.0 15.0 14.0 14.0 18.0 8.0 43.0
## CV residual -32.5 -25.4 -26.9 -41.5 -79.7 -66.6 -67.1 -65.2 -55.5 -56.1 -52.3
## 19969 19979 19982 19983 19984 19986 19991 19998 19999 20002 20004
## Predicted 101.9 80.5 99.8 100.9 100.0 103.2 99.2 107 107.8 106.9 103.6
## cvpred 101.4 80.1 99.2 100.3 99.4 102.6 98.8 107 107.5 106.6 103.2
## pm2.5 45.0 40.0 22.0 13.0 22.0 18.0 28.0 89 63.0 91.0 85.0
## CV residual -56.4 -40.1 -77.2 -87.3 -77.4 -84.6 -70.8 -18 -44.5 -15.6 -18.2
## 20006 20008 20010 20011 20013 20016 20024 20025 20028 20030 20032
## Predicted 97.6 92.7 88.7 86.6 84 76.1 110.8 109.38 104.5 97.8 92.4
## cvpred 97.2 92.4 88.5 86.4 84 76.2 110.6 109.13 104.1 97.3 92.0
## pm2.5 46.0 25.0 14.0 22.0 20 47.0 92.0 101.00 89.0 49.0 34.0
## CV residual -51.2 -67.4 -74.5 -64.4 -64 -29.2 -18.6 -8.13 -15.1 -48.3 -58.0
## 20034 20036 20039 20041 20042 20044 20045 20051 20052 20053 20055
## Predicted 87.0 82.5 79 77.1 77.09 76.34 111.1 103.0 97.9 96.0 103.3
## cvpred 86.7 82.3 79 77.3 77.31 76.62 110.9 102.7 97.5 95.6 102.8
## pm2.5 31.0 22.0 63 79.0 86.00 80.00 83.0 84.0 52.0 35.0 27.0
## CV residual -55.7 -60.3 -16 1.7 8.69 3.38 -27.9 -18.7 -45.5 -60.6 -75.8
## 20057 20062 20065 20068 20074 20075 20076 20078 20079 20081 20088
## Predicted 106.8 95.2 89.4 106.9 98.0 97.4 99.0 98.4 99.4 95.1 88.5
## cvpred 106.7 95.1 89.3 106.6 97.2 96.7 98.3 97.8 98.7 94.4 88.4
## pm2.5 24.0 66.0 56.0 9.0 22.0 22.0 22.0 23.0 23.0 40.0 61.0
## CV residual -82.7 -29.1 -33.3 -97.6 -75.2 -74.7 -76.3 -74.8 -75.7 -54.4 -27.4
## 20090 20092 20096 20098 20102 20107 20109 20111 20113 20115 20118
## Predicted 86.7 83.45 80.2 78.8 106.1 97.3 95.8 92.9 89.3 87.1 84.6
## cvpred 86.6 83.46 80.3 78.9 105.9 97.3 96.0 93.1 89.6 87.5 85.0
## pm2.5 64.0 80.00 95.0 108.0 138.0 163.0 164.0 116.0 105.0 121.0 140.0
## CV residual -22.6 -3.46 14.7 29.1 32.1 65.7 68.0 22.9 15.4 33.5 55.0
## 20122 20125 20126 20127 20134 20135 20138 20141 20146 20147
## Predicted 78.9 74.4 73.8 72.6 114 113.4 114.7 115.6 108.22 106.96
## cvpred 79.4 74.9 74.4 73.2 114 113.5 114.7 115.6 108.11 106.87
## pm2.5 142.0 160.0 174.0 178.0 229 73.0 59.0 61.0 100.00 109.00
## CV residual 62.6 85.1 99.6 104.8 115 -40.5 -55.7 -54.6 -8.11 2.13
## 20148 20150 20151 20155 20156 20157 20161 20162 20167 20169 20172
## Predicted 106.24 105.6 105 112.6 111.4 110.6 112.4 112 114.2 114.9 110.0
## cvpred 106.17 105.7 105 112.6 111.3 110.6 112.4 112 114.2 114.9 110.1
## pm2.5 102.00 122.0 125 158.0 152.0 148.0 164.0 170 183.0 149.0 172.0
## CV residual -4.17 16.3 20 45.4 40.7 37.4 51.6 58 68.8 34.1 61.9
## 20174 20179 20183 20188 20193 20197 20199 20203 20204 20210 20213
## Predicted 104 95.92 114.5 112.8 106.5 113.2 113.8 113.1 112.4 114.2 111.90
## cvpred 104 96.15 114.5 112.8 106.6 113.1 113.8 113.1 112.4 114.2 111.87
## pm2.5 205 89.00 82.0 151.0 154.0 181.0 202.0 159.0 185.0 157.0 116.00
## CV residual 101 -7.15 -32.5 38.2 47.4 67.9 88.2 45.9 72.6 42.8 4.13
## 20217 20223 20225 20226 20227 20228 20229 20230 20231 20232 20235
## Predicted 108.34 113.3 112.7 112.2 111.5 111 111 110 108 107 114.9
## cvpred 108.31 113.3 112.8 112.3 111.6 111 112 110 108 107 114.9
## pm2.5 115.00 162.0 160.0 195.0 201.0 216 235 247 257 245 203.0
## CV residual 6.69 48.7 47.2 82.7 89.4 105 123 137 149 138 88.1
## 20243 20245 20247 20248 20254 20255 20256 20257 20260 20262 20264
## Predicted 115 113 117 117 115 117 115 113.0 116 115.2 115.6
## cvpred 115 114 117 117 115 117 115 113.2 116 115.3 115.6
## pm2.5 258 281 278 268 298 307 268 157.0 207 174.0 179.0
## CV residual 143 167 161 151 183 190 153 43.8 91 58.7 63.4
## 20265 20269 20274 20276 20281 20293 20294 20295 20297 20299 20300
## Predicted 115.4 110 98.2 93.9 82.7 47.0 42.4 39.1 31.6 24.8 24.2
## cvpred 115.5 110 98.5 94.2 83.0 47.1 42.5 39.3 31.9 25.1 24.6
## pm2.5 187.0 34 35.0 41.0 13.0 15.0 17.0 13.0 12.0 8.0 4.0
## CV residual 71.5 -76 -63.5 -53.2 -70.0 -32.1 -25.5 -26.3 -19.9 -17.1 -20.6
## 20302 20303 20304 20307 20313 20316 20319 20325 20326 20328 20333
## Predicted 106.6 108.3 105.9 108.0 107.6 106.9 111.2 112.8 112.5 112.8 112.8
## cvpred 106.2 108.1 105.5 107.7 107.3 106.6 111.1 112.7 112.4 112.7 112.7
## pm2.5 37.0 69.0 120.0 28.0 51.0 65.0 76.0 78.0 144.0 176.0 134.0
## CV residual -69.2 -39.1 14.5 -79.7 -56.3 -41.6 -35.1 -34.7 31.6 63.3 21.3
## 20334 20338 20342 20343 20349 20350 20352 20354 20358 20365 20368
## Predicted 112.465 105.0 74.3 68.2 41.5 37.98 32.91 94.8 86.9 99.3 98.0
## cvpred 112.388 104.6 73.9 67.9 41.5 37.97 33.05 94.0 86.2 98.7 97.5
## pm2.5 112.000 126.0 41.0 21.0 30.0 28.00 39.00 46.0 135.0 83.0 136.0
## CV residual -0.388 21.4 -32.9 -46.9 -11.5 -9.97 5.95 -48.0 48.8 -15.7 38.5
## 20370 20375 20387 20388 20389 20392 20396 20400 20401 20402 20404
## Predicted 93.73 90.5 100.2 104 102.8 101.5 99.9 99.5 101.7 101.7 114.38
## cvpred 93.23 90.3 99.8 104 102.3 101.1 99.7 99.4 101.8 101.8 114.36
## pm2.5 98.00 183.0 205.0 220 200.0 142.0 130.0 168.0 121.0 112.0 108.00
## CV residual 4.77 92.7 105.2 116 97.7 40.9 30.3 68.6 19.2 10.2 -6.36
## 20407 20411 20412 20413 20418 20421 20426 20427 20429 20430 20431
## Predicted 113.69 112.4 114.5 113.8 114.5 115 116 115 113.5 112.7 112
## cvpred 113.64 112.4 114.5 113.8 114.5 115 116 115 113.5 112.8 112
## pm2.5 122.00 174.0 183.0 179.0 162.0 227 257 259 210.0 204.0 215
## CV residual 8.36 61.6 68.5 65.2 47.5 112 141 144 96.5 91.2 103
## 20441 20442 20446 20451 20456 20463 20465 20468 20472 20474
## Predicted 102.7 102 95.8 111.7 114.9 106.2 107.9 104.76 115.58 114.9
## cvpred 102.9 102 95.9 111.7 114.9 105.9 107.7 104.78 115.63 114.9
## pm2.5 156.0 137 121.0 72.0 119.0 85.0 90.0 98.00 119.00 146.0
## CV residual 53.1 35 25.1 -39.7 4.1 -20.9 -17.7 -6.78 3.37 31.1
## 20477 20479 20481 20484 20488 20493 20510 20513 20518 20519 20521
## Predicted 114.20 111.9 108.3 103.7 107.1 106.4 113.1 109.2 100 95.7 113.5
## cvpred 114.18 111.9 108.3 103.7 106.8 106.4 113.1 109.2 101 95.7 113.5
## pm2.5 112.00 80.0 61.0 64.0 49.0 19.0 152.0 126.0 217 116.0 50.0
## CV residual -2.18 -31.9 -47.3 -39.7 -57.8 -87.4 38.9 16.8 116 20.3 -63.5
## 20522 20530 20535 20540 20541 20542 20545 20546 20551 20556
## Predicted 113.5 100 104.8 102.4 101.5 100.2 97.1 97.1 112.46 111.9
## cvpred 113.5 100 104.5 102.2 101.4 100.1 97.1 97.2 112.38 111.9
## pm2.5 77.0 72 39.0 121.0 46.0 43.0 68.0 61.0 104.00 132.0
## CV residual -36.5 -28 -65.5 18.8 -55.4 -57.1 -29.1 -36.2 -8.38 20.1
## 20557 20560 20566 20569 20570 20573 20579 20580 20582 20583
## Predicted 109.980 106.16 96.7 109.7 109.4 111.6 109 108.1 107 111.1
## cvpred 109.894 106.21 96.8 109.5 109.1 111.5 109 107.9 107 110.9
## pm2.5 110.000 113.00 79.0 57.0 57.0 73.0 76 64.0 75 76.0
## CV residual 0.106 6.79 -17.8 -52.5 -52.1 -38.5 -33 -43.9 -32 -34.9
## 20588 20590 20592 20595 20596 20605 20606 20607 20612 20614 20624
## Predicted 110.1 107.76 102 110.8 110.8 106.78 111.1 109.0 107.0 104.3 112
## cvpred 109.9 107.54 102 110.6 110.6 106.69 110.9 108.8 106.9 104.2 112
## pm2.5 146.0 113.00 84 59.0 77.0 100.00 81.0 83.0 57.0 80.0 125
## CV residual 36.1 5.46 -18 -51.6 -33.6 -6.69 -29.9 -25.8 -49.9 -24.2 13
## 20626 20627 20628 20637 20640 20642 20648 20653 20655 20656 20657
## Predicted 110.7 111.1 110.4 95.1 112.8 113.3 116 116 114.1 112.1 112.3
## cvpred 110.6 110.9 110.2 95.2 112.7 113.3 116 116 114.2 112.3 112.5
## pm2.5 154.0 124.0 146.0 91.0 125.0 142.0 195 166 165.0 171.0 172.0
## CV residual 43.4 13.1 35.8 -4.2 12.3 28.7 79 50 50.8 58.7 59.5
## 20658 20661 20662 20663 20670 20675 20681 20685 20686 20689 20691
## Predicted 110.3 105.7 105.0 105 108.4 116.3 115 117.0 116.9 114.5 115.6
## cvpred 110.5 105.9 105.2 105 108.5 116.3 115 117.1 117.1 114.5 115.6
## pm2.5 164.0 152.0 204.0 209 152.0 128.0 143 148.0 149.0 138.0 143.0
## CV residual 53.5 46.1 98.8 104 43.5 11.7 28 30.9 31.9 23.5 27.4
## 20693 20694 20697 20700 20704 20707 20709 20710 20711 20713 20714
## Predicted 115.58 115.22 116 116 112.3 106.7 103.8 103.5 101.9 98.4 96.1
## cvpred 115.63 115.27 116 116 112.2 106.8 103.9 103.8 102.2 98.7 96.4
## pm2.5 124.00 123.00 141 135 28.0 87.0 83.0 85.0 124.0 130.0 121.0
## CV residual 8.37 7.73 25 19 -84.2 -19.8 -20.9 -18.8 21.8 31.3 24.6
## 20719 20722 20726 20731 20742 20743 20744 20755 20759 20766 20769
## Predicted 91.4 85.1 76.9 63.4 111 111.6 112.6 83.9 77.5 106.6 105.0
## cvpred 91.8 85.6 77.5 63.9 111 111.5 112.6 83.5 77.4 106.2 104.6
## pm2.5 189.0 193.0 124.0 84.0 69 71.0 61.0 15.0 37.0 51.0 37.0
## CV residual 97.2 107.4 46.5 20.1 -42 -40.5 -51.6 -68.5 -40.4 -55.2 -67.6
## 20770 20772 20776 20777 20779 20780 20788 20790 20794 20795 20799
## Predicted 102 92.6 77.7 72.2 66 65.1 105.5 100.5 85.1 79.8 62.6
## cvpred 102 92.2 77.5 72.0 66 65.2 105.2 100.2 85.0 79.7 62.7
## pm2.5 33 42.0 28.0 16.0 16 19.0 43.0 18.0 25.0 20.0 22.0
## CV residual -69 -50.2 -49.5 -56.0 -50 -46.2 -62.2 -82.2 -60.0 -59.7 -40.7
## 20802 20804 20807 20809 20810 20816 20817 20818 20821 20827 20830
## Predicted 51.5 44.5 35.41 28.99 31.2 111.1 109.5 107.9 110.3 99.2 93.6
## cvpred 51.8 44.8 35.81 29.43 31.8 110.9 109.4 107.8 110.3 99.3 93.8
## pm2.5 33.0 27.0 32.00 38.00 40.0 58.0 73.0 73.0 79.0 50.0 27.0
## CV residual -18.8 -17.8 -3.81 8.57 8.2 -52.9 -36.4 -34.8 -31.3 -49.3 -66.8
## 20831 20833 20841 20842 20844 20851 20852 20854 20855 20862 20871
## Predicted 92.2 90.1 112.5 112.4 113.12 109.7 114 113.4 113 115.2 109
## cvpred 92.4 90.2 112.4 112.4 113.12 109.8 114 113.5 113 115.3 109
## pm2.5 27.0 34.0 69.0 72.0 107.00 122.0 130 129.0 136 140.0 162
## CV residual -65.4 -56.2 -43.4 -40.4 -6.12 12.2 16 15.5 23 24.7 53
## 20872 20874 20876 20917 20918 20921 20935 20945 20946 20947 20948
## Predicted 108.1 119.4 116.2 116.6 116 118.1 116.2 102.2 99.9 98.9 97.3
## cvpred 108.5 119.6 116.4 116.7 116 118.4 116.4 102.3 100.0 99.2 97.6
## pm2.5 163.0 147.0 128.0 137.0 157 165.0 102.0 61.0 50.0 61.0 58.0
## CV residual 54.5 27.4 11.6 20.3 41 46.6 -14.4 -41.3 -50.0 -38.2 -39.6
## 20949 20951 20954 20957 20958 20963 20965 20968 20972 20976 20977
## Predicted 96.1 95.8 114.65 99.7 104.0 100.6 103.3 101.8 100.3 110.4 111.1
## cvpred 96.3 96.2 114.76 99.3 103.6 100.2 102.8 101.4 100.1 110.2 110.9
## pm2.5 68.0 117.0 107.00 19.0 15.0 10.0 12.0 16.0 34.0 49.0 51.0
## CV residual -28.3 20.8 -7.76 -80.3 -88.6 -90.2 -90.8 -85.4 -66.1 -61.2 -59.9
## 20979 20986 20992 20995 20997 20999 21001 21005 21007 21010 21019
## Predicted 112.5 104.0 104.2 104.9 103.8 107.8 111.1 109.0 108.1 108.3 108.8
## cvpred 112.4 103.6 103.7 104.5 103.4 107.5 110.9 108.8 107.9 108.1 108.6
## pm2.5 51.0 57.0 8.0 19.0 16.0 31.0 69.0 48.0 30.0 22.0 31.0
## CV residual -61.4 -46.6 -95.7 -85.5 -87.4 -76.5 -41.9 -60.8 -77.9 -86.1 -77.6
## 21022 21023 21024 21025 21026 21027 21030 21032 21034 21036 21038
## Predicted 105.3 105.0 114.9 114.5 113.8 114.5 112.8 115.2 115.2 113.09 110.4
## cvpred 105.3 105.2 114.9 114.5 113.8 114.5 112.8 115.3 115.3 113.13 110.5
## pm2.5 63.0 83.0 98.0 99.0 98.0 98.0 138.0 146.0 129.0 104.00 67.0
## CV residual -42.3 -22.2 -16.9 -15.5 -15.8 -16.5 25.2 30.7 13.7 -9.13 -43.5
## 21040 21043 21045 21046 21051 21052 21055 21060 21061 21067 21071
## Predicted 103 92.9 90 87.7 113.5 112.8 112.8 110.7 108.7 99.6 91.7
## cvpred 103 92.8 90 87.7 113.5 112.7 112.8 110.9 108.9 99.9 92.1
## pm2.5 27 31.0 36 28.0 58.0 63.0 80.0 134.0 162.0 151.0 158.0
## CV residual -76 -61.8 -54 -59.7 -55.5 -49.7 -32.8 23.1 53.1 51.1 65.9
## 21076 21082 21085 21096 21097 21103 21105 21108 21109 21111
## Predicted 114.5 115.22 114.6 116 116 108.9 107.10 99.11 96.81 92.7
## cvpred 114.5 115.27 114.8 116 116 109.1 107.34 99.34 97.03 93.0
## pm2.5 135.0 125.00 143.0 134 94 86.0 102.00 104.00 99.00 105.0
## CV residual 20.5 9.73 28.2 18 -22 -23.1 -5.34 4.66 1.97 12.0
## 21112 21113 21114 21118 21120 21132 21133 21136 21140 21141 21143
## Predicted 113.6 112.0 109.1 113.6 109 102.3 100.4 109.0 107.6 108.7 110.9
## cvpred 113.7 112.1 109.3 113.7 109 102.3 100.3 108.8 107.3 108.4 110.7
## pm2.5 76.0 33.0 26.0 22.0 15 6.0 6.0 10.0 9.0 16.0 29.0
## CV residual -37.7 -79.1 -83.3 -91.7 -94 -96.3 -94.3 -98.8 -98.3 -92.4 -81.7
## 21151 21153 21160 21165 21170 21171 21178 21181 21189 21193 21196
## Predicted 111.60 112.8 103.6 116 115.0 114.3 114.5 113.2 117.65 116.5 115.1
## cvpred 111.49 112.7 103.5 116 115.1 114.4 114.5 113.1 117.79 116.7 115.3
## pm2.5 115.00 82.0 38.0 43 51.0 55.0 54.0 55.0 121.00 143.0 143.0
## CV residual 3.51 -30.7 -65.5 -73 -64.1 -59.4 -60.5 -58.1 3.21 26.3 27.7
## 21198 21201 21206 21208 21211 21212 21214 21219 21220 21228 21230
## Predicted 117.6 117.9 109.79 102.7 96.5 94.5 95.1 91.7 91.6 120 120.0
## cvpred 117.8 118.2 109.99 102.9 96.7 94.7 95.5 92.1 92.1 121 120.3
## pm2.5 145.0 180.0 108.00 63.0 67.0 71.0 117.0 178.0 175.0 246 206.0
## CV residual 27.2 61.8 -1.99 -39.9 -29.7 -23.7 21.5 85.9 82.9 125 85.7
## 21232 21234 21235 21236 21239 21241 21243 21248 21249 21250 21251
## Predicted 121 118.8 119.5 119.4 118.0 116.8 117.6 119.0 118.7 119.4 119.0
## cvpred 121 119.1 119.8 119.6 118.2 116.9 117.8 119.2 118.9 119.6 119.2
## pm2.5 261 39.0 41.0 57.0 84.0 95.0 135.0 161.0 167.0 164.0 148.0
## CV residual 140 -80.1 -78.8 -62.6 -34.2 -21.9 17.2 41.8 48.1 44.4 28.8
## 21258 21259 21261 21263 21267 21268 21272 21274 21275 21278 21282
## Predicted 104.7 102.7 100.2 99.6 116 115.1 112.7 110.3 105.3 109 110.1
## cvpred 104.8 102.9 100.4 99.9 116 115.3 112.8 110.3 105.3 109 110.1
## pm2.5 66.0 62.0 61.0 47.0 72 86.0 87.0 42.0 15.0 5 47.0
## CV residual -38.8 -40.9 -39.4 -52.9 -44 -29.3 -25.8 -68.3 -90.3 -104 -63.1
## 21287 21290 21291 21294 21295 21296 21298 21299 21302 21303 21305
## Predicted 107.3 103 103 115.58 116.1 115.7 116 117.3 116.5 116.0 115
## cvpred 107.5 104 103 115.63 116.2 115.8 116 117.4 116.7 116.2 115
## pm2.5 135.0 237 219 122.00 130.0 148.0 194 193.0 205.0 203.0 212
## CV residual 27.5 133 116 6.37 13.8 32.2 78 75.6 88.3 86.8 97
## 21309 21314 21316 21317 21320 21322 21323 21324 21327 21335 21339
## Predicted 116.6 116.3 117.6 116.6 117.3 116.6 116 116.2 112.4 111.9 115.0
## cvpred 116.7 116.3 117.8 116.7 117.4 116.7 116 116.4 112.4 111.9 115.1
## pm2.5 45.0 50.0 49.0 56.0 45.0 44.0 48 50.0 61.0 129.0 101.0
## CV residual -71.7 -66.3 -68.8 -60.7 -72.4 -72.7 -68 -66.4 -51.4 17.1 -14.1
## 21344 21348 21350 21352 21353 21356 21357 21359 21361 21365 21372
## Predicted 117.3 117.98 114.6 110.0 108.4 101.6 100.9 100.1 98.8 95.7 120.0
## cvpred 117.4 118.16 114.8 110.1 108.6 101.9 101.1 100.5 99.3 96.3 120.3
## pm2.5 82.0 111.00 82.0 56.0 56.0 46.0 58.0 69.0 71.0 110.0 181.0
## CV residual -35.4 -7.16 -32.8 -54.1 -52.6 -55.9 -43.1 -31.5 -28.3 13.7 60.7
## 21373 21376 21378 21380 21381 21382 21383 21390 21391 21399 21403
## Predicted 117.4 111.4 108.8 120 118.8 116.9 118.1 110 116 107.8 95.9
## cvpred 117.6 111.6 109.2 120 119.1 117.1 118.4 110 116 107.5 95.6
## pm2.5 177.0 116.0 66.0 29 33.0 32.0 38.0 7 8 10.0 1.0
## CV residual 59.4 4.4 -43.2 -91 -86.1 -85.1 -80.4 -103 -108 -97.5 -94.6
## 21404 21407 21415 21416 21419 21421 21426 21430 21431 21432 21434
## Predicted 104.9 107.0 114.9 114.9 111.1 103.7 106.7 113.5 112.8 113 114.5
## cvpred 104.4 106.9 114.9 114.9 110.9 103.4 106.4 113.5 112.8 113 114.5
## pm2.5 7.0 20.0 33.0 54.0 31.0 8.0 13.0 22.0 68.0 75 75.0
## CV residual -97.4 -86.9 -81.9 -60.9 -79.9 -95.4 -93.4 -91.5 -44.8 -38 -39.5
## 21436 21438 21439 21440 21444 21446 21449 21452 21454 21455 21457
## Predicted 113.8 111.9 110.7 110.1 111 111 112 112.4 107.4 105.8 114
## cvpred 113.8 111.9 110.6 110.1 111 110 112 112.4 107.4 105.8 113
## pm2.5 71.0 23.0 23.0 24.0 4 4 6 15.0 10.0 11.0 11
## CV residual -42.8 -88.9 -87.6 -86.1 -107 -106 -106 -97.4 -97.4 -94.8 -102
## 21467 21474 21475 21481 21483 21484 21485 21494 21496 21508 21509
## Predicted 115.4 107 106.1 105.7 101.1 115 113 113.3 112 117 115
## cvpred 115.5 107 106.3 105.9 101.3 115 114 113.3 112 117 115
## pm2.5 152.0 61 54.0 17.0 12.0 11 13 17.0 8 15 9
## CV residual 36.5 -46 -52.3 -88.9 -89.3 -104 -101 -96.3 -104 -102 -106
## 21510 21512 21514 21516 21519 21530 21534 21538 21541 21542 21548
## Predicted 116 114 108 112 110 102.9 100.2 114.5 113 112 116.3
## cvpred 116 114 108 112 110 103.1 100.4 114.6 113 112 116.3
## pm2.5 14 11 9 4 6 11.0 76.0 15.0 11 12 25.0
## CV residual -102 -103 -99 -108 -104 -92.1 -24.4 -99.6 -102 -100 -91.3
## 21549 21554 21556 21560 21561 21562 21564 21566 21567 21572 21574
## Predicted 117.3 117.3 117.0 118.0 117.3 116.6 115.3 112.92 111 101.47 116.3
## cvpred 117.4 117.4 117.1 118.2 117.4 116.7 115.5 112.96 111 101.62 116.3
## pm2.5 29.0 53.0 49.0 46.0 49.0 54.0 87.0 104.00 127 93.00 86.0
## CV residual -88.4 -64.4 -68.1 -72.2 -68.4 -62.7 -28.5 -8.96 16 -8.62 -30.3
## 21577 21585 21589 21592 21593 21596 21600 21606 21607 21611 21612
## Predicted 115.2 117.1 113.2 109.2 109 118 112 106.8 106.1 118.7 117.4
## cvpred 115.3 117.3 113.4 109.5 109 118 112 107.2 106.5 118.9 117.6
## pm2.5 101.0 144.0 155.0 164.0 202 254 266 147.0 139.0 135.0 157.0
## CV residual -14.3 26.7 41.6 54.5 93 136 154 39.8 32.5 16.1 39.4
## 21614 21615 21616 21617 21625 21633 21634 21637 21641 21649 21654
## Predicted 118.1 117.2 115.2 114 105 119.20 118.8 118.1 114.5 106.2 119.3
## cvpred 118.4 117.5 115.5 114 106 119.41 119.1 118.4 114.8 106.7 119.6
## pm2.5 161.0 166.0 208.0 275 277 111.00 94.0 83.0 130.0 185.0 203.0
## CV residual 42.6 48.5 92.5 161 171 -8.41 -25.1 -35.4 15.2 78.3 83.4
## 21662 21668 21669 21670 21675 21684 21686 21687 21688 21692 21693
## Predicted 118.7 120.0 118.8 113.1 120 116.3 114.1 112.8 111.2 104.46 103.2
## cvpred 118.9 120.3 119.1 113.4 120 116.6 114.5 113.3 111.7 104.94 103.7
## pm2.5 154.0 210.0 183.0 191.0 71 85.0 125.0 156.0 160.0 109.00 98.0
## CV residual 35.1 89.7 63.9 77.6 -49 -31.6 10.5 42.7 48.3 4.06 -5.7
## 21698 21702 21712 21713 21714 21719 21729 21732 21733 21736 21737
## Predicted 120.0 120.4 121.1 121 121.1 120 112.3 107.1 107.1 122.12 121.1
## cvpred 120.3 120.7 121.4 121 121.4 121 112.7 107.6 107.6 122.49 121.4
## pm2.5 138.0 181.0 167.0 173 178.0 224 162.0 132.0 143.0 130.00 140.0
## CV residual 17.7 60.3 45.6 52 56.6 103 49.3 24.4 35.4 7.51 18.6
## 21739 21746 21748 21751 21752 21754 21756 21757 21761 21767 21773
## Predicted 120.2 120.6 121 120.0 121.1 121.1 118.8 117.9 111.8 105.8 120
## cvpred 120.5 120.9 121 120.3 121.4 121.4 119.1 118.2 112.2 106.4 120
## pm2.5 196.0 71.0 61 86.0 98.0 90.0 80.0 91.0 135.0 62.0 131
## CV residual 75.5 -49.9 -60 -34.3 -23.4 -31.4 -39.1 -27.2 22.8 -44.4 11
## 21774 21781 21786 21789 21791 21796 21798 21799 21800 21805
## Predicted 120.0 117.33 118.0 115 112.1 120 119.87 120.20 120.0 118.7
## cvpred 120.3 117.68 118.4 115 112.6 120 120.15 120.52 120.3 118.9
## pm2.5 134.0 115.00 131.0 59 47.0 77 127.00 130.00 139.0 44.0
## CV residual 13.7 -2.68 12.6 -56 -65.6 -43 6.85 9.48 18.7 -74.9
## 21806 21807 21812 21814 21816 21817 21822 21826 21830 21840 21847
## Predicted 118.1 118.7 113 112.0 110.6 109.9 107 118.6 116.5 121.1 120.0
## cvpred 118.4 118.9 113 112.4 110.9 110.2 107 118.9 116.8 121.4 120.3
## pm2.5 58.0 63.0 36 51.0 34.0 34.0 53 74.0 106.0 151.0 91.0
## CV residual -60.4 -55.9 -77 -61.4 -76.9 -76.2 -54 -44.9 -10.8 29.6 -29.3
## 21858 21860 21863 21864 21868 21869 21870 21874 21889 21901 21904
## Predicted 119.3 117.9 120.7 121.1 121 120.0 119.30 119.4 108.3 114.9 109.4
## cvpred 119.6 118.2 121.1 121.4 121 120.3 119.63 119.8 108.9 115.4 109.9
## pm2.5 73.0 73.0 98.0 106.0 105 97.0 127.00 78.0 77.0 137.0 133.0
## CV residual -46.6 -45.2 -23.1 -15.4 -16 -23.3 7.37 -41.8 -31.9 21.6 23.1
## 21910 21911 21913 21914 21916 21923 21933 21934 21937 21938 21941
## Predicted 122 120 121.7 120.9 113.9 116 109.5 111.5 118.3 118.7 117.1
## cvpred 122 120 122.2 121.2 114.1 116 109.6 111.8 118.5 118.9 117.3
## pm2.5 192 199 200.0 178.0 84.0 12 24.0 27.0 33.0 45.0 45.0
## CV residual 70 79 77.8 56.8 -30.1 -104 -85.6 -84.8 -85.5 -73.9 -72.3
## 21947 21948 21949 21950 21951 21953 21954 21958 21960 21962 21968
## Predicted 116.1 116 115.3 115.3 116 116.6 115.3 113 108.47 105.8 118.67
## cvpred 116.2 116 115.5 115.5 116 116.7 115.5 113 108.78 106.1 118.88
## pm2.5 20.0 16 18.0 18.0 15 22.0 20.0 33 103.00 60.0 114.00
## CV residual -96.2 -100 -97.5 -97.5 -101 -94.7 -95.5 -80 -5.78 -46.1 -4.88
## 21969 21971 21979 21980 21983 21984 21989 21991 21995 21996 21997
## Predicted 119.0 118.7 113.92 110.93 104.7 103.4 120.2 121.6 120.2 118.9 117.5
## cvpred 119.2 118.9 114.32 111.29 105.1 103.9 120.5 121.9 120.5 119.3 117.9
## pm2.5 96.0 81.0 106.00 105.00 83.0 68.0 94.0 85.0 89.0 93.0 97.0
## CV residual -23.2 -37.9 -8.32 -6.29 -22.1 -35.9 -26.5 -36.9 -31.5 -26.3 -20.9
## 22000 22001 22005 22007 22008 22010 22013 22018 22019 22025
## Predicted 118.8 116.46 112.7 119.15 119.5 120.4 120.4 120.7 121.42 122.1
## cvpred 119.1 116.79 113.1 119.44 119.8 120.7 120.7 121.1 121.77 122.5
## pm2.5 109.0 109.00 133.0 122.00 32.0 46.0 55.0 90.0 112.00 168.0
## CV residual -10.1 -7.79 19.9 2.56 -87.8 -74.7 -65.7 -31.1 -9.77 45.5
## 22028 22030 22031 22032 22036 22040 22044 22045 22046 22047 22054
## Predicted 120.7 119.2 122.5 122.1 122.1 122.5 120.3 119.0 118.3 117.06 107
## cvpred 121.1 119.7 122.8 122.5 122.5 122.8 120.7 119.5 118.8 117.55 107
## pm2.5 184.0 188.0 189.0 179.0 180.0 179.0 168.0 178.0 157.0 110.00 232
## CV residual 62.9 68.3 66.2 56.5 57.5 56.2 47.3 58.5 38.2 -7.55 125
## 22060 22064 22070 22076 22079 22081 22082 22085 22090 22092
## Predicted 121.4 122.4 123.2 116.35 113.660 111.69 110.43 122.5 122.448 122.8
## cvpred 121.8 122.9 123.6 116.85 114.192 112.25 111.01 122.8 122.863 123.2
## pm2.5 149.0 184.0 135.0 119.00 115.000 115.00 103.00 95.0 122.000 104.0
## CV residual 27.2 61.1 11.4 2.15 0.808 2.75 -8.01 -27.8 -0.863 -19.2
## 22094 22098 22102 22109 22112 22119 22122 22123 22125 22129 22131
## Predicted 120.8 115.1 109.6 122.1 120.1 121.3 115 112.6 104.2 121 121.1
## cvpred 121.3 115.6 110.1 122.5 120.6 121.8 116 113.1 104.8 121 121.4
## pm2.5 107.0 90.0 72.0 52.0 52.0 46.0 67 56.0 22.0 25 45.0
## CV residual -14.3 -25.6 -38.1 -70.5 -68.6 -75.8 -49 -57.1 -82.8 -96 -76.4
## 22137 22140 22143 22145 22146 22147 22148 22153 22154 22157 22158
## Predicted 121.4 121.8 122.1 122 122.1 122 121.9 121.1 121 120 119.3
## cvpred 121.8 122.1 122.5 122 122.5 122 122.3 121.4 121 120 119.6
## pm2.5 86.0 95.0 76.0 87 88.0 94 61.0 28.0 20 19 27.0
## CV residual -35.8 -27.1 -46.5 -35 -34.5 -28 -61.3 -93.4 -101 -101 -92.6
## 22162 22164 22166 22168 22178 22179 22182 22183 22184 22185 22186
## Predicted 120 121.1 118.8 122 118.9 121 119.0 121.4 121.4 118.8 118
## cvpred 121 121.4 119.1 122 119.3 121 119.3 121.8 121.8 119.1 119
## pm2.5 20 57.0 35.0 13 26.0 18 25.0 33.0 25.0 22.0 15
## CV residual -101 -64.4 -84.1 -109 -93.3 -103 -94.3 -88.8 -96.8 -97.1 -104
## 22191 22192 22193 22194 22200 22203 22207 22221 22224 22230 22231
## Predicted 119 117 117.9 120.2 121.8 121.3 120.0 114.0 112.9 118.6 119.4
## cvpred 119 117 118.2 120.5 122.1 121.6 120.3 114.3 113.2 118.9 119.6
## pm2.5 14 17 28.0 34.0 38.0 61.0 38.0 34.0 53.0 52.0 54.0
## CV residual -105 -100 -90.2 -86.5 -84.1 -60.6 -82.3 -80.3 -60.2 -66.9 -65.6
## 22244 22247 22252 22253 22258 22260 22261 22265 22266 22267 22271
## Predicted 115.3 112 107.9 107.2 120.05 120.0 118.1 116 113.5 112.2 108.1
## cvpred 115.5 112 108.3 107.6 120.33 120.3 118.4 116 113.7 112.5 108.4
## pm2.5 32.0 53 86.0 63.0 126.00 90.0 85.0 51 45.0 52.0 55.0
## CV residual -83.5 -59 -22.3 -44.6 5.67 -30.3 -33.4 -65 -68.7 -60.5 -53.4
## 22273 22274 22275 22281 22285 22286 22289 22292 22300 22304 22307
## Predicted 106.0 119.2 119.4 114.61 109.6 107.6 102 97.3 88.80 84.7 82.55
## cvpred 106.3 119.4 119.6 115.05 110.1 108.1 103 97.9 89.58 85.5 83.37
## pm2.5 60.0 55.0 61.0 108.00 79.0 77.0 83 79.0 99.00 54.0 81.00
## CV residual -46.3 -64.4 -58.6 -7.05 -31.1 -31.1 -20 -18.9 9.42 -31.5 -2.37
## 22309 22312 22313 22314 22316 22318 22319 22322 22324 22326
## Predicted 121 117.5 116.3 115.7 113.02 112.3 111.0 108.3 122.5 120.70
## cvpred 121 117.9 116.6 116.1 113.44 112.7 111.5 108.9 122.8 121.06
## pm2.5 96 103.0 95.0 98.0 105.00 100.0 100.0 83.0 105.0 124.00
## CV residual -25 -14.9 -21.6 -18.1 -8.44 -12.7 -11.5 -25.9 -17.8 2.94
## 22327 22328 22330 22335 22338 22342 22344 22350 22353 22355
## Predicted 119.99 119.96 118.5 114.935 112.2 122.1 120.5 116.9 122.1 122.8
## cvpred 120.35 120.37 118.9 115.408 112.8 122.5 120.9 117.4 122.5 123.2
## pm2.5 123.00 116.00 132.0 115.000 142.0 138.0 146.0 195.0 206.0 212.0
## CV residual 2.65 -4.37 13.1 -0.408 29.2 15.5 25.1 77.6 83.5 88.8
## 22359 22360 22362 22365 22370 22373 22379 22381 22385 22390 22393
## Predicted 119.7 116.4 114.2 112.2 109 106.5 100 98.6 117.1 122 122
## cvpred 120.2 116.8 114.7 112.8 109 107.1 101 99.3 117.5 122 122
## pm2.5 220.0 189.0 181.0 189.0 239 198.0 278 293.0 31.0 21 28
## CV residual 99.8 72.2 66.3 76.2 130 90.9 177 193.7 -86.5 -101 -94
## 22396 22397 22409 22411 22414 22416 22422 22425 22427 22428 22435
## Predicted 119 117 94.3 120 122.3 118.7 119 120 119 119.4 115.9
## cvpred 119 118 94.8 120 122.7 118.9 119 120 119 119.6 116.3
## pm2.5 12 11 12.0 17 39.0 20.0 17 17 13 20.0 63.0
## CV residual -107 -107 -82.8 -103 -83.7 -98.9 -102 -103 -106 -99.6 -53.3
## 22438 22440 22447 22448 22449 22454 22455 22458 22459 22460 22461
## Predicted 110.4 110.0 120.4 120.7 120 120.7 122.1 121.8 120.2 120 118.9
## cvpred 110.8 110.4 120.7 121.1 120 121.1 122.5 122.1 120.5 120 119.3
## pm2.5 30.0 23.0 53.0 56.0 66 80.0 69.0 65.0 65.0 76 83.0
## CV residual -80.8 -87.4 -67.7 -65.1 -54 -41.1 -53.5 -57.1 -55.5 -44 -36.3
## 22464 22470 22471 22472 22473 22474 22475 22477 22481 22482 22483
## Predicted 116.9 122.5 122.1 122.1 120.8 120 119.54 116.35 112.6 123.9 122.3
## cvpred 117.4 122.8 122.5 122.5 121.3 120 120.04 116.84 113.1 124.3 122.7
## pm2.5 103.0 56.0 88.0 90.0 95.0 102 122.00 121.00 62.0 79.0 75.0
## CV residual -14.4 -66.8 -34.5 -32.5 -26.3 -18 1.96 4.16 -51.1 -45.3 -47.7
## 22484 22487 22489 22493 22494 22496 22497 22500 22501 22502 22504
## Predicted 122 118.1 115.6 122.3 120.7 123.2 123.5 118.7 117.8 115 113.3
## cvpred 122 118.6 116.2 122.7 121.1 123.6 123.9 119.1 118.3 116 113.9
## pm2.5 68 54.0 73.0 78.0 69.0 54.0 68.0 61.0 46.0 61 29.0
## CV residual -54 -64.6 -43.2 -44.7 -52.1 -69.6 -55.9 -58.1 -72.3 -55 -84.9
## 22506 22510 22512 22519 22520 22524 22526 22534 22535 22536 22538
## Predicted 111.2 123.2 121.4 122.8 122.1 123.9 122.8 123.5 122.8 123.9 122.2
## cvpred 111.7 123.6 121.8 123.2 122.5 124.3 123.2 123.9 123.2 124.3 122.7
## pm2.5 46.0 39.0 56.0 79.0 77.0 99.0 94.0 108.0 109.0 37.0 83.0
## CV residual -65.7 -84.6 -65.8 -44.2 -45.5 -25.3 -29.2 -15.9 -14.2 -87.3 -39.7
## 22540 22542 22546 22548 22601 22608 22612 22613 22614 22615 22616
## Predicted 123.5 120.8 116.7 115 122.8 120.2 120.0 120 120.0 120.2 121
## cvpred 123.9 121.3 117.2 116 123.2 120.5 120.3 120 120.3 120.5 121
## pm2.5 88.0 98.0 130.0 128 49.0 47.0 35.0 35 39.0 44.0 29
## CV residual -35.9 -23.3 12.8 12 -74.2 -73.5 -85.3 -85 -81.3 -76.5 -92
## 22619 22632 22636 22639 22640 22646 22649 22652 22655 22656 22657
## Predicted 120 110.2 105.3 120 119 119 119 116 113.0 120 119
## cvpred 121 110.6 105.8 121 119 120 119 117 113.4 120 120
## pm2.5 16 22.0 9.0 14 17 19 6 13 17.0 11 18
## CV residual -105 -88.6 -96.8 -107 -102 -101 -113 -104 -96.4 -109 -102
## 22662 22675 22681 22682 22683 22689 22692 22693 22695 22698 22712
## Predicted 119 117.5 119.8 119 117.8 122.8 122.1 122 120 116.4 120.9
## cvpred 120 117.9 120.2 119 118.2 123.2 122.5 122 120 116.8 121.3
## pm2.5 16 18.0 69.0 77 64.0 77.0 76.0 81 38 50.0 36.0
## CV residual -104 -99.9 -51.2 -42 -54.2 -46.2 -46.5 -41 -82 -66.8 -85.3
## 22717 22718 22720 22724 22733 22736 22738 22744 22745 22746 22747
## Predicted 115 115.3 120 114.3 122.1 121.7 122.8 118.2 117.7 116.4 115.1
## cvpred 115 115.8 120 114.7 122.5 122.2 123.2 118.6 118.1 116.8 115.6
## pm2.5 18 17.0 22 24.0 47.0 53.0 51.0 39.0 29.0 23.0 24.0
## CV residual -97 -98.8 -98 -90.7 -75.5 -69.2 -72.2 -79.6 -89.1 -93.8 -91.6
## 22749 22750 22755 22759 22761 22770 22771 22774 22777 22781 22783
## Predicted 113.9 112.6 122.8 123.2 123.9 116.2 114.2 112.8 109.9 123.2 123.2
## cvpred 114.4 113.1 123.2 123.6 124.3 116.7 114.7 113.3 110.5 123.6 123.6
## pm2.5 69.0 69.0 74.0 95.0 85.0 46.0 47.0 44.0 57.0 67.0 73.0
## CV residual -45.4 -44.1 -49.2 -28.6 -39.3 -70.7 -67.7 -69.3 -53.5 -56.6 -50.6
## 22787 22789 22795 22797 22801 22809 22811 22814 22815 22817 22819
## Predicted 123.5 120.8 117 114.4 122.2 123.85 123.8 125 123.8 123.3 121.8
## cvpred 123.9 121.3 117 114.9 122.7 124.29 124.3 125 124.3 123.8 122.1
## pm2.5 56.0 63.0 61 73.0 89.0 120.00 106.0 80 76.0 33.0 25.0
## CV residual -67.9 -58.3 -56 -41.9 -33.7 -4.29 -18.3 -45 -48.3 -90.8 -97.1
## 22820 22825 22827 22832 22833 22835 22837 22839 22846 22848 22851
## Predicted 123.2 122 121 121.4 122.5 121.8 117.9 117.9 114.8 121.8 121.0
## cvpred 123.6 122 121 121.8 122.8 122.1 118.2 118.2 115.2 122.1 121.4
## pm2.5 29.0 31 37 23.0 40.0 49.0 46.0 48.0 38.0 41.0 53.0
## CV residual -94.6 -91 -84 -98.8 -82.8 -73.1 -72.2 -70.2 -77.2 -81.1 -68.4
## 22853 22854 22855 22858 22859 22862 22863 22867 22876 22878
## Predicted 122.1 122.1 121.8 122.45 121.40 121 118.8 114.3 120.0 121.42
## cvpred 122.5 122.5 122.1 122.86 121.79 121 119.1 114.7 120.4 121.77
## pm2.5 72.0 85.0 89.0 116.00 120.00 70 55.0 60.0 105.0 114.00
## CV residual -50.5 -37.5 -33.1 -6.86 -1.79 -51 -64.1 -54.7 -15.4 -7.77
## 22881 22883 22884 22885 22936 22940 22941 22944 22948 22951 22953
## Predicted 121.42 120.1 122.5 120.0 115 112 119.0 118.3 119.0 118.7 119.4
## cvpred 121.77 120.5 122.8 120.3 115 112 119.2 118.5 119.3 118.9 119.6
## pm2.5 112.00 136.0 137.0 138.0 14 32 33.0 47.0 71.0 66.0 73.0
## CV residual -9.77 15.5 14.2 17.7 -101 -80 -86.2 -71.5 -48.3 -52.9 -46.6
## 22955 22956 22963 22968 22970 22971 22972 22974 22975 22977 22982
## Predicted 119.3 116.7 101.0 97.4 117.6 118.0 118.3 118.3 118.5 118 118.8
## cvpred 119.6 116.9 101.3 97.8 117.8 118.2 118.5 118.5 118.7 118 119.1
## pm2.5 104.0 76.0 50.0 40.0 57.0 59.0 68.0 67.0 73.0 70 26.0
## CV residual -15.6 -40.9 -51.3 -57.8 -60.8 -59.2 -50.5 -51.5 -45.7 -48 -93.1
## 22984 22988 22991 22994 22995 22996 22997 23007 23010 23012 23015
## Predicted 119 117.1 113.1 120.4 120.0 120.4 120.0 115.5 110.6 108.1 104.8
## cvpred 120 117.3 113.4 120.7 120.3 120.7 120.3 115.7 110.9 108.5 105.3
## pm2.5 16 31.0 67.0 90.0 96.0 88.0 86.0 53.0 41.0 67.0 73.0
## CV residual -104 -86.3 -46.4 -30.7 -24.3 -32.7 -34.3 -62.7 -69.9 -41.5 -32.3
## 23016 23018 23019 23020 23024 23028 23035 23037 23038 23048 23050
## Predicted 102.9 99.7 99.6 99.1 121.1 119.4 108.9 105.7 104.0 93.5 92.7
## cvpred 103.3 100.1 100.2 99.6 121.4 119.8 109.4 106.2 104.6 94.2 93.5
## pm2.5 77.0 67.0 64.0 77.0 119.0 146.0 147.0 148.0 145.0 153.0 182.0
## CV residual -26.3 -33.1 -36.2 -22.6 -2.4 26.2 37.6 41.8 40.4 58.8 88.5
## 23051 23126 23128 23131 23132 23133 23134 23136 23138 23139 23145
## Predicted 122.5 111 109 111 110.1 110.7 111.4 116.6 116.1 116.3 108.4
## cvpred 122.8 110 109 111 110.1 110.8 111.6 116.7 116.2 116.3 108.3
## pm2.5 190.0 3 8 5 20.0 23.0 28.0 29.0 42.0 24.0 21.0
## CV residual 67.2 -107 -101 -106 -90.1 -87.8 -83.6 -87.7 -74.2 -92.3 -87.3
## 23149 23158 23161 23164 23166 23173 23175 23176 23178 23182 23185
## Predicted 108 104.6 114.5 115.6 114.5 116.06 117.4 114.4 110.9 106.9 118.3
## cvpred 107 104.8 114.6 115.6 114.5 116.19 117.6 114.6 111.1 107.2 118.5
## pm2.5 6 29.0 40.0 67.0 87.0 110.00 88.0 70.0 77.0 66.0 66.0
## CV residual -101 -75.8 -74.6 -48.6 -27.5 -6.19 -29.6 -44.6 -34.1 -41.2 -52.5
## 23186 23187 23189 23190 23191 23198 23199 23204 23205 23208 23209
## Predicted 117.6 118.3 117.6 117.6 117.98 111.3 109 104.3 104.3 116.0 115
## cvpred 117.8 118.5 117.8 117.8 118.16 111.4 109 104.5 104.5 116.2 115
## pm2.5 71.0 73.0 88.0 101.0 110.00 66.0 62 59.0 71.0 103.0 90
## CV residual -46.8 -45.5 -29.8 -16.8 -8.16 -45.4 -47 -45.5 -33.5 -13.2 -25
## 23221 23224 23227 23228 23229 23232 23233 23239 23246 23248 23255
## Predicted 118.0 113.76 110.7 110.1 109.4 108.96 107.9 118.0 113.7 110.8 104.3
## cvpred 118.2 113.87 110.9 110.4 109.7 109.35 108.3 118.2 113.9 111.1 104.8
## pm2.5 149.0 120.00 123.0 131.0 127.0 114.00 120.0 180.0 161.0 146.0 134.0
## CV residual 30.8 6.13 12.1 20.6 17.3 4.65 11.7 61.8 47.1 34.9 29.2
## 23256 23257 23259 23261 23264 23266 23268 23269 23270 23271 23275
## Predicted 104.2 121.1 121.8 120.7 121.4 120.0 121.4 120.0 119.3 119.3 113.9
## cvpred 104.8 121.4 122.1 121.1 121.8 120.4 121.8 120.3 119.6 119.6 114.3
## pm2.5 128.0 125.0 93.0 93.0 81.0 73.0 48.0 46.0 47.0 48.0 56.0
## CV residual 23.2 3.6 -29.1 -28.1 -40.8 -47.4 -73.8 -74.3 -72.6 -71.6 -58.3
## 23279 23282 23285 23287 23288 23295 23297 23298 23301 23305 23309
## Predicted 110 121.8 122.0 121.4 120.7 119.0 119.4 117.4 118.56 120.3 120.7
## cvpred 111 122.1 122.3 121.8 121.1 119.3 119.6 117.6 118.94 120.7 121.1
## pm2.5 54 64.0 80.0 83.0 83.0 64.0 55.0 56.0 115.00 154.0 153.0
## CV residual -57 -58.1 -42.3 -38.8 -38.1 -55.3 -64.6 -61.6 -3.94 33.3 31.9
## 23311 23316 23318 23322 23323 23332 23336 23338 23341 23345 23347
## Predicted 118.58 117.1 115.7 118.7 117.45 122 121 121 123 115.5 113.9
## cvpred 118.92 117.3 115.8 119.1 117.89 122 122 122 123 115.9 114.3
## pm2.5 115.00 35.0 26.0 63.0 115.00 266 302 252 232 195.0 176.0
## CV residual -3.92 -82.3 -89.8 -56.1 -2.89 144 180 130 109 79.1 61.7
## 23350 23355 23357 23359 23360 23361 23367 23369 23371 23381 23382
## Predicted 122 120.7 119 122 123 123 115.0 112.5 110.6 121.8 122.1
## cvpred 123 121.1 119 123 124 123 115.4 112.9 111.2 122.1 122.5
## pm2.5 229 197.0 207 232 240 245 142.0 135.0 150.0 183.0 186.0
## CV residual 106 75.9 88 109 116 122 26.6 22.1 38.8 60.9 63.5
## 23383 23395 23399 23402 23405 23409 23414 23417 23425 23426 23427
## Predicted 122.5 120.2 121.8 121.4 117.74 104.0 95.0 118 105 113 111
## cvpred 122.8 120.5 122.1 121.8 118.01 104.4 95.6 118 105 113 111
## pm2.5 203.0 110.0 106.0 103.0 123.00 5.0 13.0 13 7 5 6
## CV residual 80.2 -10.5 -16.1 -18.8 4.99 -99.4 -82.6 -105 -98 -108 -105
## 23430 23434 23435 23439 23441 23443 23448 23455 23457 23460 23461
## Predicted 107 100.4 114 102.1 95 92.2 82.1 109.6 107.8 98.1 97.2
## cvpred 107 100.6 114 102.1 95 92.4 82.3 109.6 107.8 98.0 97.1
## pm2.5 6 17.0 11 11.0 11 13.0 11.0 10.0 12.0 7.0 7.0
## CV residual -101 -83.6 -103 -91.1 -84 -79.4 -71.3 -99.6 -95.8 -91.0 -90.1
## 23467 23468 23470 23472 23474 23477 23483 23484 23485 23489 23490
## Predicted 108.7 108.7 107.4 114.9 114.9 114.5 114.5 114.2 114.5 106.9 102.6
## cvpred 108.7 108.7 107.5 114.9 114.9 114.5 114.6 114.2 114.5 106.9 102.6
## pm2.5 15.0 19.0 24.0 27.0 37.0 31.0 22.0 21.0 31.0 52.0 34.0
## CV residual -93.7 -89.7 -83.5 -87.9 -77.9 -83.5 -92.6 -93.2 -83.5 -54.9 -68.6
## 23493 23496 23497 23499 23500 23504 23505 23506 23510 23514 23516
## Predicted 99.8 98.4 98.0 115.2 115.2 116.4 116.6 116.3 116.6 111.6 117.6
## cvpred 100.1 98.6 98.3 115.3 115.3 116.5 116.7 116.3 116.7 111.8 117.8
## pm2.5 37.0 34.0 39.0 47.0 55.0 72.0 70.0 63.0 101.0 98.0 142.0
## CV residual -63.1 -64.6 -59.3 -68.3 -60.3 -44.5 -46.7 -53.3 -15.7 -13.8 24.2
## 23517 23518 23521 23532 23533 23534 23536 23538 23541 23542 23545
## Predicted 118.3 118.3 118.1 116.0 114.0 118.1 114.2 110.6 118.0 118.3 119.0
## cvpred 118.5 118.5 118.4 116.2 114.3 118.4 114.4 110.9 118.2 118.5 119.2
## pm2.5 150.0 154.0 143.0 99.0 81.0 60.0 38.0 32.0 26.0 33.0 44.0
## CV residual 31.5 35.5 24.6 -17.2 -33.3 -58.4 -76.4 -78.9 -92.2 -85.5 -75.2
## 23549 23550 23553 23555 23557 23560 23562 23564 23570 23574 23575
## Predicted 118.3 118.3 117.4 118.0 118.0 118.1 114.9 113.3 118.5 119.03 119.0
## cvpred 118.5 118.5 117.6 118.2 118.2 118.4 115.2 113.6 118.7 119.24 119.2
## pm2.5 42.0 50.0 34.0 39.0 34.0 52.0 64.0 58.0 80.0 124.00 132.0
## CV residual -76.5 -68.5 -83.6 -79.2 -84.2 -66.4 -51.2 -55.6 -38.7 4.76 12.8
## 23581 23583 23584 23585 23587 23589 23590 23591 23593 23594
## Predicted 118.6 119.4 118.8 116.9 115.6 113.1 111.83 110.42 119.72 119.36
## cvpred 118.9 119.6 119.1 117.1 115.9 113.4 112.17 110.74 119.96 119.61
## pm2.5 133.0 103.0 87.0 93.0 80.0 90.0 106.00 118.00 126.00 129.00
## CV residual 14.1 -16.6 -32.1 -24.1 -35.9 -23.4 -6.17 7.26 6.04 9.39
## 23601 23602 23605 23608 23609 23612 23615 23617 23618 23620
## Predicted 118.6 120.4 119.3 118.13 116.9 114.9 118.8 116.69 119.72 119.4
## cvpred 118.9 120.7 119.6 118.35 117.1 115.2 119.1 116.93 119.96 119.6
## pm2.5 173.0 180.0 161.0 116.00 106.0 78.0 96.0 108.00 116.00 133.0
## CV residual 54.1 59.3 41.4 -2.35 -11.1 -37.2 -23.1 -8.93 -3.96 13.4
## 23622 23623 23624 23625 23627 23628 23635 23637 23638 23641
## Predicted 119.72 119.72 119.0 120.4 117.6 117.5 106.1 103.61 119.0 119.0
## cvpred 119.96 119.96 119.3 120.7 117.8 117.8 106.5 104.03 119.2 119.2
## pm2.5 115.00 123.00 134.0 160.0 150.0 174.0 75.0 99.00 88.0 62.0
## CV residual -4.96 3.04 14.7 39.3 32.2 56.2 -31.5 -5.03 -31.2 -57.2
## 23646 23647 23649 23652 23657 23658 23670 23673 23674 23683 23684
## Predicted 108 106 101.3 90.8 103.6 102.7 111.8 112 112 113.5 114
## cvpred 108 106 101.4 91.0 103.5 102.6 111.7 112 112 113.5 114
## pm2.5 6 6 10.0 7.0 10.0 9.0 16.0 27 16 17.0 10
## CV residual -102 -100 -91.4 -84.0 -93.5 -93.6 -95.7 -85 -96 -96.5 -104
## 23685 23699 23703 23709 23721 23726 23727 23731 23739 23745 23749
## Predicted 113.5 98.7 109 110.9 106.0 111.1 110.4 110.0 113.8 112.0 113.5
## cvpred 113.5 98.8 109 110.8 106.1 110.9 110.2 109.9 113.8 112.1 113.5
## pm2.5 16.0 14.0 6 25.0 24.0 26.0 29.0 24.0 79.0 43.0 66.0
## CV residual -97.5 -84.8 -103 -85.8 -82.1 -84.9 -81.2 -85.9 -34.8 -69.1 -47.5
## 23752 23765 23766 23770 23772 23778 23781 23784 23785 23787 23792
## Predicted 109.9 111 109.7 104.3 100.4 112 108.2 115.2 115.6 113.3 106.7
## cvpred 109.7 111 109.8 104.5 100.6 112 108.1 115.3 115.6 113.3 106.8
## pm2.5 41.0 47 40.0 33.0 32.0 18 49.0 74.0 59.0 69.0 31.0
## CV residual -68.7 -64 -69.8 -71.5 -68.6 -94 -59.1 -41.3 -56.6 -44.3 -75.8
## 23794 23796 23798 23805 23806 23808 23812 23821 23825 23826 23839
## Predicted 102.4 98.5 110.4 108.4 106.8 111.2 115.1 110.5 106.0 106.6 113.8
## cvpred 102.5 98.6 110.2 108.3 106.7 111.1 115.1 110.4 105.8 106.5 113.9
## pm2.5 28.0 29.0 23.0 33.0 34.0 33.0 62.0 22.0 58.0 66.0 65.0
## CV residual -74.5 -69.6 -87.2 -75.3 -72.7 -78.1 -53.1 -88.4 -47.8 -40.5 -48.9
## 23842 23844 23847 23848 23849 23853 23854 23855 23856 23861
## Predicted 117.0 116.9 117.29 117.3 113.3 114.03 117.65 117.3 116.9 117.0
## cvpred 117.1 117.1 117.44 117.4 113.3 114.27 117.79 117.4 117.1 117.1
## pm2.5 71.0 128.0 123.00 96.0 94.0 124.00 127.00 146.0 156.0 170.0
## CV residual -46.1 10.9 5.56 -21.4 -19.3 9.73 9.21 28.6 38.9 52.9
## 23864 23866 23869 23876 23879 23880 23882 23883 23888 23896 23899
## Predicted 117.6 118.0 118 106.4 100.9 99.5 117.6 117.6 118.3 116.6 113.9
## cvpred 117.8 118.2 118 106.6 101.1 99.7 117.8 117.8 118.5 116.7 114.1
## pm2.5 188.0 193.0 238 134.0 56.0 50.0 50.0 54.0 169.0 96.0 75.0
## CV residual 70.2 74.8 120 27.4 -45.1 -49.7 -67.8 -63.8 50.5 -20.7 -39.1
## 23900 23903 23905 23913 23917 23919 23920 23923 23925 23926 23927
## Predicted 113.9 114.8 117.0 114.1 117.0 114.8 114.7 117.6 117.98 116.1 115.4
## cvpred 114.1 114.9 117.1 114.2 117.1 114.9 114.7 117.8 118.16 116.2 115.5
## pm2.5 82.0 127.0 128.0 90.0 91.0 95.0 83.0 104.0 121.00 159.0 128.0
## CV residual -32.1 12.1 10.9 -24.2 -26.1 -19.9 -31.7 -13.8 2.84 42.8 12.5
## 23928 23930 23934 23935 23936 23940 23944 23948 23953 23957 23959
## Predicted 115.0 116 115.7 116.6 117.0 117.0 116.7 118.3 112.7 111.6 110.5
## cvpred 115.1 116 115.8 116.7 117.1 117.1 116.9 118.5 112.8 111.8 110.7
## pm2.5 101.0 58 32.0 32.0 34.0 61.0 101.0 76.0 46.0 68.0 81.0
## CV residual -14.1 -58 -83.8 -84.7 -83.1 -56.1 -15.9 -42.5 -66.8 -43.8 -29.7
## 23960 23964 23969 23971 23973 23976 23979 23980 23986 23990 23992
## Predicted 110 107.6 113.3 114.7 113.0 116 115.4 114.7 109.1 111.9 107.6
## cvpred 110 107.9 113.6 114.8 113.2 116 115.5 114.7 109.3 111.9 107.3
## pm2.5 83 88.0 96.0 19.0 15.0 13 25.0 19.0 30.0 17.0 11.0
## CV residual -27 -19.9 -17.6 -95.8 -98.2 -103 -90.5 -95.7 -79.3 -94.9 -96.3
## 23993 23994 23995 23999 24001 24002 24006 24007 24008 24009 24022
## Predicted 108.7 115 116 116.3 115.6 116.3 114.5 113.8 115.2 115.3 100.8
## cvpred 108.4 115 116 116.3 115.6 116.3 114.6 113.8 115.3 115.5 100.6
## pm2.5 9.0 9 14 55.0 49.0 51.0 50.0 49.0 47.0 62.0 9.0
## CV residual -99.4 -106 -102 -61.3 -66.6 -65.3 -64.6 -64.8 -68.3 -53.5 -91.6
## 24023 24032 24033 24036 24038 24039 24040 24043 24046 24050 24055
## Predicted 98.1 61.9 56.7 42.3 33.9 28.7 22.8 14.8 8.03 4.48 102.6
## cvpred 98.0 62.0 56.8 42.5 34.2 29.0 23.2 15.4 8.71 5.42 102.4
## pm2.5 9.0 2.0 4.0 4.0 5.0 2.0 0.0 2.0 5.00 7.00 6.0
## CV residual -89.0 -60.0 -52.8 -38.5 -29.2 -27.0 -23.2 -13.4 -3.71 1.58 -96.4
## 24057 24059 24060 24061 24064 24066 24067 24068 24069 24070 24073
## Predicted 107.8 105 103 101.1 105 108 110.1 112.5 112.8 111.8 109.9
## cvpred 107.5 105 103 100.7 105 107 109.9 112.4 112.8 111.7 109.7
## pm2.5 9.0 7 2 5.0 4 5 12.0 21.0 30.0 62.0 21.0
## CV residual -98.5 -98 -101 -95.7 -101 -102 -97.9 -91.4 -82.8 -49.7 -88.7
## 24076 24077 24078 24082 24089 24090 24092 24094 24095 24096 24097
## Predicted 110 110.4 109 103.4 106 108 108.2 112.8 113.2 112.8 112
## cvpred 110 110.2 109 103.3 106 107 108.1 112.7 113.1 112.7 112
## pm2.5 1 19.0 22 17.0 3 4 25.0 29.0 29.0 28.0 41
## CV residual -109 -91.2 -87 -86.3 -103 -103 -83.1 -83.7 -84.1 -84.7 -71
## 24098 24099 24102 24109 24110 24113 24115 24118 24120 24124 24130
## Predicted 112.8 112.5 109.8 110.4 110.4 108.4 108.2 114.9 114.89 113.84 113.8
## cvpred 112.7 112.4 109.7 110.2 110.2 108.3 108.1 114.9 114.91 113.83 113.8
## pm2.5 60.0 65.0 31.0 25.0 32.0 42.0 59.0 104.0 108.00 115.00 87.0
## CV residual -52.7 -47.4 -78.7 -85.2 -78.2 -66.3 -49.1 -10.9 -6.91 1.17 -26.8
## 24132 24146 24151 24152 24155 24160 24161 24166 24173 24176 24181
## Predicted 114.5 115 113.3 112.0 99.2 106.4 106.4 106.7 111 111.8 101
## cvpred 114.6 115 113.3 112.1 99.0 106.1 106.1 106.5 111 111.7 101
## pm2.5 140.0 259 24.0 16.0 10.0 12.0 9.0 17.0 7 13.0 8
## CV residual 25.4 144 -89.3 -96.1 -89.0 -94.1 -97.1 -89.5 -104 -98.7 -93
## 24182 24183 24188 24193 24194 24197 24201 24206 24207 24217 24220
## Predicted 98.9 95.5 106.7 112 112.5 113.0 109.7 109.9 110.4 114.5 112.4
## cvpred 98.7 95.3 106.4 112 112.4 112.9 109.7 109.7 110.2 114.5 112.4
## pm2.5 11.0 12.0 16.0 27 37.0 16.0 24.0 14.0 16.0 189.0 173.0
## CV residual -87.7 -83.3 -90.4 -85 -75.4 -96.9 -85.7 -95.7 -94.2 74.5 60.6
## 24221 24226 24230 24233 24234 24235 24236 24241 24245 24250 24255
## Predicted 111.4 106.5 108.3 104.3 105.7 108.8 108.188 114.2 112.8 109.5 113.3
## cvpred 111.3 106.5 108.1 103.9 105.4 108.6 108.126 114.2 112.7 109.6 113.3
## pm2.5 171.0 61.0 28.0 20.0 37.0 80.0 109.000 145.0 129.0 76.0 167.0
## CV residual 59.7 -45.5 -80.1 -83.9 -68.4 -28.6 0.874 30.8 16.3 -33.6 53.7
## 24262 24265 24267 24270 24272 24278 24279 24280 24281 24286 24287
## Predicted 115.2 115.2 113.5 113 114 116 115 114 111 116 116
## cvpred 115.3 115.3 113.5 113 114 116 115 114 112 116 116
## pm2.5 170.0 189.0 207.0 262 215 237 264 263 227 343 347
## CV residual 54.7 73.7 93.5 149 101 121 149 149 115 227 231
## 24289 24296 24297 24298 24302 24303 24310 24311 24316 24320 24322
## Predicted 116 115.6 115.4 113.8 91.0 87 57.3 53.7 43.2 108.5 106.9
## cvpred 116 115.6 115.5 113.9 90.9 87 57.6 54.1 43.6 108.2 106.6
## pm2.5 446 145.0 160.0 128.0 11.0 11 8.0 8.0 9.0 9.0 20.0
## CV residual 330 29.4 44.5 14.1 -79.9 -76 -49.6 -46.1 -34.6 -99.2 -86.6
## 24326 24328 24331 24335 24337 24343 24345 24349 24350 24357 24360
## Predicted 98.1 92.8 107 99.9 110.8 109.0 110.8 105.8 100.9 111.8 110.4
## cvpred 97.7 92.4 107 99.5 110.6 108.8 110.6 105.6 100.6 111.7 110.2
## pm2.5 8.0 5.0 15 51.0 80.0 84.0 82.0 185.0 139.0 158.0 191.0
## CV residual -89.7 -87.4 -92 -48.5 -30.6 -24.8 -28.6 79.4 38.4 46.3 80.8
## 24364 24365 24367 24369 24370 24372 24374 24375 24381 24383 24384
## Predicted 109.7 109.3 108.6 107.9 107.5 106.8 106 105.8 104 103 103
## cvpred 109.5 109.2 108.5 107.8 107.4 106.7 106 105.6 104 103 102
## pm2.5 134.0 177.0 173.0 125.0 123.0 152.0 132 143.0 214 248 269
## CV residual 24.5 67.8 64.5 17.2 15.6 45.3 26 37.4 110 145 167
## 24385 24388 24392 24395 24396 24398 24400 24403 24406 24415 24418
## Predicted 102 101.1 99.7 98.6 98.3 97.6 96.8 95.8 94.7 92.2 91.1
## cvpred 102 101.1 99.7 98.6 98.3 97.5 96.8 95.8 94.7 92.3 91.2
## pm2.5 256 30.0 9.0 10.0 8.0 8.0 17.0 11.0 59.0 24.0 11.0
## CV residual 154 -71.1 -90.7 -88.6 -90.3 -89.5 -79.8 -84.8 -35.7 -68.3 -80.2
## 24420 24421 24425 24427 24428 24432 24435 24437 24439 24440 24441
## Predicted 90.4 90.0 88.6 87.9 87.5 86.1 85.0 84.3 83.6 83.26 82.90
## cvpred 90.5 90.2 88.8 88.1 87.7 86.3 85.2 84.5 83.8 83.48 83.13
## pm2.5 14.0 13.0 29.0 34.0 56.0 109.0 131.0 123.0 98.0 82.00 79.00
## CV residual -76.5 -77.2 -59.8 -54.1 -31.7 22.7 45.8 38.5 14.2 -1.48 -4.13
## 24443 24445 24448 24456 24460 24464 24468 24473 24475 24481 24482
## Predicted 82.18 81.47 80.4 77.5 114.2 114.2 102.1 78.2 67.7 55.7 103.9
## cvpred 82.42 81.72 80.7 77.8 114.2 114.2 102.1 78.1 67.6 55.7 103.4
## pm2.5 80.00 88.00 102.0 99.0 94.0 71.0 14.0 7.0 9.0 7.0 8.0
## CV residual -2.42 6.28 21.3 21.2 -20.2 -43.2 -88.1 -71.1 -58.6 -48.7 -95.4
## 24485 24490 24495 24497 24503 24504 24505 24506 24511 24513 24514
## Predicted 106 102 84.2 77.7 107 107.6 107 106.9 106.6 106.3 103.7
## cvpred 105 101 83.6 77.3 107 107.3 107 106.6 106.3 106.1 103.4
## pm2.5 5 22 11.0 13.0 59 70.0 82 85.0 71.0 34.0 38.0
## CV residual -100 -79 -72.6 -64.3 -48 -37.3 -25 -21.6 -35.3 -72.1 -65.4
## 24517 24521 24523 24530 24536 24537 24541 24546 24549 24552 24554
## Predicted 102.9 104.9 103.3 110 109.4 109.7 109.4 109 112 111 111
## cvpred 102.5 104.4 102.9 110 109.1 109.5 109.1 109 112 111 111
## pm2.5 39.0 18.0 37.0 130 60.0 65.0 189.0 219 277 285 308
## CV residual -63.5 -86.4 -65.9 20 -49.1 -44.5 79.9 110 165 174 197
## 24555 24557 24559 24562 24564 24566 24575 24576 24578 24582 24583
## Predicted 110 107 106 105 111 109.0 105.9 111.6 110.4 110 109.7
## cvpred 110 107 106 105 111 108.8 105.8 111.5 110.2 110 109.5
## pm2.5 285 233 213 215 214 176.0 56.0 42.0 43.0 55 53.0
## CV residual 175 126 107 110 103 67.2 -49.8 -69.5 -67.2 -55 -56.5
## 24584 24585 24589 24591 24594 24596 24600 24601 24603 24606 24607
## Predicted 110.8 109 110.0 107.1 102 111.9 111 109.8 110.6 106.1 103.5
## cvpred 110.6 109 109.9 107.1 102 111.9 111 109.7 110.4 105.9 103.3
## pm2.5 48.0 56 57.0 49.0 43 40.0 41 41.0 36.0 39.0 16.0
## CV residual -62.6 -53 -52.9 -58.1 -59 -71.9 -70 -68.7 -74.4 -66.9 -87.3
## 24609 24613 24622 24623 24625 24626 24633 24638 24639 24642 24645
## Predicted 108.0 91.6 110.1 109.0 109.4 109.0 110.1 104.5 105.0 107.6 111.4
## cvpred 107.7 91.4 109.9 108.8 109.1 108.8 109.9 104.1 104.6 107.3 111.3
## pm2.5 11.0 14.0 69.0 58.0 36.0 34.0 34.0 59.0 60.0 41.0 125.0
## CV residual -96.7 -77.4 -40.9 -50.8 -73.1 -74.8 -75.9 -45.1 -44.6 -66.3 13.7
## 24650 24653 24655 24659 24660 24663 24670 24673 24675 24677 24681
## Predicted 110.6 109.7 109.38 111.4 109.0 98.0 111.8 110.4 111.1 108.4 109.9
## cvpred 110.4 109.5 109.13 111.3 108.8 97.5 111.7 110.2 110.9 108.3 109.7
## pm2.5 154.0 132.0 108.00 77.0 82.0 42.0 129.0 174.0 202.0 89.0 55.0
## CV residual 43.6 22.5 -1.13 -34.3 -26.8 -55.5 17.3 63.8 91.1 -19.3 -54.7
## 24684 24695 24697 24700 24704 24705 24712 24715 24718 24719 24720
## Predicted 111.1 113 114 115 115 114 115 114 112 111 110
## cvpred 110.9 113 114 115 115 114 115 114 112 112 110
## pm2.5 131.0 301 293 235 240 253 293 317 307 309 299
## CV residual 20.1 188 179 120 125 139 178 203 195 197 189
## 24732 24733 24734 24735 24740 24741 24745 24747 24748 24749 24751
## Predicted 112 108 102.4 99.57 82.0 75.7 71.5 69.6 69.0 103.3 101.1
## cvpred 112 108 102.2 99.37 81.8 75.3 71.3 69.6 69.1 102.8 100.7
## pm2.5 222 232 166.0 105.00 20.0 19.0 11.0 13.0 7.0 11.0 13.0
## CV residual 110 124 63.8 5.63 -61.8 -56.3 -60.3 -56.6 -62.1 -91.8 -87.7
## 24756 24761 24763 24764 24765 24774 24777 24778 24779 24781 24782
## Predicted 104 98.8 97.7 97.5 97.2 109.0 109.4 109.0 108.0 110.1 109.7
## cvpred 103 98.4 97.4 97.2 97.1 108.8 109.1 108.8 107.7 109.9 109.5
## pm2.5 8 26.0 52.0 57.0 54.0 48.0 58.0 58.0 68.0 67.0 65.0
## CV residual -95 -72.4 -45.4 -40.2 -43.1 -60.8 -51.1 -50.8 -39.7 -42.9 -44.5
## 24785 24788 24789 24797 24798 24800 24801 24806 24807 24812 24816
## Predicted 109.0 97.3 96.4 103.9 102.1 103.0 104.2 92.9 90.5 102.6 87.6
## cvpred 108.8 96.8 95.9 103.4 101.6 102.5 103.7 92.3 90.0 102.1 87.0
## pm2.5 9.0 11.0 10.0 12.0 16.0 25.0 29.0 49.0 37.0 68.0 8.0
## CV residual -99.8 -85.8 -85.9 -91.4 -85.6 -77.5 -74.7 -43.3 -53.0 -34.1 -79.0
## 24817 24821 24824 24825 24826 24827 24830 24832 24833 24834 24845
## Predicted 85.3 101.4 104.9 107 101.1 98.1 92.2 88.5 85.5 98.3 102.9
## cvpred 84.7 100.8 104.4 107 100.5 97.4 91.3 87.8 84.8 97.6 102.5
## pm2.5 7.0 13.0 28.0 34 15.0 16.0 12.0 10.0 13.0 11.0 78.0
## CV residual -77.7 -87.8 -76.4 -73 -85.5 -81.4 -79.3 -77.8 -71.8 -86.6 -24.5
## 24855 24863 24867 24869 24870 24879 24881 24886 24888 24889 24890
## Predicted 102.3 103.4 105.8 107.6 106.9 108.4 110.1 111 110.9 111 111
## cvpred 101.7 103.1 105.6 107.3 106.6 108.3 109.9 111 110.7 111 111
## pm2.5 81.0 173.0 124.0 126.0 136.0 175.0 164.0 214 209.0 228 212
## CV residual -20.7 69.9 18.4 18.7 29.4 66.7 54.1 103 98.3 117 101
## 24891 24892 24893 24894 24900 24905 24910 24912 24913 24914 24915
## Predicted 110.8 109.7 110.8 111.4 107.7 110.0 88.3 79.1 75.9 72.7 66.8
## cvpred 110.6 109.5 110.6 111.3 107.6 109.9 88.2 79.2 76.0 72.8 67.0
## pm2.5 206.0 199.0 210.0 194.0 205.0 156.0 10.0 12.0 14.0 11.0 10.0
## CV residual 95.4 89.5 99.4 82.7 97.4 46.1 -78.2 -67.2 -62.0 -61.8 -57.0
## 24917 24927 24930 24939 24943 24944 24945 24947 24955 24958 24959
## Predicted 58.5 36.15 23.3 -11.1 -26.4 -28.4 -31.3 -37.8 -63.0 -70.2 -71.8
## cvpred 58.9 36.75 24.0 -10.0 -25.2 -27.2 -30.0 -36.3 -61.3 -68.4 -69.9
## pm2.5 6.0 27.00 25.0 17.0 19.0 16.0 19.0 26.0 36.0 40.0 32.0
## CV residual -52.9 -9.75 1.0 27.0 44.2 43.2 49.0 62.3 97.3 108.4 101.9
## 24960 24962 24963 24966 24968 24970 24972 24974 24978 24979
## Predicted -73.4 -76.7 104.9 103.7 105.6 104.3 105.2 104.9 106.62 106.26
## cvpred -71.5 -74.7 104.4 103.2 105.2 103.9 104.8 104.4 106.24 105.89
## pm2.5 38.0 42.0 48.0 50.0 54.0 66.0 71.0 77.0 114.00 109.00
## CV residual 109.5 116.7 -56.4 -53.2 -51.2 -37.9 -33.8 -27.4 7.76 3.11
## 24985 24986 24987 24988 24993 24995 24999 25000 25001 25002
## Predicted 107.31 107.13 106.8 106.619 104.26 96.3 83.2 80.3 78.0 76.7
## cvpred 106.97 106.79 106.4 106.244 103.96 95.9 82.8 79.9 77.7 76.4
## pm2.5 99.00 114.00 132.0 106.000 95.00 85.0 31.0 32.0 40.0 32.0
## CV residual -7.97 7.21 25.6 -0.244 -8.96 -10.9 -51.8 -47.9 -37.7 -44.4
## 25004 25005 25007 25008 25011 25020 25022 25023 25035 25036 25041
## Predicted 73.1 71.8 67.6 66.3 65.3 103.2 101.4 101.4 107 107.13 109.20
## cvpred 72.9 71.7 67.4 66.2 65.3 102.6 100.9 100.9 107 106.79 108.95
## pm2.5 39.0 43.0 43.0 44.0 32.0 51.0 29.0 50.0 135 116.00 118.00
## CV residual -33.9 -28.7 -24.4 -22.2 -33.3 -51.6 -71.9 -50.9 28 9.21 9.05
## 25047 25048 25049 25051 25053 25054 25057 25058 25061 25062
## Predicted 106.9 105.5 107 108.3 108.69 109.0 106.9 108.69 109.0 109.4
## cvpred 106.6 105.2 107 108.1 108.41 108.8 106.6 108.41 108.8 109.1
## pm2.5 71.0 71.0 44 67.0 116.00 143.0 132.0 116.00 122.0 130.0
## CV residual -35.6 -34.2 -63 -41.1 7.59 34.2 25.4 7.59 13.2 20.9
## 25066 25072 25075 25080 25081 25085 25086 25089 25093 25097 25098
## Predicted 107.91 102 105.5 81.5 77.2 58.4 54.8 45.7 27.5 9.10 7.46
## cvpred 107.73 102 105.2 81.2 77.0 58.1 54.6 45.6 27.7 9.52 7.94
## pm2.5 110.00 46 26.0 12.0 10.0 9.0 11.0 9.0 13.0 13.00 12.00
## CV residual 2.27 -56 -79.2 -69.2 -67.0 -49.1 -43.6 -36.6 -14.7 3.48 4.06
## 25101 25106 25107 25110 25114 25115 25117 25120 25122 25123 25127
## Predicted -3.62 -12.9 -14.6 -22.2 98.0 96.4 93.5 82.1 77.7 75.4 68.2
## cvpred -3.03 -12.2 -13.8 -21.4 97.2 95.6 92.8 81.4 77.2 74.9 67.9
## pm2.5 9.00 12.0 12.0 13.0 22.0 18.0 26.0 26.0 23.0 34.0 8.0
## CV residual 12.03 24.2 25.8 34.4 -75.2 -77.6 -66.8 -55.4 -54.2 -40.9 -59.9
## 25130 25132 25133 25137 25138 25144 25145 25148 25149 25151 25155
## Predicted 62.3 49.4 45.6 33.1 29.5 6.76 2.15 -5.61 -11.5 -20.8 -26.6
## cvpred 62.1 49.1 45.4 33.0 29.4 6.96 2.33 -5.25 -11.1 -20.3 -25.9
## pm2.5 12.0 8.0 14.0 10.0 14.0 12.00 8.00 11.00 18.0 24.0 17.0
## CV residual -50.1 -41.1 -31.4 -23.0 -15.4 5.04 5.67 16.25 29.1 44.3 42.9
## 25156 25159 25161 25165 25172 25174 25177 25179 25181 25184
## Predicted -28.9 95.5 92.6 89.5 101.3 101.9 102.3 103.2 103.2 103.2
## cvpred -28.2 94.8 91.9 88.7 100.7 101.4 101.7 102.6 102.6 102.6
## pm2.5 14.0 16.0 23.0 27.0 49.0 81.0 144.0 162.0 171.0 85.0
## CV residual 42.2 -78.8 -68.9 -61.7 -51.7 -20.4 42.3 59.4 68.4 -17.6
## 25185 25186 25187 25188 25190 25192 25196 25197 25208 25215
## Predicted 103.50066 103.9 102.82 101.8 102.5 99.7 100.0 104.31 106.1 106.2
## cvpred 103.00046 103.4 102.28 101.2 101.9 99.0 99.4 103.93 105.7 105.9
## pm2.5 103.00000 83.0 112.00 146.0 191.0 227.0 122.0 113.00 170.0 182.0
## CV residual -0.00046 -20.4 9.72 44.8 89.1 128.0 22.6 9.07 64.3 76.1
## 25218 25224 25229 25232 25235 25236 25238 25240 25241 25242 25244
## Predicted 94.9 82.4 103.3 102.1 102.5 104 102.5 100.7 100.7 101.4 105.2
## cvpred 94.5 82.1 102.8 101.6 101.9 103 101.9 100.1 100.1 100.9 104.8
## pm2.5 17.0 18.0 35.0 57.0 50.0 51 56.0 64.0 72.0 69.0 57.0
## CV residual -77.5 -64.1 -67.8 -44.6 -51.9 -52 -45.9 -36.1 -28.1 -31.9 -47.8
## 25245 25247 25248 25249 25250 25251 25255 25256 25257 25258 25259
## Predicted 104.9 104.2 103 102.8 102 104.6 104.2 104.6 104.5 104.5 105.2
## cvpred 104.4 103.7 103 102.3 102 104.1 103.7 104.1 104.1 104.1 104.8
## pm2.5 93.0 135.0 157 179.0 171 180.0 154.0 167.0 164.0 168.0 179.0
## CV residual -11.4 31.3 54 76.7 69 75.9 50.3 62.9 59.9 63.9 74.2
## 25264 25265 25269 25272 25277 25278 25281 25287 25319 25320 25323
## Predicted 103 104.9 85.2 75.6 58.0 55.7 100.4 98.0 105.2 105.2 104.6
## cvpred 103 104.4 84.7 75.1 57.8 55.5 99.7 97.2 104.8 104.8 104.1
## pm2.5 156 153.0 11.0 7.0 6.0 12.0 22.0 22.0 141.0 153.0 164.0
## CV residual 53 48.6 -73.7 -68.1 -51.8 -43.5 -77.7 -75.2 36.2 48.2 59.9
## 25324 25329 25331 25334 25335 25339 25343 25349 25350 25352 25354
## Predicted 104 105 105 103.8 102.8 106 106 106 106 106 107
## cvpred 103 104 104 103.4 102.3 106 105 106 106 105 107
## pm2.5 248 305 280 183.0 196.0 269 338 359 318 236 226
## CV residual 145 201 176 79.6 93.7 163 233 253 212 131 119
## 25356 25357 25366 25370 25373 25376 25378 25381 25386 25388 25390
## Predicted 104.8 106.3 69.3 94.7 93.4 97.4 96.1 90.9 85.3 97.1 95.2
## cvpred 104.5 105.9 68.7 93.8 92.6 96.7 95.3 90.1 84.7 96.3 94.6
## pm2.5 84.0 33.0 6.0 16.0 12.0 21.0 27.0 30.0 49.0 85.0 105.0
## CV residual -20.5 -72.9 -62.7 -77.8 -80.6 -75.7 -68.3 -60.1 -35.7 -11.3 10.4
## 25391 25395 25396 25399 25400 25404 25411 25414 25417 25420 25422
## Predicted 93.99 100.7 101.8 101.1 101.1 100.7 98.2 103 103 102 104
## cvpred 93.37 100.1 101.2 100.5 100.5 100.1 97.7 103 103 101 103
## pm2.5 100.00 123.0 131.0 177.0 148.0 84.0 202.0 209 326 413 329
## CV residual 6.63 22.9 29.8 76.5 47.5 -16.1 104.3 106 223 312 226
## 25428 25431 25438 25440 25447 25448 25452 25461 25471 25472 25478
## Predicted 95.9 82.7 95.7 94.1 80.4 78.7 70.0 91.5 100.1 99.7 100.3
## cvpred 95.3 82.0 94.9 93.3 79.7 78.1 69.4 90.6 99.4 99.0 99.8
## pm2.5 109.0 14.0 13.0 32.0 15.0 15.0 11.0 44.0 182.0 184.0 230.0
## CV residual 13.7 -68.0 -81.9 -61.3 -64.7 -63.1 -58.4 -46.6 82.6 85.0 130.2
## 25481 25482 25483 25484 25488 25491 25492 25499 25503 25506 25508
## Predicted 102 103 104 104 81.06 69.3 66.2 45.6 34.5 28.9 28.5
## cvpred 102 102 103 103 80.11 68.7 65.7 45.3 34.4 28.9 28.6
## pm2.5 241 245 247 276 73.00 53.0 37.0 23.0 11.0 19.0 18.0
## CV residual 139 143 144 173 -7.11 -15.7 -28.7 -22.3 -23.4 -9.9 -10.6
## 25510 25512 25521 25523 25525 25530 25535 25537 25538 25541 25542
## Predicted 95.9 98.3 101.4 99.4 93.2 94.2 99.4 96.7 95.4 89.1 85.4
## cvpred 95.1 97.6 100.8 98.7 92.2 93.3 98.7 96.0 94.8 88.3 84.6
## pm2.5 24.0 43.0 76.0 58.0 38.0 49.0 79.0 167.0 152.0 31.0 24.0
## CV residual -71.1 -54.6 -24.8 -40.7 -54.2 -44.3 -19.7 71.0 57.2 -57.3 -60.6
## 25543 25548 25550 25552 25557 25559 25562 25563 25568 25571 25572
## Predicted 81.5 68.5 63.2 59.2 91.8 92.5 94.9 96.1 96.2 95.57 96.6
## cvpred 80.7 67.7 62.4 58.5 90.7 91.5 94.0 95.2 95.5 94.71 95.8
## pm2.5 17.0 18.0 16.0 9.0 20.0 45.0 46.0 37.0 57.0 101.00 117.0
## CV residual -63.7 -49.7 -46.4 -49.5 -70.7 -46.5 -48.0 -58.2 -38.5 6.29 21.2
## 25574 25575 25576 25577 25581 25585 25586 25587 25588 25590 25591
## Predicted 93.4 92.46 91.9 90.6 88.70 101.8 101.4 101.8 101.4 99.3 101.8
## cvpred 92.6 91.73 91.2 90.0 88.27 101.2 100.8 101.2 100.8 98.7 101.2
## pm2.5 107.0 90.00 78.0 76.0 97.00 128.0 129.0 132.0 151.0 166.0 155.0
## CV residual 14.4 -1.73 -13.2 -14.0 8.73 26.8 28.2 30.8 50.2 67.3 53.8
## 25601 25604 25609 25611 25613 25614 25616 25617 25620 25621 25624
## Predicted 102 99.9 101 102 99.1 97.0 87.5 82.5 73.8 70.2 61.3
## cvpred 102 99.4 100 101 98.5 96.4 86.8 81.8 73.1 69.5 60.7
## pm2.5 332 277.0 322 327 36.0 9.0 12.0 12.0 15.0 20.0 14.0
## CV residual 230 177.6 222 226 -62.5 -87.4 -74.8 -69.8 -58.1 -49.5 -46.7
## 25626 25627 25638 25643 25649 25650 25651 25653 25655 25658 25661
## Predicted 55.9 53.0 97.66 99.0 95.9 98.0 95.2 98.7 96.0 97.1 91.5
## cvpred 55.4 52.6 96.86 98.3 95.1 97.2 94.4 97.9 95.3 96.3 90.6
## pm2.5 11.0 14.0 102.00 71.0 138.0 128.0 138.0 123.0 50.0 35.0 9.0
## CV residual -44.4 -38.6 5.14 -27.3 42.9 30.8 43.6 25.1 -45.3 -61.3 -81.6
## 25662 25665 25666 25667 25669 25673 25676 25680 25681 25686 25692
## Predicted 87.6 79.5 77.2 72.3 61.2 44.4 38.8 94.9 94.5 92.4 96.6
## cvpred 86.7 78.7 76.4 71.5 60.5 43.8 38.4 94.0 93.6 91.5 95.8
## pm2.5 9.0 9.0 9.0 9.0 9.0 7.0 9.0 29.0 26.0 49.0 83.0
## CV residual -77.7 -69.7 -67.4 -62.5 -51.5 -36.8 -29.4 -65.0 -67.6 -42.5 -12.8
## 25694 25696 25697 25698 25699 25702 25714 25718 25719 25729 25731
## Predicted 93.1 93.3 92.6 92.2 93.95 96.3 94.2 91.8 91.43 60.7 51.5
## cvpred 92.2 92.4 91.7 91.3 93.12 95.4 93.3 90.7 90.38 59.9 50.7
## pm2.5 44.0 39.0 54.0 78.0 95.00 144.0 35.0 50.0 95.00 16.0 9.0
## CV residual -48.2 -53.4 -37.7 -13.3 1.88 48.6 -58.3 -40.7 4.62 -43.9 -41.7
## 25732 25736 25741 25744 25749 25750 25758 25760 25761 25763 25771
## Predicted 48.2 35.9 21.16 11.46 -4.70 -6.34 -29.1 -31.3 -32.2 -36.1 92.8
## cvpred 47.5 35.3 20.79 11.26 -4.64 -6.22 -28.7 -30.8 -31.7 -35.5 91.8
## pm2.5 9.0 11.0 16.00 14.00 15.00 14.00 13.0 16.0 15.0 19.0 27.0
## CV residual -38.5 -24.3 -4.79 2.74 19.64 20.22 41.7 46.8 46.7 54.5 -64.8
## 25777 25780 25788 25790 25791 25792 25793 25794 25795 25796 25803
## Predicted 94.7 90.9 92.7 95.9 95.3 94.61 93.89 97.7 97.301 97.63 96.6
## cvpred 93.8 90.1 91.9 95.1 94.6 93.85 93.14 96.9 96.508 96.88 95.8
## pm2.5 37.0 29.0 68.0 75.0 82.0 96.00 92.00 80.0 97.000 104.00 200.0
## CV residual -56.8 -61.1 -23.9 -20.1 -12.6 2.15 -1.14 -16.9 0.492 7.12 104.2
## 25819 25821 25833 25841 25843 25844 25846 25847 25848 25850 25851
## Predicted 96.9 96.5 92.1 105 103 103 104 104 104 104 104
## cvpred 96.2 95.8 91.7 104 103 102 103 104 103 103 103
## pm2.5 179.0 146.0 149.0 284 289 281 287 290 259 274 281
## CV residual 82.8 50.2 57.3 180 186 179 184 186 156 171 178
## 25854 25857 25863 25870 25872 25888 25889 25891 25894 25896 25897
## Predicted 103 101 94.0 86.3 85.2 61.8 62.2 105.9 107 107 106.3
## cvpred 102 100 93.6 86.0 85.0 62.0 62.4 105.5 106 106 105.9
## pm2.5 247 235 196.0 212.0 217.0 197.0 204.0 199.0 225 221 192.0
## CV residual 145 135 102.4 126.0 132.0 135.0 141.6 93.5 119 115 86.1
## 25898 25910 25912 25915 25919 25922 25923 25925 25929 25934 25935
## Predicted 106 106 106 106 106 105 104 102 93.26 86.0 103.9
## cvpred 105 105 105 106 106 105 104 101 92.94 85.7 103.4
## pm2.5 256 305 284 290 309 284 262 243 91.00 70.0 72.0
## CV residual 151 200 179 184 203 179 158 142 -1.94 -15.7 -31.4
## 25939 25941 25943 25950 25956 25959 25961 25963 25964 25965 25971
## Predicted 103.86 103.9 103.7 92.9 72.6 63.2 57.4 48.5 45.6 42.1 26.5
## cvpred 103.36 103.4 103.2 92.3 72.1 62.9 57.1 48.2 45.3 41.8 26.4
## pm2.5 101.00 115.0 155.0 20.0 13.0 16.0 22.0 22.0 22.0 17.0 22.0
## CV residual -2.36 11.6 51.8 -72.3 -59.1 -46.9 -35.1 -26.2 -23.3 -24.8 -4.4
## 25972 25973 25975 25983 25984 25986 25987 25989 25990 25991 25994
## Predicted 25.21 92.6 92.6 95.6 94.5 95.9 95.6 96.6 97.3 96.01 99.0
## cvpred 25.16 91.6 91.6 94.7 93.6 95.1 94.7 95.8 96.5 95.28 98.3
## pm2.5 16.00 18.0 13.0 24.0 25.0 53.0 69.0 78.0 81.0 90.00 114.0
## CV residual -9.16 -73.6 -78.6 -70.7 -68.6 -42.1 -25.7 -17.8 -15.5 -5.28 15.7
## 25995 25997 26000 26002 26006 26011 26014 26015 26017 26018 26020
## Predicted 98.0 96.6 97.3 97.2 99.0 100.4 96.9 96.2 95.6 92.8 91.5
## cvpred 97.2 95.8 96.5 96.5 98.3 99.7 96.2 95.5 95.0 92.1 90.9
## pm2.5 124.0 166.0 199.0 158.0 186.0 245.0 256.0 290.0 244.0 244.0 217.0
## CV residual 26.8 70.2 102.5 61.5 87.7 145.3 159.8 194.5 149.0 151.9 126.1
## 26021 26022 26026 26028 26029 26030 26032 26034 26036 26037 26038
## Predicted 90.1 90.1 100.4 101.8 101 101 101 102 101 103 104
## cvpred 89.4 89.5 99.7 101.2 101 100 101 101 100 103 103
## pm2.5 244.0 267.0 187.0 175.0 208 244 246 308 229 218 229
## CV residual 154.6 177.5 87.3 73.8 107 144 145 207 129 115 126
## 26040 26041 26047 26055 26059 26065 26067 26069 26076 26079 26080
## Predicted 103 103 96.0 92.6 82.3 93 93.3 91.0 77.9 93.1 88.8
## cvpred 103 103 95.3 91.9 81.6 92 92.4 90.1 77.1 92.2 88.0
## pm2.5 314 315 299.0 29.0 23.0 16 21.0 22.0 25.0 32.0 32.0
## CV residual 211 212 203.7 -62.9 -58.6 -76 -71.4 -68.1 -52.1 -60.2 -56.0
## 26081 26087 26088 26094 26230 26232 26233 26236 26238 26241 26243
## Predicted 85.2 57.3 51.0 29.6 79.0 102 101 90.6 84.3 73.3 67.9
## cvpred 84.4 56.6 50.3 29.1 78.7 102 101 90.0 83.6 72.5 67.2
## pm2.5 34.0 15.0 12.0 12.0 191.0 288 284 71.0 15.0 16.0 17.0
## CV residual -50.4 -41.6 -38.3 -17.1 112.3 186 183 -19.0 -68.6 -56.5 -50.2
## 26245 26246 26247 26249 26251 26252 26254 26259 26261 26264 26266
## Predicted 59.5 53.9 49.7 43.5 38.5 33.5 91.9 84.2 80.3 75.1 73.6
## cvpred 58.9 53.4 49.2 43.2 38.3 33.3 90.9 83.3 79.4 74.3 72.9
## pm2.5 16.0 15.0 13.0 11.0 20.0 14.0 15.0 11.0 11.0 14.0 18.0
## CV residual -42.9 -38.4 -36.2 -32.2 -18.3 -19.3 -75.9 -72.3 -68.4 -60.3 -54.9
## 26271 26272 26276 26281 26282 26283 26284 26297 26298 26303 26305
## Predicted 57.0 53.1 45.7 95.23 94.19 93.1 93.9 93.3 95.0 98.3 97.8
## cvpred 56.4 52.5 45.3 94.34 93.27 92.2 92.9 92.4 94.2 97.6 97.1
## pm2.5 17.0 16.0 19.0 97.00 95.00 131.0 147.0 54.0 78.0 45.0 35.0
## CV residual -39.4 -36.5 -26.3 2.66 1.73 38.8 54.1 -38.4 -16.2 -52.6 -62.1
## 26307 26309 26310 26312 26314 26317 26318 26320 26323 26329 26331
## Predicted 94.7 96.5 95.4 94.0 88.3 75.9 72.7 64.5 53.4 33.7 27.99
## cvpred 94.1 95.6 94.5 93.1 87.4 75.0 71.8 63.6 52.6 33.1 27.49
## pm2.5 32.0 16.0 15.0 9.0 14.0 10.0 16.0 15.0 15.0 19.0 19.00
## CV residual -62.1 -79.6 -79.5 -84.1 -73.4 -65.0 -55.8 -48.6 -37.6 -14.1 -8.49
## 26335 26336 26338 26339 26343 26346 26349 26351 26352 26354 26356
## Predicted 16.697 13.47 7.35 2.18 -14.5 -26.9 -38.7 -44.8 -47.7 -56.6 -62.7
## cvpred 16.345 13.16 7.16 2.02 -14.4 -26.6 -38.3 -44.3 -47.1 -56.0 -62.0
## pm2.5 17.000 15.00 15.00 15.00 20.0 25.0 20.0 21.0 27.0 21.0 18.0
## CV residual 0.655 1.84 7.84 12.98 34.4 51.6 58.3 65.3 74.1 77.0 80.0
## 26359 26360 26361 26362 26364 26365 26366 26370 26379 26380 26382
## Predicted 86.4 85.1 89.0 87.4 87.8 88.1 88.8 90.8 84.5 83.7 81.2
## cvpred 85.2 83.9 87.8 86.2 86.6 87.0 87.7 89.6 83.5 82.8 80.3
## pm2.5 13.0 13.0 17.0 22.0 26.0 26.0 18.0 18.0 35.0 58.0 62.0
## CV residual -72.2 -70.9 -70.8 -64.2 -60.6 -61.0 -69.7 -71.6 -48.5 -24.8 -18.3
## 26387 26393 26395 26396 26397 26399 26401 26402 26406 26409 26413
## Predicted 77.3 89.87 91.78 93 94.2 93.5 93.5 92.8 87.3 88.6 89.8
## cvpred 76.4 88.76 90.73 92 93.2 92.5 92.5 91.8 86.3 87.5 88.8
## pm2.5 39.0 79.00 94.00 113 132.0 205.0 198.0 176.0 30.0 29.0 39.0
## CV residual -37.4 -9.76 3.27 21 38.8 112.5 105.5 84.2 -56.3 -58.5 -49.8
## 26414 26416 26417 26418 26422 26429 26430 26431 26432 26438 26443
## Predicted 87.9 85 84.3 84.6 90 90.4 88.8 87.2 85.6 93.2 90.2
## cvpred 86.8 84 83.3 83.7 89 89.5 87.9 86.4 84.8 92.2 89.4
## pm2.5 38.0 37 36.0 41.0 73 40.0 39.0 30.0 32.0 70.0 204.0
## CV residual -48.8 -47 -47.3 -42.7 -16 -49.5 -48.9 -56.4 -52.8 -22.2 114.6
## 26447 26451 26456 26458 26461 26462 26463 26465 26467 26469 26470
## Predicted 97.0 93.3 88.622 88.0 95.38 95.92 93.9 93.3 96.3 96.6 96.3
## cvpred 96.1 92.4 87.777 87.3 94.53 95.06 92.9 92.4 95.4 95.8 95.4
## pm2.5 413.0 173.0 88.000 71.0 89.00 102.00 113.0 33.0 150.0 194.0 233.0
## CV residual 316.9 80.6 0.223 -16.3 -5.53 6.94 20.1 -59.4 54.6 98.2 137.6
## 26476 26478 26481 26482 26484 26485 26490 26492 26497 26499 26508
## Predicted 95.9 95.9 97.3 99.0 89.2 84.6 68.5 65.6 90.4 88.9 92.8
## cvpred 95.1 95.1 96.5 98.3 88.3 83.7 67.7 64.9 89.3 87.9 91.8
## pm2.5 326.0 365.0 159.0 170.0 19.0 20.0 16.0 18.0 23.0 22.0 48.0
## CV residual 230.9 269.9 62.5 71.7 -69.3 -63.7 -51.7 -46.9 -66.3 -65.9 -43.8
## 26509 26511 26515 26519 26522 26525 26526 26527 26534 26535 26536
## Predicted 93.2 89.1 91.7 96.3 95.2 92.2 91.0 91.0 97.297 98.0 97.2
## cvpred 92.2 88.0 90.8 95.4 94.3 91.3 90.1 90.1 96.504 97.2 96.5
## pm2.5 59.0 72.0 75.0 63.0 304.0 179.0 162.0 111.0 97.000 111.0 167.0
## CV residual -33.2 -16.0 -15.8 -32.4 209.7 87.7 71.9 20.9 0.496 13.8 70.5
## 26538 26541 26545 26546 26549 26550 26551 26552 26556 26558 26563
## Predicted 97.2 95.8 102 101 101 100.4 99.6 98.9 99.6 102 100.2
## cvpred 96.6 95.1 101 101 100 99.8 99.1 98.4 99.1 101 99.6
## pm2.5 395.0 421.0 434 425 402 429.0 408.0 456.0 377.0 343 216.0
## CV residual 298.4 325.9 333 324 302 329.2 308.9 357.6 277.9 242 116.4
## 26564 26571 26574 26577 26580 26581 26583 26586 26587 26590 26593
## Predicted 98.8 97.3 98.0 95.9 100.4 100.1 100.0 98.2 96.8 100.4 99.7
## cvpred 98.2 96.5 97.2 95.1 99.7 99.4 99.4 97.7 96.2 99.7 99.0
## pm2.5 291.0 442.0 287.0 278.0 383.0 472.0 529.0 810.0 776.0 852.0 744.0
## CV residual 192.8 345.5 189.8 182.9 283.3 372.6 429.6 712.3 679.8 752.3 645.0
## 26598 26600 26602 26611 26613 26617 26618 26620 26623 26624 26625
## Predicted 102 100.3 98.4 102 101 99.5 99.4 98.1 94.2 99.0 99.4
## cvpred 102 99.8 97.8 102 100 98.8 98.7 97.4 93.5 98.3 98.7
## pm2.5 673 475.0 288.0 334 333 309.0 298.0 523.0 328.0 308.0 358.0
## CV residual 571 375.2 190.2 232 233 210.2 199.3 425.6 234.5 209.7 259.3
## 26626 26629 26631 26632 26634 26641 26645 26646 26648 26651 26652
## Predicted 101 102 101 99.3 97.1 86.9 81.6 81.03 78.70 77.24 77.21
## cvpred 100 102 100 98.7 96.6 86.5 81.2 80.66 78.36 76.96 76.97
## pm2.5 296 335 307 271.0 277.0 151.0 61.0 71.00 74.00 79.00 69.00
## CV residual 196 233 207 172.3 180.4 64.5 -20.2 -9.66 -4.36 2.04 -7.97
## 26658 26661 26662 26664 26666 26669 26671 26673 26677 26681 26683
## Predicted 101.4 100.9 100.1 99.4 98.8 90.9 85.9 98.7 96.1 92.0 95.4
## cvpred 100.8 100.3 99.4 98.7 98.1 90.1 85.2 97.9 95.3 91.1 94.5
## pm2.5 134.0 183.0 181.0 227.0 189.0 46.0 35.0 82.0 194.0 45.0 227.0
## CV residual 33.2 82.7 81.6 128.3 90.9 -44.1 -50.2 -15.9 98.7 -46.1 132.5
## 26684 26688 26690 26691 26697 26699 26700 26705 26708 26709 26711
## Predicted 94.1 86.3 94.7 94.0 92.4 89.5 88.6 92.6 91.9 91.2 90.8
## cvpred 93.3 85.5 93.8 93.1 91.5 88.7 87.8 91.7 91.2 90.5 90.2
## pm2.5 219.0 28.0 25.0 24.0 33.0 34.0 38.0 71.0 86.0 107.0 208.0
## CV residual 125.7 -57.5 -68.8 -69.1 -58.5 -54.7 -49.8 -20.7 -5.2 16.5 117.8
## 26714 26715 26717 26728 26732 26733 26735 26737 26740 26745 26750
## Predicted 97.7 97.7 97.0 95.4 99.0 99.9 99.7 97.4 98.3 98.7 98.8
## cvpred 96.9 96.9 96.1 94.5 98.3 99.2 99.0 96.7 97.6 97.9 98.1
## pm2.5 283.0 214.0 231.0 176.0 448.0 485.0 573.0 412.0 253.0 237.0 201.0
## CV residual 186.1 117.1 134.9 81.5 349.7 385.8 474.0 315.3 155.4 139.1 102.9
## 26752 26755 26757 26760 26762 26763 26765 26767 26769 26771 26779
## Predicted 96.0 101.1 99.7 96.3 92.97 99.0 98.5 101.8 103.2 102.2 103.9
## cvpred 95.3 100.5 99.0 95.7 92.27 98.3 97.8 101.2 102.6 101.8 103.4
## pm2.5 76.0 85.0 115.0 72.0 91.00 69.0 53.0 64.0 87.0 80.0 142.0
## CV residual -19.3 -15.5 16.0 -23.7 -1.27 -29.3 -44.8 -37.2 -15.6 -21.8 38.6
## 26782 26784 26787 26788 26791 26792 26795 26797 26801 26807 26819
## Predicted 104 103.9 103.1 102.1 99.9 98.0 95.8 100.3 101.8 101.4 101.1
## cvpred 103 103.4 102.6 101.6 99.4 97.5 95.4 99.8 101.2 100.8 100.5
## pm2.5 156 169.0 156.0 198.0 187.0 154.0 159.0 156.0 72.0 179.0 48.0
## CV residual 53 65.6 53.4 96.4 87.6 56.5 63.6 56.2 -29.2 78.2 -52.5
## 26824 26829 26831 26833 26837 26838 26842 26843 26844 26845 26846
## Predicted 101 95.8 92.6 102 102 101 102 102 102 102 101
## cvpred 101 95.4 92.2 102 101 101 102 102 102 102 101
## pm2.5 326 398.0 412.0 453 411 424 388 401 402 396 395
## CV residual 225 302.6 319.8 351 310 323 286 299 300 294 294
## 26847 26849 26854 26856 26860 26862 26863 26869 26872 26874 26877
## Predicted 101 99.9 101 98.1 83.7 79.4 78.1 79.0 69.5 64.6 91.5
## cvpred 101 99.4 100 97.4 83.1 78.8 77.6 78.2 68.9 64.1 90.6
## pm2.5 392 301.0 399 398.0 18.0 16.0 12.0 12.0 13.0 14.0 30.0
## CV residual 291 201.6 299 300.6 -65.1 -62.8 -65.6 -66.2 -55.9 -50.1 -60.6
## 26883 26884 26886 26889 26890 26891 26893 26896 26898 26901 26903
## Predicted 93.3 92.6 94.2 92.1 90.8 89.5 93.2 96.3 96.3 98.0 98.5
## cvpred 92.4 91.7 93.3 91.1 89.9 88.6 92.2 95.4 95.4 97.2 97.8
## pm2.5 47.0 46.0 47.0 48.0 40.0 50.0 53.0 84.0 73.0 130.0 118.0
## CV residual -45.4 -45.7 -46.3 -43.1 -49.9 -38.6 -39.2 -11.4 -22.4 32.8 20.2
## 26906 26908 26909 26912 26915 26917 26919 26920 26922 26923 26925
## Predicted 98.5 98.3 97.7 94.3 99.0 98.3 98.7 98.6 98.3 97.7 100.7
## cvpred 97.8 97.6 96.9 93.5 98.3 97.6 97.9 98.0 97.6 97.1 100.1
## pm2.5 174.0 186.0 189.0 138.0 96.0 122.0 198.0 162.0 172.0 195.0 174.0
## CV residual 76.2 88.4 92.1 44.5 -2.3 24.4 100.1 64.0 74.4 97.9 73.9
## 26928 26929 26933 26934 26936 26937 26942 26945 26947 26948 26952
## Predicted 99.0 101 99.0 99.7 100.1 99.3 102 102 103 102 103
## cvpred 98.3 100 98.3 99.0 99.4 98.7 102 102 102 102 103
## pm2.5 179.0 229 293.0 258.0 312.0 310.0 321 320 300 314 318
## CV residual 80.7 129 194.7 159.0 212.6 211.3 219 218 198 212 215
## 26953 26956 26958 26960 26961 26963 26965 26970 26983 26985 26987
## Predicted 103 103 103 103 103 102 100.1 102 101 102 102
## cvpred 102 103 103 103 102 101 99.6 101 100 102 101
## pm2.5 340 369 364 362 369 348 367.0 490 526 438 462
## CV residual 238 266 261 259 267 247 267.4 389 426 336 361
## 26990 26996 27009 27010 27011 27014 27015 27016 27017 27021 27025
## Predicted 104 98.1 102 101 101 103 103 104 104 102.6 104
## cvpred 103 97.7 102 101 100 103 102 103 103 102.1 103
## pm2.5 463 389.0 275 287 302 286 297 288 281 199.0 311
## CV residual 360 291.3 173 186 202 183 195 185 178 96.9 208
## 27028 27029 27030 27031 27033 27034 27035 27036 27038 27039 27040
## Predicted 104 103.9 104 104 104.6 105.2 104.3 105.2 105.6 105.9 105.6
## cvpred 103 103.4 103 104 104.1 104.8 103.9 104.8 105.2 105.5 105.2
## pm2.5 205 181.0 213 208 183.0 178.0 178.0 169.0 174.0 172.0 157.0
## CV residual 102 77.6 110 104 78.9 73.2 74.1 64.2 68.8 66.5 51.8
## 27042 27044 27047 27052 27053 27054 27056 27058 27060 27061 27063
## Predicted 105.6 103 100.2 102.81 101.4 96.4 98.6 97.2 96.5 93.2 95.7
## cvpred 105.2 103 99.9 102.28 100.9 95.9 98.0 96.5 95.8 92.4 94.9
## pm2.5 147.0 144 129.0 98.00 53.0 26.0 21.0 14.0 20.0 24.0 19.0
## CV residual 41.8 41 29.1 -4.28 -47.9 -69.9 -77.0 -82.5 -75.8 -68.4 -75.9
## 27064 27068 27075 27077 27078 27084 27087 27090 27094 27096 27097
## Predicted 92.7 92.2 82.0 93.4 92.2 86.6 95.2 93.9 98.1 100.05 99.3
## cvpred 91.9 91.3 81.2 92.6 91.3 85.9 94.4 93.1 97.4 99.39 98.7
## pm2.5 21.0 23.0 9.0 16.0 15.0 50.0 51.0 57.0 84.0 90.00 114.0
## CV residual -70.9 -68.3 -72.2 -76.6 -76.3 -35.9 -43.4 -36.1 -13.4 -9.39 15.3
## 27104 27105 27106 27113 27114 27119 27121 27122 27127 27130 27137
## Predicted 104.6 104.2 103 105 104 98.9 95.7 102 84.7 95.4 96.3
## cvpred 104.1 103.7 103 104 104 98.4 95.2 102 84.1 94.5 95.4
## pm2.5 126.0 126.0 138 228 227 233.0 215.0 217 14.0 18.0 22.0
## CV residual 21.9 22.3 35 124 123 134.6 119.8 115 -70.1 -76.5 -73.4
## 27138 27142 27152 27156 27158 27172 27173 27178 27179 27185 27187
## Predicted 97.7 94.0 89.1 87.72 103.8 99.3 96.7 103 102.8 75.3 63.4
## cvpred 96.9 93.3 88.6 87.43 103.4 98.7 96.0 102 102.3 74.5 62.6
## pm2.5 27.0 32.0 72.0 80.00 90.0 234.0 229.0 203 188.0 10.0 5.0
## CV residual -69.9 -61.3 -16.6 -7.43 -13.4 135.3 133.0 101 85.7 -64.5 -57.6
## 27189 27190 27192 27195 27198 27206 27208 27216 27217 27219 27220
## Predicted 53.6 49.6 43.0 35.1 88.5 87.2 88.6 83.1 80.4 77.9 89.2
## cvpred 52.8 48.9 42.4 34.6 87.3 86.1 87.5 82.0 79.4 76.9 88.0
## pm2.5 9.0 12.0 9.0 7.0 9.0 13.0 10.0 27.0 15.0 12.0 9.0
## CV residual -43.8 -36.9 -33.4 -27.6 -78.3 -73.1 -77.5 -55.0 -64.4 -64.9 -79.0
## 27221 27222 27228 27234 27237 27238 27241 27243 27256 27257 27258
## Predicted 89.1 89.1 90.4 91.1 95.7 96.0 95.2 93.7 96.6 97.0 97.3
## cvpred 88.0 88.1 89.3 90.3 94.9 95.3 94.4 92.9 95.8 96.1 96.5
## pm2.5 13.0 11.0 15.0 66.0 174.0 152.0 108.0 111.0 163.0 156.0 161.0
## CV residual -75.0 -77.1 -74.3 -24.3 79.1 56.7 13.6 18.1 67.2 59.9 64.5
## 27261 27262 27265 27266 27267 27269 27270 27272 27274 27275 27277
## Predicted 98.0 96.0 90.4 93.9 95.2 93.9 91.9 88.3 85.1 83.1 78.5
## cvpred 97.2 95.3 89.5 92.9 94.4 92.9 90.9 87.4 84.2 82.3 77.7
## pm2.5 282.0 428.0 71.0 419.0 209.0 78.0 23.0 10.0 20.0 25.0 16.0
## CV residual 184.8 332.7 -18.5 326.1 114.6 -14.9 -67.9 -77.4 -64.2 -57.3 -61.7
## 27278 27279 27281 27282 27289 27290 27293 27296 27297 27298 27300
## Predicted 75.8 73.2 89.2 90.7 93.2 91.5 91.5 93.1 91.2 89.9 99.0
## cvpred 75.0 72.3 88.0 89.7 92.2 90.6 90.6 92.2 90.2 89.0 98.3
## pm2.5 20.0 14.0 16.0 16.0 55.0 36.0 21.0 46.0 23.0 24.0 43.0
## CV residual -55.0 -58.3 -72.0 -73.7 -37.2 -54.6 -69.6 -46.2 -67.2 -65.0 -55.3
## 27301 27313 27315 27317 27318 27320 27323 27325 27330 27333 27335
## Predicted 98.7 100.4 100.2 101.1 99.4 99.7 101.8 92.27 87.9 86.5 85.3
## cvpred 98.0 99.7 99.6 100.5 98.7 99.0 101.2 91.29 87.1 85.9 84.9
## pm2.5 59.0 67.0 78.0 129.0 132.0 138.0 83.0 94.00 115.0 162.0 183.0
## CV residual -39.0 -32.7 -21.6 28.5 33.3 39.0 -18.2 2.71 27.9 76.1 98.1
## 27336 27338 27341 27343 27344 27346 27347 27356 27359 27360 27364
## Predicted 101.1 101 102 101 101 102 103 94.1 92.3 102 94.6
## cvpred 100.5 100 101 100 100 102 103 93.6 91.8 102 93.9
## pm2.5 190.0 229 267 290 304 326 352 312.0 344.0 384 143.0
## CV residual 89.5 129 166 190 204 224 249 218.4 252.2 282 49.1
## 27367 27368 27370 27373 27374 27377 27378 27380 27384 27385 27386
## Predicted 86.4 83.7 78.4 67.3 65.0 90.8 90.4 94.5 93.1 91.5 89.2
## cvpred 85.7 83.1 77.7 66.5 64.2 89.6 89.3 93.6 92.2 90.6 88.3
## pm2.5 9.0 11.0 13.0 9.0 7.0 18.0 16.0 22.0 197.0 48.0 17.0
## CV residual -76.7 -72.1 -64.7 -57.5 -57.2 -71.6 -73.3 -71.6 104.8 -42.6 -71.3
## 27388 27394 27395 27397 27399 27401 27406 27408 27415 27420 27422
## Predicted 85.3 94.5 92.8 91.1 94.1 90.1 85.9 82.73 98.3 101.4 101.4
## cvpred 84.4 93.6 91.8 90.0 93.3 89.4 85.4 82.21 97.6 100.8 100.8
## pm2.5 15.0 16.0 11.0 27.0 75.0 54.0 66.0 77.00 81.0 121.0 139.0
## CV residual -69.4 -77.6 -80.8 -63.0 -18.3 -35.4 -19.4 -5.21 -16.6 20.2 38.2
## 27423 27424 27425 27427 27435 27436 27441 27445 27446 27448 27449
## Predicted 100.7 100.0 99.4 97.3 105 106 102 92.7 86.4 79.3 76.1
## cvpred 100.1 99.4 98.9 96.8 105 105 101 91.9 85.4 78.3 75.1
## pm2.5 144.0 149.0 159.0 167.0 296 220 276 74.0 22.0 13.0 12.0
## CV residual 43.9 49.6 60.1 70.2 191 115 175 -17.9 -63.4 -65.3 -63.1
## 27450 27453 27459 27460 27462 27463 27464 27465 27466 27468 27469
## Predicted 74.4 92.6 90.5 89.3 94.3 93.9 96.6 96.6 96.3 93.9 92.4
## cvpred 73.6 91.7 89.8 88.5 93.5 93.1 95.8 95.8 95.4 92.9 91.5
## pm2.5 11.0 20.0 14.0 10.0 11.0 12.0 15.0 13.0 16.0 18.0 19.0
## CV residual -62.6 -71.7 -75.8 -78.5 -82.5 -81.1 -80.8 -82.8 -79.4 -74.9 -72.5
## 27470 27471 27475 27477 27478 27482 27493 27494 27496 27497 27499
## Predicted 90.3 92.6 93 89.4 88.8 76.9 89.7 87.8 86.3 85 84.8
## cvpred 89.3 91.6 92 88.5 88.0 76.1 88.6 86.6 85.2 84 84.1
## pm2.5 23.0 34.0 52 46.0 13.0 6.0 18.0 30.0 41.0 39 45.0
## CV residual -66.3 -57.6 -40 -42.5 -75.0 -70.1 -70.6 -56.6 -44.2 -45 -39.1
## 27504 27506 27508 27509 27511 27512 27515 27520 27528 27530 27535
## Predicted 82.93 82.18 80.4 98.3 97.99 97.7 99.0 93.5 94.0 95.9 98.1
## cvpred 82.37 81.67 79.9 97.6 97.23 96.9 98.3 92.5 93.1 95.1 97.7
## pm2.5 90.00 73.00 63.0 65.0 104.00 109.0 126.0 68.0 76.0 67.0 153.0
## CV residual 7.63 -8.67 -16.9 -32.6 6.77 12.1 27.7 -24.5 -17.1 -28.1 55.3
## 27536 27537 27538 27539 27541 27542 27545 27549 27552 27553 27554
## Predicted 97.4 96.7 96.0 103.2 102.1 103 102 103 102 102 101
## cvpred 97.0 96.3 95.6 102.6 101.6 103 102 103 101 101 100
## pm2.5 153.0 162.0 171.0 186.0 200.0 212 250 278 332 339 322
## CV residual 56.0 65.7 75.4 83.4 98.4 109 148 175 231 238 222
## 27556 27557 27562 27565 27571 27574 27577 27583 27594 27597 27601
## Predicted 98.4 97.5 81.8 87.8 77 94.5 97.66 94.8 94.5 99.0 99.7
## cvpred 97.8 96.9 81.1 86.6 76 93.6 96.86 94.0 93.6 98.3 99.0
## pm2.5 266.0 219.0 10.0 14.0 17 41.0 94.00 73.0 163.0 243.0 426.0
## CV residual 168.2 122.1 -71.1 -72.6 -59 -52.6 -2.86 -21.0 69.4 144.7 327.0
## 27603 27604 27606 27610 27615 27617 27618 27623 27624 27626 27627
## Predicted 99.7 100.2 100.4 102 99.3 101 101 102 103 103 104
## cvpred 99.0 99.6 99.7 102 98.7 101 100 102 103 102 103
## pm2.5 417.0 372.0 287.0 282 320.0 318 313 386 383 226 222
## CV residual 318.0 272.4 187.3 180 221.3 217 213 284 280 124 119
## 27629 27631 27635 27638 27639 27640 27641 27642 27644 27645 27646
## Predicted 104 103.7 100.1 104.6 104.9 104.3 103.1 102 99.7 98.5 97.0
## cvpred 103 103.2 99.6 104.1 104.4 103.9 102.7 102 99.3 98.1 96.6
## pm2.5 207 183.0 137.0 118.0 128.0 143.0 153.0 158 143.0 146.0 144.0
## CV residual 104 79.8 37.4 13.9 23.6 39.1 50.3 56 43.7 47.9 47.4
## 27648 27653 27654 27655 27660 27664 27666 27671 27673 27675 27676
## Predicted 95.4 90.1 88.9 87.6 84.8 101.2 97.6 95.6 104 102 101
## cvpred 95.0 89.7 88.5 87.2 84.6 100.7 97.1 95.2 103 102 101
## pm2.5 153.0 152.0 163.0 155.0 173.0 198.0 213.0 370.0 415 415 408
## CV residual 58.0 62.3 74.5 67.8 88.4 97.3 115.9 274.8 312 313 307
## 27679 27680 27683 27686 27690 27692 27695 27701 27710 27712 27717
## Predicted 104 102 96.4 90.6 93.3 97.5 94.8 103 83.9 74.5 53.0
## cvpred 103 101 95.9 89.7 92.4 96.9 94.3 102 83.0 73.8 52.5
## pm2.5 395 394 188.0 49.0 27.0 273.0 259.0 466 95.0 39.0 12.0
## CV residual 292 293 92.1 -40.7 -65.4 176.1 164.7 364 12.0 -34.8 -40.5
## 27729 27733 27737 27740 27741 27747 27750 27753 27755 27756 27762
## Predicted 90.2 88.8 88.5 91.8 87.7 94.2 94.0 90.7 87.2 93.5 90.3
## cvpred 89.1 87.7 87.3 90.7 86.6 93.3 93.1 89.9 86.4 92.5 89.3
## pm2.5 12.0 11.0 8.0 13.0 13.0 8.0 10.0 18.0 17.0 24.0 59.0
## CV residual -77.1 -76.7 -79.3 -77.7 -73.6 -85.3 -83.1 -71.9 -69.4 -68.5 -30.3
## 27763 27765 27766 27767 27784 27789 27790 27795 27799 27800 27807
## Predicted 94.5 94.5 93.79 97.7 89.4 97.7 98.0 88.7 98.3 100.1 90.3
## cvpred 93.6 93.6 92.92 96.9 88.5 96.9 97.2 88.0 97.6 99.4 89.3
## pm2.5 67.0 81.0 100.00 120.0 19.0 162.0 86.0 5.0 7.0 9.0 10.0
## CV residual -26.6 -12.6 7.08 23.1 -69.5 65.1 -11.2 -83.0 -90.6 -90.4 -79.3
## 27809 27811 27812 27814 27818 27819 27820 27822 27823 27830 27836
## Predicted 92.6 89.7 89.2 89.7 84.2 99.0 99.0 100.4 100.1 98.6 102
## cvpred 91.6 88.8 88.3 89.1 83.6 98.3 98.3 99.7 99.4 98.0 102
## pm2.5 17.0 25.0 36.0 54.0 98.0 101.0 115.0 116.0 116.0 181.0 225
## CV residual -74.6 -63.8 -52.3 -35.1 14.4 2.7 16.7 16.3 16.6 83.0 123
## 27840 27843 27847 27850 27851 27853 27856 27857 27858 27861 27862
## Predicted 102 100.1 95.8 90.7 89.0 85.8 102 101 102 102 101
## cvpred 102 99.6 95.4 90.2 88.6 85.5 101 101 101 101 101
## pm2.5 275 220.0 206.0 196.0 188.0 204.0 267 246 247 257 257
## CV residual 173 120.4 110.6 105.8 99.4 118.5 166 145 146 156 156
## 27864 27870 27876 27879 27882 27884 27885 27887 27892 27894 27900
## Predicted 99.9 103 105 102 105.6 106.3 106 106 102 105 102
## cvpred 99.5 103 104 102 105.2 105.9 105 105 102 105 101
## pm2.5 245.0 334 289 293 201.0 195.0 294 516 364 357 139
## CV residual 145.5 231 185 191 95.8 89.1 189 411 262 252 38
## 27901 27904 27910 27913 27915 27918 27919 27920 27924 27929 27930
## Predicted 99.26 95.0 83.8 103.9 103.9 103.8 104 102.9 92.6 57.2 54.0
## cvpred 98.73 94.7 83.6 103.4 103.4 103.4 103 102.5 91.9 56.6 53.4
## pm2.5 95.00 216.0 101.0 87.0 114.0 129.0 122 122.0 33.0 19.0 16.0
## CV residual -3.73 121.3 17.4 -16.4 10.6 25.6 19 19.5 -58.9 -37.6 -37.4
## 27931 27932 27938 27940 27941 27942 27947 27948 27951 27955 27957
## Predicted 50.4 46.5 95.4 95.6 98.3 97.7 89.6 86.2 81.7 75.9 75.28
## cvpred 49.9 46.0 94.5 94.7 97.6 96.9 88.6 85.2 80.8 75.2 74.74
## pm2.5 13.0 16.0 15.0 20.0 18.0 22.0 27.0 33.0 35.0 59.0 80.00
## CV residual -36.9 -30.0 -79.5 -74.7 -79.6 -74.9 -61.6 -52.2 -45.8 -16.2 5.26
## 27959 27960 27961 27966 27967 27969 27973 27975 27977 27985 27988
## Predicted 75.2 75.2 74.48 100.4 101.10 101.43 96.1 93.1 89.1 85.8 104.9
## cvpred 74.8 74.8 74.07 99.8 100.47 100.83 95.5 92.5 88.6 85.5 104.4
## pm2.5 87.0 88.0 81.00 110.0 102.00 105.00 156.0 114.0 120.0 114.0 135.0
## CV residual 12.2 13.2 6.93 10.2 1.53 4.17 60.5 21.5 31.4 28.5 30.6
## 27994 28001 28002 28004 28005 28006 28008 28009 28011 28012 28013
## Predicted 107.5 109.4 108.5 104.6 108.7 107.6 107.31 102.3 96.7 96.1 94.1
## cvpred 107.2 109.1 108.2 104.3 108.4 107.3 106.97 101.7 96.0 95.5 93.6
## pm2.5 130.0 150.0 152.0 159.0 176.0 174.0 114.00 67.0 13.0 10.0 11.0
## CV residual 22.8 40.9 43.8 54.7 67.6 66.7 7.03 -34.7 -83.0 -85.5 -82.6
## 28018 28021 28034 28036 28037 28039 28040 28041 28046 28048 28049
## Predicted 95.1 87.2 95.3 93.8 93.105 103.9 103.9 104.6 104 100.33 97.7
## cvpred 94.4 86.4 94.9 93.5 92.742 103.4 103.4 104.1 103 99.79 97.1
## pm2.5 16.0 13.0 82.0 83.0 92.000 84.0 75.0 88.0 124 109.00 111.0
## CV residual -78.4 -73.4 -12.9 -10.5 -0.742 -19.4 -28.4 -16.1 21 9.21 13.9
## 28050 28051 28053 28055 28056 28060 28062 28063 28065 28067 28070
## Predicted 96.4 95.1 93.8 93.4 92.7 103 105 104.2 105.9 105.9 105
## cvpred 95.9 94.7 93.5 93.1 92.4 103 104 103.7 105.5 105.5 104
## pm2.5 121.0 128.0 126.0 165.0 182.0 217 220 197.0 174.0 192.0 254
## CV residual 25.1 33.3 32.5 71.9 89.6 114 116 93.3 68.5 86.5 150
## 28072 28074 28075 28077 28080 28082 28084 28091 28097 28101 28104
## Predicted 106 106 107 107 107 104 101 100.0 99.7 97.4 106.6
## cvpred 105 106 107 107 107 103 101 99.7 99.3 97.3 106.2
## pm2.5 302 280 294 324 355 347 342 295.0 229.0 280.0 202.0
## CV residual 197 174 187 217 248 244 241 195.3 129.7 182.7 95.8
## 28105 28107 28108 28111 28116 28118 28126 28130 28133 28135 28138
## Predicted 107 107 106 106 108 108 110 106 89.7 81.6 62.5
## cvpred 107 106 106 106 108 108 110 106 89.1 81.2 61.9
## pm2.5 204 221 227 232 316 359 512 517 14.0 10.0 13.0
## CV residual 97 115 121 126 208 251 402 411 -75.1 -71.2 -48.9
## 28139 28140 28144 28146 28147 28148 28168 28169 28170 28172 28176
## Predicted 58.1 91.2 88.9 89.2 87.8 94.51 104.8 103.2 101.6 100.0 104.6
## cvpred 57.5 90.2 87.9 88.3 86.9 94.17 104.5 102.9 101.3 99.7 104.3
## pm2.5 10.0 7.0 19.0 22.0 25.0 87.00 72.0 63.0 57.0 60.0 83.0
## CV residual -47.5 -83.2 -68.9 -66.3 -61.9 -7.17 -32.5 -39.9 -44.3 -39.7 -21.3
## 28179 28180 28185 28187 28192 28193 28194 28197 28199 28201 28203
## Predicted 100.6 105.2 102.2 101.1 99.8 100.0 98.4 95.59 92.7 90.8 88.2
## cvpred 100.2 104.8 101.8 100.7 99.2 99.4 97.8 95.24 92.4 90.5 88.0
## pm2.5 53.0 54.0 39.0 63.0 53.0 53.0 63.0 97.00 109.0 118.0 98.0
## CV residual -47.2 -50.8 -62.8 -37.7 -46.2 -46.4 -34.8 1.76 16.6 27.5 10.0
## 28204 28208 28219 28220 28221 28226 28231 28233 28239 28240 28242
## Predicted 86.30 104.55 103 102 106 102.6 97.8 97.0 93.6 92.6 88.0
## cvpred 86.02 104.08 103 101 105 102.1 97.1 96.1 93.0 92.2 87.6
## pm2.5 91.00 107.00 210 224 224 166.0 51.0 14.0 73.0 76.0 74.0
## CV residual 4.98 2.92 107 123 119 63.9 -46.1 -82.1 -20.0 -16.2 -13.6
## 28243 28245 28246 28248 28249 28251 28254 28257 28264 28267 28268
## Predicted 86.33 83.4 81.8 78.9 77.3 75.3 71.8 66.23 102.81 84.2 78.8
## cvpred 86.01 83.2 81.6 78.8 77.2 75.3 71.7 66.22 102.28 83.6 78.3
## pm2.5 82.00 69.0 63.0 58.0 54.0 51.0 52.0 76.00 94.00 18.0 15.0
## CV residual -4.01 -14.2 -18.6 -20.8 -23.2 -24.3 -19.7 9.78 -8.28 -65.6 -63.3
## 28272 28276 28288 28294 28295 28300 28303 28304 28306 28307 28310
## Predicted 94.7 87.4 92.8 90.0 89.4 97.08 102.13 102.5 102.1 101.4 100.2
## cvpred 93.8 86.8 91.8 89.3 88.7 96.62 101.56 101.9 101.6 100.8 99.6
## pm2.5 5.0 11.0 12.0 60.0 56.0 90.00 103.00 119.0 137.0 126.0 137.0
## CV residual -88.8 -75.8 -79.8 -29.3 -32.7 -6.62 1.44 17.1 35.4 25.2 37.4
## 28313 28317 28321 28322 28323 28326 28327 28328 28333 28338 28340
## Predicted 98.3 94.6 91.24 90.0 89.3 103.9 103.9 104.6 102 91.8 107
## cvpred 97.6 94.1 90.74 89.5 88.8 103.4 103.4 104.1 102 91.5 106
## pm2.5 123.0 150.0 98.00 110.0 128.0 187.0 188.0 196.0 240 210.0 220
## CV residual 25.4 55.9 7.26 20.5 39.2 83.6 84.6 91.9 138 118.5 114
## 28341 28343 28344 28345 28349 28352 28353 28354 28355 28359 28362
## Predicted 107 105 104.7 103.5 100.8 109.4 107.8 107.0 110.1 99.3 82.1
## cvpred 107 105 104.5 103.3 100.6 109.1 107.5 106.8 109.9 98.7 81.4
## pm2.5 223 231 154.0 128.0 134.0 204.0 183.0 179.0 192.0 21.0 17.0
## CV residual 116 126 49.5 24.7 33.4 94.9 75.5 72.2 82.1 -77.7 -64.4
## 28365 28366 28367 28371 28373 28374 28375 28377 28382 28392
## Predicted 71.1 91.9 90.3 83.5 81.7 95.6 97.3 92.8 95.4 100.43
## cvpred 70.4 90.9 89.3 82.6 80.9 94.7 96.5 91.8 94.8 100.01
## pm2.5 15.0 15.0 16.0 8.0 8.0 16.0 17.0 17.0 21.0 109.00
## CV residual -55.4 -75.9 -73.3 -74.6 -72.9 -78.7 -79.5 -74.8 -73.8 8.99
## 28395 28404 28409 28414 28415 28420 28424 28426 28430 28433
## Predicted 103.50066 97.78 92.53 100.7 99.1 101.3 101.4 100.9 97.255 94.5
## cvpred 103.00046 97.07 91.97 100.2 98.6 100.6 100.9 100.3 96.795 94.2
## pm2.5 103.00000 90.00 93.00 75.0 58.0 82.0 84.0 93.0 97.000 98.0
## CV residual -0.00046 -7.07 1.03 -25.2 -40.6 -18.6 -16.9 -7.3 0.205 3.8
## 28435 28440 28441 28442 28443 28447 28449 28450 28452 28455 28458
## Predicted 91.92 86.4 86.3 85.1 83.8 81 80.2 79 76.4 74.4 108
## cvpred 91.74 86.3 86.3 85.0 83.8 81 80.3 79 76.6 74.6 108
## pm2.5 85.00 101.0 107.0 105.0 106.0 140 155.0 174 203.0 251.0 253
## CV residual -6.74 14.7 20.7 20.0 22.2 59 74.7 95 126.4 176.4 145
## 28460 28462 28463 28464 28465 28466 28473 28477 28482 28484 28485
## Predicted 108 105 105 103 109 107 107.6 94.3 98.2 99.2 97.2
## cvpred 108 105 104 103 108 107 107.4 94.0 97.7 98.5 96.5
## pm2.5 254 256 255 246 244 259 158.0 29.0 38.0 29.0 20.0
## CV residual 146 151 151 143 136 152 50.6 -65.0 -59.7 -69.5 -76.5
## 28501 28503 28506 28509 28511 28512 28516 28519 28521 28523 28526
## Predicted 104.0 99.7 92.1 89.0 88.9 105.2 105.9 106.6 106.2 104.7 99.9
## cvpred 103.6 99.3 91.7 88.7 88.7 104.8 105.5 106.2 105.9 104.3 99.7
## pm2.5 169.0 144.0 130.0 112.0 122.0 130.0 184.0 194.0 153.0 126.0 178.0
## CV residual 65.4 44.7 38.3 23.3 33.3 25.2 78.5 87.8 47.1 21.7 78.3
## 28532 28533 28534 28535 28536 28537 28541 28542 28543 28547 28552
## Predicted 80.9 80.2 79.5 78.2 77.5 77.5 72.3 71.6 71.6 102.8 101.98
## cvpred 80.7 80.0 79.3 78.1 77.4 77.4 72.2 71.5 71.5 102.3 101.63
## pm2.5 46.0 33.0 32.0 34.0 37.0 38.0 48.0 47.0 56.0 83.0 98.00
## CV residual -34.7 -47.0 -47.3 -44.1 -40.4 -39.4 -24.2 -24.5 -15.5 -19.3 -3.63
## 28555 28556 28557 28561 28568 28569 28572 28574 28575 28578 28579
## Predicted 99.8 98.23 96.62 90.5 108.99 108.42 101 87.8 84.5 72.4 69.5
## cvpred 99.8 98.18 96.59 90.6 108.79 108.27 101 87.4 84.2 72.2 69.4
## pm2.5 84.0 91.00 99.00 122.0 116.00 106.00 122 24.0 9.0 11.0 11.0
## CV residual -15.8 -7.18 2.41 31.4 7.21 -2.27 21 -63.4 -75.2 -61.2 -58.4
## 28583 28584 28585 28586 28588 28592 28593 28595 28599 28600 28602
## Predicted 57.2 56.0 100.1 100.1 99.8 103 98.1 90.1 98.1 98.0 95.5
## cvpred 57.1 55.9 99.4 99.4 99.2 103 97.4 89.4 97.4 97.2 94.7
## pm2.5 8.0 9.0 8.0 7.0 6.0 9 17.0 16.0 10.0 15.0 13.0
## CV residual -49.1 -46.9 -91.4 -92.4 -93.2 -94 -80.4 -73.4 -87.4 -82.2 -81.7
## 28603 28606 28610 28615 28617 28619 28623 28629 28631 28634 28637
## Predicted 94.9 92.9 90.2 86.6 83.0 80.5 72.0 63.1 107.8 107.1 90.7
## cvpred 94.2 92.3 89.7 86.4 82.9 80.4 71.9 63.2 107.5 106.8 89.9
## pm2.5 11.0 33.0 43.0 104.0 69.0 63.0 89.0 97.0 93.0 59.0 27.0
## CV residual -83.2 -59.3 -46.7 17.6 -13.9 -17.4 17.1 33.8 -14.5 -47.8 -62.9
## 28638 28640 28642 28645 28646 28649 28652 28657 28665 28666 28676
## Predicted 82.6 74.9 67.7 54.9 49.7 35.8 23.75 9.30 -12.4 -16.0 86.2
## cvpred 81.7 74.1 67.1 54.6 49.4 35.6 23.76 9.67 -11.7 -15.3 85.5
## pm2.5 33.0 13.0 17.0 14.0 12.0 12.0 16.00 12.00 11.0 10.0 13.0
## CV residual -48.7 -61.1 -50.1 -40.6 -37.4 -23.6 -7.76 2.33 22.7 25.3 -72.5
## 28682 28683 28684 28687 28689 28690 28692 28693 28697 28699 28704
## Predicted 75.0 72.7 70.0 64.7 58.9 55.6 46.0 41.1 27.8 21.3 14.7
## cvpred 74.6 72.3 69.7 64.6 58.7 55.5 45.9 40.9 27.9 21.5 15.0
## pm2.5 10.0 11.0 9.0 9.0 8.0 12.0 12.0 10.0 10.0 6.0 26.0
## CV residual -64.6 -61.3 -60.7 -55.6 -50.7 -43.5 -33.9 -30.9 -17.9 -15.5 11.0
## 28708 28716 28719 28720 28723 28725 28726 28731 28732 28742 28743
## Predicted 11.2 -12.3 -22.7 -27.3 -37.7 97.3 101.8 100.7 103.9 99.4 98.8
## cvpred 11.6 -11.8 -22.0 -26.6 -36.9 96.5 101.2 100.1 103.4 98.7 98.2
## pm2.5 41.0 10.0 14.0 9.0 6.0 11.0 22.0 41.0 35.0 62.0 74.0
## CV residual 29.4 21.8 36.0 35.6 42.9 -85.5 -79.2 -59.1 -68.4 -36.7 -24.2
## 28748 28751 28754 28758 28761 28765 28766 28774 28777 28781 28782
## Predicted 104.2 103.9 107 107.28 108.33 105.0 103.9 68.2 90.5 96.1 95.0
## cvpred 103.7 103.6 107 106.98 108.05 104.6 103.6 67.9 89.8 95.3 94.2
## pm2.5 52.0 52.0 57 109.00 101.00 117.0 75.0 10.0 8.0 7.0 6.0
## CV residual -51.7 -51.6 -50 2.02 -7.05 12.4 -28.6 -57.9 -81.8 -88.3 -88.2
## 28785 28787 28789 28792 28796 28798 28804 28806 28807 28808 28809
## Predicted 93.3 93.9 102.3 96.7 89.5 87.0 104.9 105.6 105.9 107 104.9
## cvpred 92.4 92.9 101.7 96.3 89.2 86.7 104.5 105.2 105.5 107 104.4
## pm2.5 9.0 10.0 59.0 38.0 43.0 48.0 44.0 65.0 70.0 73 71.0
## CV residual -83.4 -82.9 -42.7 -58.3 -46.2 -38.7 -60.5 -40.2 -35.5 -34 -33.4
## 28811 28817 28820 28825 28832 28837 28838 28844 28845 28846 28847
## Predicted 104 96.88 90.05 81.4 104.9 96.8 103.9 98.8 96.817 94.8 93.2
## cvpred 103 96.72 90.02 81.3 104.7 96.5 103.4 98.4 96.488 94.5 93.0
## pm2.5 73 99.00 81.00 50.0 58.0 70.0 57.0 62.0 96.000 81.0 78.0
## CV residual -30 2.28 -9.02 -31.3 -46.7 -26.5 -46.4 -36.4 -0.488 -13.5 -15.0
## 28849 28852 28854 28861 28864 28867 28871 28872 28873 28877 28884
## Predicted 90.3 87.8 106.9 91.7 87.2 82.7 102.5 101.2 96.6 94.8 81.3
## cvpred 90.2 87.7 106.6 91.3 86.9 82.5 101.9 100.7 96.1 94.0 80.5
## pm2.5 57.0 47.0 27.0 41.0 63.0 60.0 44.0 46.0 39.0 6.0 8.0
## CV residual -33.2 -40.7 -79.6 -50.3 -23.9 -22.5 -57.9 -54.7 -57.1 -88.0 -72.5
## 28886 28889 28892 28900 28907 28911 28912 28917 28918 28923 28924
## Predicted 91.0 87.6 90.7 100.0 93.0 101.7 100.1 91.9 91.0 85.4 84.7
## cvpred 90.1 86.7 89.7 99.7 92.8 101.2 99.7 91.7 90.9 85.4 84.7
## pm2.5 6.0 6.0 8.0 72.0 41.0 40.0 41.0 64.0 71.0 65.0 74.0
## CV residual -84.1 -80.7 -81.7 -27.7 -51.8 -61.2 -58.7 -27.7 -19.9 -20.4 -10.7
## 28925 28928 28933 28934 28938 28941 28947 28953 28955 28957 28960
## Predicted 107 108.0 103.1 102 99.3 93.1 107 109.4 107.6 104.1 98.1
## cvpred 107 107.7 102.7 102 99.0 92.8 107 109.1 107.3 103.8 98.0
## pm2.5 80 86.0 78.0 75 63.0 73.0 118 151.0 153.0 164.0 138.0
## CV residual -27 -21.7 -24.7 -27 -36.0 -19.8 11 41.9 45.7 60.2 40.0
## 28967 28968 28969 28970 28983 28985 28987 28989 28999 29001 29007
## Predicted 85.75 83.77 82.2 81.2 105 102 98.5 111.4 101.4 99.1 113
## cvpred 85.77 83.83 82.2 81.4 105 102 98.6 111.3 101.4 99.1 113
## pm2.5 89.00 89.00 104.0 114.0 236 228 158.0 171.0 175.0 203.0 250
## CV residual 3.23 5.17 21.8 32.6 131 126 59.4 59.7 73.6 103.9 137
## 29016 29022 29025 29027 29030 29031 29033 29035 29041 29043 29044
## Predicted 111 106.7 106.2 110.4 97.3 90.9 84.4 83.0 90.8 87.9 86.3
## cvpred 111 106.5 106.2 110.2 96.8 90.4 84.0 82.9 90.4 87.6 86.0
## pm2.5 236 125.0 125.0 85.0 74.0 36.0 9.0 11.0 6.0 14.0 12.0
## CV residual 125 18.5 18.8 -25.2 -22.8 -54.4 -75.0 -71.9 -84.4 -73.6 -74.0
## 29045 29047 29052 29053 29054 29060 29071 29075 29076 29077 29081
## Predicted 84.0 76.7 58.2 55.3 52 28.2 106.26 104.6 105.9 105.0 100.9
## cvpred 83.7 76.4 58.0 55.2 52 28.2 105.89 104.1 105.5 104.6 100.6
## pm2.5 16.0 15.0 10.0 10.0 9 8.0 100.00 87.0 81.0 80.0 66.0
## CV residual -67.7 -61.4 -48.0 -45.2 -43 -20.2 -5.89 -17.1 -24.5 -24.6 -34.6
## 29083 29084 29085 29091 29098 29100 29102 29103 29112 29115 29125
## Predicted 97.3 95.3 92.6 105.9 101.2 102.5 100.3 99.4 87.2 84.46 110.5
## cvpred 97.1 95.1 92.4 105.5 100.7 102.2 100.1 99.2 87.2 84.55 110.4
## pm2.5 74.0 80.0 74.0 63.0 61.0 45.0 54.0 64.0 97.0 89.00 89.0
## CV residual -23.1 -15.1 -18.4 -42.5 -39.7 -57.2 -46.1 -35.2 9.8 4.45 -21.4
## 29127 29130 29132 29138 29143 29144 29146 29152 29155 29160 29163
## Predicted 111.4 111 98.3 92.6 107.0 106.6 99.5 80.3 69.3 55.36 94.1
## cvpred 111.3 111 97.9 91.9 106.6 106.3 98.9 79.7 68.9 55.12 93.3
## pm2.5 82.0 92 74.0 11.0 17.0 21.0 20.0 30.0 38.0 48.00 12.0
## CV residual -29.3 -19 -23.9 -80.9 -89.6 -85.3 -78.9 -49.7 -30.9 -7.12 -81.3
## 29165 29172 29174 29177 29178 29179 29183 29184 29185 29188 29192
## Predicted 101.4 90.6 99.2 98.1 97.1 95.4 99.4 101.5 101.3 105.5 108.0
## cvpred 100.8 90.0 98.5 97.4 96.3 94.5 98.7 101.1 100.9 105.2 107.7
## pm2.5 11.0 11.0 11.0 16.0 11.0 13.0 40.0 38.0 38.0 36.0 83.0
## CV residual -89.8 -79.0 -87.5 -81.4 -85.3 -81.5 -58.7 -63.1 -62.9 -69.2 -24.7
## 29193 29196 29197 29200 29204 29207 29211 29215 29219 29221 29223
## Predicted 107.6 104.2 102.1 102.3 96.6 94.6 90.1 89.25 111.4 106.4 102.83
## cvpred 107.3 103.7 101.6 101.7 96.3 94.4 90.0 89.35 111.3 106.1 102.54
## pm2.5 45.0 27.0 24.0 33.0 59.0 56.0 52.0 88.00 102.0 78.0 98.00
## CV residual -62.3 -76.7 -77.6 -68.7 -37.3 -38.4 -38.0 -1.35 -9.3 -28.1 -4.54
## 29235 29238 29239 29243 29244 29249 29255 29257 29261 29262 29263
## Predicted 112.5 112.8 112.8 112.5 110.4 108.8 101.8 99.4 94.6 93.34 111.8
## cvpred 112.4 112.7 112.7 112.4 110.2 108.6 101.7 99.4 94.7 93.43 111.7
## pm2.5 82.0 48.0 52.0 57.0 63.0 67.0 77.0 86.0 83.0 88.00 98.0
## CV residual -30.4 -64.7 -60.7 -55.4 -47.2 -41.6 -24.7 -13.4 -11.7 -5.43 -13.7
## 29264 29266 29270 29271 29272 29273 29274 29280 29282 29283 29285
## Predicted 112.461 111 102.7 98.5 95.5 92.5 89.4 88.66 87.2 87.2 112.0
## cvpred 112.384 111 102.6 98.3 95.3 92.3 89.3 88.86 87.4 87.5 111.8
## pm2.5 112.000 131 82.0 78.0 70.0 64.0 65.0 84.00 134.0 136.0 144.0
## CV residual -0.384 20 -20.6 -20.3 -25.3 -28.3 -24.3 -4.86 46.6 48.5 32.2
## 29293 29296 29297 29300 29305 29311 29312 29313 29314 29320 29324
## Predicted 113.8 112.0 111.1 107 117 116 118 117 117 109.96 102.1
## cvpred 113.8 112.1 111.2 107 117 116 118 117 117 109.91 102.1
## pm2.5 156.0 182.0 179.0 211 284 318 312 286 271 103.00 90.0
## CV residual 42.2 69.9 67.8 104 167 202 194 169 154 -6.91 -12.1
## 29325 29327 29334 29335 29341 29343 29345 29348 29358 29360 29365
## Predicted 102.8 116.3 115.6 115.6 115.3 111.5 107.2 104 113.2 112.82 107.93
## cvpred 102.9 116.3 115.6 115.6 115.5 111.6 107.3 104 113.1 112.74 107.99
## pm2.5 135.0 143.0 169.0 185.0 194.0 127.0 143.0 172 137.0 116.00 116.00
## CV residual 32.1 26.7 53.4 69.4 78.5 15.4 35.7 68 23.9 3.26 8.01
## 29372 29374 29375 29377 29378 29380 29383 29384 29385 29386 29390
## Predicted 98.9 97.5 94.2 112.6 113.2 113.1 110.4 108.8 106.5 105.2 101.1
## cvpred 99.2 97.7 94.4 112.6 113.1 113.1 110.5 108.9 106.6 105.3 101.3
## pm2.5 60.0 77.0 42.0 42.0 53.0 48.0 56.0 64.0 52.0 17.0 35.0
## CV residual -39.2 -20.7 -52.4 -70.6 -60.1 -65.1 -54.5 -44.9 -54.6 -88.3 -66.3
## 29391 29393 29394 29397 29399 29410 29411 29412 29413 29419 29421
## Predicted 99.1 97.3 96.6 114.5 113.1 104.8 100.2 94.0 107.4 97.5 102.6
## cvpred 99.3 97.6 96.9 114.5 113.1 104.5 99.9 93.6 107.2 96.9 102.1
## pm2.5 28.0 53.0 60.0 64.0 64.0 27.0 9.0 13.0 16.0 16.0 38.0
## CV residual -71.3 -44.6 -36.9 -50.5 -49.1 -77.5 -90.9 -80.6 -91.2 -80.9 -64.1
## 29427 29431 29435 29437 29443 29444 29445 29452 29457 29458 29462
## Predicted 112 111.77 107.8 97.3 81.7 79.8 79.2 106.6 97.7 100.9 96.7
## cvpred 112 111.66 107.5 96.8 81.4 79.4 78.9 106.2 97.1 100.3 96.0
## pm2.5 52 115.00 83.0 26.0 55.0 26.0 37.0 119.0 47.0 29.0 12.0
## CV residual -60 3.34 -24.5 -70.8 -26.4 -53.4 -41.9 12.8 -50.1 -71.3 -84.0
## 29466 29471 29475 29481 29484 29487 29488 29489 29490 29491 29492
## Predicted 99.9 95.4 110.4 106.1 105.6 109.7 106.7 105.7 105.17 104.6 104.0
## cvpred 99.4 95.1 110.2 105.9 105.2 109.5 106.5 105.6 105.11 104.6 104.1
## pm2.5 24.0 79.0 50.0 130.0 69.0 72.0 75.0 90.0 103.00 115.0 120.0
## CV residual -75.4 -16.1 -60.2 24.1 -36.2 -37.5 -31.5 -15.6 -2.11 10.4 15.9
## 29496 29500 29502 29503 29506 29513 29514 29515 29517 29518 29523
## Predicted 115.2 97.64 93.1 91.6 84.1 105.2 104.8 109.0 103.6 105 111.1
## cvpred 115.3 97.13 92.7 91.3 83.9 104.8 104.5 108.8 103.2 105 110.9
## pm2.5 176.0 89.00 50.0 15.0 47.0 23.0 19.0 38.0 37.0 42 55.0
## CV residual 60.7 -8.13 -42.7 -76.3 -36.9 -81.8 -85.5 -70.8 -66.2 -63 -55.9
## 29525 29526 29534 29535 29536 29537 29538 29541 29543 29547 29550
## Predicted 112 111.77 109.0 107.8 106.8 104.9 103.9 100.5 98.5 95.3 112.3
## cvpred 112 111.66 108.8 107.5 106.7 104.7 103.9 100.5 98.6 95.4 112.2
## pm2.5 86 105.00 76.0 58.0 48.0 42.0 37.0 53.0 38.0 38.0 49.0
## CV residual -26 -6.66 -32.8 -49.5 -58.7 -62.7 -66.9 -47.5 -60.6 -57.4 -63.2
## 29556 29557 29558 29559 29561 29562 29567 29568 29571 29576 29578
## Predicted 108.9 112.5 110.5 109.3 106.37 104.8 99.5 97.9 114.2 113.84 112.6
## cvpred 108.8 112.4 110.4 109.2 106.37 104.8 99.7 98.1 114.2 113.83 112.6
## pm2.5 37.0 63.0 51.0 124.0 101.00 85.0 79.0 83.0 79.0 119.00 121.0
## CV residual -71.8 -49.4 -59.4 14.8 -5.37 -19.8 -20.7 -15.1 -35.2 5.17 8.4
## 29602 29604 29611 29620 29624 29629 29630 29633 29638 29643 29644
## Predicted 113 108.9 93.0 110.4 105.7 116 107.4 79.1 63.3 106.6 104.9
## cvpred 113 109.1 93.3 110.5 105.9 116 107.2 78.4 63.2 106.2 104.4
## pm2.5 154 150.0 72.0 58.0 70.0 101 79.0 44.0 22.0 16.0 21.0
## CV residual 41 40.9 -21.3 -52.5 -35.9 -15 -28.2 -34.4 -41.2 -90.2 -83.4
## 29645 29646 29653 29658 29659 29661 29662 29665 29673 29674 29675
## Predicted 106.6 106.9 91.2 79.8 79.2 75.4 75.2 74.0 113.2 113.1 111.6
## cvpred 106.2 106.6 90.7 79.7 79.2 75.5 75.3 74.3 113.1 113.1 111.5
## pm2.5 22.0 20.0 27.0 42.0 41.0 118.0 107.0 76.0 99.0 101.0 99.0
## CV residual -84.2 -86.6 -63.7 -37.7 -38.2 42.5 31.7 1.7 -14.1 -12.1 -12.5
## 29676 29680 29681 29682 29685 29687 29691 29692 29699 29706
## Predicted 111.08 109.69 114.89 113.84 114.1 107.8 112.8 113.1 110.4 96.3
## cvpred 110.94 109.77 114.91 113.83 114.2 107.8 112.8 113.1 110.2 96.2
## pm2.5 101.00 105.00 106.00 118.00 144.0 129.0 53.0 61.0 98.0 48.0
## CV residual -9.94 -4.77 -8.91 4.17 29.8 21.2 -59.8 -52.1 -12.2 -48.2
## 29709 29710 29711 29712 29713 29714 29716 29717 29719 29720 29723
## Predicted 89.7 89 88.9 90.7 91.7 112.8 112.8 112.8 111.1 110.4 111.1
## cvpred 89.7 89 89.0 90.8 91.9 112.7 112.7 112.8 110.9 110.2 110.9
## pm2.5 29.0 36 35.0 38.0 38.0 29.0 59.0 70.0 94.0 50.0 45.0
## CV residual -60.7 -53 -54.0 -52.8 -53.9 -83.7 -53.7 -42.8 -16.9 -60.2 -65.9
## 29724 29725 29730 29731 29732 29733 29734 29736 29738 29740 29744
## Predicted 110.4 109.7 109.2 110.5 107.7 107.0 116.6 118.3 119.0 117 115.5
## cvpred 110.2 109.5 109.2 110.7 107.8 107.1 116.7 118.5 119.2 117 115.7
## pm2.5 61.0 71.0 149.0 97.0 89.0 91.0 103.0 148.0 205.0 233 201.0
## CV residual -49.2 -38.5 39.8 -13.7 -18.8 -16.1 -13.7 29.5 85.8 116 85.3
## 29757 29762 29766 29768 29769 29774 29776 29778 29781 29784 29786
## Predicted 113.6 116.3 116.3 114.3 112.4 112.6 109.4 106.9 104.6 103.3 118.3
## cvpred 113.7 116.3 116.3 114.4 112.4 112.6 109.4 106.9 104.8 103.7 118.5
## pm2.5 47.0 37.0 74.0 44.0 32.0 77.0 76.0 86.0 76.0 67.0 103.0
## CV residual -66.7 -79.3 -42.3 -70.4 -80.4 -35.6 -33.4 -20.9 -28.8 -36.7 -15.5
## 29788 29791 29795 29797 29802 29806 29807 29809 29813 29819
## Predicted 117.62 118.7 117.23 117.286 109.9 103.1 101.5 98.9 116.1 116.6
## cvpred 117.81 118.9 117.46 117.437 110.2 103.5 101.9 99.2 116.2 116.7
## pm2.5 120.00 129.0 114.00 117.000 124.0 67.0 57.0 47.0 68.0 65.0
## CV residual 2.19 10.1 -3.46 -0.437 13.8 -36.5 -44.9 -52.2 -48.2 -51.7
## 29821 29823 29826 29831 29834 29842 29843 29852 29853 29856
## Predicted 117.3 117.3 116.6 116.4 112 117.44 115.83 108.9 108.2 108.88
## cvpred 117.4 117.4 116.7 116.6 112 117.63 116.04 109.1 108.4 108.85
## pm2.5 72.0 75.0 86.0 89.0 94 122.00 120.00 48.0 64.0 113.00
## CV residual -45.4 -42.4 -30.7 -27.6 -18 4.37 3.96 -61.1 -44.4 4.15
## 29859 29860 29873 29875 29877 29879 29880 29884 29886 29887 29889
## Predicted 95.3 93.7 53.3 46.5 102.8 101.3 99.3 112.6 110.9 113.5 111.8
## cvpred 95.1 93.5 53.3 46.5 102.5 101.2 99.2 112.6 110.8 113.5 111.7
## pm2.5 18.0 13.0 22.0 18.0 25.0 34.0 42.0 51.0 91.0 79.0 60.0
## CV residual -77.1 -80.5 -31.3 -28.5 -77.5 -67.2 -57.2 -61.6 -19.8 -34.5 -51.7
## 29892 29895 29898 29902 29906 29908 29909 29913 29914 29915 29916
## Predicted 111.1 102.4 89.3 83.3 73.4 74.2 73.5 113.4 113 111.58 110.0
## cvpred 110.9 102.2 89.1 83.5 73.8 74.7 74.0 113.5 113 111.76 110.2
## pm2.5 47.0 65.0 44.0 63.0 46.0 50.0 62.0 89.0 86 117.00 96.0
## CV residual -63.9 -37.2 -45.1 -20.5 -27.8 -24.7 -12.0 -24.5 -27 5.24 -14.2
## 29918 29920 29921 29923 29924 29926 29930 29931 29939 29941
## Predicted 106.74 101.78 98.76 95.8 94.92 117.65 115.88 117.6 102.9 104
## cvpred 106.99 102.01 98.99 96.2 95.32 117.79 116.01 117.8 102.5 103
## pm2.5 98.00 104.00 101.00 113.0 101.00 110.00 121.00 141.0 53.0 26
## CV residual -8.99 1.99 2.01 16.8 5.68 -7.79 4.99 23.2 -49.5 -77
## 29945 29948 29950 29951 29959 29961 29963 29971 29973 29975 29978
## Predicted 102.9 109.3 106.7 106.7 116.1 114 112 103.3 100.9 99.0 118.3
## cvpred 102.5 109.2 106.7 106.7 116.2 114 113 103.7 101.4 99.4 118.5
## pm2.5 23.0 60.0 54.0 41.0 168.0 220 217 138.0 127.0 122.0 160.0
## CV residual -79.5 -49.2 -52.7 -65.7 51.8 106 104 34.3 25.6 22.6 41.5
## 29979 29985 29989 29993 30000 30002 30004 30010 30014 30019 30025
## Predicted 118.5 117.4 110.5 107.1 116.3 113.8 112.1 104.4 116.72 118.3 116.2
## cvpred 118.7 117.6 110.4 106.8 116.3 113.8 112.3 104.7 116.92 118.5 116.4
## pm2.5 168.0 170.0 89.0 123.0 171.0 164.0 152.0 149.0 124.00 71.0 76.0
## CV residual 49.3 52.4 -21.4 16.2 54.7 50.2 39.7 44.3 7.08 -47.5 -40.4
## 30032 30034 30035 30039 30040 30047 30048 30053 30057 30061 30064
## Predicted 118.67 117.9 117.2 112.2 111.5 118.0 118.0 117.3 115 119.0 119.4
## cvpred 118.88 118.2 117.5 112.5 111.8 118.2 118.2 117.5 115 119.2 119.6
## pm2.5 109.00 132.0 140.0 184.0 182.0 178.0 173.0 176.0 104 141.0 140.0
## CV residual -9.88 13.8 22.5 71.5 70.2 59.8 54.8 58.5 -11 21.8 20.4
## 30066 30070 30072 30078 30079 30081 30083 30084 30087 30088 30090
## Predicted 119.4 116.1 114.2 119.4 118.6 115 118.13 118.1 118.8 118.1 119.4
## cvpred 119.6 116.4 114.5 119.6 118.9 115 118.35 118.4 119.1 118.4 119.6
## pm2.5 173.0 162.0 156.0 148.0 100.0 103 122.00 129.0 138.0 150.0 162.0
## CV residual 53.4 45.6 41.5 28.4 -18.9 -12 3.65 10.6 18.9 31.6 42.4
## 30095 30099 30100 30101 30102 30110 30111 30112 30113 30114 30117
## Predicted 120 118.3 120 119.4 120 118 117.2 120 119.4 119.0 117.4
## cvpred 120 118.5 120 119.6 120 118 117.5 120 119.6 119.3 117.7
## pm2.5 142 138.0 139 135.0 134 221 206.0 189 187.0 187.0 196.0
## CV residual 22 19.5 19 15.4 14 103 88.5 69 67.4 67.7 78.3
## 30119 30121 30123 30124 30125 30126 30127 30128 30129 30133 30141
## Predicted 120 120 119.9 119.4 120 119.4 119.2 119.4 117.9 106.4 91.0
## cvpred 120 120 120.1 119.6 120 119.6 119.4 119.6 118.2 106.6 91.4
## pm2.5 184 172 169.0 146.0 142 130.0 153.0 110.0 21.0 14.0 22.0
## CV residual 64 52 48.9 26.4 22 10.4 33.6 -9.6 -97.2 -92.6 -69.4
## 30145 30154 30158 30162 30176 30180 30181 30182 30185 30189 30193
## Predicted 116.9 117.3 114.1 113 117.3 115.5 114.2 112.6 107.10 112.0 114.7
## cvpred 117.1 117.4 114.2 113 117.4 115.7 114.4 112.8 107.34 112.1 114.7
## pm2.5 33.0 47.0 25.0 18 87.0 69.0 81.0 96.0 98.00 41.0 22.0
## CV residual -84.1 -70.4 -89.2 -95 -30.4 -46.7 -33.4 -16.8 -9.34 -71.1 -92.7
## 30200 30202 30203 30208 30210 30211 30214 30215 30217 30218
## Predicted 116.3 116.3 115.0 110.3 107 105.5 102.98 101.72 100.65 117.0
## cvpred 116.3 116.3 115.1 110.5 107 105.7 103.28 102.04 100.98 117.1
## pm2.5 76.0 55.0 50.0 72.0 87 83.0 113.00 101.00 93.00 98.0
## CV residual -40.3 -61.3 -65.1 -38.5 -20 -22.7 9.72 -1.04 -7.98 -19.1
## 30220 30222 30224 30249 30254 30256 30263 30268 30270 30271
## Predicted 116.96 116.6 117.29 100.88 94.9 90.3 78.7 114 116 116.3
## cvpred 117.07 116.7 117.44 101.12 95.3 90.7 79.2 114 116 116.3
## pm2.5 108.00 106.0 111.00 94.00 132.0 111.0 115.0 100 70 69.0
## CV residual -9.07 -10.7 -6.44 -7.12 36.7 20.3 35.8 -14 -46 -47.3
## 30273 30274 30275 30279 30281 30286 30291 30293 30310 30314 30322
## Predicted 114.1 114.1 113.37 117.3 116.6 113.3 117.6 116.6 113.1 112.6 115
## cvpred 114.2 114.2 113.53 117.4 116.7 113.6 117.8 116.7 113.4 112.9 115
## pm2.5 93.0 95.0 108.00 141.0 144.0 203.0 147.0 131.0 199.0 101.0 20
## CV residual -21.2 -19.2 -5.53 23.6 27.3 89.4 29.2 14.3 85.6 -11.9 -95
## 30324 30330 30333 30337 30339 30347 30349 30353 30354 30362 30366
## Predicted 111.4 115.5 112.1 118.3 119.0 116.7 110.4 102 99.8 119.0 119.0
## cvpred 111.6 115.7 112.3 118.5 119.2 116.9 110.5 102 100.0 119.2 119.2
## pm2.5 14.0 40.0 55.0 49.0 62.0 23.0 28.0 33 35.0 76.0 86.0
## CV residual -97.6 -75.7 -57.3 -69.5 -57.2 -93.9 -82.5 -69 -65.0 -43.2 -33.2
## 30367 30373 30374 30376 30379 30381 30382 30384 30387 30388 30399
## Predicted 119.5 112.9 112.2 111.2 112.4 110.8 114 118.3 118.0 119.0 116.6
## cvpred 119.8 112.9 112.2 111.1 112.4 110.8 114 118.5 118.2 119.2 116.7
## pm2.5 85.0 21.0 22.0 20.0 21.0 44.0 48 59.0 95.0 108.0 30.0
## CV residual -34.8 -91.9 -90.2 -91.1 -91.4 -66.8 -66 -59.5 -23.2 -11.2 -86.7
## 30400 30401 30403 30408 30414 30416 30420 30422 30424 30425 30426
## Predicted 116 114 115.41 119.03 119.0 119.4 116.7 114.2 107.7 107.4 105.4
## cvpred 116 114 115.71 119.24 119.2 119.6 116.9 114.4 107.9 107.7 105.8
## pm2.5 34 51 118.00 129.00 154.0 58.0 84.0 32.0 46.0 67.0 67.0
## CV residual -82 -63 2.29 9.76 34.8 -61.6 -32.9 -82.4 -61.9 -40.7 -38.8
## 30428 30429 30433 30436 30446 30447 30450 30454 30455 30456 30462
## Predicted 101.8 99.2 95.4 117.3 116.5 116.0 120 116.0 115.3 119.0 120
## cvpred 102.2 99.6 95.9 117.4 116.8 116.2 120 116.2 115.5 119.2 120
## pm2.5 70.0 48.0 42.0 45.0 40.0 45.0 69 45.0 44.0 51.0 103
## CV residual -32.2 -51.6 -53.9 -72.4 -76.8 -71.2 -51 -71.2 -71.5 -68.2 -17
## 30463 30465 30466 30472 30473 30490 30491 30493 30498 30499 30500
## Predicted 119.9 118.6 118.7 114.7 113.4 120.4 119.1 116.3 109 107.0 106.4
## cvpred 120.1 118.9 118.9 114.7 113.5 120.7 119.4 116.6 109 107.4 106.9
## pm2.5 103.0 87.0 61.0 32.0 40.0 194.0 153.0 147.0 120 122.0 122.0
## CV residual -17.1 -31.9 -57.9 -82.7 -73.5 73.3 33.6 30.4 11 14.6 15.1
## 30502 30503 30505 30507 30508 30509 30512 30515 30517 30518 30520
## Predicted 119.5 120.4 120 120 120.0 120.0 120.4 120.0 120.0 120.4 119.51
## cvpred 119.8 120.7 120 120 120.3 120.3 120.7 120.3 120.3 120.7 119.79
## pm2.5 45.0 45.0 48 52 58.0 64.0 103.0 150.0 161.0 103.0 128.00
## CV residual -74.8 -75.7 -72 -68 -62.3 -56.3 -17.7 29.7 40.7 -17.7 8.21
## 30532 30534 30535 30539 30545 30547 30549 30551 30560 30562 30570
## Predicted 119.4 120.0 120 120.0 112 108.7 106.72 103.1 119.5 116.8 116.7
## cvpred 119.6 120.3 120 120.3 112 109.2 107.26 103.7 119.8 117.1 116.9
## pm2.5 158.0 178.0 186 187.0 87 86.0 101.00 137.0 89.0 183.0 50.0
## CV residual 38.4 57.7 66 66.7 -25 -23.2 -6.26 33.3 -30.8 65.9 -66.9
## 30571 30572 30573 30576 30577 30579 30583 30584 30585 30586 30587
## Predicted 118.1 118.8 120.4 121.8 122 118 120 119 116 114 114
## cvpred 118.4 119.1 120.7 122.1 122 118 121 119 116 115 114
## pm2.5 56.0 88.0 96.0 150.0 184 339 265 257 240 243 229
## CV residual -62.4 -31.1 -24.7 27.9 62 221 144 138 124 128 115
## 30590 30591 30592 30596 30599 30605 30606 30622 30623 30625 30626
## Predicted 110 108 107 122 119 120.6 120.4 121.4 121.4 121.4 121.1
## cvpred 110 109 108 123 120 120.9 120.7 121.8 121.8 121.8 121.4
## pm2.5 242 297 369 466 267 68.0 72.0 146.0 164.0 186.0 183.0
## CV residual 132 188 261 343 147 -52.9 -48.7 24.2 42.2 64.2 61.6
## 30630 30632 30634 30636 30637 30639 30642 30644 30645 30649 30650
## Predicted 120.7 120.5 119 117 115.7 113.7 123.2 122 122.1 121.8 120.7
## cvpred 121.1 120.9 119 117 116.1 114.2 123.6 122 122.5 122.1 121.1
## pm2.5 194.0 190.0 250 244 178.0 156.0 145.0 146 176.0 155.0 144.0
## CV residual 72.9 69.1 131 127 61.9 41.8 21.4 24 53.5 32.9 22.9
## 30651 30653 30654 30659 30660 30662 30666 30671 30672 30673 30676
## Predicted 120.9 121.8 122.0 120.2 122.5 122.1 121.4 120.0 122 119.5 112.2
## cvpred 121.2 122.1 122.3 120.5 122.8 122.5 121.8 120.4 122 119.8 112.5
## pm2.5 141.0 147.0 154.0 143.0 150.0 172.0 193.0 69.0 50 41.0 18.0
## CV residual 19.8 24.9 31.7 22.5 27.2 49.5 71.2 -51.4 -72 -78.8 -94.5
## 30680 30686 30687 30693 30694 30698 30700 30701 30702 30704 30708
## Predicted 107.0 92.2 89.4 112.4 110.8 118.7 120.0 120 119.3 120.0 117
## cvpred 107.4 92.7 89.8 112.7 111.1 118.9 120.3 120 119.6 120.3 117
## pm2.5 18.0 15.0 9.0 24.0 27.0 31.0 29.0 37 43.0 56.0 14
## CV residual -89.4 -77.7 -80.8 -88.7 -84.1 -87.9 -91.3 -83 -76.6 -64.3 -103
## 30715 30719 30722 30726 30729 30730 30731 30732 30733 30735 30739
## Predicted 105.3 118.8 119.4 117.2 112.4 110.0 117.1 117.9 118.1 117 112.9
## cvpred 105.6 119.1 119.6 117.5 112.7 110.4 117.3 118.2 118.4 117 113.2
## pm2.5 17.0 47.0 69.0 35.0 24.0 21.0 18.0 19.0 26.0 14 45.0
## CV residual -88.6 -72.1 -50.6 -82.5 -88.7 -89.4 -99.3 -99.2 -92.4 -103 -68.2
## 30740 30741 30742 30743 30744 30746 30747 30748 30750 30751 30752
## Predicted 119.1 118.8 117.2 118.7 119.2 117.4 115.8 114.5 111.3 110.6 110.6
## cvpred 119.4 119.1 117.5 118.9 119.4 117.6 116.1 114.8 111.6 110.9 110.9
## pm2.5 29.0 30.0 24.0 28.0 38.0 25.0 18.0 21.0 19.0 25.0 26.0
## CV residual -90.4 -89.1 -93.5 -90.9 -81.4 -92.6 -98.1 -93.8 -92.6 -85.9 -84.9
## 30753 30754 30758 30759 30761 30764 30770 30775 30778 30780 30783
## Predicted 109.0 108.4 115 116 114.8 111.9 108.2 120.0 121.42 120.2 110.5
## cvpred 109.3 108.8 115 116 114.9 112.1 108.6 120.3 121.77 120.5 110.7
## pm2.5 23.0 24.0 12 14 20.0 24.0 38.0 74.0 119.00 57.0 42.0
## CV residual -86.3 -84.8 -103 -102 -94.9 -88.1 -70.6 -46.3 -2.77 -63.5 -68.7
## 30790 30792 30795 30798 30805 30806 30808 30812 30816 30820 30822
## Predicted 99.5 117.4 117.9 120.4 119.3 117.3 115.8 111.0 109.0 121.4 121.8
## cvpred 100.0 117.6 118.2 120.7 119.6 117.7 116.3 111.5 109.6 121.8 122.1
## pm2.5 64.0 26.0 47.0 49.0 66.0 65.0 97.0 130.0 195.0 64.0 56.0
## CV residual -36.0 -91.6 -71.2 -71.7 -53.6 -52.7 -19.3 18.5 85.4 -57.8 -66.1
## 30824 30826 30828 30831 30834 30835 30839 30840 30845 30846 30850
## Predicted 122.1 122.1 122.1 122.1 118.9 117.6 122.5 123.2 123.2 121.8 120.32
## cvpred 122.5 122.5 122.5 122.5 119.3 118.1 122.8 123.6 123.6 122.1 120.72
## pm2.5 71.0 79.0 79.0 85.0 91.0 104.0 140.0 141.0 143.0 139.0 124.00
## CV residual -51.5 -43.5 -43.5 -37.5 -28.3 -14.1 17.2 17.4 19.4 16.9 3.28
## 30854 30856 30858 30862 30866 30870 30871 30876 30886 30888 30889
## Predicted 121.1 121 121.4 121.1 121.6 117.5 116.8 121 106.2 104.8 104.1
## cvpred 121.4 121 121.8 121.4 121.9 117.9 117.2 121 106.7 105.3 104.6
## pm2.5 59.0 46 34.0 46.0 46.0 41.0 34.0 37 41.0 40.0 32.0
## CV residual -62.4 -75 -87.8 -75.4 -75.9 -76.9 -83.2 -84 -65.7 -65.3 -72.6
## 30895 30896 30898 30899 30900 30901 30905 30908 30909 30910 30916
## Predicted 100.5 99.2 97.3 96.5 95.8 121 119.4 120.4 120.0 118.8 120.4
## cvpred 101.1 99.8 97.9 97.2 96.5 121 119.6 120.7 120.3 119.1 120.7
## pm2.5 33.0 34.0 29.0 46.0 36.0 43 42.0 53.0 46.0 50.0 74.0
## CV residual -68.1 -65.8 -68.9 -51.2 -60.5 -78 -77.6 -67.7 -74.3 -69.1 -46.7
## 30919 30920 30922 30933 30935 30938 30940 30944 30951 30952 30956
## Predicted 120.4 121.8 121.4 112.4 111.0 107.1 121.783 121.8 118.7 118.0 113.0
## cvpred 120.7 122.1 121.8 112.9 111.5 107.6 122.124 122.1 119.1 118.4 113.5
## pm2.5 71.0 71.0 71.0 64.0 125.0 120.0 123.000 136.0 93.0 80.0 98.0
## CV residual -49.7 -51.1 -50.8 -48.9 13.5 12.4 0.876 13.9 -26.1 -38.4 -15.5
## 30957 30958 30960 30961 30964 30965 30966 30968 30969 30970 30975
## Predicted 112.4 110.13 106.9 106.2 102 101.88 101.2 99.0 99.0 98.29 121
## cvpred 112.9 110.62 107.4 106.7 103 102.49 101.8 99.6 99.7 98.94 121
## pm2.5 82.0 116.00 131.0 94.0 101 99.00 113.0 162.0 127.0 93.00 75
## CV residual -30.9 5.38 23.6 -12.7 -2 -3.49 11.2 62.4 27.3 -5.94 -46
## 30981 30982 30983 30984 30990 30991 31000 31004 31006 31007 31009
## Predicted 120.9 120.2 118.9 121.8 121.4 120.9 106.7 122.5 121.4 120.7 122.5
## cvpred 121.2 120.5 119.3 122.1 121.8 121.3 107.3 122.8 121.8 121.1 122.8
## pm2.5 67.0 59.0 66.0 71.0 68.0 53.0 59.0 59.0 70.0 61.0 56.0
## CV residual -54.2 -61.5 -53.3 -51.1 -53.8 -68.3 -48.3 -63.8 -51.8 -60.1 -66.8
## 31010 31011 31012 31016 31022 31024 31031 31032 31038 31039 31041
## Predicted 122.1 121.8 122.1 119 100.7 98.9 118.3 117.3 118.7 118.1 120
## cvpred 122.5 122.1 122.5 119 100.9 99.2 118.5 117.4 118.9 118.4 120
## pm2.5 60.0 64.0 66.0 15 11.0 8.0 36.0 39.0 50.0 43.0 47
## CV residual -62.5 -58.1 -56.5 -104 -89.9 -91.2 -82.5 -78.4 -68.9 -75.4 -73
## 31051 31058 31061 31063 31066 31069 31077 31078 31083 31084
## Predicted 108.0 102.82 101.5 122.1 120 114.4 103.7 102.28 120.05 120
## cvpred 108.2 103.37 102.2 122.5 120 114.9 104.3 102.84 120.33 120
## pm2.5 35.0 100.00 149.0 150.0 163 175.0 91.0 99.00 126.00 141
## CV residual -73.2 -3.37 46.8 27.5 43 60.1 -13.3 -3.84 5.67 21
## 31088 31094 31095 31097 31098 31101 31105 31106 31108 31109
## Predicted 119.0 121.8 120.4 120.17 118.9 115 121.78 121.78 121.8 121.4
## cvpred 119.3 122.1 120.7 120.53 119.3 115 122.12 122.12 122.1 121.8
## pm2.5 165.0 95.0 109.0 111.00 98.0 97 119.00 127.00 170.0 170.0
## CV residual 45.7 -27.1 -11.7 -9.53 -21.3 -18 -3.12 4.88 47.9 48.2
## 31115 31120 31122 31127 31138 31139 31143 31148 31151 31153 31155
## Predicted 120 113.8 114.5 121.42 120.7 121.1 120.2 112.9 112.2 112.1 109.8
## cvpred 120 113.8 114.5 121.77 121.1 121.4 120.5 113.2 112.5 112.6 110.3
## pm2.5 86 15.0 17.0 128.00 77.0 80.0 65.0 48.0 48.0 61.0 84.0
## CV residual -34 -98.8 -97.5 6.23 -44.1 -41.4 -55.5 -65.2 -64.5 -51.6 -26.3
## 31159 31172 31174 31175 31178 31179 31180 31182 31184 31185
## Predicted 120.73 110.39 119.72 119.4 120 120.4 118.5 115 112.6 118.7
## cvpred 121.05 110.76 119.96 119.6 120 120.7 118.7 115 112.9 118.9
## pm2.5 118.00 117.00 124.00 107.0 71 80.0 83.0 49 59.0 44.0
## CV residual -3.05 6.24 4.04 -12.6 -49 -40.7 -35.7 -66 -53.9 -74.9
## 31186 31191 31199 31207 31208 31209 31210 31216 31218 31220 31226
## Predicted 116.7 117.4 106.1 118 116.1 115.4 120 106 101.4 98.2 120.0
## cvpred 116.9 117.6 106.5 118 116.4 115.7 120 106 101.6 98.5 120.3
## pm2.5 27.0 28.0 46.0 79 72.0 62.0 51 15 17.0 17.0 26.0
## CV residual -89.9 -89.6 -60.5 -39 -44.4 -53.7 -69 -91 -84.6 -81.5 -94.3
## 31229 31231 31232 31235 31237 31239 31240 31242 31243 31245 31250
## Predicted 115.3 112.2 110.6 116.4 116 115.0 114.4 110.2 110.3 108.4 102.4
## cvpred 115.5 112.5 110.9 116.6 116 115.1 114.6 110.3 110.6 108.8 102.8
## pm2.5 18.0 18.0 17.0 24.0 22 20.0 30.0 30.0 48.0 66.0 42.0
## CV residual -97.5 -94.5 -93.9 -92.6 -94 -95.1 -84.6 -80.3 -62.6 -42.8 -60.8
## 31254 31259 31261 31262 31267 31268 31272 31274 31276 31277 31278
## Predicted 120 118.8 116.8 121.1 114.3 112.0 121.1 121.1 121.8 121 121.8
## cvpred 120 119.1 117.1 121.4 114.7 112.4 121.4 121.4 122.1 121 122.1
## pm2.5 40 53.0 59.0 46.0 56.0 62.0 71.0 85.0 80.0 83 89.0
## CV residual -80 -66.1 -58.1 -75.4 -58.7 -50.4 -50.4 -36.4 -42.1 -38 -33.1
## 31279 31284 31288 31289 31294 31297 31298 31302 31304 31307 31308
## Predicted 121.1 121.4 122.47 121.75 121.4 121.8 121.3 118.9 117.8 119.4 118.7
## cvpred 121.4 121.8 122.85 122.14 121.8 122.1 121.6 119.3 118.2 119.6 118.9
## pm2.5 87.0 88.0 118.00 119.00 164.0 171.0 178.0 103.0 93.0 32.0 32.0
## CV residual -34.4 -33.8 -4.85 -3.14 42.2 48.9 56.4 -16.3 -25.2 -87.6 -86.9
## 31310 31311 31312 31313 31316 31317 31319 31320 31322 31323 31325
## Predicted 115.5 115.7 115.7 114.4 115.8 115.2 112.9 121.1 121.4 120.7 121.4
## cvpred 115.7 115.8 115.8 114.6 116.1 115.5 113.2 121.4 121.8 121.1 121.8
## pm2.5 20.0 28.0 20.0 22.0 26.0 27.0 33.0 33.0 38.0 49.0 79.0
## CV residual -95.7 -87.8 -95.8 -92.6 -90.1 -88.5 -80.2 -88.4 -83.8 -72.1 -42.8
## 31330 31335 31338 31339 31341 31343 31345 31352 31353 31358 31359
## Predicted 122.1 120.9 122.5 121.8 120 117 116.2 122.5 121.4 120.70 120.2
## cvpred 122.5 121.3 122.8 122.1 120 117 116.6 122.8 121.8 121.06 120.5
## pm2.5 76.0 84.0 53.0 40.0 60 70 106.0 135.0 139.0 128.00 96.0
## CV residual -46.5 -37.3 -69.8 -82.1 -60 -47 -10.6 12.2 17.2 6.94 -24.5
## 31362 31368 31369 31370 31372 31373 31374 31376 31381 31382 31387
## Predicted 116.3 111.7 116.5 115.8 118.5 117.2 116.0 120.4 118.6 117.4 112.8
## cvpred 116.6 112.2 116.8 116.1 118.7 117.5 116.2 120.7 118.9 117.7 113.3
## pm2.5 55.0 96.0 76.0 18.0 22.0 20.0 20.0 29.0 35.0 47.0 88.0
## CV residual -61.6 -16.2 -40.8 -98.1 -96.7 -97.5 -96.2 -91.7 -83.9 -70.7 -25.3
## 31388 31389 31390 31391 31392 31393 31396 31399 31405 31410 31413
## Predicted 122.5 115.4 114.5 119.5 117.9 120.0 119.9 118.8 118.5 120 120.4
## cvpred 122.8 115.7 114.8 119.8 118.2 120.3 120.1 119.1 118.7 120 120.7
## pm2.5 106.0 85.0 31.0 24.0 33.0 36.0 31.0 37.0 42.0 45 59.0
## CV residual -16.8 -30.7 -83.8 -95.8 -85.2 -84.3 -89.1 -82.1 -76.7 -75 -61.7
## 31415 31417 31418 31424 31427 31433 31434 31435 31436 31437 31444
## Predicted 120.2 120 119.3 119.1 121.1 119.4 117.5 117.9 118.8 119.1 115.7
## cvpred 120.5 120 119.6 119.4 121.4 119.8 117.9 118.2 119.1 119.4 115.8
## pm2.5 68.0 76 80.0 61.0 68.0 89.0 107.0 102.0 48.0 47.0 19.0
## CV residual -52.5 -44 -39.6 -58.4 -53.4 -30.8 -10.9 -16.2 -71.1 -72.4 -96.8
## 31445 31448 31449 31450 31458 31459 31461 31462 31470 31472 31476
## Predicted 118.0 116.0 118.7 118.7 110.4 109.2 107.0 106.4 120.0 121.8 119.5
## cvpred 118.2 116.2 118.9 118.9 110.7 109.5 107.4 106.9 120.3 122.1 119.8
## pm2.5 25.0 18.0 21.0 26.0 30.0 29.0 55.0 62.0 100.0 109.0 66.0
## CV residual -93.2 -98.2 -97.9 -92.9 -80.7 -80.5 -52.4 -44.9 -20.3 -13.1 -53.8
## 31477 31480 31481 31482 31488 31491 31495 31501 31502 31503 31508
## Predicted 117.4 116.1 115.5 114.6 117.6 119.4 117.6 119.4 120 118.7 115.6
## cvpred 117.7 116.4 115.9 115.1 117.8 119.6 117.8 119.6 120 118.9 115.9
## pm2.5 58.0 75.0 62.0 96.0 28.0 42.0 50.0 35.0 41 41.0 43.0
## CV residual -59.7 -41.4 -53.9 -19.1 -89.8 -77.6 -67.8 -84.6 -79 -77.9 -72.9
## 31511 31516 31519 31520 31521 31523 31527 31530 31532 31533
## Predicted 114.5 120.0 120.7 121.78 121.43 121.4 123.5 118.68 117.5 116.3
## cvpred 114.9 120.4 121.1 122.12 121.77 121.8 123.9 119.14 118.1 116.9
## pm2.5 39.0 80.0 94.0 116.00 124.00 139.0 138.0 122.00 147.0 154.0
## CV residual -75.9 -40.4 -27.1 -6.12 2.23 17.2 14.1 2.86 28.9 37.1
## 31534 31541 31542 31546 31549 31554 31555 31560 31561 31564 31567
## Predicted 115.6 121.1 120.2 120.9 119.1 107.9 105.9 99.3 98.6 119.4 120
## cvpred 116.2 121.4 120.5 121.2 119.4 108.3 106.3 99.8 99.1 119.6 120
## pm2.5 168.0 37.0 48.0 39.0 34.0 18.0 23.0 16.0 21.0 20.0 21
## CV residual 51.8 -84.4 -72.5 -82.2 -85.4 -90.3 -83.3 -83.8 -78.1 -99.6 -99
## 31572 31581 31583 31587 31588 31590 31598 31602 31604 31606 31607
## Predicted 119.0 121.8 119.4 113.3 112.6 109.0 117.3 117.5 113.6 115.3 113.9
## cvpred 119.3 122.1 119.6 113.6 112.9 109.3 117.4 117.8 113.9 115.8 114.3
## pm2.5 27.0 59.0 27.0 26.0 24.0 23.0 38.0 36.0 43.0 60.0 65.0
## CV residual -92.3 -63.1 -92.6 -87.6 -88.9 -86.3 -79.4 -81.8 -70.9 -55.8 -49.3
## 31608 31611 31613 31614 31617 31619 31629 31630 31633 31640 31641
## Predicted 113.9 121.8 119.0 118.3 119.1 120.7 114.61 122.5 122.5 122.1 121.4
## cvpred 114.4 122.1 119.3 118.6 119.4 121.1 115.05 122.8 122.8 122.5 121.8
## pm2.5 56.0 101.0 62.0 54.0 39.0 62.0 111.00 109.0 74.0 203.0 208.0
## CV residual -58.4 -21.1 -57.3 -64.6 -80.4 -59.1 -4.05 -13.8 -48.8 80.5 86.2
## 31644 31645 31648 31650 31661 31662 31664 31667 31669 31673 31675
## Predicted 122.2 121.0 117 123.2 113.9 113.2 112.5 109.2 106.7 100.3 98.1
## cvpred 122.7 121.5 117 123.6 114.3 113.6 112.9 109.7 107.3 100.9 98.8
## pm2.5 194.0 161.0 143 55.0 48.0 42.0 42.0 48.0 47.0 51.0 53.0
## CV residual 71.3 39.5 26 -68.6 -66.3 -71.6 -70.9 -61.7 -60.3 -49.9 -45.8
## 31681 31682 31685 31686 31687 31696 31705 31706 31708 31715 31716
## Predicted 121.4 120.0 117.3 116.9 116.2 119.4 118.8 118.3 120.0 121.4 121.4
## cvpred 121.8 120.4 117.7 117.3 116.6 119.8 119.1 118.6 120.3 121.8 121.8
## pm2.5 82.0 87.0 69.0 63.0 73.0 78.0 49.0 73.0 41.0 66.0 65.0
## CV residual -39.8 -33.4 -48.7 -54.3 -43.6 -41.8 -70.1 -45.6 -79.3 -55.8 -56.8
## 31721 31726 31729 31730 31732 31733 31736 31740 31742 31747 31748
## Predicted 115 108.8 106.1 105.4 103.3 103.3 123.2 122.8 120.7 116.3 115.6
## cvpred 116 109.4 106.8 106.1 103.9 103.9 123.6 123.2 121.1 116.9 116.1
## pm2.5 69 88.0 57.0 61.0 72.0 70.0 79.0 91.0 94.0 139.0 142.0
## CV residual -47 -21.4 -49.8 -45.1 -31.9 -33.9 -44.6 -32.2 -27.1 22.1 25.9
## 31752 31757 31758 31759 31760 31761 31762 31765 31769 31779 31783
## Predicted 113 122.5 122.1 123.2 122.8 122.8 122.1 123.1 124.2 123.9 112.7
## cvpred 114 122.8 122.5 123.6 123.2 123.2 122.5 123.6 124.7 124.3 112.8
## pm2.5 160 61.0 60.0 57.0 68.0 75.0 83.0 98.0 136.0 145.0 26.0
## CV residual 46 -61.8 -62.5 -66.6 -55.2 -48.2 -39.5 -25.6 11.3 20.7 -86.8
## 31784 31787 31791 31794 31800 31802 31803 31805 31807 31809 31810
## Predicted 109.1 99.3 86.6 75.9 116 115 116 117 117 115 114.1
## cvpred 109.3 99.5 86.9 76.3 116 115 116 117 117 115 114.2
## pm2.5 21.0 32.0 29.0 20.0 17 9 13 15 13 10 16.0
## CV residual -88.3 -67.5 -57.9 -56.3 -99 -106 -103 -102 -104 -105 -98.2
## 31817 31824 31833 31841 31842 31843 31848 31858 31860 31862 31864
## Predicted 114.7 118.0 117.3 111.4 114.5 113.8 118.3 118.637 117.9 115.4 119.3
## cvpred 114.7 118.2 117.4 111.3 114.5 113.8 118.5 118.894 118.2 115.7 119.6
## pm2.5 15.0 27.0 19.0 12.0 17.0 25.0 48.0 118.000 98.0 92.0 63.0
## CV residual -99.7 -91.2 -98.4 -99.3 -97.5 -88.8 -70.5 -0.894 -20.2 -23.7 -56.6
## 31866 31872 31892 31893 31895 31901 31905 31907 31908 31915
## Predicted 120.5 121.78 108.1 107.4 107 120 118.82 119.715 120.04 118.07
## cvpred 120.9 122.12 108.4 107.7 107 120 119.07 119.959 120.32 118.38
## pm2.5 75.0 115.00 74.0 73.0 93 144 117.00 119.000 115.00 128.00
## CV residual -45.9 -7.12 -34.4 -34.7 -14 24 -2.07 -0.959 -5.32 9.62
## 31916 31918 31921 31927 31930 31931 31935 31936 31939 31940 31941
## Predicted 121.1 121.1 121 112.5 109 105.6 112 111.5 114.9 118.0 117.6
## cvpred 121.4 121.4 121 112.9 109 105.9 112 111.5 114.9 118.2 117.8
## pm2.5 105.0 123.0 110 72.0 77 68.0 5 12.0 18.0 19.0 23.0
## CV residual -16.4 1.6 -11 -40.9 -32 -37.9 -107 -99.5 -96.9 -99.2 -94.8
## 31949 31951 31953 31954 31959 31962 31963 31964 31966 31969 31970
## Predicted 116.6 114.6 112.1 110.1 114 112.6 113.2 113.9 113.2 118.7 117.9
## cvpred 116.7 114.8 112.3 110.3 114 112.6 113.3 114.1 113.4 118.9 118.2
## pm2.5 64.0 38.0 31.0 31.0 11 18.0 17.0 39.0 47.0 70.0 95.0
## CV residual -52.7 -76.8 -81.3 -79.3 -103 -94.6 -96.3 -75.1 -66.4 -48.9 -23.2
## 31971 31972 31974 31978 31982 31983 31990 31991 31993 32004 32009
## Predicted 118.0 117.3 115.1 117.3 115.2 113.8 103.5 118.3 117.6 108.1 110.8
## cvpred 118.2 117.5 115.3 117.4 115.3 113.9 103.8 118.5 117.8 108.2 111.1
## pm2.5 101.0 59.0 47.0 29.0 33.0 31.0 41.0 50.0 51.0 16.0 38.0
## CV residual -17.2 -58.5 -68.3 -88.4 -82.3 -82.9 -62.8 -68.5 -66.8 -92.2 -73.1
## 32012 32014 32022 32024 32025 32027 32033 32038 32041 32043 32044
## Predicted 107.35 104.1 91.8 89.8 89.1 87.3 118.4 110.0 104.9 101.3 100.0
## cvpred 107.75 104.6 92.3 90.4 89.7 87.9 118.7 110.4 105.3 101.7 100.5
## pm2.5 98.00 71.0 51.0 56.0 57.0 60.0 61.0 55.0 33.0 39.0 40.0
## CV residual -9.75 -33.6 -41.3 -34.4 -32.7 -27.9 -57.7 -55.4 -72.3 -62.7 -60.5
## 32049 32050 32051 32055 32058 32059 32060 32066 32068 32071 32072
## Predicted 119.0 120 120.4 120 118.6 119.0 118.6 120.40 120.04 114.1 106.4
## cvpred 119.3 120 120.7 120 118.9 119.3 118.9 120.68 120.32 114.2 106.4
## pm2.5 68.0 69 75.0 81 74.0 75.0 72.0 124.00 118.00 16.0 20.0
## CV residual -51.3 -51 -45.7 -39 -44.9 -44.3 -46.9 3.32 -2.32 -98.2 -86.4
## 32073 32081 32082 32083 32085 32086 32089 32090 32091 32095 32096
## Predicted 102.1 67.0 63.8 60.5 55.7 54.4 109.2 105.9 105.3 111 109.4
## cvpred 102.1 67.4 64.3 61.1 56.3 55.1 109.2 105.8 105.3 111 109.4
## pm2.5 14.0 7.0 10.0 8.0 15.0 12.0 14.0 8.0 10.0 10 13.0
## CV residual -88.1 -60.4 -54.3 -53.1 -41.3 -43.1 -95.2 -97.8 -95.3 -101 -96.4
## 32097 32101 32108 32116 32118 32119 32120 32124 32126 32129 32130
## Predicted 108.6 97.7 111.2 112.8 110.6 109.9 110.6 109.3 109.4 107.1 111.1
## cvpred 108.7 97.6 111.1 112.8 110.6 109.9 110.7 109.2 109.1 106.8 110.9
## pm2.5 13.0 9.0 18.0 43.0 30.0 18.0 21.0 13.0 10.0 15.0 18.0
## CV residual -95.7 -88.6 -93.1 -69.8 -80.6 -91.9 -89.7 -96.2 -99.1 -91.8 -92.9
## 32131 32144 32145 32147 32153 32154 32161 32165 32168 32172 32177
## Predicted 112.8 113.4 114.7 111.5 113.5 113.3 117.0 116.4 115.6 113.8 113.8
## cvpred 112.8 113.5 114.7 111.5 113.5 113.3 117.1 116.5 115.6 113.8 113.9
## pm2.5 21.0 42.0 39.0 33.0 45.0 49.0 71.0 33.0 47.0 49.0 65.0
## CV residual -91.8 -71.5 -75.7 -78.5 -68.5 -64.3 -46.1 -83.5 -68.6 -64.8 -48.9
## 32184 32189 32192 32195 32202 32204 32205 32207 32211 32213
## Predicted 112 117.65 116.7 117.3 115.34 115.3 114.93 111.73 109.5 116.4
## cvpred 112 117.79 116.9 117.4 115.48 115.5 115.15 111.95 109.8 116.6
## pm2.5 80 122.00 99.0 66.0 109.00 124.0 119.00 103.00 144.0 149.0
## CV residual -32 4.21 -17.9 -51.4 -6.48 8.5 3.85 -8.95 34.2 32.4
## 32215 32219 32222 32224 32231 32233 32237 32238 32244 32245 32247
## Predicted 116.0 118.3 118.0 118.0 118 115 108.0 106.4 113 113.2 113
## cvpred 116.2 118.5 118.2 118.2 118 115 108.2 106.6 113 113.1 113
## pm2.5 38.0 58.0 85.0 72.0 86 31 17.0 14.0 11 14.0 13
## CV residual -78.2 -60.5 -33.2 -46.2 -32 -84 -91.2 -92.6 -102 -99.1 -100
## 32248 32251 32254 32262 32263 32265 32270 32273 32274 32275 32280
## Predicted 114 110.9 105.3 117.1 115.4 116.6 114.1 111.5 110 110.0 117.3
## cvpred 114 111.1 105.6 117.2 115.5 116.7 114.2 111.6 110 110.2 117.4
## pm2.5 14 34.0 57.0 65.0 64.0 62.0 68.0 67.0 73 88.0 128.0
## CV residual -100 -77.1 -48.6 -52.2 -51.5 -54.7 -46.2 -44.6 -37 -22.2 10.6
## 32281 32283 32285 32289 32298 32304 32307 32310 32311 32315 32325
## Predicted 117.3 116.6 116.24 116 110.4 116.96 116.2 116 116.3 117.3 117.0
## cvpred 117.4 116.7 116.36 116 110.2 117.07 116.4 116 116.3 117.4 117.1
## pm2.5 132.0 142.0 124.00 101 24.0 123.00 128.0 47 36.0 72.0 212.0
## CV residual 14.6 25.3 7.64 -15 -86.2 5.93 11.6 -69 -80.3 -45.4 94.9
## 32332 32336 32340 32343 32345 32346 32348 32351 32352 32359
## Predicted 118.0 117.6 117.98 111.3 109.1 108.5 107.2 104.6 103.84 117.47
## cvpred 118.2 117.8 118.16 111.4 109.3 108.8 107.5 104.9 104.17 117.62
## pm2.5 59.0 98.0 113.00 70.0 78.0 80.0 89.0 119.0 106.00 116.00
## CV residual -59.2 -19.8 -5.16 -41.4 -31.3 -28.8 -18.5 14.1 1.83 -1.62
## 32361 32372 32373 32375 32381 32383 32385 32386 32387 32388 32389
## Predicted 118.7 114.4 114.5 114.9 114.2 112.6 112.7 111.3 116.3 116.6 115.4
## cvpred 118.9 114.4 114.5 114.9 114.2 112.6 112.8 111.4 116.3 116.7 115.5
## pm2.5 142.0 17.0 61.0 97.0 39.0 26.0 33.0 36.0 92.0 92.0 91.0
## CV residual 23.1 -97.4 -53.5 -17.9 -75.2 -86.6 -79.8 -75.4 -24.3 -24.7 -24.5
## 32391 32393 32400 32407 32410 32412 32416 32420 32423 32431 32438
## Predicted 111.3 106.3 102.08 116 116.6 116 110.5 118.7 116.7 113.9 108.47
## cvpred 111.4 106.4 102.39 116 116.7 116 110.7 118.9 116.9 114.1 108.78
## pm2.5 67.0 73.0 98.00 151 159.0 153 149.0 183.0 213.0 53.0 104.00
## CV residual -44.4 -33.4 -4.39 35 42.3 37 38.3 64.1 96.1 -61.1 -4.78
## 32441 32442 32443 32446 32447 32454 32455 32459 32460 32465
## Predicted 119.0 118.7 118.7 118 118.67 118.67 117.95 119.4 118.0 97.1
## cvpred 119.2 118.9 118.9 118 118.88 118.88 118.17 119.6 118.2 96.9
## pm2.5 135.0 166.0 170.0 126 113.00 121.00 111.00 91.0 83.0 12.0
## CV residual 15.8 47.1 51.1 8 -5.88 2.12 -7.17 -28.6 -35.2 -84.9
## 32466 32468 32478 32481 32488 32492 32496 32497 32499 32500 32501
## Predicted 95.2 109.7 107 105.5 108.4 107.3 113.1 115.2 115.2 114.9 113.8
## cvpred 94.9 109.5 107 105.2 108.3 107.3 113.1 115.3 115.3 114.9 113.8
## pm2.5 12.0 32.0 16 15.0 26.0 32.0 40.0 32.0 29.0 35.0 64.0
## CV residual -82.9 -77.5 -91 -90.2 -82.3 -75.3 -73.1 -83.3 -86.3 -79.9 -49.8
## 32504 32507 32508 32512 32513 32515 32522 32525 32528 32535 32538
## Predicted 116.3 115.2 115.6 110.4 107.8 109.1 117.1 117.3 117.3 119.0 118.7
## cvpred 116.3 115.3 115.6 110.5 107.8 109.3 117.2 117.4 117.4 119.2 118.9
## pm2.5 88.0 66.0 62.0 37.0 37.0 50.0 130.0 98.0 85.0 94.0 93.0
## CV residual -28.3 -49.3 -53.6 -73.5 -70.8 -59.3 12.8 -19.4 -32.4 -25.2 -25.9
## 32544 32547 32556 32558 32566 32572 32577 32581 32584 32586
## Predicted 117.96 117.2 117.4 115.4 116.72 117.976 118.34 118.7 118.1 114.90
## cvpred 118.18 117.5 117.6 115.7 116.92 118.159 118.51 118.9 118.4 115.17
## pm2.5 116.00 132.0 151.0 139.0 121.00 118.000 120.00 129.0 103.0 124.00
## CV residual -2.18 14.5 33.4 23.3 4.08 -0.159 1.49 10.1 -15.4 8.83
## 32589 32590 32593 32594 32597 32598 32599 32600 32603 32605 32607
## Predicted 119.03 118.0 118.3 117.4 114.6 112.27 110.0 109.4 110.6 111 111.1
## cvpred 119.24 118.2 118.5 117.6 114.8 112.49 110.2 109.7 110.6 111 110.9
## pm2.5 128.00 129.0 153.0 156.0 131.0 114.00 98.0 87.0 29.0 7 12.0
## CV residual 8.76 10.8 34.5 38.4 16.2 1.51 -12.2 -22.7 -81.6 -104 -98.9
## 32615 32617 32621 32628 32632 32633 32634 32638 32639 32640 32642
## Predicted 117.3 117.6 117.0 116 109 107.4 107.4 100.6 98.6 115.6 114
## cvpred 117.4 117.8 117.1 116 109 107.4 107.5 100.7 98.8 115.6 114
## pm2.5 71.0 89.0 63.0 51 63 38.0 37.0 36.0 32.0 35.0 43
## CV residual -46.4 -28.8 -54.1 -65 -46 -69.4 -70.5 -64.7 -66.8 -80.6 -71
## 32644 32645 32656 32659 32661 32663 32667 32668 32674 32675 32676
## Predicted 116.6 117.0 116.6 118.34 118.3 118.3 119.0 117.6 97.1 94.8 91.8
## cvpred 116.7 117.1 116.7 118.51 118.5 118.5 119.2 117.8 97.1 94.9 91.8
## pm2.5 42.0 43.0 101.0 120.00 135.0 149.0 158.0 137.0 6.0 8.0 9.0
## CV residual -74.7 -74.1 -15.7 1.49 16.5 30.5 38.8 19.2 -91.1 -86.9 -82.8
## 32680 32684 32689 32693 32696 32697 32698 32700 32701 32704 32706
## Predicted 78.9 111.4 107.0 110 106.7 106.2 103.2 99.6 97.0 92.2 88.6
## cvpred 79.1 111.3 106.9 109 106.4 105.9 102.9 99.3 96.7 91.9 88.3
## pm2.5 13.0 17.0 30.0 9 11.0 9.0 11.0 11.0 11.0 7.0 11.0
## CV residual -66.1 -94.3 -76.9 -100 -95.4 -96.9 -91.9 -88.3 -85.7 -84.9 -77.3
## 32709 32710 32712 32715 32720 32721 32724 32729 32730 32732 32735
## Predicted 110.4 109.9 106.4 108 108.7 105.6 100.7 98.7 97.0 94.1 109.7
## cvpred 110.2 109.7 106.1 107 108.4 105.2 100.2 98.2 96.6 93.8 109.5
## pm2.5 31.0 36.0 25.0 7 27.0 23.0 11.0 8.0 11.0 19.0 26.0
## CV residual -79.2 -73.7 -81.1 -100 -81.4 -82.2 -89.2 -90.2 -85.6 -74.8 -83.5
## 32739 32740 32744 32745 32753 32758 32765 32768 32773 32775 32776
## Predicted 110.4 109.7 111.1 110.4 105 113.15 112.0 112 111 107.9 108
## cvpred 110.2 109.5 110.9 110.2 105 113.11 111.8 112 111 107.8 108
## pm2.5 37.0 36.0 27.0 22.0 64 107.00 143.0 137 161 202.0 229
## CV residual -73.2 -73.5 -83.9 -88.2 -41 -6.11 31.2 25 50 94.2 121
## 32778 32779 32788 32791 32792 32793 32797 32798 32799 32804 32807
## Predicted 107 108 112.5 112 113 114 110 109 113.2 114 114
## cvpred 107 108 112.4 112 113 113 110 109 113.1 114 114
## pm2.5 254 259 210.0 232 238 253 265 236 213.0 262 272
## CV residual 147 151 97.6 120 125 140 155 127 99.9 148 158
## 32808 32813 32814 32815 32817 32818 32819 32822 32825 32826 32830
## Predicted 115 111 111 111 110 109 108 105 102 100 116.3
## cvpred 115 112 112 111 110 109 108 106 102 101 116.3
## pm2.5 286 259 233 226 228 221 211 228 212 219 207.0
## CV residual 171 147 121 115 118 112 103 122 110 118 90.7
## 32832 32837 32838 32839 32842 32843 32850 32854 32855 32857 32858
## Predicted 115.7 117 117.0 116.96 115.2 113.9 116.3 115.6 116.3 117.0 117.0
## cvpred 115.8 117 117.1 117.07 115.3 114.1 116.3 115.6 116.3 117.1 117.1
## pm2.5 210.0 228 202.0 122.00 120.0 127.0 92.0 200.0 208.0 173.0 170.0
## CV residual 94.2 111 84.9 4.93 4.7 12.9 -24.3 84.4 91.7 55.9 52.9
## 32862 32873 32875 32878 32880 32884 32888 32893 32903 32909 32916
## Predicted 117.0 109 114 114 114.9 112 111 94.7 110.7 109.9 108.2
## cvpred 117.1 109 114 114 114.9 112 111 94.4 110.6 109.7 108.1
## pm2.5 136.0 12 13 50 36.0 37 11 6.0 46.0 51.0 94.0
## CV residual 18.9 -97 -101 -64 -78.9 -75 -100 -88.4 -64.6 -58.7 -14.1
## 32917 32918 32919 32923 32925 32926 32932 32935 32937 32938 32939
## Predicted 106.6 105.7 104 112.9 111 109 114 113.5 114.5 111.9 111.18
## cvpred 106.5 105.6 104 112.9 111 109 114 113.5 114.5 111.9 111.16
## pm2.5 96.0 95.0 85 59.0 58 57 55 63.0 83.0 95.0 119.00
## CV residual -10.5 -10.6 -19 -53.9 -53 -52 -59 -50.5 -31.5 -16.9 7.84
## 32942 32946 32951 32952 32958 32960 32961 32962 32964 32968 32969
## Predicted 113.1 110.6 115 115 114 114 116 116 114 110 110
## cvpred 113.1 110.7 115 115 114 113 116 116 114 110 110
## pm2.5 159.0 170.0 388 403 282 294 310 322 301 250 229
## CV residual 45.9 59.3 273 288 168 181 194 206 187 140 119
## 32973 32976 32977 32980 32981 32984 32985 32986 32990 32996 32999
## Predicted 116 115 115 115 113 114.9 115 115 116 115.6 115.6
## cvpred 116 115 115 115 113 114.9 115 115 116 115.6 115.6
## pm2.5 342 324 353 278 244 197.0 260 229 171 188.0 205.0
## CV residual 226 209 238 163 131 82.1 145 114 55 72.4 89.4
## 33000 33002 33003 33007 33014 33016 33017 33018 33019 33020 33021
## Predicted 115.6 114.9 114.9 112.0 101.1 97.9 96.6 109.4 109.9 112.5 110.4
## cvpred 115.6 114.9 114.9 112.1 100.7 97.6 96.3 109.1 109.7 112.4 110.2
## pm2.5 210.0 196.0 192.0 166.0 33.0 15.0 15.0 17.0 24.0 42.0 50.0
## CV residual 94.4 81.1 77.1 53.9 -67.7 -82.6 -81.3 -92.1 -85.7 -70.4 -60.2
## 33024 33029 33031 33033 33034 33048 33049 33052 33053 33054 33057
## Predicted 114.5 111.8 111.1 111.2 110.9 110.8 109.6 111.7 111.8 112 113.512
## cvpred 114.6 111.7 110.9 111.1 110.8 110.8 109.6 111.7 111.7 112 113.462
## pm2.5 77.0 38.0 55.0 43.0 42.0 84.0 97.0 92.0 92.0 92 113.000
## CV residual -37.6 -73.7 -55.9 -68.1 -68.8 -26.8 -12.6 -19.7 -19.7 -20 -0.462
## 33058 33059 33061 33064 33065 33066 33067 33068 33069 33076
## Predicted 113.51 112.79 113.84 113.8 113.3 113.3 112.0 113.8 113.8 114
## cvpred 113.46 112.75 113.83 113.8 113.3 113.3 112.1 113.8 113.8 114
## pm2.5 110.00 114.00 108.00 176.0 177.0 182.0 181.0 197.0 197.0 203
## CV residual -3.46 1.25 -5.83 62.2 63.7 68.7 68.9 83.2 83.2 89
## 33078 33080 33084 33086 33092 33095 33096 33100 33101 33103 33104
## Predicted 114.2 114.2 98.9 89.6 65.8 60.3 59.0 108.7 107.6 108.7 109.4
## cvpred 114.2 114.2 98.6 89.4 65.9 60.4 59.2 108.4 107.3 108.4 109.1
## pm2.5 200.0 205.0 14.0 19.0 9.0 8.0 16.0 19.0 19.0 25.0 30.0
## CV residual 85.8 90.8 -84.6 -70.4 -56.9 -52.4 -43.2 -89.4 -88.3 -83.4 -79.1
## 33109 33113 33114 33115 33119 33130 33131 33132 33134 33136 33138
## Predicted 102 103.7 108.7 111.1 111.1 102.5 100.6 97.9 107.1 108.3 109.7
## cvpred 102 103.4 108.4 110.9 110.9 102.4 100.5 97.8 106.8 108.1 109.5
## pm2.5 28 50.0 64.0 78.0 158.0 57.0 49.0 51.0 47.0 64.0 84.0
## CV residual -74 -53.4 -44.4 -32.9 47.1 -45.4 -51.5 -46.8 -59.8 -44.1 -25.5
## 33142 33145 33146 33148 33150 33151 33152 33153 33154 33156 33161
## Predicted 111.04 112.4 107.8 109.5 110.4 109.6 108.9 109.3 108.5 112 112.4
## cvpred 110.98 112.4 107.5 109.3 110.2 109.5 108.8 109.2 108.5 112 112.4
## pm2.5 106.00 96.0 91.0 51.0 33.0 34.0 39.0 45.0 46.0 46 76.0
## CV residual -4.98 -16.4 -16.5 -58.3 -77.2 -75.5 -69.8 -64.2 -62.5 -66 -36.4
## 33165 33169 33173 33174 33175 33177 33178 33179 33180 33182 33184
## Predicted 113.5 113.8 112.79 112.4 111.7 103.2 98.8 93.9 89.9 85.8 79.2
## cvpred 113.5 113.8 112.75 112.4 111.7 102.9 98.4 93.4 89.5 85.5 78.9
## pm2.5 59.0 86.0 103.00 88.0 80.0 39.0 20.0 17.0 14.0 12.0 11.0
## CV residual -54.5 -27.8 -9.75 -24.4 -31.7 -63.9 -78.4 -76.4 -75.5 -73.5 -67.9
## 33191 33192 33193 33194 33197 33200 33201 33205 33206 33207 33208
## Predicted 102.8 102.1 100.8 98.9 102.8 104.2 103 97.3 98.3 97.6 98.0
## cvpred 102.3 101.6 100.3 98.4 102.3 103.7 103 96.5 97.6 96.9 97.2
## pm2.5 28.0 21.0 26.0 25.0 10.0 13.0 18 9.0 12.0 8.0 15.0
## CV residual -74.3 -80.6 -74.3 -73.4 -92.3 -90.7 -85 -87.5 -85.6 -88.9 -82.2
## 33212 33219 33220 33223 33225 33227 33228 33230 33231 33232 33239
## Predicted 98.7 106.6 106.6 100 100.0 94.0 91.9 99.2 98.1 100.1 102.4
## cvpred 98.2 106.2 106.2 100 99.7 93.6 91.5 98.5 97.4 99.4 102.2
## pm2.5 29.0 71.0 69.0 41 72.0 42.0 46.0 40.0 29.0 34.0 107.0
## CV residual -69.2 -35.2 -37.2 -59 -27.7 -51.6 -45.5 -58.5 -68.4 -65.4 4.8
## 33243 33246 33247 33249 33250 33252 33253 33255 33256 33258 33261
## Predicted 108.0 108.0 108.0 109.4 109.02 107.6 106 101.1 97.7 96.8 98.4
## cvpred 107.7 107.7 107.7 109.1 108.78 107.3 106 100.8 97.4 96.5 98.4
## pm2.5 179.0 163.0 161.0 98.0 113.00 159.0 207 148.0 131.0 144.0 175.0
## CV residual 71.3 55.3 53.3 -11.1 4.22 51.7 101 47.2 33.6 47.5 76.6
## 33262 33263 33265 33269 33273 33274 33276 33283 33285 33288 33290
## Predicted 109.4 109.4 108 109 109 109 109 107 111 111 111
## cvpred 109.1 109.1 108 109 109 109 109 107 111 111 111
## pm2.5 189.0 206.0 224 282 235 225 226 234 271 277 263
## CV residual 79.9 96.9 116 173 126 116 117 127 160 166 152
## 33293 33300 33301 33303 33304 33305 33308 33309 33311 33312 33316
## Predicted 108 85.1 81.9 76.7 74.2 71.3 62.8 60.5 56.0 55.1 104.3
## cvpred 108 84.7 81.6 76.4 74.0 71.2 62.9 60.6 56.1 55.3 103.9
## pm2.5 260 12.0 12.0 17.0 13.0 12.0 13.0 17.0 13.0 18.0 30.0
## CV residual 152 -72.7 -69.6 -59.4 -61.0 -59.2 -49.9 -43.6 -43.1 -37.3 -73.9
## 33320 33321 33324 33327 33328 33335 33340 33343 33345 33348 33349
## Predicted 104.3 104.3 102.8 102.1 101.8 105.9 106.57 108.17 108.1 106.4 106.3
## cvpred 103.9 103.9 102.3 101.6 101.2 105.5 106.28 107.86 107.9 106.1 105.9
## pm2.5 29.0 31.0 18.0 14.0 18.0 55.0 113.00 99.00 89.0 115.0 128.0
## CV residual -74.9 -72.9 -84.3 -87.6 -83.2 -50.5 6.72 -8.86 -18.9 8.9 22.1
## 33350 33351 33353 33361 33365 33380 33384 33389 33391 33393 33394
## Predicted 104.31 101.32 99.8 108.0 108.0 108.8 108.8 103.0 102.7 104.3 101.0
## cvpred 103.93 100.89 99.5 107.7 107.7 108.6 108.6 102.7 102.3 103.9 100.5
## pm2.5 110.00 99.00 72.0 146.0 166.0 95.0 95.0 27.0 21.0 22.0 27.0
## CV residual 6.07 -1.89 -27.5 38.3 58.3 -13.6 -13.6 -75.7 -81.3 -81.9 -73.5
## 33395 33397 33399 33401 33403 33405 33406 33410 33413 33414 33415
## Predicted 98.0 84.8 77.1 69.6 96.8 97.2 95.2 82.0 74.2 72.9 99.7
## cvpred 97.5 84.1 76.5 69.0 96.0 96.6 94.6 81.5 73.7 72.5 99.0
## pm2.5 26.0 18.0 15.0 21.0 27.0 25.0 18.0 9.0 13.0 12.0 14.0
## CV residual -71.5 -66.1 -61.5 -48.0 -69.0 -71.6 -76.6 -72.5 -60.7 -60.5 -85.0
## 33416 33417 33420 33430 33434 33435 33438 33439 33440 33445 33447
## Predicted 102.1 100.6 97.8 75.5 70.7 69.4 68 66.7 64.4 51.4 100.9
## cvpred 101.6 99.9 97.3 75.4 70.7 69.4 68 66.8 64.5 51.5 100.3
## pm2.5 21.0 25.0 17.0 38.0 42.0 40.0 41 36.0 36.0 26.0 26.0
## CV residual -80.6 -74.9 -80.3 -37.4 -28.7 -29.4 -27 -30.8 -28.5 -25.5 -74.3
## 33449 33451 33452 33454 33455 33460 33461 33466 33467 33471 33476
## Predicted 100.7 105.9 101.58 102.9 106.6 99.2 97.9 90.9 88.3 102.3 107
## cvpred 100.1 105.5 101.03 102.5 106.2 98.8 97.5 90.6 88.0 101.7 107
## pm2.5 23.0 36.0 100.00 73.0 92.0 39.0 42.0 38.0 38.0 62.0 91
## CV residual -77.1 -69.5 -1.03 -29.5 -14.2 -59.8 -55.5 -52.6 -50.0 -39.7 -16
## 33477 33482 33484 33485 33486 33490 33492 33493 33494 33495 33497
## Predicted 107 107 107.5 106.4 106.6 109.6 106.3 107 106 107 106
## cvpred 107 107 107.1 106.1 106.2 109.3 105.9 106 106 107 105
## pm2.5 129 165 199.0 196.0 144.0 127.0 197.0 222 245 241 243
## CV residual 22 58 91.9 89.9 37.8 17.7 91.1 116 139 134 138
## 33500 33504 33505 33509 33512 33513 33520 33521 33525 33529 33535
## Predicted 109 109 109 105 102 101 108 108 106 110 106.3
## cvpred 109 108 108 105 102 101 108 108 106 109 105.9
## pm2.5 295 385 407 270 273 269 270 292 393 367 17.0
## CV residual 186 277 299 165 171 168 162 184 287 258 -88.9
## 33537 33539 33541 33546 33548 33550 33557 33559 33562 33565 33568
## Predicted 105.6 102.2 97.0 100.7 104.6 102.8 103.6 105.2 104.9 103.8 102.9
## cvpred 105.2 101.8 96.4 100.1 104.1 102.3 103.2 104.8 104.5 103.4 102.5
## pm2.5 24.0 14.0 7.0 17.0 35.0 46.0 135.0 46.0 37.0 51.0 111.0
## CV residual -81.2 -87.8 -89.4 -83.1 -69.1 -56.3 31.8 -58.8 -67.5 -52.4 8.5
## 33571 33572 33574 33576 33578 33581 33584 33587 33588 33591 33593
## Predicted 107 107.6 108.0 107 108.2 105.5 102.2 98.9 97.7 105.6 105.0
## cvpred 107 107.3 107.7 107 107.9 105.2 101.8 98.6 97.4 105.2 104.6
## pm2.5 124 160.0 156.0 136 187.0 135.0 118.0 112.0 126.0 131.0 151.0
## CV residual 17 52.7 48.3 29 79.1 29.8 16.2 13.4 28.6 25.8 46.4
## 33598 33599 33602 33604 33610 33624 33638 33639 33640 33649 33653
## Predicted 109 108 108 107 108.0 108.3 109 108 106 110 103.2
## cvpred 108 108 107 107 107.7 108.1 109 108 106 109 102.9
## pm2.5 211 229 289 299 139.0 205.0 388 329 310 334 52.0
## CV residual 103 121 182 192 31.3 96.9 279 221 204 225 -50.9
## 33655 33656 33657 33659 33664 33671 33676 33677 33679 33685 33690
## Predicted 104.3 102.6 99.7 93.1 73.2 102 103 104.9 102.1 102.1 96.4
## cvpred 103.9 102.1 99.3 92.7 72.9 101 103 104.4 101.6 101.6 95.9
## pm2.5 12.0 14.0 12.0 11.0 10.0 11 26 27.0 46.0 32.0 33.0
## CV residual -91.9 -88.1 -87.3 -81.7 -62.9 -90 -77 -77.4 -55.6 -69.6 -62.9
## 33691 33696 33697 33698 33700 33703 33705 33710 33714 33716 33722
## Predicted 103.9 105.6 105.6 105.2 106 106.6 107 105.9 108.0 107 107
## cvpred 103.4 105.2 105.2 104.8 106 106.2 107 105.5 107.7 107 107
## pm2.5 46.0 129.0 158.0 178.0 223 142.0 151 183.0 190.0 254 270
## CV residual -57.4 23.8 52.8 73.2 117 35.8 44 77.5 82.3 147 163
## 33723 33725 33727 33732 33737 33750 33751 33752 33756 33757 33758
## Predicted 107 104 107 106.3 70.2 40.8 100.4 101.8 95.4 95.7 93.1
## cvpred 106 104 106 105.9 69.5 40.8 99.7 101.2 94.5 94.9 92.2
## pm2.5 247 263 238 173.0 15.0 8.0 15.0 15.0 18.0 24.0 27.0
## CV residual 141 159 132 67.1 -54.5 -32.8 -84.7 -86.2 -76.5 -70.9 -65.2
## 33762 33763 33766 33771 33775 33776 33777 33778 33779 33780
## Predicted 88.6 89.3 103.17 103.7 104.0 103.9 104.6 104.9 102.78 103.17
## cvpred 88.0 88.8 102.63 103.2 103.5 103.4 104.1 104.4 102.29 102.63
## pm2.5 51.0 56.0 108.00 188.0 151.0 138.0 121.0 123.0 110.00 109.00
## CV residual -37.0 -32.8 5.37 84.8 47.5 34.6 16.9 18.6 7.71 6.37
## 33792 33795 33802 33805 33808 33809 33810 33811 33812 33813 33815
## Predicted 105.7 104.9 102.7 96.5 100.2 101.4 100.2 95.1 89.8 84.6 73.8
## cvpred 105.4 104.5 102.4 96.1 99.6 100.8 99.6 94.4 89.1 84.0 73.1
## pm2.5 173.0 160.0 175.0 118.0 46.0 32.0 20.0 6.0 6.0 7.0 8.0
## CV residual 67.6 55.5 72.6 21.9 -53.6 -68.8 -79.6 -88.4 -83.1 -77.0 -65.1
## 33817 33824 33825 33829 33830 33834 33837 33841 33842 33844 33845
## Predicted 58.6 35.5 32.3 19.1 15.15 6.21 91.9 98.0 96.6 97.4 95.4
## cvpred 57.7 34.9 31.7 18.6 14.74 6.16 90.9 97.2 95.8 96.7 94.5
## pm2.5 8.0 8.0 9.0 5.0 6.00 17.00 72.0 14.0 25.0 23.0 21.0
## CV residual -49.7 -26.9 -22.7 -13.6 -8.74 10.84 -18.9 -83.2 -70.8 -73.7 -73.5
## 33847 33850 33851 33852 33860 33864 33866 33867 33868 33869 33875
## Predicted 96.0 97.4 93.1 91.1 88.5 102.48 101.8 102.5 103.2 102.1 100.1
## cvpred 95.3 96.7 92.2 90.3 87.9 101.91 101.2 101.9 102.6 101.6 99.4
## pm2.5 15.0 23.0 27.0 20.0 66.0 98.00 125.0 123.0 135.0 150.0 45.0
## CV residual -80.3 -73.7 -65.2 -70.3 -21.9 -3.91 23.8 21.1 32.4 48.4 -54.4
## 33876 33877 33878 33880 33882 33887 33890 33893 33895 33901 33903
## Predicted 98.8 99.4 99.4 98.8 100.1 99.6 102.8 104.2 104.6 105.9 105
## cvpred 98.2 98.7 98.7 98.2 99.4 99.1 102.3 103.7 104.1 105.5 104
## pm2.5 38.0 18.0 25.0 15.0 17.0 73.0 90.0 123.0 132.0 189.0 216
## CV residual -60.2 -80.7 -73.7 -83.2 -82.4 -26.1 -12.3 19.3 27.9 83.5 112
## 33908 33909 33912 33916 33917 33922 33925 33935 33936 33944 33950
## Predicted 107 107 104 99.0 98.1 97.4 87.1 99.4 99.4 103.3 97.3
## cvpred 106 106 104 98.6 97.7 96.7 86.4 98.7 98.7 102.8 96.5
## pm2.5 283 261 252 235.0 114.0 23.0 24.0 72.0 78.0 164.0 67.0
## CV residual 177 155 148 136.4 16.3 -73.7 -62.4 -26.7 -20.7 61.2 -29.5
## 33955 33959 33962 33964 33966 33970 33974 33975 33982 33983 33984
## Predicted 90.8 102.8 102 103.2 99.0 81.5 57.6 51.4 23.0 20.7 19.37
## cvpred 90.2 102.3 102 102.6 98.3 81.0 57.2 51.0 23.1 20.8 19.56
## pm2.5 80.0 116.0 216 188.0 71.0 32.0 10.0 13.0 5.0 8.0 11.00
## CV residual -10.2 13.7 114 85.4 -27.3 -49.0 -47.2 -38.0 -18.1 -12.8 -8.56
## 33987 33990 33992 33993 33995 33999 34000 34002 34010 34011 34014
## Predicted 100.2 100.2 96.5 95.8 89.5 69.2 66.3 60.2 45.4 44.5 34.0
## cvpred 99.6 99.6 95.8 95.1 88.7 68.4 65.6 59.6 45.2 44.3 33.8
## pm2.5 37.0 12.0 12.0 9.0 8.0 12.0 11.0 9.0 13.0 17.0 6.0
## CV residual -62.6 -87.6 -83.8 -86.1 -80.7 -56.4 -54.6 -50.6 -32.2 -27.3 -27.8
## 34017 34019 34021 34025 34034 34041 34043 34044 34045 34051 34058
## Predicted 23.3 16.45 9.31 -4.65 84.4 93.6 89.4 93.2 92.4 95.9 98.7
## cvpred 23.2 16.48 9.38 -4.43 83.5 92.7 88.5 92.2 91.5 95.1 97.9
## pm2.5 12.0 9.00 7.00 9.00 14.0 17.0 22.0 15.0 20.0 71.0 138.0
## CV residual -11.2 -7.48 -2.38 13.43 -69.5 -75.7 -66.5 -77.2 -71.5 -24.1 40.1
## 34063 34071 34072 34074 34078 34079 34081 34083 34085 34086 34088
## Predicted 92.4 96.0 97.7 97.6 100.4 100.7 100.4 100.0 99.0 98.6 98.2
## cvpred 91.7 95.3 96.9 96.9 99.7 100.1 99.7 99.4 98.3 98.0 97.7
## pm2.5 57.0 20.0 20.0 30.0 121.0 131.0 174.0 205.0 154.0 83.0 128.0
## CV residual -34.7 -75.3 -76.9 -66.9 21.3 30.9 74.3 105.6 55.7 -15.0 30.3
## 34089 34093 34094 34095 34096 34097 34100 34102 34104 34105 34109
## Predicted 101.8 99.0 98.0 97.3 98.3 97.6 98.4 101 102 102 98.1
## cvpred 101.2 98.3 97.2 96.5 97.6 96.9 97.8 101 102 101 97.5
## pm2.5 161.0 63.0 54.0 61.0 43.0 50.0 141.0 206 226 232 163.0
## CV residual 59.8 -35.3 -43.2 -35.5 -54.6 -46.9 43.2 105 124 131 65.5
## 34111 34112 34113 34114 34117 34125 34127 34128 34129 34132 34134
## Predicted 96.6 95.7 94.8 92.1 98.7 95.9 103 102 102 102 99.1
## cvpred 96.0 95.2 94.3 91.6 97.9 95.3 102 102 102 102 98.5
## pm2.5 69.0 54.0 57.0 58.0 63.0 323.0 352 365 383 387 280.0
## CV residual -27.0 -41.2 -37.3 -33.6 -34.9 227.7 250 263 281 285 181.5
## 34141 34148 34151 34152 34160 34168 34169 34172 34174 34177 34184
## Predicted 99.0 102 103 103 100 78.56 95.4 99.4 91.4 79.6 57.4
## cvpred 98.3 102 102 102 100 77.89 94.5 98.7 90.7 79.0 57.0
## pm2.5 145.0 267 256 218 41 71.00 79.0 69.0 70.0 15.0 16.0
## CV residual 46.7 165 154 116 -59 -6.89 -15.5 -29.7 -20.7 -64.0 -41.0
## 34189 34202 34206 34209 34212 34213 34220 34224 34226 34232 34233
## Predicted 42.4 96.1 97.7 96.8 92.1 91.6 61.9 49.4 41.5 18.4 12.92
## cvpred 42.2 95.3 96.9 96.0 91.1 90.6 60.9 48.8 41.0 18.2 12.66
## pm2.5 16.0 61.0 32.0 21.0 16.0 13.0 19.0 7.0 5.0 7.0 5.00
## CV residual -26.2 -34.3 -64.9 -75.0 -75.1 -77.6 -41.9 -41.8 -36.0 -11.2 -7.66
## 34235 34238 34241 34244 34249 34251 34253 34254 34258 34260 34262
## Predicted 3.45 -8.20 -19.6 -28.6 -46.0 -49.1 -53.0 -55.2 -66.5 -76.7 -83.6
## cvpred 3.27 -8.23 -19.6 -28.4 -45.6 -48.5 -52.4 -54.5 -65.7 -76.0 -82.7
## pm2.5 5.00 12.00 12.0 10.0 6.0 2.0 4.0 4.0 10.0 9.0 9.0
## CV residual 1.73 20.23 31.6 38.4 51.6 50.5 56.4 58.5 75.7 85.0 91.7
## 34263 34266 34267 34268 34271 34272 34279 34290 34296 34300 34301
## Predicted -86.1 -91.1 -90.3 -90.9 -95.8 -98.1 93.4 88.1 98.35 96.5 94.9
## cvpred -85.2 -89.9 -88.9 -89.4 -94.2 -96.5 92.6 87.2 97.58 95.8 94.3
## pm2.5 23.0 10.0 33.0 59.0 88.0 94.0 19.0 56.0 90.00 61.0 34.0
## CV residual 108.2 99.9 121.9 148.4 182.2 190.5 -73.6 -31.2 -7.58 -34.8 -60.3
## 34307 34309 34312 34318 34319 34320 34325 34327 34336 34338 34342
## Predicted 93 90.1 91.9 94.5 97.7 94.2 97.3 97.66 93.3 94.1 99.0
## cvpred 92 89.2 90.9 93.6 96.9 93.3 96.5 96.86 92.4 93.3 98.3
## pm2.5 25 15.0 16.0 56.0 36.0 26.0 57.0 90.00 62.0 80.0 154.0
## CV residual -67 -74.2 -74.9 -37.6 -60.9 -67.3 -39.5 -6.86 -30.4 -13.3 55.7
## 34343 34348 34350 34355 34356 34361 34364 34365 34368 34369 34370
## Predicted 99.4 96.7 94.7 93.5 95.9 95.23 99.0 98.3 98.7 97.8 96.5
## cvpred 98.7 96.0 94.1 92.8 95.1 94.34 98.3 97.6 98.0 97.1 95.8
## pm2.5 135.0 138.0 84.0 76.0 77.0 93.00 190.0 197.0 226.0 233.0 225.0
## CV residual 36.3 42.0 -10.1 -16.8 -18.1 -1.34 91.7 99.4 128.0 135.9 129.2
## 34371 34374 34376 34383 34388 34391 34397 34405 34406 34411 34418
## Predicted 94.9 91.2 99.2 93.4 85.3 98.1 100.4 95.5 94.8 98.7 100.7
## cvpred 94.2 90.5 98.5 92.6 84.6 97.4 99.7 94.7 94.0 98.0 100.1
## pm2.5 159.0 73.0 74.0 30.0 74.0 159.0 185.0 73.0 68.0 69.0 122.0
## CV residual 64.8 -17.5 -24.5 -62.6 -10.6 61.6 85.3 -21.7 -26.0 -29.0 21.9
## 34421 34422 34427 34430 34431 34433 34434 34435 34437 34447 34452
## Predicted 95.7 97.3 91.1 94.0 92.7 93.9 94.9 96.3 94.5 98.7 98.3
## cvpred 94.9 96.5 90.3 93.1 91.8 92.9 94.0 95.4 93.6 97.9 97.6
## pm2.5 70.0 33.0 25.0 10.0 11.0 13.0 17.0 32.0 42.0 163.0 135.0
## CV residual -24.9 -63.5 -65.3 -83.1 -80.8 -79.9 -77.0 -63.4 -51.6 65.1 37.4
## 34453 34457 34458 34465 34466 34467 34469 34471 34473 34474 34475
## Predicted 98.0 100.1 99.1 102 102 103 101 101 100.7 100.7 101.8
## cvpred 97.2 99.4 98.5 102 101 102 101 100 100.1 100.1 101.2
## pm2.5 159.0 246.0 224.0 330 407 430 343 244 172.0 156.0 166.0
## CV residual 61.8 146.6 125.5 228 306 328 242 144 71.9 55.9 64.8
## 34478 34480 34487 34488 34490 34491 34492 34494 34496 34499 34501
## Predicted 102 101 104 104 106 105 106 106 104 105 103
## cvpred 102 101 103 103 105 105 106 106 103 104 102
## pm2.5 290 392 480 424 403 403 389 432 403 354 266
## CV residual 188 291 377 321 298 298 283 326 300 250 164
## 34503 34505 34518 34524 34529 34532 34536 34544 34545 34546 34549
## Predicted 98.8 88.8 42.7 21.6 5.52 96.3 96.6 94.9 98.5 98.7 91.3
## cvpred 98.2 88.0 42.5 21.6 5.70 95.4 95.8 94.2 97.8 97.9 90.4
## pm2.5 184.0 13.0 8.0 11.0 10.00 19.0 58.0 41.0 29.0 32.0 24.0
## CV residual 85.8 -75.0 -34.5 -10.6 4.30 -76.4 -37.8 -53.2 -68.8 -65.9 -66.4
## 34553 34556 34558 34560 34561 34570 34576 34578 34579 34580 34582
## Predicted 69.2 55.0 47.5 39.5 36.2 91.0 81.8 77.3 93.5 94.2 92.4
## cvpred 68.4 54.5 47.0 39.1 35.9 90.1 80.8 76.4 92.5 93.3 91.5
## pm2.5 9.0 13.0 7.0 13.0 9.0 10.0 17.0 31.0 34.0 40.0 55.0
## CV residual -59.4 -41.5 -40.0 -26.1 -26.9 -80.1 -63.8 -45.4 -58.5 -53.3 -36.5
## 34583 34586 34590 34594 34608 34611 34613 34615 34617 34620 34621
## Predicted 93.5 95.6 93.4 76.5 90.9 90.5 92.8 91.1 93.522 88.5 87.1
## cvpred 92.5 94.7 92.6 75.4 89.8 89.5 91.8 90.0 92.529 87.3 85.9
## pm2.5 76.0 47.0 14.0 11.0 38.0 48.0 39.0 51.0 92.000 30.0 57.0
## CV residual -16.5 -47.7 -78.6 -64.4 -51.8 -41.5 -52.8 -39.0 -0.529 -57.3 -28.9
## 34623 34628 34642 34644 34647 34650 34651 34653 34654 34659 34662
## Predicted 87.8 90.5 92.5 85.5 80.3 87.3 89.7 92.833 91.8 93.7 86.9
## cvpred 86.6 89.5 91.5 84.3 79.1 86.0 88.6 91.807 90.7 92.7 86.0
## pm2.5 49.0 144.0 41.0 25.0 17.0 117.0 125.0 92.000 51.0 48.0 16.0
## CV residual -37.6 54.5 -50.5 -59.3 -62.1 31.0 36.4 0.193 -39.7 -44.7 -70.0
## 34664 34668 34670 34673 34676 34678 34680 34684 34686 34687 34691
## Predicted 87.5 89.0 89.0 89.9 95.6 95.59 95.6 97.0 94.8 93.4 96.6
## cvpred 86.5 87.9 87.8 88.8 94.7 94.69 94.7 96.1 94.0 92.6 95.8
## pm2.5 15.0 39.0 25.0 48.0 60.0 86.00 163.0 262.0 90.0 73.0 84.0
## CV residual -71.5 -48.9 -62.8 -40.8 -34.7 -8.69 68.3 165.9 -4.0 -19.6 -11.8
## 34696 34700 34701 34707 34710 34711 34712 34713 34715 34716 34718
## Predicted 94.9 97.7 98.7 96.6 93.9 98.3 93.62 91.6 84.4 82.1 92.6
## cvpred 94.0 96.9 98.0 95.8 93.2 97.6 92.75 90.8 83.5 81.2 91.6
## pm2.5 156.0 210.0 247.0 302.0 192.0 127.0 89.00 40.0 26.0 20.0 24.0
## CV residual 62.0 113.1 149.0 206.2 98.8 29.4 -3.75 -50.8 -57.5 -61.2 -67.6
## 34721 34723 34729 34734 34737 34740 34741 34744 34745 34747 34750
## Predicted 88.2 88.1 75.3 90.6 90.3 85.8 81.8 89.7 90.5 89.75 93.9
## cvpred 87.2 87.2 74.5 89.5 89.3 84.9 80.8 88.6 89.5 88.81 92.9
## pm2.5 26.0 39.0 12.0 12.0 12.0 17.0 19.0 55.0 59.0 91.00 123.0
## CV residual -61.2 -48.2 -62.5 -77.5 -77.3 -67.9 -61.8 -33.6 -30.5 2.19 30.1
## 34751 34752 34753 34755 34757 34761 34762 34764 34767 34772 34776
## Predicted 94.9 93.9 92.2 90.8 92.5 92.3 90.7 86.7 83.0 93.2 91.9
## cvpred 94.0 92.9 91.3 89.9 91.5 91.3 89.7 85.8 82.1 92.2 90.9
## pm2.5 162.0 214.0 160.0 18.0 8.0 16.0 23.0 31.0 23.0 48.0 107.0
## CV residual 68.0 121.1 68.7 -71.9 -83.5 -75.3 -66.7 -54.8 -59.1 -44.2 16.1
## 34777 34780 34781 34783 34787 34793 34798 34799 34800 34808 34810
## Predicted 89.9 92.6 92.1 89.5 93.6 90.5 93.3 93.6 91.5 91.3 89.5
## cvpred 89.0 91.6 91.1 88.6 92.7 89.5 92.4 92.7 90.6 90.4 88.7
## pm2.5 152.0 23.0 17.0 29.0 29.0 24.0 38.0 68.0 46.0 28.0 34.0
## CV residual 63.0 -68.6 -74.1 -59.6 -63.7 -65.5 -54.4 -24.7 -44.6 -62.4 -54.7
## 34811 34814 34819 34821 34822 34823 34824 34828 34830 34834 34835
## Predicted 93 91.8 93.3 91.8 96.3 95.9 96.3 95.2 93.4 91.9 97.0
## cvpred 92 90.7 92.4 91.0 95.4 95.1 95.4 94.4 92.6 91.2 96.1
## pm2.5 41 36.0 128.0 242.0 247.0 242.0 240.0 178.0 155.0 65.0 52.0
## CV residual -51 -54.7 35.6 151.0 151.6 146.9 144.6 83.6 62.4 -26.2 -44.1
## 34845 34846 34854 34856 34859 34862 34863 34868 34869 34871 34874
## Predicted 98.3 98.5 92.1 87.9 93.65 88.1 86.1 93.3 97.0 96.9 97.0
## cvpred 97.6 97.8 91.4 87.1 92.73 87.3 85.3 92.4 96.1 96.2 96.1
## pm2.5 325.0 348.0 139.0 104.0 98.00 34.0 36.0 121.0 168.0 196.0 273.0
## CV residual 227.4 250.2 47.6 16.9 5.27 -53.3 -49.3 28.6 71.9 99.8 176.9
## 34875 34878 34879 34882 34888 34896 34898 34902 34907 34908 34909
## Predicted 96.3 97.1 96.6 98.0 98.3 100.6 98.0 95.8 91.6 89.0 87.0
## cvpred 95.4 96.3 95.8 97.2 97.6 99.9 97.2 95.1 91.1 88.4 86.4
## pm2.5 334.0 426.0 377.0 282.0 337.0 267.0 297.0 281.0 267.0 282.0 295.0
## CV residual 238.6 329.7 281.2 184.8 239.4 167.1 199.8 185.9 175.9 193.6 208.6
## 34916 34926 34927 34928 34933 34936 34940 34947 34957 34958 34959
## Predicted 61.0 15.82 12.27 9.04 -10.8 -22.8 -35.1 -52.6 -74.0 -78 -80.0
## cvpred 60.3 15.73 12.18 9.00 -10.7 -22.5 -34.5 -51.8 -72.9 -77 -78.9
## pm2.5 36.0 13.00 13.00 11.00 18.0 16.0 17.0 16.0 23.0 27 18.0
## CV residual -24.3 -2.73 0.82 2.00 28.7 38.5 51.5 67.8 95.9 104 96.9
## 34961 34963 34970 34973 34974 34979 34981 34982 34992 34996 35002
## Predicted 90.8 93.2 91.5 84.7 80.5 63.5 57.1 50.7 31.7 83.62 93.9
## cvpred 89.6 92.2 90.6 83.9 79.6 62.8 56.4 50.0 31.2 82.55 92.9
## pm2.5 20.0 30.0 21.0 14.0 17.0 17.0 11.0 11.0 48.0 77.00 77.0
## CV residual -69.6 -62.2 -69.6 -69.9 -62.6 -45.8 -45.4 -39.0 16.8 -5.55 -15.9
## 35007 35010 35032 35039 35041 35046 35049 35050 35052 35053 35055
## Predicted 86.1 81.3 46.0 91.9 94.21 95.9 86.9 82.9 75.4 71.6 64.5
## cvpred 85.0 80.3 45.4 90.9 93.25 95.1 86.0 82.1 74.7 71.0 63.9
## pm2.5 32.0 43.0 25.0 72.0 84.00 113.0 61.0 50.0 41.0 34.0 22.0
## CV residual -53.0 -37.3 -20.4 -18.9 -9.25 17.9 -25.0 -32.1 -33.7 -37.0 -41.9
## 35060 35062 35067 35069 35076 35077 35078 35085 35090 35092 35096
## Predicted 47.8 42.1 32.4 94.2 78.6 75.7 72.2 96.3 98.3 98.3 100.4
## cvpred 47.4 41.7 32.2 93.3 77.9 75.0 71.5 95.4 97.6 97.6 99.7
## pm2.5 22.0 23.0 65.0 79.0 32.0 23.0 28.0 62.0 170.0 174.0 187.0
## CV residual -25.4 -18.7 32.8 -14.3 -45.9 -52.0 -43.5 -33.4 72.4 76.4 87.3
## 35099 35100 35101 35102 35103 35106 35111 35112 35113 35114
## Predicted 99.46 101.10 100.75 99.7 99.0 98.1 101 101 97.9 100.6
## cvpred 98.89 100.47 100.12 99.0 98.3 97.5 100 100 97.3 99.9
## pm2.5 108.00 102.00 95.00 127.0 125.0 165.0 242 269 264.0 220.0
## CV residual 9.11 1.53 -5.12 28.0 26.7 67.5 142 169 166.7 120.1
## 35117 35118 35119 35121 35126 35129 35130 35131 35133 35139 35142
## Predicted 99.5 97.9 97.7 95.8 86.3 94.5 93.8 95.1 95.1 101.8 100.2
## cvpred 98.9 97.3 96.9 95.1 85.5 93.6 92.9 94.1 94.2 101.2 99.6
## pm2.5 34.0 35.0 45.0 43.0 29.0 25.0 31.0 43.0 50.0 89.0 75.0
## CV residual -64.9 -62.3 -51.9 -52.1 -56.5 -68.6 -61.9 -51.1 -44.2 -12.2 -24.6
## 35143 35144 35149 35152 35162 35171 35172 35176 35179 35183 35184
## Predicted 100.1 101.8 102.1 102 97.4 84.3 80.2 91.6 93.9 97.9 97.9
## cvpred 99.4 101.2 101.6 101 96.7 83.8 79.7 90.8 93.1 97.3 97.3
## pm2.5 80.0 86.0 173.0 209 183.0 117.0 128.0 28.0 46.0 112.0 125.0
## CV residual -19.4 -15.2 71.4 108 86.3 33.2 48.3 -62.8 -47.1 14.7 27.7
## 35186 35187 35192 35196 35197 35202 35203 35205 35213 35219 35223
## Predicted 102.8 102.5 102.1 97.9 96.7 91.3 89.6 103.2 102 91.8 89.1
## cvpred 102.3 101.9 101.6 97.5 96.3 91.0 89.2 102.6 101 91.3 88.3
## pm2.5 126.0 153.0 126.0 123.0 150.0 156.0 158.0 171.0 256 182.0 48.0
## CV residual 23.7 51.1 24.4 25.5 53.7 65.0 68.8 68.4 155 90.7 -40.3
## 35224 35226 35227 35229 35230 35235 35238 35243 35245 35251 35255
## Predicted 94.7 95.2 94.0 89.0 86.7 78.7 92.5 90.3 84.1 71.3 67.1
## cvpred 93.8 94.3 93.1 88.1 85.8 77.8 91.5 89.3 82.8 70.3 66.3
## pm2.5 38.0 27.0 33.0 29.0 24.0 9.0 13.0 21.0 22.0 21.0 23.0
## CV residual -55.8 -67.3 -60.1 -59.1 -61.8 -68.8 -78.5 -68.3 -60.8 -49.3 -43.3
## 35256 35258 35262 35264 35267 35269 35273 35276 35278 35279 35283
## Predicted 89.7 90.4 83.1 81.5 76.3 70.6 56.7 87.2 85.2 90.1 91.093
## cvpred 88.6 89.3 82.0 80.4 75.3 69.6 55.5 86.1 84.2 88.9 90.008
## pm2.5 53.0 52.0 13.0 14.0 23.0 17.0 27.0 59.0 58.0 66.0 91.000
## CV residual -35.6 -37.3 -69.0 -66.4 -52.3 -52.6 -28.5 -27.1 -26.2 -22.9 0.992
## 35288 35291 35292 35309 35310 35324 35339 35342 35346 35347 35348
## Predicted 85.7 91.5 90.4 90.7 93.5 88.1 89.7 86.8 87.1 87.8 86.9
## cvpred 84.7 90.4 89.3 89.7 92.5 87.2 88.6 85.5 85.9 86.6 85.7
## pm2.5 47.0 47.0 61.0 234.0 221.0 244.0 22.0 14.0 19.0 40.0 37.0
## CV residual -37.7 -43.4 -28.3 144.3 128.5 156.8 -66.6 -71.5 -66.9 -46.6 -48.7
## 35349 35352 35353 35355 35360 35361 35363 35371 35378 35379 35388
## Predicted 91.6 91.5 93.5 92.83 93.2 93.5 94.2 92.8 92.4 90.5 92.8
## cvpred 90.5 90.4 92.5 91.81 92.2 92.5 93.3 91.8 91.5 89.5 91.8
## pm2.5 42.0 57.0 57.0 96.00 106.0 112.0 117.0 119.0 159.0 124.0 199.0
## CV residual -48.5 -33.4 -35.5 4.19 13.8 19.5 23.7 27.2 67.5 34.5 107.2
## 35389 35395 35397 35399 35401 35402 35403 35406 35407 35409 35410
## Predicted 90.4 92.18 95.23 95.9 95.9 97.0 95.6 94.2 93.2 92.6 91.3
## cvpred 89.3 91.33 94.34 95.1 95.1 96.1 94.7 93.3 92.2 91.7 90.4
## pm2.5 168.0 94.00 92.00 109.0 123.0 122.0 172.0 158.0 103.0 70.0 67.0
## CV residual 78.7 2.67 -2.34 13.9 27.9 25.9 77.3 64.7 10.8 -21.7 -23.4
## 35414 35418 35428 35429 35433 35435 35440 35445 35447 35448 35450
## Predicted 90.7 90.40 100.4 101 100.0 102 95.2 97.3 103 103 99.2
## cvpred 89.7 89.29 99.8 101 99.4 102 94.4 96.8 102 102 98.7
## pm2.5 51.0 88.00 651.0 671 477.0 490 286.0 437.0 320 346 297.0
## CV residual -38.7 -1.29 551.2 570 377.6 388 191.6 340.2 218 244 198.3
## 35452 35453 35454 35455 35456 35457 35461 35463 35465 35466 35468
## Predicted 94.6 90.6 88.3 86.28 99.7 99.4 99.4 96.9 86.8 83.2 78.7
## cvpred 94.1 90.0 87.7 85.76 99.0 98.7 98.7 96.2 85.8 82.2 77.8
## pm2.5 250.0 170.0 103.0 79.00 73.0 74.0 115.0 67.0 12.0 10.0 238.0
## CV residual 155.9 80.0 15.3 -6.76 -26.0 -24.7 16.3 -29.2 -73.8 -72.2 160.2
## 35470 35478 35479 35481 35485 35496 35500 35506 35508 35509 35511
## Predicted 75.5 95.2 94.5 94.7 92.8 94.7 91.6 101.1 101.4 101.8 100.1
## cvpred 74.6 94.3 93.6 93.8 91.8 94.1 91.1 100.5 100.8 101.2 99.4
## pm2.5 384.0 23.0 19.0 33.0 56.0 178.0 114.0 137.0 145.0 185.0 205.0
## CV residual 309.4 -71.3 -74.6 -60.8 -35.8 83.9 22.9 36.5 44.2 83.8 105.6
## 35515 35525 35528 35529 35530 35531 35536 35537 35545 35546 35550
## Predicted 100.4 52.6 42.9 38.0 33.5 27.3 1.75 -2.04 -23.8 -26.2 -36.0
## cvpred 99.7 52.0 42.5 37.7 33.3 27.0 1.72 -1.98 -23.3 -25.6 -35.4
## pm2.5 202.0 10.0 10.0 11.0 11.0 10.0 14.00 9.00 11.0 10.0 13.0
## CV residual 102.3 -42.0 -32.5 -26.7 -22.3 -17.0 12.28 10.98 34.3 35.6 48.4
## 35551 35557 35558 35561 35562 35568 35570 35572 35573 35576 35581
## Predicted -37.2 90.1 89.7 86.8 85.9 94.2 93.5 93.5 92.8 89.4 92.8
## cvpred -36.6 88.9 88.6 85.7 84.9 93.3 92.5 92.5 91.8 88.5 91.8
## pm2.5 18.0 23.0 23.0 48.0 66.0 113.0 137.0 190.0 175.0 101.0 117.0
## CV residual 54.6 -65.9 -65.6 -37.7 -18.9 19.7 44.5 97.5 83.2 12.5 25.2
## 35589 35592 35595 35596 35599 35601 35602 35603 35605 35606 35608
## Predicted 95.2 95.9 96.5 96.3 96.3 94.8 97.7 96.8 96.3 95.9 96.6
## cvpred 94.3 95.1 95.6 95.4 95.4 94.0 96.9 96.0 95.4 95.1 95.8
## pm2.5 213.0 264.0 356.0 366.0 294.0 219.0 221.0 245.0 240.0 235.0 238.0
## CV residual 118.7 168.9 260.4 270.6 198.6 125.0 124.1 149.0 144.6 139.9 142.2
## 35609 35611 35618 35619 35624 35625 35627 35636 35643 35650 35653
## Predicted 96.3 98.3 96.2 96.2 98.3 98.0 96.6 79.4 94.9 85.7 85.9
## cvpred 95.4 97.6 95.5 95.5 97.6 97.2 95.8 78.3 94.0 84.7 84.9
## pm2.5 243.0 310.0 312.0 316.0 233.0 241.0 214.0 48.0 53.0 15.0 15.0
## CV residual 147.6 212.4 216.5 220.5 135.4 143.8 118.2 -30.3 -41.0 -69.7 -69.9
## 35655 35658 35660 35669 35676 35680 35684 35689 35690 35692 35694
## Predicted 79.9 90.1 92.8 99.3 91.0 83.1 97.4 95.5 100.6 99.9 98.6
## cvpred 78.8 88.9 91.8 98.7 90.3 82.5 96.7 95.0 99.9 99.2 98.0
## pm2.5 14.0 16.0 33.0 23.0 35.0 65.0 88.0 122.0 116.0 120.0 108.0
## CV residual -64.8 -72.9 -58.8 -75.7 -55.3 -17.5 -8.7 27.0 16.1 20.8 10.0
## 35695 35699 35701 35703 35705 35707 35711 35713 35726 35732 35733
## Predicted 96.7 94.8 89.6 87.0 85.6 90.3 69.9 88.5 93.5 81.7 82.2
## cvpred 96.0 94.3 88.9 86.4 85.0 89.3 68.9 87.3 92.8 81.1 81.7
## pm2.5 110.0 149.0 136.0 161.0 167.0 19.0 10.0 11.0 65.0 70.0 71.0
## CV residual 14.0 54.7 47.1 74.6 82.0 -70.3 -58.9 -76.3 -27.8 -11.1 -10.7
## 35735 35736 35737 35738 35740 35746 35749 35751 35754 35756 35759
## Predicted 80.32 79.60 78.19 100.1 100.4 101.8 100.7 100.4 99.3 100.1 96.9
## cvpred 79.96 79.25 77.82 99.4 99.7 101.2 100.1 99.7 98.7 99.4 96.2
## pm2.5 74.00 86.00 75.00 72.0 76.0 91.0 132.0 175.0 205.0 241.0 205.0
## CV residual -5.96 6.75 -2.82 -27.4 -23.7 -10.2 31.9 75.3 106.3 141.6 108.8
## 35762 35764 35767 35768 35769 35770 35772 35781 35782 35784 35786
## Predicted 99.0 99.7 86.6 85.7 85.1 90.8 86.2 91.6 91.0 88.1 85.5
## cvpred 98.3 99.0 85.6 84.7 84.2 89.6 85.0 91.1 90.6 87.8 85.1
## pm2.5 217.0 128.0 16.0 6.0 12.0 20.0 16.0 123.0 142.0 190.0 469.0
## CV residual 118.7 29.0 -69.6 -78.7 -72.2 -69.6 -69.0 31.9 51.4 102.2 383.9
## 35789 35791 35793 35797 35798 35802 35803 35809 35810 35812 35813
## Predicted 101 100.1 99.3 101.8 101.4 102.5 101.4 103.2 103.3 102.5 102.4
## cvpred 100 99.4 98.7 101.2 100.8 101.9 100.8 102.6 102.8 101.9 101.9
## pm2.5 209 138.0 130.0 70.0 81.0 144.0 147.0 183.0 181.0 167.0 171.0
## CV residual 109 38.6 31.3 -31.2 -19.8 42.1 46.2 80.4 78.2 65.1 69.1
## 35815 35816 35818 35819 35820 35821 35823 35826 35829 35832 35833
## Predicted 100.3 98.4 95.2 93.9 101.8 103.9 104.2 102.88 99.1 95.0 94.3
## cvpred 99.8 97.8 94.6 93.4 101.2 103.4 103.7 102.51 98.8 94.7 94.0
## pm2.5 175.0 190.0 187.0 178.0 184.0 152.0 163.0 109.00 118.0 144.0 141.0
## CV residual 75.2 92.2 92.4 84.6 82.8 48.6 59.3 6.49 19.2 49.3 47.0
## 35834 35836 35839 35841 35844 35845 35846 35847 35848 35851 35852
## Predicted 93.0 90.5 104.3 100 79.0 73.5 68.3 64.4 57.8 45.2 82.3
## cvpred 92.8 90.3 103.9 100 78.2 72.7 67.6 63.7 57.1 44.5 80.8
## pm2.5 144.0 163.0 171.0 152 22.0 15.0 13.0 13.0 12.0 9.0 8.0
## CV residual 51.2 72.7 67.1 52 -56.2 -57.7 -54.6 -50.7 -45.1 -35.5 -72.8
## 35853 35855 35858 35861 35862 35864 35867 35868 35870 35876 35880
## Predicted 79.2 76.7 72.1 89.3 80.1 72.2 62.9 59.0 49.4 34.6 82.9
## cvpred 77.8 75.3 70.7 88.3 78.7 70.9 61.7 57.8 48.2 33.8 81.6
## pm2.5 9.0 9.0 8.0 6.0 6.0 5.0 4.0 4.0 6.0 6.0 16.0
## CV residual -68.8 -66.3 -62.7 -82.3 -72.7 -65.9 -57.7 -53.8 -42.2 -27.8 -65.6
## 35882 35886 35887 35888 35892 35897 35899 35900 35907 35908 35909
## Predicted 80.6 70.8 68.8 66.5 55.0 80.9 85.9 88.0 89.4 89.0 90.1
## cvpred 79.3 69.5 67.6 65.3 53.9 79.4 84.6 86.8 88.2 87.8 88.9
## pm2.5 7.0 6.0 7.0 10.0 12.0 7.0 17.0 50.0 69.0 62.0 73.0
## CV residual -72.3 -63.5 -60.6 -55.3 -41.9 -72.4 -67.6 -36.8 -19.2 -25.8 -15.9
## 35910 35911 35914 35922 35923 35924 35927 35928 35930 35931 35941
## Predicted 89.2 89.5 91.45 93.7 94.05 93.689 92.9 98.0 98.3 98.0 96.3
## cvpred 88.0 88.4 90.36 93.0 93.34 92.985 92.3 97.2 97.6 97.2 95.4
## pm2.5 115.0 155.0 94.00 104.0 101.00 92.000 111.0 125.0 151.0 204.0 136.0
## CV residual 27.0 66.6 3.64 11.0 7.66 -0.985 18.7 27.8 53.4 106.8 40.6
## 35943 35946 35949 35953 35955 35956 35957 35958 35959 35960 35967
## Predicted 94.9 94.5 97.0 98.39 95.88 94.5 92.4 90.4 89.5 89.3 84.40
## cvpred 94.0 93.6 96.1 97.83 95.35 93.9 91.8 89.8 88.9 88.8 84.03
## pm2.5 122.0 108.0 130.0 91.00 101.00 105.0 110.0 112.0 119.0 100.0 89.00
## CV residual 28.0 14.4 33.9 -6.83 5.65 11.1 18.2 22.2 30.1 11.2 4.97
## 35968 35970 35974 35977 35979 35982 35983 35984 35993 35994 35999
## Predicted 84.37 82.9 79.0 76.3 74.3 101.4 102.1 101.1 93.1 89.2 73.9
## cvpred 84.04 82.6 78.7 76.1 74.1 100.8 101.6 100.5 92.2 88.3 73.0
## pm2.5 90.00 100.0 106.0 106.0 94.0 133.0 132.0 147.0 9.0 7.0 10.0
## CV residual 5.96 17.4 27.3 29.9 19.9 32.2 30.4 46.5 -83.2 -81.3 -63.0
## 36002 36008 36010 36012 36015 36018 36025 36026 36027 36032 36037
## Predicted 67.3 56.5 54.3 49.7 45.9 90.6 81.9 79.2 78.7 91.8 89.1
## cvpred 66.5 55.9 53.8 49.2 45.5 89.5 81.0 78.4 77.8 90.7 88.0
## pm2.5 13.0 11.0 16.0 17.0 12.0 11.0 11.0 12.0 9.0 7.0 18.0
## CV residual -53.5 -44.9 -37.8 -32.2 -33.5 -78.5 -70.0 -66.4 -68.8 -83.7 -70.0
## 36040 36043 36044 36050 36052 36053 36066 36067 36070 36073 36076
## Predicted 90.3 87.2 86.7 95.2 95.8 94.9 90.4 91.1 98.0 97.7 94.1
## cvpred 89.3 86.3 85.8 94.3 94.9 94.0 89.6 90.3 97.2 96.9 93.3
## pm2.5 26.0 34.0 42.0 76.0 120.0 121.0 135.0 188.0 204.0 220.0 241.0
## CV residual -63.3 -52.3 -43.8 -18.3 25.1 27.0 45.4 97.7 106.8 123.1 147.7
## 36080 36091 36092 36095 36113 36114 36115 36116 36121 36122 36124
## Predicted 89.1 90.1 91.3 90.1 70.2 69.4 68.0 99.0 97.2 99.7 98.7
## cvpred 88.4 89.2 90.5 89.4 69.8 69.1 67.7 98.3 96.5 99.0 98.0
## pm2.5 136.0 162.0 237.0 150.0 200.0 197.0 220.0 236.0 263.0 262.0 276.0
## CV residual 47.6 72.8 146.5 60.6 130.2 127.9 152.3 137.7 166.5 163.0 178.0
## 36129 36136 36137 36138 36141 36142 36143 36145 36146 36147 36149
## Predicted 99.7 100.1 100.4 100.1 102 101 101 101 101 100.1 98.6
## cvpred 99.0 99.4 99.7 99.4 101 100 100 100 100 99.4 98.0
## pm2.5 222.0 272.0 307.0 323.0 362 487 436 579 649 457.0 408.0
## CV residual 123.0 172.6 207.3 223.6 261 387 336 479 549 357.6 310.0
## 36156 36158 36164 36166 36172 36175 36187 36188 36192 36195 36199
## Predicted 101 99.3 102 100.2 97.3 92.9 96.1 94.5 91.8 101 100.1
## cvpred 100 98.7 101 99.6 96.8 92.3 95.5 93.9 91.3 100 99.4
## pm2.5 277 327.0 347 351.0 376.0 345.0 169.0 242.0 216.0 136 46.0
## CV residual 177 228.3 246 251.4 279.2 252.7 73.5 148.1 124.7 36 -53.4
## 36205 36206 36208 36209 36210 36215 36230 36231 36233 36243 36245
## Predicted 91.14 89.7 87.07 85.8 84.6 80.1 88.1 86.5 83.6 99.0 99.0
## cvpred 90.26 88.8 86.16 84.9 83.7 79.5 87.5 85.9 83.1 98.3 98.3
## pm2.5 88.00 75.0 79.00 67.0 73.0 59.0 63.0 63.0 64.0 125.0 120.0
## CV residual -2.26 -13.8 -7.16 -17.9 -10.7 -20.5 -24.5 -22.9 -19.1 26.7 21.7
## 36246 36252 36254 36257 36261 36262 36266 36267 36273 36282 36283
## Predicted 97.4 92.7 94.5 92.6 92.6 90.642 89.4 88.7 102.1 93.0 92.2
## cvpred 96.7 91.9 93.6 91.6 91.9 89.978 89.0 88.3 101.6 92.6 91.8
## pm2.5 122.0 58.0 19.0 14.0 39.0 89.000 156.0 152.0 184.0 347.0 384.0
## CV residual 25.3 -33.9 -74.6 -77.6 -52.9 -0.978 67.0 63.7 82.4 254.4 292.2
## 36285 36289 36294 36297 36303 36308 36309 36310 36312 36316 36317
## Predicted 90.8 103 102 103 102 102 101 102 102 101 99.8
## cvpred 90.4 102 101 102 102 102 101 102 102 100 99.3
## pm2.5 400.0 400 335 324 328 340 346 330 353 340 327.0
## CV residual 309.6 298 234 222 226 238 245 228 251 240 227.7
## 36318 36322 36329 36332 36344 36348 36349 36352 36357 36358 36359
## Predicted 99.8 95.1 101 104 102 102 102 101 103 102 102
## cvpred 99.3 94.7 101 103 101 102 102 101 102 102 102
## pm2.5 295.0 350.0 350 341 240 266 270 316 358 358 357
## CV residual 195.7 255.3 249 238 139 164 168 215 256 256 255
## 36360 36362 36363 36366 36367 36368 36369 36370 36372 36374 36376
## Predicted 102 103 103 102 101 100.3 103 103 103 103 102
## cvpred 101 103 103 101 101 99.8 103 102 102 103 102
## pm2.5 362 323 339 341 344 335.0 329 323 341 356 366
## CV residual 261 220 236 240 243 235.2 226 221 239 253 264
## 36377 36380 36382 36386 36389 36392 36394 36398 36402 36406 36411
## Predicted 102 103 103 103 103 102 100.1 103 103 104 104
## cvpred 101 102 103 102 103 102 99.6 102 103 103 103
## pm2.5 358 387 343 394 485 418 371.0 397 462 523 534
## CV residual 257 285 240 292 382 316 271.4 295 359 420 431
## 36414 36415 36416 36418 36421 36426 36431 36432 36439 36444 36447
## Predicted 102 104 104 105 106 105 107.1 105.8 71.2 61.6 92.6
## cvpred 102 103 103 104 106 105 106.8 105.6 70.6 61.1 91.6
## pm2.5 474 478 496 526 551 446 43.0 27.0 13.0 13.0 12.0
## CV residual 372 375 393 422 445 341 -63.8 -78.6 -57.6 -48.1 -79.6
## 36448 36452 36456 36457 36459 36463 36468 36469 36473 36474 36476
## Predicted 91.9 93.8 95.6 98.0 100.9 102.1 101.40 98.41 100.1 100.1 101
## cvpred 90.9 92.9 94.7 97.2 100.3 101.6 100.85 97.81 99.4 99.4 100
## pm2.5 14.0 19.0 53.0 42.0 130.0 48.0 98.00 106.00 96.0 84.0 116
## CV residual -76.9 -73.9 -41.7 -55.2 29.7 -53.6 -2.85 8.19 -3.4 -15.4 16
## 36477 36478 36481 36482 36484 36485 36493 36495 36497 36498 36503
## Predicted 101.8 101.4 100.0 102.5 102 101.4 76.4 73.2 85.5 83.6 86.84
## cvpred 101.2 100.8 99.4 101.9 102 100.8 75.5 72.3 84.3 82.5 86.02
## pm2.5 158.0 171.0 168.0 188.0 210 180.0 14.0 12.0 10.0 14.0 93.00
## CV residual 56.8 70.2 68.6 86.1 108 79.2 -61.5 -60.3 -74.3 -68.5 6.98
## 36505 36509 36512 36514 36521 36523 36524 36525 36526 36527 36529
## Predicted 91.2 102.8 100.7 100.1 93.9 92.4 99.7 99.5 100.0 99.9 99.2
## cvpred 90.8 102.3 100.1 99.4 93.1 91.8 99.0 98.9 99.4 99.4 98.8
## pm2.5 125.0 135.0 128.0 146.0 137.0 144.0 159.0 166.0 183.0 228.0 306.0
## CV residual 34.2 32.7 27.9 46.6 43.9 52.2 60.0 67.1 83.6 128.6 207.2
## 36538 36540 36541 36545 36551 36552 36554 36559 36560 36564 36565
## Predicted 104 102 102 101 93.9 92.0 88.8 100.2 98.1 79.7 77.5
## cvpred 103 102 102 100 93.4 91.4 88.2 99.6 97.4 78.7 76.6
## pm2.5 246 284 260 271 238.0 255.0 255.0 3.0 4.0 13.0 8.0
## CV residual 143 182 158 171 144.6 163.6 166.8 -96.6 -93.4 -65.7 -68.6
## 36568 36574 36576 36580 36582 36588 36590 36593 36594 36598 36602
## Predicted 64 51.7 48.8 46.0 96.3 89.2 84.9 78.6 76.4 90.6 79.3
## cvpred 63 51.1 48.3 45.7 95.4 88.0 83.8 77.6 75.5 89.5 78.1
## pm2.5 11 9.0 7.0 18.0 12.0 18.0 23.0 26.0 32.0 49.0 11.0
## CV residual -52 -42.1 -41.3 -27.7 -83.4 -70.0 -60.8 -51.6 -43.5 -40.5 -67.1
## 36605 36606 36608 36611 36613 36619 36622 36623 36624 36625 36626
## Predicted 78.4 91.1 89.7 85.9 84.3 74.9 84.2 82.9 86.1 87.3 86.7
## cvpred 77.4 90.0 88.6 84.6 83.0 73.6 83.1 81.8 85.3 86.6 86.1
## pm2.5 9.0 9.0 16.0 16.0 13.0 17.0 41.0 41.0 53.0 67.0 70.0
## CV residual -68.4 -81.0 -72.6 -68.6 -70.0 -56.6 -42.1 -40.8 -32.3 -19.6 -16.1
## 36627 36632 36633 36636 36638 36639 36643 36644 36645 36650 36651
## Predicted 87.36 98.676 98.6 87.1 87.4 87.8 86.9 86.8 85.9 95.1 95.1
## cvpred 86.82 97.948 98.0 85.9 86.2 86.6 85.7 85.7 84.9 94.4 94.4
## pm2.5 84.00 97.000 86.0 40.0 21.0 14.0 40.0 38.0 41.0 144.0 133.0
## CV residual -2.82 -0.948 -12.0 -45.9 -65.2 -72.6 -45.7 -47.7 -43.9 49.6 38.6
## 36655 36661 36662 36666 36677 36680 36681 36684 36693 36697 36702
## Predicted 97.1 101 101 96.3 99.0 101.1 101.4 99.7 87.08 86.5 99.4
## cvpred 96.6 100 100 95.7 98.3 100.5 100.8 99.0 86.42 86.2 98.7
## pm2.5 141.0 205 201 187.0 55.0 122.0 114.0 130.0 91.00 55.0 63.0
## CV residual 44.4 105 101 91.3 -43.3 21.5 13.2 31.0 4.58 -31.2 -35.7
## 36704 36706 36710 36711 36713 36716 36720 36724 36725 36731 36734
## Predicted 102.0 100.7 100.74 100.05 99.5 97.7 103.2 102 103 98.4 103
## cvpred 101.4 100.1 100.11 99.39 98.9 97.1 102.6 102 102 97.8 102
## pm2.5 74.0 81.0 99.00 102.00 121.0 145.0 195.0 257 267 269.0 234
## CV residual -27.4 -19.1 -1.11 2.61 22.1 47.9 92.4 155 165 171.2 132
## 36735 36737 36741 36745 36748 36754 36757 36761 36762 36766 36770
## Predicted 103 102 91.0 94.7 98.5 79.1 89.5 88.5 89.4 94.2 87.7
## cvpred 102 102 90.3 94.1 97.8 78.2 88.4 87.3 88.2 93.3 86.6
## pm2.5 214 220 13.0 10.0 13.0 11.0 11.0 13.0 13.0 35.0 18.0
## CV residual 112 118 -77.3 -84.1 -84.8 -67.2 -77.4 -74.3 -75.2 -58.3 -68.6
## 36772 36773 36775 36779 36781 36783 36784 36791 36793 36795 36796
## Predicted 87.0 93.5 93.5 90.8 89.7 89.9 87.9 92.6 81.7 76.8 75.2
## cvpred 85.9 92.5 92.5 89.6 88.6 88.8 86.8 91.7 80.6 75.8 74.3
## pm2.5 20.0 14.0 18.0 19.0 15.0 14.0 18.0 22.0 24.0 11.0 13.0
## CV residual -65.9 -78.5 -74.5 -70.6 -73.6 -74.8 -68.8 -69.7 -56.6 -64.8 -61.3
## 36802 36808 36811 36823 36827 36828 36831 36832 36838 36841 36842
## Predicted 64.2 88.2 82.6 100.4 98.50 96.76 96.6 95.4 94.3 89.8 87.7
## cvpred 63.5 87.2 81.7 99.7 97.77 95.98 95.8 94.5 93.8 89.3 87.2
## pm2.5 12.0 22.0 30.0 87.0 88.00 91.00 109.0 123.0 168.0 205.0 188.0
## CV residual -51.5 -65.2 -51.7 -12.7 -9.77 -4.98 13.2 28.5 74.2 115.7 100.8
## 36844 36847 36849 36850 36851 36855 36860 36864 36867 36871 36874
## Predicted 99.4 97.6 100.6 98.1 98.0 96.17 91.6 103.2 104 104 99.6
## cvpred 98.7 96.9 99.9 97.4 97.2 95.48 91.1 102.6 103 103 99.1
## pm2.5 137.0 121.0 83.0 78.0 77.0 91.00 151.0 150.0 144 152 181.0
## CV residual 38.3 24.1 -16.9 -19.4 -20.2 -4.48 59.9 47.4 41 49 81.9
## 36878 36881 36882 36883 36885 36886 36888 36890 36891 36893 36897
## Predicted 85.9 73.8 69.8 66.0 58.9 57.3 51.4 48.1 95.7 93.5 94.6
## cvpred 85.4 73.4 69.5 65.8 58.7 57.1 51.3 48.1 94.9 92.8 93.9
## pm2.5 40.0 27.0 27.0 22.0 21.0 26.0 23.0 21.0 21.0 15.0 20.0
## CV residual -45.4 -46.4 -42.5 -43.8 -37.7 -31.1 -28.3 -27.1 -73.9 -77.8 -73.9
## 36901 36905 36906 36907 36909 36913 36917 36920 36921 36928 36929
## Predicted 96.6 87.8 84.9 81.9 76.9 71.3 101.4 100.7 101.79 103.0 101.7
## cvpred 96.1 87.4 84.6 81.6 76.6 70.9 100.8 100.1 101.19 102.5 101.2
## pm2.5 52.0 76.0 66.0 60.0 61.0 34.0 73.0 90.0 92.00 76.0 66.0
## CV residual -44.1 -11.4 -18.6 -21.6 -15.6 -36.9 -27.8 -10.1 -9.19 -26.5 -35.2
## 36936 36939 36942 36943 36946 36951 36952 36953 36954 36957 36960
## Predicted 83.3 78.8 73.9 71.9 65.3 94.9 94.2 94.0 94.9 96.6 97.7
## cvpred 82.5 78.1 73.3 71.3 64.8 94.0 93.3 93.1 94.0 95.8 96.9
## pm2.5 14.0 5.0 10.0 9.0 11.0 13.0 9.0 7.0 9.0 18.0 7.0
## CV residual -68.5 -73.1 -63.3 -62.3 -53.8 -81.0 -84.3 -86.1 -85.0 -77.8 -89.9
## 36964 36966 36970 36980 36982 36984 36988 36997 37001 37013 37015
## Predicted 88.1 87.5 96.3 88.2 87.1 82.9 98.1 91.2 86.9 101.8 103.2
## cvpred 87.3 86.7 95.4 87.5 86.4 82.4 97.4 90.2 86.0 101.2 102.6
## pm2.5 12.0 17.0 19.0 40.0 54.0 67.0 75.0 37.0 11.0 136.0 150.0
## CV residual -75.3 -69.7 -76.4 -47.5 -32.4 -15.4 -22.4 -53.2 -75.0 34.8 47.4
## 37019 37021 37024 37025 37026 37027 37030 37032 37033 37034 37036
## Predicted 104.2 99.5 96.0 95.1 93.8 92.9 90.2 88.3 106 105 106
## cvpred 103.7 98.9 95.5 94.7 93.5 92.6 90.0 88.2 106 105 105
## pm2.5 191.0 128.0 145.0 156.0 160.0 165.0 152.0 249.0 247 248 261
## CV residual 87.3 29.1 49.5 61.3 66.5 72.4 62.0 160.8 141 143 156
## 37037 37042 37044 37046 37047 37049 37053 37054 37059 37060 37061
## Predicted 107 107 107 104 103 105 100.2 101 107 107 106
## cvpred 106 107 106 104 103 105 99.9 101 107 107 106
## pm2.5 257 271 280 277 249 192 199.0 225 326 324 320
## CV residual 151 164 174 173 146 87 99.1 124 219 217 214
## 37063 37065 37068 37069 37071 37077 37078 37080 37083 37084 37085
## Predicted 104 102 106 107 106 103.3 103.6 109.4 108 109 109
## cvpred 104 102 105 107 105 103.1 103.5 109.1 108 109 109
## pm2.5 250 232 235 226 229 152.0 147.0 181.0 226 248 269
## CV residual 146 130 130 119 124 48.9 43.5 71.9 118 139 160
## 37087 37088 37090 37094 37100 37104 37109 37111 37112 37114 37117
## Predicted 109 109 109 110 106 111 111 111 112 112 104
## cvpred 109 108 109 110 106 111 111 111 112 112 104
## pm2.5 311 300 330 327 336 414 413 389 349 336 444
## CV residual 202 192 221 217 230 303 302 278 237 224 340
## 37119 37121 37130 37132 37133 37136 37140 37143 37144 37146 37147
## Predicted 97.7 106.6 109.0 109.4 110.1 109.4 107.3 109.0 108.1 106.28 105.0
## cvpred 97.4 106.2 108.8 109.1 109.9 109.4 107.2 108.8 107.9 106.16 104.9
## pm2.5 115.0 82.0 153.0 154.0 191.0 193.0 138.0 53.0 52.0 100.00 142.0
## CV residual 17.6 -24.2 44.2 44.9 81.1 83.6 30.8 -55.8 -55.9 -6.16 37.1
## 37148 37152 37155 37157 37162 37166 37169 37175 37176 37178 37181
## Predicted 104.5 112 109 109.0 99.1 105.6 104.2 105.9 105.6 108.3 106.9
## cvpred 104.4 112 109 108.8 98.8 105.2 103.7 105.5 105.2 108.1 106.6
## pm2.5 140.0 224 65 16.0 25.0 23.0 23.0 59.0 50.0 58.0 51.0
## CV residual 35.6 112 -44 -92.8 -73.8 -82.2 -80.7 -46.5 -55.2 -50.1 -55.6
## 37184 37185 37187 37189 37192 37196 37197 37198 37202 37203 37208
## Predicted 106.4 105.0 100 100.1 97.4 95.2 94.3 92.0 93.7 92.1 90.2
## cvpred 106.1 104.6 100 99.4 96.7 94.6 93.7 91.4 93.5 91.9 90.2
## pm2.5 44.0 44.0 30 21.0 9.0 21.0 24.0 27.0 106.0 137.0 147.0
## CV residual -62.1 -60.6 -70 -78.4 -87.7 -73.6 -69.7 -64.4 12.5 45.1 56.8
## 37210 37215 37220 37222 37223 37227 37228 37231 37235 37236 37239
## Predicted 109.0 109 109.8 108.19 106.2 110 109.9 108.7 110.4 109.3 102.96
## cvpred 108.8 108 109.7 108.13 106.2 110 109.7 108.4 110.2 109.1 102.47
## pm2.5 199.0 235 70.0 118.00 143.0 174 177.0 196.0 199.0 168.0 94.00
## CV residual 90.2 127 -39.7 9.87 36.8 64 67.3 87.6 88.8 58.9 -8.47
## 37241 37242 37243 37248 37249 37250 37253 37254 37258 37261 37267
## Predicted 98.5 96.2 95.3 108.7 108.7 109.02 108.7 109.02 107 97.2 95.9
## cvpred 98.0 95.7 94.9 108.4 108.4 108.78 108.4 108.78 107 96.8 95.6
## pm2.5 52.0 64.0 48.0 80.0 95.0 99.00 121.0 113.00 163 84.0 116.0
## CV residual -46.0 -31.7 -46.9 -28.4 -13.4 -9.78 12.6 4.22 56 -12.8 20.4
## 37269 37276 37277 37278 37281 37286 37287 37288 37289 37292 37293
## Predicted 92.9 105.0 105.2 94.3 90.8 65.1 85.3 82.5 78.9 87.0 91.1
## cvpred 92.6 104.6 104.8 93.5 89.9 64.1 84.1 81.3 77.7 85.7 90.0
## pm2.5 97.0 52.0 52.0 53.0 9.0 11.0 12.0 14.0 9.0 19.0 18.0
## CV residual 4.4 -52.6 -52.8 -40.5 -80.9 -53.1 -72.1 -67.3 -68.7 -66.7 -72.0
## 37299 37305 37306 37311 37314 37315 37318 37328 37329 37335 37337
## Predicted 93.8 102.5 101.1 95.8 93.8 86.8 83.3 101.7 100.1 93.3 93.3
## cvpred 93.2 101.9 100.5 95.1 92.9 85.8 82.5 101.2 99.4 92.4 92.4
## pm2.5 28.0 59.0 60.0 29.0 11.0 16.0 14.0 49.0 16.0 6.0 10.0
## CV residual -65.2 -42.9 -40.5 -66.1 -81.9 -69.8 -68.5 -52.2 -83.4 -86.4 -82.4
## 37339 37340 37347 37349 37358 37359 37360 37362 37363 37367 37368
## Predicted 91.8 92.6 102.8 104.2 92.0 90.4 88.0 84.9 83.3 79.2 77.5
## cvpred 91.0 91.9 102.3 103.7 91.2 89.6 87.3 84.3 82.7 78.9 77.4
## pm2.5 25.0 30.0 64.0 61.0 33.0 32.0 41.0 45.0 45.0 58.0 65.0
## CV residual -66.0 -61.9 -38.3 -42.7 -58.2 -57.6 -46.3 -39.3 -37.7 -20.9 -12.4
## 37369 37375 37376 37380 37387 37389 37394 37399 37400 37409
## Predicted 104.6 105.9 106.9 104.86 98.4852 100.5 106.5 109.4 109.4 99.8
## cvpred 104.1 105.5 106.6 104.47 98.0513 100.2 106.3 109.1 109.1 99.5
## pm2.5 54.0 87.0 93.0 97.00 98.0000 111.0 194.0 174.0 171.0 158.0
## CV residual -50.1 -18.5 -13.6 -7.47 -0.0513 10.8 87.7 64.9 61.9 58.5
## 37412 37416 37421 37422 37425 37428 37430 37431 37432 37433 37436
## Predicted 97.1 94.5 91.0 90.3 112 105.5 95.9 100.9 97.3 93.8 103
## cvpred 96.9 94.4 91.1 90.4 112 105.2 95.3 100.3 96.8 93.2 103
## pm2.5 151.0 138.0 147.0 151.0 182 133.0 60.0 49.0 62.0 56.0 80
## CV residual 54.1 43.6 55.9 60.6 70 27.8 -35.3 -51.3 -34.8 -37.2 -23
## 37437 37438 37439 37445 37458 37459 37460 37461 37463 37466 37468
## Predicted 99.7 95.7 96.3 106.95 97.7 97.1 97.5 105.9 105.9 103 101.5
## cvpred 99.3 95.2 95.9 106.61 97.1 96.6 97.0 105.5 105.5 103 101.1
## pm2.5 580.0 217.0 159.0 111.00 62.0 64.0 66.0 63.0 72.0 67 71.0
## CV residual 480.7 121.8 63.1 4.39 -35.1 -32.6 -31.0 -42.5 -33.5 -36 -30.1
## 37470 37472 37474 37481 37483 37484 37485 37487 37491 37493 37494
## Predicted 98.8 103.9 104.9 100.9 98.9 98.9 98.8 98.1 106.3 105.6 107.5
## cvpred 98.4 103.4 104.5 100.3 98.4 98.4 98.4 97.7 105.9 105.2 107.1
## pm2.5 69.0 76.0 46.0 39.0 59.0 60.0 68.0 103.0 88.0 118.0 128.0
## CV residual -29.4 -27.4 -58.5 -61.3 -39.4 -38.4 -30.4 5.3 -17.9 12.8 20.9
## 37495 37501 37502 37505 37506 37510 37511 37512 37513 37516 37517
## Predicted 106.6 103.0 99.3 96.18 94.57 101.83 100.6 101.2 101.2 107.6 107.6
## cvpred 106.2 102.5 98.7 95.74 94.15 101.44 100.2 100.9 100.9 107.3 107.3
## pm2.5 143.0 114.0 88.0 89.00 91.00 110.00 120.0 155.0 120.0 142.0 144.0
## CV residual 36.8 11.5 -10.7 -6.74 -3.15 8.56 19.8 54.1 19.1 34.7 36.7
## 37519 37522 37524 37525 37527 37528 37529 37532 37534 37536 37543
## Predicted 108.0 110.1 109.0 106.7 102.8 101 99.6 97.4 95.2 95.1 111
## cvpred 107.7 109.9 108.8 106.5 102.6 101 99.4 97.3 95.2 95.2 111
## pm2.5 151.0 173.0 188.0 175.0 162.0 157 147.0 134.0 158.0 231.0 255
## CV residual 43.3 63.1 79.2 68.5 59.4 56 47.6 36.7 62.8 135.8 144
## 37549 37552 37558 37561 37562 37569 37577 37581 37583 37585 37588
## Predicted 112 111 106 112 111.2 112.46 87.2 79.4 77.5 105.9 104.9
## cvpred 112 111 106 112 111.1 112.38 86.9 79.1 77.3 105.5 104.4
## pm2.5 280 225 274 56 55.0 105.00 48.0 47.0 65.0 39.0 54.0
## CV residual 168 114 168 -56 -56.1 -7.38 -38.9 -32.1 -12.3 -66.5 -50.4
## 37589 37592 37593 37597 37601 37606 37608 37617 37619 37621
## Predicted 105 107.6 108.0 102.5 100.1 100.6 104.9 111.4 111.23 108.73
## cvpred 105 107.3 107.7 101.9 99.4 100.2 104.4 111.3 111.13 108.66
## pm2.5 69 45.0 44.0 51.0 57.0 84.0 134.0 110.0 105.00 106.00
## CV residual -36 -62.3 -63.7 -50.9 -42.4 -16.2 29.6 -1.3 -6.13 -2.66
## 37623 37624 37627 37632 37642 37644 37645 37646 37648 37649 37652
## Predicted 111.08 112.5 111.2 107.1 113.5 112.4 114 112.0 109.5 108 97.9
## cvpred 110.94 112.4 111.2 107.1 113.5 112.4 114 112.1 109.6 108 97.8
## pm2.5 102.00 101.0 131.0 151.0 171.0 193.0 170 167.0 158.0 176 129.0
## CV residual -8.94 -11.4 19.8 43.9 57.5 80.6 56 54.9 48.4 68 31.2
## 37661 37662 37668 37670 37671 37675 37676 37681 37686 37687 37688
## Predicted 108.3 110.8 100.7 100.1 99.5 92 91.5 110.1 108.3 107.8 106.8
## cvpred 108.1 110.6 100.4 99.9 99.4 92 91.4 109.9 108.1 107.5 106.7
## pm2.5 75.0 64.0 56.0 48.0 40.0 52 55.0 95.0 128.0 121.0 84.0
## CV residual -33.1 -46.6 -44.4 -51.9 -59.4 -40 -36.4 -14.9 19.9 13.5 -22.7
## 37691 37692 37694 37695 37698 37699 37706 37713 37714 37718 37722
## Predicted 101.5 98.9 104.3 105.0 102.7 102.8 110 107.6 106.3 104.2 96.5
## cvpred 101.3 98.6 103.9 104.6 102.3 102.6 110 107.3 105.9 103.7 96.1
## pm2.5 52.0 30.0 22.0 17.0 43.0 49.0 90 48.0 45.0 26.0 44.0
## CV residual -49.3 -68.6 -81.9 -87.6 -59.3 -53.6 -20 -59.3 -60.9 -77.7 -52.1
## 37725 37726 37728 37732 37733 37734 37737 37745 37748 37752 37754
## Predicted 93.0 107 109.4 108.66 107.6 106.9 102.14 100.5 95.6 92.4 90.60
## cvpred 92.8 107 109.1 108.42 107.3 106.6 101.82 100.3 95.5 92.5 90.81
## pm2.5 36.0 43 68.0 102.00 66.0 65.0 104.00 55.0 66.0 64.0 81.00
## CV residual -56.8 -64 -41.1 -6.42 -41.3 -41.6 2.18 -45.3 -29.5 -28.5 -9.81
## 37755 37756 37757 37759 37765 37766 37767 37768 37770 37771 37772
## Predicted 88.98 88.06 87.3 86.1 80.1 78.1 76.5 73.8 68.3 66.7 65.2
## cvpred 89.22 88.35 87.6 86.4 80.6 78.7 77.1 74.4 68.9 67.3 65.9
## pm2.5 88.00 98.00 99.0 108.0 174.0 185.0 168.0 154.0 139.0 126.0 98.0
## CV residual -1.22 9.65 11.4 21.6 93.4 106.3 90.9 79.6 70.1 58.7 32.1
## 37773 37779 37781 37785 37786 37787 37789 37792 37795 37796
## Predicted 112.6 106.3 105.4 100.9 99.7 99.0 114.2 111.8 104.8795 104.31
## cvpred 112.6 106.4 105.5 101.1 99.9 99.1 114.2 111.9 104.9859 104.47
## pm2.5 101.0 84.0 91.0 112.0 119.0 122.0 121.0 136.0 105.0000 100.00
## CV residual -11.6 -22.4 -14.5 10.9 19.1 22.9 6.8 24.1 0.0141 -4.47
## 37803 37808 37810 37812 37814 37815 37818 37821 37822 37826 37828
## Predicted 112.5 113.2 110.6 113.5 111.2 112.6 109.5 102.33 99.8 113.8 110.6
## cvpred 112.4 113.1 110.6 113.5 111.2 112.6 109.4 102.26 99.8 113.8 110.6
## pm2.5 143.0 124.0 156.0 167.0 177.0 131.0 96.0 101.00 104.0 30.0 21.0
## CV residual 30.6 10.9 45.4 53.5 65.8 18.4 -13.4 -1.26 4.2 -83.8 -89.6
## 37829 37831 37839 37841 37844 37845 37846 37848 37849 37850 37857
## Predicted 107.3 110.2 107 107.6 106.2 105.0 104.4 113.5 113.5 113.5 105.3
## cvpred 107.2 110.1 107 107.3 106.2 104.9 104.4 113.5 113.5 113.5 105.3
## pm2.5 25.0 28.0 52 42.0 48.0 59.0 48.0 41.0 36.0 41.0 54.0
## CV residual -82.2 -82.1 -55 -65.3 -58.2 -45.9 -56.4 -72.5 -77.5 -72.5 -51.3
## 37860 37865 37866 37867 37868 37872 37873 37875 37878 37882
## Predicted 102.5 105.6 107.8 106.5 104.5 101.89 99.3 112 111.8 106.400
## cvpred 102.2 105.2 107.5 106.3 104.4 101.95 99.3 112 111.7 106.361
## pm2.5 39.0 55.0 77.0 135.0 76.0 106.00 48.0 39 73.0 106.000
## CV residual -63.2 -50.2 -30.5 28.7 -28.4 4.05 -51.3 -73 -38.7 -0.361
## 37884 37889 37890 37893 37896 37900 37902 37908 37912 37914
## Predicted 110.07 105.7 105.7 101.9 112 107.19 110 109.0 106.505 102.23
## cvpred 109.85 105.4 105.4 101.7 112 107.02 110 108.8 106.299 102.04
## pm2.5 101.00 42.0 49.0 67.0 86 105.00 91 132.0 106.000 98.00
## CV residual -8.85 -63.4 -56.4 -34.7 -26 -2.02 -19 23.2 -0.299 -4.04
## 37916 37919 37920 37921 37926 37927 37929 37938 37941 37944
## Predicted 100.7 98.510 97.79 97.76 112.5 112.11 113.5 104.4 100.61 96.46
## cvpred 100.7 98.575 97.87 97.88 112.4 112.04 113.5 104.4 100.73 96.68
## pm2.5 90.0 99.000 102.00 103.00 100.0 111.00 146.0 153.0 91.00 87.00
## CV residual -10.7 0.425 4.13 5.12 -12.4 -1.04 32.5 48.6 -9.73 -9.68
## 37951 37952 37954 37955 37956 37958 37959 37960 37961 37962 37964
## Predicted 91.2 91.2 89.2 117.0 115.3 111.8 109.1 106.4 102.9 107.5 103.7
## cvpred 91.6 91.6 89.6 117.1 115.5 111.9 109.3 106.6 103.1 107.4 103.7
## pm2.5 135.0 135.0 162.0 155.0 143.0 158.0 202.0 143.0 147.0 136.0 68.0
## CV residual 43.4 43.4 72.4 37.9 27.5 46.1 92.7 36.4 43.9 28.6 -35.7
## 37972 37975 37980 37981 37982 37984 37985 37988 37991 37994 37995
## Predicted 63.3 51.8 31.0 28.4 27.6 23.3 23.1 15.345 106.1 110.8 109.0
## cvpred 63.4 52.1 31.3 28.7 28.0 23.7 23.8 16.261 105.7 110.6 108.8
## pm2.5 28.0 25.0 50.0 50.0 60.0 49.0 37.0 17.000 27.0 55.0 48.0
## CV residual -35.4 -27.1 18.7 21.3 32.0 25.3 13.2 0.739 -78.7 -55.6 -60.8
## 38000 38002 38004 38006 38007 38008 38009 38011 38012 38020 38024
## Predicted 110.4 107.9 106.5 96.2 105.1 100.5 92.2 78.8 73.9 42.29 32.1
## cvpred 110.2 107.7 106.3 96.0 104.9 100.2 91.8 78.3 73.6 42.47 32.4
## pm2.5 88.0 122.0 116.0 113.0 90.0 59.0 66.0 104.0 117.0 50.00 51.0
## CV residual -22.2 14.3 9.7 17.0 -14.9 -41.2 -25.8 25.7 43.4 7.53 18.6
## 38037 38039 38040 38044 38046 38048 38061 38062 38068 38070 38076
## Predicted -24.3 100.7 99.517 104.2 103.0 101.7 95.3 94.0 103.6 107.0 108.7
## cvpred -23.3 100.1 98.861 103.7 102.5 101.2 94.9 93.6 103.2 106.6 108.4
## pm2.5 31.0 46.0 98.000 85.0 48.0 44.0 38.0 34.0 72.0 75.0 95.0
## CV residual 54.3 -54.1 -0.861 -18.7 -54.5 -57.2 -56.9 -59.6 -31.2 -31.6 -13.4
## 38078 38081 38084 38085 38088 38089 38093 38094 38097 38098
## Predicted 109.7 106.99 111.09 111.77 111.2 112 111.8 111.8 110.5 105.8
## cvpred 109.5 106.86 110.94 111.66 111.1 112 111.7 111.7 110.4 105.6
## pm2.5 123.0 110.00 108.00 120.00 133.0 124 132.0 135.0 148.0 140.0
## CV residual 13.5 3.14 -2.94 8.34 21.9 12 20.3 23.3 37.6 34.4
## 38100 38102 38104 38109 38110 38112 38113 38117 38120 38122 38125
## Predicted 97.9 91.3 81.9 102.7 104.2 110.7 112.8 110.5 114.2 113.2 110.2
## cvpred 97.6 91.0 81.6 102.3 103.7 110.6 112.7 110.4 114.2 113.1 110.1
## pm2.5 85.0 114.0 111.0 23.0 24.0 63.0 84.0 125.0 136.0 95.0 61.0
## CV residual -12.6 23.0 29.4 -79.3 -79.7 -47.6 -28.7 14.6 21.8 -18.1 -49.1
## 38128 38129 38135 38137 38138 38141 38143 38145 38146 38154 38157
## Predicted 103.3 100.9 90.9 89.07 88.4 110.8 110.0 107.8 107.5 92.4 86.8
## cvpred 103.1 100.8 90.9 89.18 88.5 110.6 109.9 107.5 107.4 92.3 86.8
## pm2.5 62.0 79.0 55.0 84.00 65.0 70.0 90.0 87.0 80.0 48.0 47.0
## CV residual -41.1 -21.8 -35.9 -5.18 -23.5 -40.6 -19.9 -20.5 -27.4 -44.3 -39.8
## 38161 38163 38164 38166 38169 38170 38171 38172 38174 38176 38177
## Predicted 81.9 109.7 108.4 110.1 110.4 109 107.9 106.6 111.8 111.1 110.4
## cvpred 82.1 109.5 108.3 109.9 110.2 109 107.8 106.5 111.7 110.9 110.2
## pm2.5 55.0 46.0 40.0 47.0 47.0 55 51.0 63.0 64.0 63.0 59.0
## CV residual -27.1 -63.5 -68.3 -62.9 -63.2 -54 -56.8 -43.5 -47.7 -47.9 -51.2
## 38178 38179 38180 38182 38187 38196 38197 38198 38201 38203 38205
## Predicted 109.0 111.8 108.4 103.4 111.2 111.9 109.9 108 103.1 99.6 111.9
## cvpred 108.8 111.7 108.3 103.1 111.1 111.9 109.9 108 103.2 99.6 111.9
## pm2.5 70.0 71.0 69.0 54.0 51.0 22.0 22.0 21 8.0 15.0 22.0
## CV residual -38.8 -40.7 -39.3 -49.1 -60.1 -89.9 -87.9 -87 -95.2 -84.6 -89.9
## 38211 38212 38218 38220 38221 38226 38230 38231 38232 38233 38235
## Predicted 112.8 113.5 113.8 107.7 104.0 98.3 90.9 87.9 84.9 82.2 113.5
## cvpred 112.8 113.5 113.8 107.6 103.8 98.4 91.2 88.2 85.2 82.5 113.5
## pm2.5 45.0 47.0 82.0 21.0 23.0 29.0 65.0 58.0 54.0 42.0 40.0
## CV residual -67.8 -66.5 -31.8 -86.6 -80.8 -69.4 -26.2 -30.2 -31.2 -40.5 -73.5
## 38240 38242 38244 38245 38248 38249 38252 38253 38254 38255 38258
## Predicted 116 114.5 114.9 114.5 100.9 94.6 84.8 81.8 78.2 74.7 63.9
## cvpred 116 114.5 114.9 114.5 100.6 94.4 84.6 81.6 78.1 74.5 63.9
## pm2.5 108 98.0 104.0 86.0 42.0 45.0 30.0 40.0 36.0 29.0 38.0
## CV residual -8 -16.5 -10.9 -28.5 -58.6 -49.4 -54.6 -41.6 -42.1 -45.5 -25.9
## 38267 38270 38272 38274 38275 38277 38286 38290 38291 38293 38294
## Predicted 31.2 21.87 16.68 102.9 104.9 109.7 108.5 108.3 109.0 105.7 104.8
## cvpred 31.8 22.58 17.45 102.5 104.4 109.5 108.2 108.1 108.8 105.4 104.5
## pm2.5 11.0 16.00 14.00 12.0 19.0 25.0 59.0 52.0 40.0 69.0 80.0
## CV residual -20.8 -6.58 -3.45 -90.5 -85.4 -84.5 -49.2 -56.1 -68.8 -36.4 -24.5
## 38296 38298 38299 38300 38303 38304 38306 38307 38311 38319 38327
## Predicted 100.17 98.7 98.8 95.78 93.703 109.5 110.1 109.5 111.9 107.1 100.1
## cvpred 99.88 98.5 98.7 95.68 93.791 109.3 109.9 109.3 111.9 106.8 99.9
## pm2.5 107.00 121.0 109.0 94.00 94.000 121.0 84.0 96.0 89.0 60.0 71.0
## CV residual 7.12 22.5 10.3 -1.68 0.209 11.7 -25.9 -13.3 -22.9 -46.8 -28.9
## 38330 38332 38338 38339 38341 38345 38347 38350 38356 38357 38367
## Predicted 110.4 110.9 110.1 110.4 108.8 99.0 94.5 92.8 111.4 112 110.28
## cvpred 110.2 110.7 109.9 110.2 108.6 98.9 94.5 92.9 111.3 112 110.28
## pm2.5 71.0 79.0 98.0 98.0 95.0 54.0 48.0 21.0 68.0 70 119.00
## CV residual -39.2 -31.7 -11.9 -12.2 -13.6 -44.9 -46.5 -71.9 -43.3 -42 8.72
## 38370 38373 38374 38375 38377 38378 38379 38381 38382 38384 38385
## Predicted 103.4 99.3 98.0 96.0 94.61 114.7 115.0 116.7 117.6 116.9 117.3
## cvpred 103.6 99.5 98.3 96.3 94.93 114.8 115.1 116.9 117.8 117.1 117.4
## pm2.5 93.0 143.0 115.0 107.0 100.00 103.0 75.0 83.0 90.0 75.0 83.0
## CV residual -10.6 43.5 16.7 10.7 5.07 -11.8 -40.1 -33.9 -27.8 -42.1 -34.4
## 38387 38388 38389 38390 38393 38394 38399 38404 38409 38410 38415
## Predicted 117.3 116.0 115 113.5 108.9 106.6 117.6 116.0 105.0 103 110.0
## cvpred 117.4 116.2 115 113.7 109.1 106.8 117.8 116.2 104.9 103 109.9
## pm2.5 95.0 134.0 161 151.0 132.0 119.0 141.0 214.0 36.0 20 14.0
## CV residual -22.4 17.8 46 37.3 22.9 12.2 23.2 97.8 -68.9 -83 -95.9
## 38422 38427 38428 38431 38435 38437 38439 38440 38442 38446 38447
## Predicted 107.2 114.5 114.2 115.6 115.6 114.1 114.7 114.1 110.86 108.1 107.4
## cvpred 107.3 114.5 114.2 115.6 115.6 114.2 114.7 114.2 111.06 108.4 107.7
## pm2.5 121.0 84.0 79.0 81.0 85.0 81.0 97.0 103.0 117.00 150.0 128.0
## CV residual 13.7 -30.5 -35.2 -34.6 -30.6 -33.2 -17.7 -11.2 5.94 41.6 20.3
## 38450 38453 38454 38455 38456 38459 38461 38465 38466 38468 38469
## Predicted 104.0 116.7 117.6 118 119 119 115 98.7 95.8 91.9 91.3
## cvpred 104.3 116.9 117.8 119 119 119 115 98.8 95.9 92.0 91.5
## pm2.5 152.0 196.0 215.0 242 249 239 182 50.0 54.0 40.0 56.0
## CV residual 47.7 79.1 97.2 123 130 120 67 -48.8 -41.9 -52.0 -35.5
## 38470 38472 38474 38482 38485 38487 38490 38494 38496 38500 38506
## Predicted 91.9 88.8 87.5 116 106.3 99.9 93.1 116.1 113 116.6 112.2
## cvpred 92.3 89.1 87.8 116 106.4 100.0 93.3 116.2 113 116.7 112.5
## pm2.5 64.0 63.0 74.0 105 85.0 54.0 56.0 76.0 99 85.0 84.0
## CV residual -28.3 -26.1 -13.8 -11 -21.4 -46.0 -37.3 -40.2 -14 -31.7 -28.5
## 38507 38509 38514 38515 38517 38527 38529 38530 38531 38533 38537
## Predicted 111.5 109.5 117.6 116.2 113.6 118.7 120 105.8 102.6 92.9 69.2
## cvpred 111.8 109.9 117.8 116.4 113.9 118.9 120 105.6 102.4 92.8 69.3
## pm2.5 91.0 95.0 93.0 79.0 79.0 150.0 160 158.0 157.0 51.0 10.0
## CV residual -20.8 -14.9 -24.8 -37.4 -34.9 31.1 40 52.4 54.6 -41.8 -59.3
## 38538 38542 38543 38550 38558 38559 38563 38568 38571 38576 38579
## Predicted 64.7 105.7 111.4 110.7 99.5 97.7 104.1 105.0 112 106.7 88.0
## cvpred 64.8 105.4 111.3 110.6 99.4 97.6 103.8 104.6 112 106.5 87.8
## pm2.5 8.0 18.0 21.0 15.0 23.0 24.0 26.0 31.0 23 94.0 26.0
## CV residual -56.8 -87.4 -90.3 -95.6 -76.4 -73.6 -77.8 -73.6 -89 -12.5 -61.8
## 38580 38581 38586 38595 38596 38600 38602 38603 38604 38611 38615
## Predicted 85.2 82.0 67.1 109.9 110.4 113.8 111.8 112.5 111.1 90.9 86.1
## cvpred 85.2 82.1 67.6 109.7 110.2 113.8 111.7 112.4 110.9 90.9 86.4
## pm2.5 19.0 13.0 13.0 19.0 27.0 44.0 49.0 35.0 18.0 24.0 39.0
## CV residual -66.2 -69.1 -54.6 -90.7 -83.2 -69.8 -62.7 -77.4 -92.9 -66.9 -47.4
## 38619 38621 38623 38627 38629 38630 38631 38633 38634 38640 38643
## Predicted 115.2 114.7 114.7 112.6 112.8 110.4 109.7 109 110.8 114.7 116
## cvpred 115.3 114.7 114.8 112.6 112.8 110.2 109.5 109 110.6 114.7 116
## pm2.5 38.0 44.0 62.0 67.0 41.0 29.0 21.0 8 14.0 63.0 96
## CV residual -77.3 -70.7 -52.8 -45.6 -71.8 -81.2 -88.5 -101 -96.6 -51.7 -20
## 38648 38651 38653 38655 38658 38662 38663 38666 38669 38673 38675
## Predicted 111.1 113 110.7 107.13 101.6 96.199 93.57 92.8 115.6 116 115.2
## cvpred 111.2 113 110.9 107.33 101.9 96.545 93.86 93.2 115.6 116 115.3
## pm2.5 67.0 88 100.0 100.00 90.0 97.000 90.00 81.0 96.0 125 127.0
## CV residual -44.2 -25 -10.9 -7.33 -11.9 0.455 -3.86 -12.2 -19.6 9 11.7
## 38677 38682 38684 38687 38691 38697 38706 38709 38710 38713 38714
## Predicted 115.91 114.9 113.5 107.0 118 110 113.8 117.1 116 114.5 115.6
## cvpred 115.99 115.2 113.7 107.4 118 110 114.1 117.3 116 114.6 115.6
## pm2.5 125.00 131.0 137.0 86.0 53 43 80.0 59.0 51 55.0 49.0
## CV residual 9.01 15.8 23.3 -21.4 -65 -67 -34.1 -58.3 -65 -59.6 -66.6
## 38715 38726 38730 38735 38737 38739 38743 38746 38747 38752 38757
## Predicted 115.2 114.5 113.8 111.1 109.3 107.7 115.0 110.6 109.2 110.4 104.6
## cvpred 115.3 114.5 113.8 111.2 109.4 107.8 115.1 110.7 109.2 110.5 104.8
## pm2.5 52.0 31.0 28.0 43.0 57.0 64.0 39.0 28.0 32.0 36.0 45.0
## CV residual -63.3 -83.5 -85.8 -68.2 -52.4 -43.8 -76.1 -82.7 -77.2 -74.5 -59.8
## 38758 38760 38761 38768 38770 38772 38776 38777 38779 38780 38784
## Predicted 103.9 101.4 101 117.6 115.5 114.1 112.2 110.6 107.7 106.1 116.1
## cvpred 104.1 101.7 101 117.8 115.7 114.2 112.3 110.7 107.9 106.3 116.2
## pm2.5 48.0 50.0 47 107.0 88.0 60.0 47.0 53.0 51.0 53.0 54.0
## CV residual -56.1 -51.7 -54 -10.8 -27.7 -54.2 -65.3 -57.7 -56.9 -53.3 -62.2
## 38788 38789 38796 38802 38806 38810 38813 38815 38816 38818 38826
## Predicted 115.3 114.6 116.9 115.6 111 109.1 118.3 118.3 118.0 116.7 116
## cvpred 115.5 114.8 117.1 115.6 111 109.5 118.5 118.5 118.2 116.9 116
## pm2.5 80.0 84.0 54.0 56.0 68 90.0 106.0 82.0 87.0 99.0 7
## CV residual -35.5 -30.8 -63.1 -59.6 -43 -19.5 -12.5 -36.5 -31.2 -17.9 -109
## 38828 38838 38842 38844 38846 38847 38849 38856 38863 38870 38872
## Predicted 114 113.8 104.7 99.7 96.5 93.8 90.6 115.6 114.5 113.3 114.7
## cvpred 115 113.8 104.8 99.8 96.6 94.0 90.8 115.6 114.6 113.3 114.8
## pm2.5 9 14.0 5.0 3.0 5.0 5.0 7.0 38.0 25.0 45.0 43.0
## CV residual -106 -99.8 -99.8 -96.8 -91.6 -89.0 -83.8 -77.6 -89.6 -68.3 -71.8
## 38873 38892 38895 38897 38903 38908 38910 38913 38916 38918 38920
## Predicted 115 115.2 112.4 110.7 116 116 114.5 117.3 117.3 114.1 118.7
## cvpred 115 115.3 112.4 110.6 116 116 114.6 117.4 117.4 114.3 118.9
## pm2.5 11 41.0 25.0 32.0 31 62 50.0 82.0 78.0 77.0 79.0
## CV residual -104 -74.3 -87.4 -78.6 -85 -54 -64.6 -35.4 -39.4 -37.3 -39.9
## 38922 38924 38926 38929 38930 38932 38935 38943 38946 38950 38954
## Predicted 115.1 113.2 117.3 118.3 118.3 117.65 114.4 114 112.6 113.0 117.0
## cvpred 115.3 113.4 117.4 118.5 118.5 117.79 114.6 114 112.6 113.2 117.1
## pm2.5 75.0 88.0 85.0 103.0 101.0 123.00 51.0 12 15.0 40.0 37.0
## CV residual -40.3 -25.4 -32.4 -15.5 -17.5 5.21 -63.6 -102 -97.6 -73.2 -80.1
## 38957 38962 38965 38969 38972 38977 38979 38980 38982 38988 38990
## Predicted 116 115.4 114.5 112.6 113.7 119.0 118.31 119.0 118.31 116.7 117.3
## cvpred 116 115.5 114.5 112.6 113.9 119.2 118.53 119.2 118.53 116.9 117.4
## pm2.5 51 31.0 18.0 14.0 30.0 64.0 110.00 105.0 121.00 29.0 34.0
## CV residual -65 -84.5 -96.5 -98.6 -83.9 -55.2 -8.53 -14.2 2.47 -87.9 -83.4
## 38991 38992 38994 38999 39006 39010 39012 39013 39014 39017 39019
## Predicted 116.6 115.7 112.6 116.2 117.6 115.3 118.0 117.6 116.2 117.4 114.9
## cvpred 116.7 115.8 112.9 116.4 117.8 115.5 118.2 117.8 116.4 117.6 115.2
## pm2.5 39.0 41.0 49.0 30.0 29.0 34.0 23.0 30.0 35.0 39.0 54.0
## CV residual -77.7 -74.8 -63.9 -86.4 -88.8 -81.5 -95.2 -87.8 -81.4 -78.6 -61.2
## 39020 39026 39030 39032 39033 39037 39038 39041 39048 39049
## Predicted 114.2 119.03 119.4 119.0 119.03 116.0 115 112.9 118.82 120.4
## cvpred 114.4 119.24 119.6 119.3 119.24 116.2 115 113.2 119.07 120.7
## pm2.5 59.0 118.00 169.0 141.0 117.00 89.0 82 161.0 113.00 140.0
## CV residual -55.4 -1.24 49.4 21.7 -2.24 -27.2 -33 47.8 -6.07 19.3
## 39051 39056 39057 39061 39063 39064 39065 39072 39074 39075 39076
## Predicted 120.05 116.3 120.4 118.8 119.5 120.2 117.2 119.15 116 111 116.7
## cvpred 120.33 116.6 120.7 119.1 119.8 120.5 117.5 119.44 117 111 116.9
## pm2.5 117.00 169.0 164.0 191.0 138.0 132.0 105.0 114.00 221 225 84.0
## CV residual -3.33 52.4 43.3 71.9 18.2 11.5 -12.5 -5.44 104 114 -32.9
## 39078 39079 39085 39089 39094 39095 39097 39099 39101 39116 39124
## Predicted 117.6 118.7 118.6 115.4 118.7 118.5 118.0 118.3 118.5 112 119.4
## cvpred 117.8 118.9 118.9 115.7 118.9 118.7 118.2 118.5 118.7 112 119.6
## pm2.5 20.0 28.0 49.0 132.0 56.0 62.0 75.0 74.0 76.0 77 146.0
## CV residual -97.8 -90.9 -69.9 16.3 -62.9 -56.7 -43.2 -44.5 -42.7 -35 26.4
## 39126 39129 39137 39140 39141 39145 39147 39157 39160 39166 39168
## Predicted 120 118.8 105.56 101.1 100.4 118.7 115.5 111.9 117 113.5 112.0
## cvpred 120 119.1 105.99 101.6 100.8 118.9 115.7 112.1 117 113.7 112.3
## pm2.5 151 137.0 109.00 71.0 79.0 78.0 86.0 19.0 11 94.0 82.0
## CV residual 31 17.9 3.01 -30.6 -21.8 -40.9 -29.7 -93.1 -106 -19.7 -30.3
## 39170 39176 39178 39180 39181 39188 39191 39192 39196 39200 39204
## Predicted 111.3 119.0 119.0 117.3 118.0 112.4 116.0 115 118.0 116.9 118.0
## cvpred 111.6 119.2 119.2 117.5 118.2 112.4 116.2 116 118.2 117.1 118.2
## pm2.5 70.0 64.0 70.0 57.0 62.0 66.0 18.0 15 23.0 20.0 51.0
## CV residual -41.6 -55.2 -49.2 -60.5 -56.2 -46.4 -98.2 -101 -95.2 -97.1 -67.2
## 39213 39214 39219 39222 39226 39228 39229 39231 39241 39243 39244
## Predicted 118.3 118.0 114.4 110.3 103.8 117 117 115.4 112.3 118.0 117.6
## cvpred 118.5 118.2 114.6 110.5 104.2 117 117 115.5 112.5 118.2 117.8
## pm2.5 29.0 34.0 25.0 21.0 15.0 8 16 18.0 43.0 50.0 59.0
## CV residual -89.5 -84.2 -89.6 -89.5 -89.2 -109 -101 -97.5 -69.5 -68.2 -58.8
## 39245 39251 39252 39254 39256 39257 39259 39260 39261 39265 39266
## Predicted 118.0 118.3 118.0 115.5 111.6 110.6 107.1 106.4 105.6 102.4 101.7
## cvpred 118.2 118.5 118.2 115.7 111.8 110.9 107.4 106.7 105.9 102.8 102.1
## pm2.5 66.0 64.0 50.0 37.0 47.0 54.0 47.0 41.0 50.0 52.0 54.0
## CV residual -52.2 -54.5 -68.2 -78.7 -64.8 -56.9 -60.4 -65.7 -55.9 -50.8 -48.1
## 39268 39272 39275 39277 39282 39283 39284 39285 39288 39290 39292
## Predicted 101.3 118.7 116.0 114.2 106.06 104.8 104 102.8 99.4 97.5 96.0
## cvpred 101.7 118.9 116.2 114.5 106.53 105.3 104 103.3 100.0 98.0 96.6
## pm2.5 58.0 90.0 74.0 85.0 113.00 128.0 117 116.0 150.0 185.0 193.0
## CV residual -43.7 -28.9 -42.2 -29.5 6.47 22.7 13 12.7 50.0 87.0 96.4
## 39294 39296 39298 39299 39302 39304 39305 39306 39307 39314 39315
## Predicted 121.1 121.1 120.02 120 116.5 119.4 120.0 118.5 119.5 115.5 113.2
## cvpred 121.4 121.4 120.34 120 116.8 119.6 120.3 118.7 119.8 115.7 113.4
## pm2.5 199.0 190.0 128.00 100 73.0 66.0 106.0 95.0 93.0 31.0 39.0
## CV residual 77.6 68.6 7.66 -20 -43.8 -53.6 -14.3 -23.7 -26.8 -84.7 -74.4
## 39318 39319 39334 39335 39337 39340 39341 39342 39344 39345 39353
## Predicted 117 118 108.3 108.2 116 111.1 110 109.3 106.1 104 114
## cvpred 117 118 108.4 108.4 116 111.2 110 109.4 106.3 104 114
## pm2.5 6 4 27.0 32.0 28 32.0 28 22.0 26.0 24 15
## CV residual -111 -114 -81.4 -76.4 -88 -79.2 -82 -87.4 -80.3 -80 -99
## 39354 39361 39362 39366 39367 39368 39372 39373 39374 39375 39380
## Predicted 113 117.3 118.3 117.6 118.0 118.0 116 116.7 114.1 114.2 106.1
## cvpred 113 117.4 118.5 117.8 118.2 118.2 116 116.9 114.2 114.4 106.3
## pm2.5 6 30.0 54.0 30.0 26.0 50.0 48 60.0 48.0 59.0 33.0
## CV residual -107 -87.4 -64.5 -87.8 -92.2 -68.2 -68 -56.9 -66.2 -55.4 -73.3
## 39382 39396 39402 39403 39404 39407 39411 39418 39420 39423 39424
## Predicted 106.0 117.9 108.9 105.9 103.6 99.8 97.2 118.1 114.75 112.3 111.4
## cvpred 106.3 118.2 109.1 106.1 103.8 100.1 97.6 118.4 114.97 112.7 111.9
## pm2.5 59.0 71.0 51.0 54.0 40.0 59.0 59.0 101.0 105.00 124.0 122.0
## CV residual -47.3 -47.2 -58.1 -52.1 -63.8 -41.1 -38.6 -17.4 -9.97 11.3 10.1
## 39425 39427 39431 39432 39442 39444 39452 39458 39462 39463 39465
## Predicted 109.8 106.9 118.4 120.4 121.1 121 119.3 118.6 121 121 120
## cvpred 110.3 107.4 118.7 120.7 121.4 121 119.6 118.9 122 122 120
## pm2.5 122.0 141.0 66.0 48.0 52.0 50 98.0 134.0 239 250 263
## CV residual 11.7 33.6 -52.7 -72.7 -69.4 -71 -21.6 15.1 117 128 143
## 39466 39469 39473 39485 39487 39490 39494 39496 39497 39500 39501
## Predicted 119 121 118.7 121 120 120.9 120.7 121.2 120 113.7 113.0
## cvpred 120 122 119.1 121 121 121.2 121.1 121.6 120 114.2 113.5
## pm2.5 280 256 175.0 293 259 185.0 137.0 139.0 178 148.0 194.0
## CV residual 160 134 55.9 172 138 63.8 15.9 17.4 58 33.8 80.5
## 39502 39503 39506 39509 39510 39511 39517 39522 39529 39531 39539
## Predicted 111.1 111.0 121.1 120.0 121 121.8 117.3 119.8 114.6 113 105
## cvpred 111.5 111.5 121.4 120.3 121 122.1 117.7 120.2 115.1 113 105
## pm2.5 172.0 151.0 172.0 158.0 152 149.0 96.0 70.0 182.0 233 217
## CV residual 60.5 39.5 50.6 37.7 31 26.9 -21.7 -50.2 66.9 120 112
## 39540 39542 39546 39547 39550 39557 39564 39568 39570 39571 39575
## Predicted 104.0 102.0 97.0 95.0 92.4 120.74 115.5 109.7 106.5 105.3 99.5
## cvpred 104.6 102.7 97.7 95.8 93.1 121.05 115.9 110.3 107.1 105.9 100.2
## pm2.5 196.0 157.0 158.0 168.0 194.0 114.00 103.0 182.0 193.0 192.0 239.0
## CV residual 91.4 54.3 60.3 72.2 100.9 -7.05 -12.9 71.7 85.9 86.1 138.8
## 39578 39580 39585 39588 39591 39592 39593 39595 39601 39602 39603
## Predicted 121 121 120.0 119.5 116 115 115 118 120.4 119.4 118.7
## cvpred 121 121 120.3 119.8 117 115 115 119 120.7 119.6 118.9
## pm2.5 180 187 137.0 68.0 15 10 13 8 55.0 53.0 85.0
## CV residual 59 66 16.7 -51.8 -102 -105 -102 -111 -65.7 -66.6 -33.9
## 39605 39612 39619 39621 39623 39624 39629 39638 39645 39648 39649
## Predicted 116.7 113 114.7 113.7 111.1 118.0 119.0 112.4 102.1 98.5 98.1
## cvpred 116.9 113 114.7 113.9 111.2 118.2 119.2 112.4 102.4 98.9 98.5
## pm2.5 19.0 11 22.0 36.0 31.0 35.0 52.0 17.0 28.0 42.0 48.0
## CV residual -97.9 -102 -92.7 -77.9 -80.2 -83.2 -67.2 -95.4 -74.4 -56.9 -50.5
## 39653 39654 39656 39660 39664 39665 39674 39676 39678 39679 39691
## Predicted 119.0 118.7 113.7 116 113.6 115 116.3 114 110 108.4 108.5
## cvpred 119.3 118.9 113.9 116 113.7 115 116.3 114 110 108.5 108.5
## pm2.5 58.0 64.0 41.0 13 16.0 13 19.0 9 9 10.0 12.0
## CV residual -61.3 -54.9 -72.9 -103 -97.7 -102 -97.3 -105 -101 -98.5 -96.5
## 39693 39695 39697 39705 39707 39712 39713 39714 39715 39717 39719
## Predicted 107.2 114.5 116.2 113.1 115 113 112 108.8 115.4 118.3 118.0
## cvpred 107.3 114.5 116.4 113.2 115 113 112 108.9 115.5 118.5 118.2
## pm2.5 16.0 22.0 36.0 17.0 13 11 9 20.0 21.0 26.0 58.0
## CV residual -91.3 -92.5 -80.4 -96.2 -102 -102 -103 -88.9 -94.5 -92.5 -60.2
## 39721 39725 39727 39736 39737 39740 39746 39748 39749 39750 39751
## Predicted 118.0 117.3 115 112.5 111.9 111.1 114.6 108.0 107 105.8 118.3
## cvpred 118.2 117.5 115 112.6 112.1 111.5 114.8 108.2 107 106.1 118.5
## pm2.5 50.0 31.0 21 36.0 39.0 38.0 60.0 29.0 35 40.0 42.0
## CV residual -68.2 -86.5 -94 -76.6 -73.1 -73.5 -54.8 -79.2 -72 -66.1 -76.5
## 39752 39756 39758 39759 39762 39777 39778 39789 39791 39793 39799
## Predicted 117.3 116.5 112.6 110.6 105.1 120.73 121.8 112 121.1 120 120.9
## cvpred 117.4 116.8 112.9 110.9 105.4 121.05 122.1 112 121.4 120 121.2
## pm2.5 37.0 52.0 52.0 50.0 45.0 130.00 133.0 60 80.0 64 147.0
## CV residual -80.4 -64.8 -60.9 -60.9 -60.4 8.95 10.9 -52 -41.4 -56 25.8
## 39803 39804 39806 39810 39811 39812 39813 39815 39816 39818 39823
## Predicted 121 120.0 118 121.8 121.4 121.8 120.7 122.1 122.5 122.5 121.783
## cvpred 121 120.3 118 122.1 121.8 122.1 121.1 122.5 122.8 122.8 122.124
## pm2.5 142 139.0 132 163.0 152.0 150.0 160.0 188.0 195.0 191.0 123.000
## CV residual 21 18.7 14 40.9 30.2 27.9 38.9 65.5 72.2 68.2 0.876
## 39827 39828 39830 39832 39836 39838 39845 39847 39848 39851
## Predicted 118.38 118.35 122.1 120.9 115.30 123.2 118.9 123.2 123.2 122.3
## cvpred 118.76 118.77 122.5 121.3 115.77 123.6 119.3 123.6 123.6 122.7
## pm2.5 109.00 120.00 127.0 109.0 106.00 84.0 77.0 75.0 72.0 48.0
## CV residual -9.76 1.23 4.5 -12.3 -9.77 -39.6 -42.3 -48.6 -51.6 -74.7
## 39857 39859 39861 39868 39869 39871 39874 39883 39885 39890 39892
## Predicted 117.3 113.7 111.5 122.1 120.8 122.1 118.9 100.3 98.1 92.9 90.4
## cvpred 117.7 114.2 112.1 122.5 121.3 122.5 119.3 100.9 98.8 93.7 91.2
## pm2.5 38.0 48.0 64.0 57.0 65.0 62.0 55.0 69.0 53.0 59.0 55.0
## CV residual -79.7 -66.2 -48.1 -65.5 -56.3 -60.5 -64.3 -31.9 -45.8 -34.7 -36.2
## 39899 39904 39910 39913 39914 39917 39919 39927 39928 39929 39930
## Predicted 109.7 113 115 114 114 117 114 113.2 111.5 110.3 109.0
## cvpred 110.1 113 116 115 114 117 115 113.4 111.8 110.6 109.3
## pm2.5 11.0 15 14 6 6 16 14 17.0 16.0 16.0 11.0
## CV residual -99.1 -98 -102 -109 -108 -101 -101 -96.4 -95.8 -94.6 -98.3
## 39937 39938 39947 39951 39958 39968 39970 39976 39977 39982 39984
## Predicted 110.3 108.7 116.0 114.1 115.6 120.4 121 120.0 119.4 115 120
## cvpred 110.5 108.9 116.2 114.2 115.9 120.7 121 120.3 119.6 115 120
## pm2.5 16.0 20.0 18.0 20.0 43.0 74.0 82 62.0 50.0 35 104
## CV residual -94.5 -88.9 -98.2 -94.2 -72.9 -46.7 -39 -58.3 -69.6 -80 -16
## 39985 39986 39987 39989 39990 39991 39992 39993 40000 40003 40004
## Predicted 119.0 120.4 119.72 120 118.7 118.10 116.8 115.9 114.6 108.4 106.4
## cvpred 119.3 120.7 119.96 120 118.9 118.36 117.1 116.3 114.8 108.6 106.6
## pm2.5 136.0 146.0 118.00 149 160.0 116.00 91.0 97.0 28.0 45.0 44.0
## CV residual 16.7 25.3 -1.96 29 41.1 -2.36 -26.1 -19.3 -86.8 -63.6 -62.6
## 40010 40011 40012 40020 40026 40033 40040 40041 40043 40045 40050
## Predicted 103.1 119.0 119.72 120.0 110.1 99.7 118.7 118.7 118.7 118.1 107.2
## cvpred 103.5 119.2 119.96 120.3 110.4 100.1 118.9 118.9 118.9 118.4 107.5
## pm2.5 87.0 91.0 116.00 107.0 76.0 60.0 107.0 106.0 105.0 133.0 85.0
## CV residual -16.5 -28.2 -3.96 -13.3 -34.4 -40.1 -11.9 -12.9 -13.9 14.6 -22.5
## 40051 40052 40056 40058 40062 40068 40070 40075 40079 40083
## Predicted 106 103.97 101.2 99.43 96.2 118.432 115.4 101.5 97.6 94.0
## cvpred 106 104.38 101.7 99.98 96.8 118.734 115.7 101.9 98.2 94.7
## pm2.5 95 98.00 84.0 95.00 134.0 118.000 101.0 81.0 83.0 99.0
## CV residual -11 -6.38 -17.7 -4.98 37.2 -0.734 -14.7 -20.9 -15.2 4.3
## 40087 40088 40095 40096 40099 40103 40107 40108 40111 40113 40116
## Predicted 89.5 88.3 73.5 69.9 65.7 58.0 121.1 120.5 120.17 121.8 119.5
## cvpred 90.3 89.0 74.3 70.8 66.7 59.2 121.4 120.9 120.53 122.1 119.8
## pm2.5 155.0 189.0 86.0 84.0 86.0 83.0 52.0 53.0 113.00 134.0 149.0
## CV residual 64.7 100.0 11.7 13.2 19.3 23.8 -69.4 -67.9 -7.53 11.9 29.2
## 40118 40119 40120 40121 40126 40127 40131 40132 40133 40137 40139
## Predicted 118.0 118.0 116.76 115.50 112.3 112 122 120.9 119.4 121 119.2
## cvpred 118.4 118.4 117.17 115.93 112.7 112 122 121.3 119.8 121 119.7
## pm2.5 132.0 130.0 122.00 112.00 199.0 212 198 187.0 184.0 250 210.0
## CV residual 13.6 11.6 4.83 -3.93 86.3 100 76 65.7 64.2 129 90.3
## 40142 40145 40153 40155 40159 40162 40163 40164 40166 40170 40171
## Predicted 115.3 110.8 104.6 103.1 122.5 120.7 119.4 118.70 120.7 117.7 117.09
## cvpred 115.8 111.3 105.1 103.7 122.8 121.1 119.8 119.13 121.1 118.1 117.54
## pm2.5 164.0 134.0 196.0 120.0 146.0 185.0 152.0 112.00 109.0 106.0 115.00
## CV residual 48.2 22.7 90.9 16.3 23.2 63.9 32.2 -7.13 -12.1 -12.1 -2.54
## 40172 40173 40180 40181 40190 40192 40193 40195 40196 40197 40200
## Predicted 116.37 115.7 120.1 118.7 121.4 122.8 122.1 118.9 117.3 123.2 123.16
## cvpred 116.83 116.1 120.6 119.1 121.8 123.2 122.5 119.3 117.7 123.6 123.57
## pm2.5 124.00 134.0 93.0 88.0 112.0 110.0 104.0 101.0 100.0 113.0 119.00
## CV residual 7.17 17.9 -27.6 -31.1 -9.8 -13.2 -18.5 -18.3 -17.7 -10.6 -4.57
## 40207 40208 40209 40212 40221 40222 40223 40224 40228 40230 40232
## Predicted 123 123.16 123.1 123.0 122.8 121.4 121.0 123 123.2 122.4 120.9
## cvpred 123 123.57 123.6 123.4 123.2 121.8 121.4 123 123.6 122.9 121.2
## pm2.5 175 132.00 102.0 74.0 54.0 67.0 63.0 67 89.0 92.0 90.0
## CV residual 52 8.43 -21.6 -49.4 -69.2 -54.8 -58.4 -56 -34.6 -30.9 -31.2
## 40233 40237 40238 40240 40241 40247 40251 40253 40257 40259 40262
## Predicted 117.5 108 107 119 118 117 119 118 112.9 119.0 118.0
## cvpred 117.8 108 107 119 118 117 119 118 113.2 119.2 118.2
## pm2.5 59.0 5 7 6 4 4 13 8 16.0 25.0 27.0
## CV residual -58.8 -103 -100 -113 -114 -113 -106 -110 -97.2 -94.2 -91.2
## 40264 40266 40269 40272 40273 40274 40278 40283 40290 40300 40302
## Predicted 115.2 115 112.2 121.1 121.1 121 118 116.4 113 120 118
## cvpred 115.3 115 112.5 121.4 121.4 121 118 116.6 113 120 118
## pm2.5 28.0 51 23.0 26.0 32.0 34 63 23.0 4 101 93
## CV residual -87.3 -64 -89.5 -95.4 -89.4 -87 -55 -93.6 -109 -19 -25
## 40304 40310 40311 40314 40316 40317 40327 40329 40331 40333 40336
## Predicted 115.8 116.6 116.1 111.6 110.8 108.8 119.0 119.4 118.7 116.0 107.7
## cvpred 116.1 116.7 116.2 111.8 111.1 109.1 119.2 119.6 118.9 116.2 107.8
## pm2.5 62.0 41.0 39.0 44.0 40.0 64.0 69.0 90.0 76.0 72.0 46.0
## CV residual -54.1 -75.7 -77.2 -67.8 -71.1 -45.1 -50.2 -29.6 -42.9 -44.2 -61.8
## 40337 40338 40340 40341 40343 40352 40354 40356 40360 40362 40363
## Predicted 106.4 104.4 102.9 102.2 102.2 120.0 118.61 118.6 113.3 108.0 108.1
## cvpred 106.6 104.7 103.3 102.6 102.6 120.3 118.91 118.9 113.6 108.2 108.4
## pm2.5 39.0 49.0 62.0 59.0 59.0 154.0 124.00 80.0 53.0 44.0 33.0
## CV residual -67.6 -55.7 -41.3 -43.6 -43.6 33.7 5.09 -38.9 -60.6 -64.2 -75.4
## 40373 40375 40378 40384 40386 40389 40390 40400 40402 40404 40408
## Predicted 118.3 119.0 119.4 116.6 115.8 111.8 111.1 109.9 116 112 113
## cvpred 118.5 119.2 119.6 116.7 116.1 112.2 111.5 110.2 116 112 113
## pm2.5 21.0 31.0 25.0 30.0 20.0 53.0 49.0 13.0 12 11 10
## CV residual -97.5 -88.2 -94.6 -86.7 -96.1 -59.2 -62.5 -97.2 -104 -101 -103
## 40410 40411 40414 40416 40424 40425 40429 40435 40437 40440 40445
## Predicted 112 115 114.5 116.6 112 112.6 113.4 114.6 119.0 114.4 118
## cvpred 112 115 114.5 116.7 112 112.6 113.5 114.8 119.2 114.6 118
## pm2.5 9 14 23.0 42.0 12 17.0 19.0 31.0 29.0 19.0 18
## CV residual -103 -101 -91.5 -74.7 -100 -95.6 -94.5 -83.8 -90.2 -95.6 -100
## 40446 40447 40448 40455 40460 40463 40465 40467 40468 40478 40480
## Predicted 119 119.0 118.8 119 119.0 118.0 118.0 117.3 117.3 116.7 113.8
## cvpred 119 119.2 119.1 119 119.2 118.2 118.2 117.4 117.4 116.9 114.1
## pm2.5 19 38.0 36.0 17 24.0 24.0 29.0 22.0 22.0 42.0 31.0
## CV residual -100 -81.2 -83.1 -102 -95.2 -94.2 -89.2 -95.4 -95.4 -74.9 -83.1
## 40486 40487 40491 40494 40495 40499 40502 40504 40508 40509 40510
## Predicted 116.7 117.6 119.0 118.3 118.3 120 116 114.7 119.0 119.4 119.0
## cvpred 116.9 117.8 119.2 118.5 118.5 120 116 114.8 119.2 119.6 119.3
## pm2.5 37.0 26.0 34.0 35.0 71.0 64 17 17.0 30.0 27.0 24.0
## CV residual -79.9 -91.8 -85.2 -83.5 -47.5 -56 -99 -97.8 -89.2 -92.6 -95.3
## 40514 40517 40518 40519 40521 40523 40528 40532 40541 40546 40552
## Predicted 119.0 117.9 116.5 116 119.4 118.3 116.7 114.3 112.2 117.4 113
## cvpred 119.2 118.2 116.7 116 119.6 118.5 116.9 114.6 112.5 117.6 113
## pm2.5 70.0 82.0 52.0 46 37.0 71.0 28.0 61.0 23.0 36.0 38
## CV residual -49.2 -36.2 -64.7 -70 -82.6 -47.5 -88.9 -53.6 -89.5 -81.6 -75
## 40556 40558 40560 40564 40575 40579 40582 40583 40585 40588 40595
## Predicted 110 119.0 120 118.7 115.4 110 106.1 103.1 101.8 118.7 120
## cvpred 110 119.2 120 118.9 115.7 110 106.5 103.5 102.2 118.9 120
## pm2.5 35 55.0 81 56.0 80.0 65 74.0 57.0 74.0 74.0 97
## CV residual -75 -64.2 -39 -62.9 -35.7 -45 -32.5 -46.5 -28.2 -44.9 -23
## 40599 40600 40601 40603 40606 40609 40618 40621 40634 40636
## Predicted 116.5 114.2 112.2 109.0 105.9 103.8 120.05 118.1 99.096 120.04
## cvpred 116.8 114.4 112.5 109.3 106.3 104.2 120.33 118.4 99.612 120.32
## pm2.5 61.0 55.0 48.0 59.0 84.0 73.0 114.00 81.0 99.000 119.00
## CV residual -55.8 -59.4 -64.5 -50.3 -22.3 -31.2 -6.33 -37.4 -0.612 -1.32
## 40638 40642 40645 40648 40650 40654 40658 40660 40663 40666 40668
## Predicted 120.4 120.4 120.0 117.3 113.412 116.7 118.7 119.0 117.9 120 120
## cvpred 120.7 120.7 120.3 117.7 113.781 116.9 118.9 119.2 118.2 120 120
## pm2.5 133.0 173.0 138.0 134.0 113.000 69.0 23.0 23.0 30.0 19 31
## CV residual 12.3 52.3 17.7 16.3 -0.781 -47.9 -95.9 -96.2 -88.2 -101 -89
## 40669 40674 40685 40686 40688 40691 40692 40695 40699 40700 40701
## Predicted 118.6 120.4 120.7 119.69 121.1 120.0 119.3 118.3 117.0 115.71 115.7
## cvpred 118.9 120.7 121.1 119.98 121.4 120.3 119.6 118.5 117.3 116.09 116.1
## pm2.5 42.0 87.0 142.0 128.00 138.0 133.0 134.0 87.0 104.0 118.00 133.0
## CV residual -76.9 -33.7 20.9 8.02 16.6 12.7 14.4 -31.5 -13.3 1.91 16.9
## 40704 40712 40717 40718 40720 40722 40723 40724 40728 40730 40735
## Predicted 116.5 120.4 114 114 113 114 115 115 119.0 119 114.6
## cvpred 116.8 120.7 114 114 113 114 115 116 119.2 119 114.8
## pm2.5 35.0 29.0 4 8 10 6 7 12 38.0 16 15.0
## CV residual -81.8 -91.7 -110 -106 -103 -108 -108 -104 -81.2 -103 -99.8
## 40738 40740 40741 40744 40746 40749 40752 40753 40754 40758 40760
## Predicted 114 113 113 112 111 107.1 115.2 116.3 116.8 113.2 111.1
## cvpred 114 113 113 112 111 107.1 115.3 116.3 116.9 113.3 111.2
## pm2.5 17 7 7 9 6 18.0 26.0 26.0 41.0 23.0 15.0
## CV residual -97 -106 -106 -103 -105 -89.1 -89.3 -90.3 -75.9 -90.3 -96.2
## 40763 40770 40774 40786 40787 40789 40790 40792 40794 40795 40796
## Predicted 105.6 107 108.3 115.2 115.6 115.2 114.7 112.0 109.5 107.5 107.5
## cvpred 105.7 107 108.3 115.3 115.6 115.3 114.7 112.1 109.6 107.7 107.7
## pm2.5 17.0 6 31.0 24.0 30.0 38.0 43.0 48.0 63.0 62.0 67.0
## CV residual -88.7 -101 -77.3 -91.3 -85.6 -77.3 -71.7 -64.1 -46.6 -45.7 -40.7
## 40797 40798 40799 40803 40804 40805 40807 40809 40812 40814 40817
## Predicted 117.6 118.0 116.6 115.1 117.6 119.0 118.5 118 116.4 117.3 117.6
## cvpred 117.8 118.2 116.7 115.3 117.8 119.2 118.7 118 116.6 117.4 117.8
## pm2.5 73.0 82.0 94.0 100.0 103.0 108.0 83.0 64 68.0 60.0 80.0
## CV residual -44.8 -36.2 -22.7 -15.3 -14.8 -11.2 -35.7 -54 -48.6 -57.4 -37.8
## 40819 40824 40826 40828 40829 40831 40832 40834 40843 40847 40851
## Predicted 118.6 118.7 118.7 119.0 118.7 118.7 118.3 118.7 119.0 121 120.40
## cvpred 118.9 118.9 118.9 119.2 118.9 118.9 118.5 118.9 119.3 121 120.68
## pm2.5 98.0 58.0 77.0 85.0 74.0 90.0 89.0 71.0 87.0 132 125.00
## CV residual -20.9 -60.9 -41.9 -34.2 -44.9 -28.9 -29.5 -47.9 -32.3 11 4.32
## 40853 40856 40860 40866 40867 40871 40873 40874 40875 40876 40877
## Predicted 120 120.4 121 121.4 121 121.1 120.0 120.4 120.0 120.4 119.69
## cvpred 120 120.7 121 121.8 121 121.4 120.3 120.7 120.3 120.7 119.97
## pm2.5 151 148.0 173 164.0 149 138.0 100.0 107.0 131.0 139.0 121.00
## CV residual 31 27.3 52 42.2 28 16.6 -20.3 -13.7 10.7 18.3 1.03
## 40885 40888 40891 40893 40894 40907 40911 40912 40913 40917 40924
## Predicted 120 116.8 120.0 121.1 120.4 118.6 116.4 119.8 119.1 120.0 120
## cvpred 120 117.1 120.3 121.4 120.7 118.9 116.8 120.2 119.4 120.3 120
## pm2.5 58 78.0 72.0 93.0 99.0 132.0 146.0 163.0 95.0 175.0 49
## CV residual -62 -39.1 -48.3 -28.4 -21.7 13.1 29.2 42.8 -24.4 54.7 -71
## 40925 40932 40935 40939 40940 40941 40942 40948 40952 40953 40956
## Predicted 119.4 118.6 119 118 118 117 116 117 112.5 112 116
## cvpred 119.6 118.9 120 118 118 118 116 117 112.6 112 116
## pm2.5 30.0 37.0 19 12 9 8 10 12 14.0 11 13
## CV residual -89.6 -81.9 -101 -106 -109 -110 -106 -105 -98.6 -101 -103
## 40957 40958 40959 40965 40967 40971 40975 40980 40982 40987 40990
## Predicted 114 115 113 106.1 117.0 116.6 115.6 117.3 115.4 107.6 119.0
## cvpred 114 115 113 106.3 117.1 116.7 115.6 117.4 115.5 107.9 119.2
## pm2.5 8 12 10 15.0 19.0 38.0 53.0 27.0 45.0 35.0 60.0
## CV residual -106 -103 -103 -91.3 -98.1 -78.7 -62.6 -90.4 -70.5 -72.9 -59.2
## 40993 40995 41006 41007 41011 41012 41015 41016 41019 41020 41022
## Predicted 115.5 117.6 116.28 114.3 109.0 108.4 105.2 103.9 121 119.3 118.3
## cvpred 115.7 117.8 116.61 114.6 109.3 108.8 105.6 104.4 121 119.6 118.6
## pm2.5 60.0 64.0 114.00 90.0 70.0 88.0 147.0 143.0 152 152.0 143.0
## CV residual -55.7 -53.8 -2.61 -24.6 -39.3 -20.8 41.4 38.6 31 32.4 24.4
## 41023 41024 41026 41027 41028 41037 41038 41041 41044 41045 41050
## Predicted 117.5 120.4 120.4 120.0 120.4 111.3 109.6 105.7 104.6 103.9 121.1
## cvpred 117.8 120.7 120.7 120.3 120.7 111.7 110.1 106.2 105.1 104.4 121.4
## pm2.5 139.0 142.0 133.0 137.0 138.0 123.0 132.0 162.0 145.0 147.0 196.0
## CV residual 21.2 21.3 12.3 16.7 17.3 11.3 21.9 55.8 39.9 42.6 74.6
## 41051 41053 41055 41057 41064 41069 41079 41080 41081 41082 41085
## Predicted 121 118.6 113.7 111.5 118.4 111 110 110 111 111 106.9
## cvpred 121 118.9 113.9 111.8 118.7 111 109 110 111 111 106.9
## pm2.5 207 176.0 85.0 100.0 156.0 5 6 6 4 10 14.0
## CV residual 86 57.1 -28.9 -11.8 37.3 -106 -103 -104 -107 -101 -92.9
## 41088 41090 41092 41094 41096 41101 41102 41106 41110 41113 41118
## Predicted 114.9 114.5 115.6 114.9 114.5 115.2 114.5 112.2 110.0 107 116
## cvpred 114.9 114.5 115.6 114.9 114.6 115.3 114.6 112.3 110.2 107 116
## pm2.5 22.0 37.0 45.0 39.0 23.0 31.0 43.0 35.0 61.0 41 79
## CV residual -92.9 -77.5 -70.6 -75.9 -91.6 -84.3 -71.6 -77.3 -49.2 -66 -37
## 41121 41128 41130 41136 41138 41140 41142 41143 41147 41151 41159
## Predicted 116.60 110.0 108 117.3 115.2 116.6 116 115.7 117.26 117.3 118.8
## cvpred 116.72 110.1 108 117.4 115.3 116.7 116 115.8 117.45 117.5 119.1
## pm2.5 108.00 30.0 36 95.0 61.0 77.0 81 81.0 108.00 84.0 104.0
## CV residual -8.72 -80.1 -72 -22.4 -54.3 -39.7 -35 -34.8 -9.45 -33.5 -15.1
## 41161 41162 41164 41165 41167 41168 41171 41172 41173 41177 41179
## Predicted 117.38 119.72 119.0 119.4 118.7 118.3 118.0 118.3 117.6 116.0 114.6
## cvpred 117.66 119.96 119.3 119.6 118.9 118.5 118.2 118.5 117.8 116.2 114.8
## pm2.5 121.00 124.00 147.0 82.0 60.0 52.0 59.0 74.0 68.0 36.0 54.0
## CV residual 3.34 4.04 27.7 -37.6 -58.9 -66.5 -59.2 -44.5 -49.8 -80.2 -60.8
## 41180 41182 41185 41187 41191 41194 41196 41197 41204 41208 41210
## Predicted 114.6 113.1 119.0 119.0 119.0 118.7 114 112.7 101.4 117.3 117.6
## cvpred 114.8 113.4 119.2 119.2 119.2 118.9 114 112.8 101.7 117.4 117.8
## pm2.5 48.0 58.0 52.0 54.0 95.0 96.0 60 50.0 53.0 79.0 71.0
## CV residual -66.8 -55.4 -67.2 -65.2 -24.2 -22.9 -54 -62.8 -48.7 -38.4 -46.8
## 41211 41212 41215 41216 41217 41218 41220 41225 41226 41230 41231
## Predicted 117.6 117.6 117.6 116.4 115 112.6 105.2 108.6 111.4 114.2 115.8
## cvpred 117.8 117.8 117.8 116.6 115 112.6 105.1 108.5 111.3 114.2 115.8
## pm2.5 76.0 75.0 95.0 106.0 79 63.0 27.0 12.0 13.0 34.0 36.0
## CV residual -41.8 -42.8 -22.8 -10.6 -36 -49.6 -78.1 -96.5 -98.3 -80.2 -79.8
## 41232 41235 41236 41240 41242 41244 41247 41251 41252 41253 41254
## Predicted 114.9 114.9 112.3 106.5 112 108 105.7 105.1 104.5 101.9 101.0
## cvpred 114.9 114.9 112.2 106.6 112 107 105.4 104.9 104.4 101.7 100.8
## pm2.5 42.0 47.0 28.0 16.0 11 7 6.0 16.0 18.0 20.0 25.0
## CV residual -72.9 -67.9 -84.2 -90.6 -101 -100 -99.4 -88.9 -86.4 -81.7 -75.8
## 41262 41266 41271 41272 41274 41278 41282 41283 41284 41286 41288
## Predicted 110.2 111.1 114.5 114.2 115.6 112.6 107.1 114.2 114.2 114 110.6
## cvpred 110.1 110.9 114.6 114.2 115.6 112.6 107.1 114.2 114.2 114 110.6
## pm2.5 33.0 20.0 45.0 69.0 98.0 56.0 30.0 25.0 16.0 13 25.0
## CV residual -77.1 -90.9 -69.6 -45.2 -17.6 -56.6 -77.1 -89.2 -98.2 -101 -85.6
## 41289 41291 41294 41296 41302 41306 41307 41310 41313 41315 41317
## Predicted 113.5 113.8 114.2 114.7 114.9 114.5 115.1 111.7 108.62 106.6 113.8
## cvpred 113.5 113.8 114.2 114.7 114.9 114.6 115.1 111.7 108.71 106.8 113.8
## pm2.5 22.0 19.0 75.0 60.0 49.0 62.0 80.0 99.0 99.00 93.0 67.0
## CV residual -91.5 -94.8 -39.2 -54.7 -65.9 -52.6 -35.1 -12.7 -9.71 -13.8 -46.8
## 41321 41322 41329 41330 41333 41335 41338 41343 41355 41356 41357
## Predicted 107.9 107.9 105.2 105 113.8 113.13 115.88 114.1 118.3 118.0 118
## cvpred 107.7 107.8 105.3 105 113.8 113.12 116.01 114.2 118.5 118.2 118
## pm2.5 34.0 21.0 59.0 70 97.0 106.00 121.00 86.0 145.0 142.0 141
## CV residual -73.7 -86.8 -46.3 -35 -16.8 -7.12 4.99 -28.2 26.5 23.8 23
## 41372 41375 41381 41382 41384 41388 41390 41391 41393 41394 41395
## Predicted 117.3 117.9 116 115.6 116.3 114.5 114.5 115.1 113.2 111.9 111.3
## cvpred 117.4 118.2 116 115.6 116.3 114.5 114.6 115.3 113.4 112.1 111.6
## pm2.5 153.0 200.0 125 79.0 72.0 52.0 78.0 89.0 96.0 100.0 93.0
## CV residual 35.6 81.8 9 -36.6 -44.3 -62.5 -36.6 -26.3 -17.4 -12.1 -18.6
## 41396 41398 41400 41404 41406 41407 41408 41413 41415 41416 41417
## Predicted 110.6 109.3 107 118.0 116 117.6 117.3 116.5 115.1 114.4 114.03
## cvpred 110.9 109.7 107 118.2 116 117.8 117.4 116.7 115.3 114.6 114.27
## pm2.5 85.0 82.0 59 80.0 79 89.0 106.0 127.0 135.0 133.0 124.00
## CV residual -25.9 -27.7 -48 -38.2 -37 -28.8 -11.4 10.3 19.7 18.4 9.73
## 41418 41420 41423 41429 41430 41432 41435 41438 41449 41450
## Predicted 118.67 118.67 115.26 116.5 115.8 114.4 109.9 116.7 117.6 117.3
## cvpred 118.88 118.88 115.52 116.8 116.1 114.6 110.2 116.9 117.8 117.4
## pm2.5 112.00 109.00 117.00 102.0 95.0 73.0 51.0 34.0 50.0 38.0
## CV residual -6.88 -9.88 1.48 -14.8 -21.1 -41.6 -59.2 -82.9 -67.8 -79.4
## 41451 41454 41458 41459 41461 41465 41468 41469 41470 41472 41475
## Predicted 116.6 117.6 115 118 117 115 113.5 113 112.1 117.6 115.5
## cvpred 116.7 117.8 115 118 117 115 113.7 113 112.3 117.8 115.7
## pm2.5 38.0 20.0 22 13 14 10 39.0 56 61.0 101.0 84.0
## CV residual -78.7 -97.8 -93 -105 -103 -105 -74.7 -57 -51.3 -16.8 -31.7
## 41476 41480 41483 41484 41486 41488 41489 41490 41491 41501 41503
## Predicted 117.0 117.5 118.3 118.0 116.0 118.0 118.0 117.3 117.6 117.3 114.96
## cvpred 117.1 117.6 118.5 118.2 116.2 118.2 118.2 117.5 117.8 117.4 115.14
## pm2.5 89.0 99.0 139.0 141.0 168.0 159.0 151.0 137.0 128.0 99.0 107.00
## CV residual -28.1 -18.6 20.5 22.8 51.8 40.8 32.8 19.5 10.2 -18.4 -8.14
## 41509 41511 41514 41519 41521 41522 41524 41526 41532 41533 41537
## Predicted 109.6 118.0 119.0 118.0 116.60 115.2 114 113.8 109 112 111.8
## cvpred 109.8 118.2 119.2 118.2 116.72 115.3 114 113.8 109 112 111.7
## pm2.5 123.0 146.0 194.0 166.0 119.00 132.0 9 42.0 15 10 17.0
## CV residual 13.2 27.8 74.8 47.8 2.28 16.7 -105 -71.8 -94 -102 -94.7
## 41539 41542 41548 41549 41551 41560 41567 41568 41571 41572 41577
## Predicted 115.6 115.6 113.8 114.9 114.9 111.6 117.3 116.9 117.0 115.2 116.6
## cvpred 115.6 115.6 113.8 114.9 114.9 111.7 117.4 117.1 117.1 115.3 116.7
## pm2.5 22.0 52.0 66.0 59.0 58.0 62.0 58.0 75.0 97.0 105.0 97.0
## CV residual -93.6 -63.6 -47.8 -55.9 -56.9 -49.7 -59.4 -42.1 -20.1 -10.3 -19.7
## 41587 41588 41592 41596 41597 41598 41600 41602 41611 41613 41619
## Predicted 102.1 105.7 101.9 99.2 97.8 97.1 94.4 107.6 106.4 106 110.4
## cvpred 101.8 105.4 101.7 99.0 97.6 96.9 94.2 107.3 106.1 106 110.2
## pm2.5 12.0 12.0 23.0 22.0 17.0 17.0 13.0 15.0 26.0 44 83.0
## CV residual -89.8 -93.4 -78.7 -77.0 -80.6 -79.9 -81.2 -92.3 -80.1 -62 -27.2
## 41635 41636 41639 41643 41644 41648 41649 41660 41667 41668
## Predicted 106.70 114.2 113.5 109.8 109.2 105.6 105.8 113.1 113.840 114.9
## cvpred 106.74 114.2 113.5 109.7 109.2 105.7 105.9 113.1 113.828 114.9
## pm2.5 100.00 97.0 82.0 66.0 59.0 74.0 79.0 60.0 113.000 135.0
## CV residual -6.74 -17.2 -31.5 -43.7 -50.2 -31.7 -26.9 -53.1 -0.828 20.1
## 41672 41676 41683 41691 41693 41694 41695 41697 41705 41706 41711
## Predicted 114.2 114.2 116 112.7 109.5 107.2 106.4 105.4 116.3 116 111.5
## cvpred 114.2 114.2 116 112.8 109.6 107.3 106.6 105.5 116.3 116 111.6
## pm2.5 73.0 57.0 207 81.0 78.0 69.0 59.0 54.0 100.0 107 80.0
## CV residual -41.2 -57.2 91 -31.8 -31.6 -38.3 -47.6 -51.5 -16.3 -9 -31.6
## 41712 41713 41714 41715 41716 41731 41732 41733 41734 41737 41739
## Predicted 110.0 115.6 114.5 114.2 114.2 102.8 104.8 110.4 110.4 109.7 110.9
## cvpred 110.1 115.6 114.5 114.2 114.2 102.6 104.8 110.2 110.2 109.5 110.7
## pm2.5 77.0 79.0 86.0 72.0 70.0 11.0 17.0 22.0 27.0 39.0 28.0
## CV residual -33.1 -36.6 -28.5 -42.2 -44.2 -91.6 -87.8 -88.2 -83.2 -70.5 -82.7
## 41740 41741 41742 41743 41746 41748 41758 41759 41760 41761 41763
## Predicted 109 110.1 109.0 108.3 105.8 108.7 112 111.1 111.4 110.7 111.4
## cvpred 109 109.9 108.8 108.1 105.6 108.4 112 110.9 111.3 110.6 111.3
## pm2.5 28 22.0 27.0 22.0 21.0 18.0 74 79.0 77.0 91.0 107.0
## CV residual -81 -87.9 -81.8 -86.1 -84.6 -90.4 -38 -31.9 -34.3 -19.6 -4.3
## 41765 41766 41767 41768 41770 41774 41779 41780 41793 41798 41802
## Predicted 111.4 111.1 110.7 111.4 111.1 111.06 114.2 115 113 115 117
## cvpred 111.3 110.9 110.6 111.3 110.9 110.96 114.2 115 113 115 117
## pm2.5 104.0 93.0 85.0 75.0 66.0 118.00 189.0 220 243 266 383
## CV residual -7.3 -17.9 -25.6 -36.3 -44.9 7.04 74.8 105 130 151 266
## 41803 41805 41806 41815 41819 41822 41826 41827 41828 41838 41845
## Predicted 116 116 116 114 116 116 117 117 116 115 117
## cvpred 116 116 116 114 116 116 117 117 116 115 117
## pm2.5 402 419 432 341 334 350 398 430 442 348 328
## CV residual 286 303 316 227 218 234 281 313 326 233 211
## 41854 41857 41859 41863 41864 41867 41870 41872 41876 41878 41880
## Predicted 115 116 116 117.0 117 115 116 117 102.8 96.3 90.5
## cvpred 115 116 116 117.1 117 115 116 117 102.8 96.2 90.6
## pm2.5 330 328 290 204.0 217 230 243 233 21.0 5.0 7.0
## CV residual 215 212 174 86.9 100 115 127 116 -81.8 -91.2 -83.6
## 41881 41882 41883 41887 41888 41891 41895 41898 41902 41909 41913
## Predicted 89.6 86.9 87.4 107 97.8 102.0 101.0 96.7 93.7 83.4 103.3
## cvpred 89.7 87.1 87.6 107 97.3 101.6 100.5 96.3 93.5 83.2 102.9
## pm2.5 8.0 5.0 7.0 8 7.0 4.0 6.0 7.0 8.0 7.0 5.0
## CV residual -81.7 -82.1 -80.6 -99 -90.3 -97.6 -94.5 -89.3 -85.5 -76.2 -97.9
## 41914 41915 41916 41927 41936 41954 41955 41957 41959 41965 41967
## Predicted 99.6 95.9 94.3 108.0 106.3 108.4 110.1 109.7 109.0 94.1 84.0
## cvpred 99.1 95.3 93.8 107.7 105.9 108.3 109.9 109.5 108.8 93.8 83.7
## pm2.5 7.0 9.0 8.0 51.0 25.0 149.0 149.0 92.0 89.0 13.0 12.0
## CV residual -92.1 -86.3 -85.8 -56.7 -80.9 40.7 39.1 -17.5 -19.8 -80.8 -71.7
## 41973 41981 41984 41985 41987 41988 41989 41992 41994 41998 42004
## Predicted 60.6 105.9 105.7 106.0 104.6 102 98.9 90.3 86.5 84.8 109.6
## cvpred 60.5 105.5 105.4 105.7 104.3 101 98.4 89.9 86.2 84.7 109.3
## pm2.5 16.0 31.0 43.0 44.0 25.0 17 17.0 29.0 59.0 60.0 98.0
## CV residual -44.5 -74.5 -62.4 -61.7 -79.3 -84 -81.4 -60.9 -27.2 -24.7 -11.3
## 42005 42006 42007 42013 42018 42019 42020 42023 42027 42030
## Predicted 109.38 108.0 107.61 108.7 104.69 111.4 111.8 111.4 111.1 110.4
## cvpred 109.13 107.7 107.35 108.4 104.55 111.3 111.7 111.3 110.9 110.2
## pm2.5 103.00 101.0 98.00 87.0 109.00 118.0 127.0 190.0 200.0 180.0
## CV residual -6.13 -6.7 -9.35 -21.4 4.45 6.7 15.3 78.7 89.1 69.8
## 42033 42034 42035 42039 42040 42042 42043 42047 42050 42052
## Predicted 108.39 111.1 111.444 110.3 111.2 111 115 114 113 115
## cvpred 108.29 110.9 111.297 110.3 111.1 111 115 114 113 115
## pm2.5 111.00 94.0 112.000 194.0 210.0 230 239 357 405 397
## CV residual 2.71 -16.9 0.703 83.7 98.9 119 124 243 292 282
## 42063 42067 42068 42072 42074 42076 42077 42079 42082 42083 42087
## Predicted 110 115.6 115.6 113 111.8 114.9 114.5 113.8 116 114 111
## cvpred 110 115.6 115.6 113 111.9 114.9 114.6 113.8 116 114 111
## pm2.5 210 169.0 196.0 161 166.0 177.0 177.0 187.0 234 261 264
## CV residual 100 53.4 80.4 48 54.1 62.1 62.4 73.2 118 147 153
## 42097 42098 42102 42103 42104 42105 42106 42107 42108 42109 42115
## Predicted 106.8 106 100.3 98.9 96.9 94.3 92.4 91.8 89.9 87.9 106.6
## cvpred 106.7 106 100.1 98.7 96.7 94.0 92.1 91.5 89.6 87.6 106.2
## pm2.5 61.0 34 24.0 31.0 38.0 38.0 38.0 38.0 36.0 38.0 38.0
## CV residual -45.7 -72 -76.1 -67.7 -58.7 -56.0 -54.1 -53.5 -53.6 -49.6 -68.2
## 42116 42117 42119 42121 42122 42123 42124 42131 42132 42140 42147
## Predicted 108.3 108.0 106.6 108.7 108.3 108.0 109.4 106.7 107.1 110.37 111.4
## cvpred 108.1 107.7 106.3 108.4 108.1 107.7 109.1 106.5 106.8 110.23 111.3
## pm2.5 51.0 67.0 91.0 60.0 50.0 47.0 52.0 83.0 92.0 117.00 108.0
## CV residual -57.1 -40.7 -15.3 -48.4 -58.1 -60.7 -57.1 -23.5 -14.8 6.77 -3.3
## 42148 42152 42153 42155 42156 42157 42160 42161 42166 42173 42174
## Predicted 111.4 111.78 111.77 111.1 111.4 111.1 111.8 111 112.8 110.3 108.9
## cvpred 111.3 111.67 111.66 110.9 111.3 110.9 111.7 111 112.7 110.2 108.8
## pm2.5 108.0 108.00 116.00 134.0 136.0 145.0 143.0 149 196.0 179.0 191.0
## CV residual -3.3 -3.67 4.34 23.1 24.7 34.1 31.3 38 83.3 68.8 82.2
## 42175 42180 42181 42191 42193 42195 42197 42198 42199 42204 42205
## Predicted 108.2 114 115 114 114 112 112 111 110 116 115
## cvpred 108.1 114 115 113 113 112 112 111 110 116 115
## pm2.5 178.0 231 253 383 381 319 331 332 315 324 331
## CV residual 69.9 117 138 270 268 207 219 221 205 208 216
## 42218 42220 42221 42222 42223 42224 42230 42231 42236 42237 42239
## Predicted 115 110 112 107.4 103.0 102.7 79.7 76.3 69.0 96.0 95.8
## cvpred 115 110 112 107.2 102.7 102.3 79.2 75.8 68.6 95.3 95.1
## pm2.5 379 312 257 183.0 39.0 16.0 7.0 9.0 17.0 15.0 12.0
## CV residual 264 202 145 75.8 -63.7 -86.3 -72.2 -66.8 -51.6 -80.3 -83.1
## 42242 42249 42251 42254 42256 42257 42258 42260 42262 42266 42268
## Predicted 88.9 100.9 98.4 97.2 96.4 96.5 94.6 91.7 92.0 106.6 107
## cvpred 88.2 100.3 97.8 96.5 95.9 96.1 94.1 91.3 91.7 106.2 107
## pm2.5 9.0 23.0 57.0 31.0 25.0 33.0 39.0 60.0 57.0 42.0 74
## CV residual -79.2 -77.3 -40.8 -65.5 -70.9 -63.1 -55.1 -31.3 -34.7 -64.2 -33
## 42271 42276 42283 42286 42289 42291 42292 42295 42300 42301
## Predicted 107 108.0 105.1 110.1 110.1 110.574 109.5 108.99 109.38 109.02
## cvpred 107 107.7 104.9 109.9 109.9 110.397 109.3 108.79 109.13 108.78
## pm2.5 77 94.0 51.0 59.0 93.0 111.000 139.0 114.00 106.00 105.00
## CV residual -30 -13.7 -53.9 -50.9 -16.9 0.603 29.7 5.21 -3.13 -3.78
## 42305 42307 42310 42311 42312 42319 42320 42329 42330 42331 42337
## Predicted 109.0 111.4 110.4 111.6 112 112.3 112 110.8 111.3 111.8 113.5
## cvpred 108.8 111.3 110.2 111.5 112 112.2 112 110.6 111.1 111.7 113.5
## pm2.5 126.0 158.0 183.0 193.0 215 176.0 159 182.0 192.0 199.0 212.0
## CV residual 17.2 46.7 72.8 81.5 103 63.8 47 71.4 80.9 87.3 98.5
## 42343 42346 42347 42348 42349 42350 42364 42366 42367 42372 42374
## Predicted 112.8 113.5 112.8 112.4 113.2 112.4 111.8 109.0 110.1 100 92.4
## cvpred 112.7 113.5 112.8 112.4 113.1 112.4 111.7 108.8 109.9 100 92.0
## pm2.5 194.0 169.0 144.0 150.0 144.0 143.0 180.0 78.0 24.0 11 11.0
## CV residual 81.3 55.5 31.2 37.6 30.9 30.6 68.3 -30.8 -85.9 -89 -81.0
## 42375 42383 42385 42390 42392 42395 42398 42400 42409 42410 42413
## Predicted 89.4 71.1 60.7 43.8 39.3 31.4 20.9 14.48 103.8 103.7 104.7
## cvpred 89.0 71.0 60.5 43.8 39.4 31.6 21.2 14.82 103.4 103.2 104.3
## pm2.5 13.0 14.0 10.0 3.0 8.0 6.0 9.0 7.00 17.0 22.0 26.0
## CV residual -76.0 -57.0 -50.5 -40.8 -31.4 -25.6 -12.2 -7.82 -86.4 -81.2 -78.3
## 42415 42421 42426 42430 42431 42432 42434 42436 42437 42439 42442
## Predicted 104.6 102.1 95.2 105.9 105.5 105.2 104.5 105.9 106.8 105.6 106.6
## cvpred 104.1 101.6 94.6 105.5 105.2 104.8 104.1 105.5 106.4 105.2 106.2
## pm2.5 20.0 11.0 11.0 43.0 48.0 57.0 60.0 76.0 72.0 80.0 85.0
## CV residual -84.1 -90.6 -83.6 -62.5 -57.2 -47.8 -44.1 -29.5 -34.4 -25.2 -21.2
## 42443 42444 42447 42448 42449 42455 42456 42459 42467 42473 42475
## Predicted 105.57 104.85 101.3 105.7 105 108 107 108 105.2 86.6 82.6
## cvpred 105.17 104.46 100.9 105.4 105 107 107 107 104.8 86.1 82.3
## pm2.5 96.00 109.00 159.0 153.0 153 215 255 210 90.0 6.0 10.0
## CV residual -9.17 4.54 58.1 47.6 48 108 148 103 -14.8 -80.1 -72.3
## 42479 42481 42484 42489 42492 42494 42495 42496 42499 42504 42513
## Predicted 99.6 101 97.5 95.3 86.6 78.9 75.2 74.2 101.1 104.6 103.9
## cvpred 99.1 100 96.9 94.8 86.1 78.3 74.5 73.7 100.5 104.1 103.4
## pm2.5 5.0 4 3.0 9.0 9.0 4.0 3.0 4.0 6.0 44.0 70.0
## CV residual -94.1 -96 -93.9 -85.8 -77.1 -74.3 -71.5 -69.7 -94.5 -60.1 -33.4
## 42517 42520 42522 42527 42529 42534 42537 42541 42542 42546 42550
## Predicted 101.4 102.8 104 105.9 105.9 104.5 101.3 104.9 103.1 101.3 106.6
## cvpred 100.9 102.3 103 105.5 105.5 104.1 100.9 104.4 102.6 100.9 106.2
## pm2.5 60.0 33.0 28 35.0 46.0 65.0 79.0 74.0 77.0 77.0 94.0
## CV residual -40.9 -69.3 -75 -70.5 -59.5 -39.1 -21.9 -30.4 -25.6 -23.9 -12.2
## 42552 42555 42559 42561 42562 42565 42572 42574 42575 42582 42583
## Predicted 106.80 105.9 100 97.6 97.0 100.1 105.9 105.2 105.04 100.0 99.3
## cvpred 106.42 105.5 100 97.2 96.6 99.4 105.5 104.8 104.64 99.4 98.7
## pm2.5 97.00 116.0 54 42.0 38.0 33.0 57.0 76.0 98.00 44.0 33.0
## CV residual -9.42 10.5 -46 -55.2 -58.6 -66.4 -48.5 -28.8 -6.64 -55.4 -65.7
## 42584 42587 42592 42596 42599 42600 42603 42604 42605 42608 42615
## Predicted 98.5 96.4 99.6 104.67 106.3 106.6 105 104.0 104 97.0 74.0
## cvpred 98.0 95.9 99.1 104.28 105.9 106.3 105 103.6 104 96.4 73.8
## pm2.5 45.0 42.0 59.0 111.00 145.0 143.0 239 185.0 163 9.0 18.0
## CV residual -53.0 -53.9 -40.1 6.72 39.1 36.7 134 81.4 59 -87.4 -55.8
## 42618 42621 42622 42623 42626 42629 42631 42634 42636 42639 42640
## Predicted 61.9 59.3 53.3 48.0 36.9 30.1 23.0 6.98 -4.44 -16.5 -19.0
## cvpred 61.7 59.3 53.2 47.9 36.9 30.2 23.1 7.09 -4.26 -16.1 -18.6
## pm2.5 7.0 16.0 8.0 19.0 5.0 3.0 6.0 5.00 6.00 6.0 5.0
## CV residual -54.7 -43.3 -45.2 -28.9 -31.9 -27.2 -17.1 -2.09 10.26 22.1 23.6
## 42642 42643 42644 42645 42650 42653 42662 42665 42674 42676 42678
## Predicted -20.5 -23.2 -24.8 -27.7 91.1 98.7 90.2 80.9 98.1 97.0 95.6
## cvpred -19.9 -22.6 -24.2 -27.0 90.3 97.9 89.4 80.2 97.4 96.4 95.0
## pm2.5 5.0 7.0 9.0 11.0 11.0 11.0 26.0 35.0 52.0 52.0 52.0
## CV residual 24.9 29.6 33.2 38.0 -79.3 -86.9 -63.4 -45.2 -45.4 -44.4 -43.0
## 42684 42685 42688 42690 42699 42709 42710 42714 42715 42722 42724
## Predicted 95.9 95.9 97.3 96.0 102 102 102.1 104 102 104 104
## cvpred 95.1 95.1 96.5 95.3 101 101 101.6 103 102 103 103
## pm2.5 30.0 21.0 21.0 25.0 210 128 141.0 246 230 281 222
## CV residual -65.1 -74.1 -75.5 -70.3 109 27 39.4 143 128 178 119
## 42726 42728 42730 42731 42732 42733 42737 42738 42740 42742 42743
## Predicted 104 104 105 103.3 101.3 97.6 85.1 82.7 74.9 70.4 68.5
## cvpred 104 103 105 102.9 100.9 97.2 84.8 82.5 74.6 70.2 68.3
## pm2.5 304 284 256 79.0 38.0 22.0 19.0 16.0 15.0 12.0 19.0
## CV residual 200 181 151 -23.9 -62.9 -75.2 -65.8 -66.5 -59.6 -58.2 -49.3
## 42745 42746 42749 42751 42754 42755 42756 42761 42762 42763 42764
## Predicted 62.6 60.6 52.4 100.1 100.2 97.9 97.2 84.6 83.3 99.7 100.1
## cvpred 62.4 60.5 52.4 99.4 99.6 97.3 96.6 83.9 82.7 99.0 99.4
## pm2.5 12.0 13.0 11.0 9.0 19.0 19.0 16.0 13.0 16.0 27.0 47.0
## CV residual -50.4 -47.5 -41.4 -90.4 -80.6 -78.3 -80.6 -70.9 -66.7 -72.0 -52.4
## 42765 42767 42773 42775 42776 42778 42779 42786 42787 42796 42799
## Predicted 101.8 102.5 99.3 96.6 96.6 94.6 92.7 101.1 103.2 104 104
## cvpred 101.2 101.9 98.7 96.0 96.1 94.1 92.2 100.5 102.6 104 103
## pm2.5 54.0 66.0 78.0 45.0 39.0 42.0 41.0 63.0 86.0 371 255
## CV residual -47.2 -35.9 -20.7 -51.0 -57.1 -52.1 -51.2 -37.5 -16.6 267 152
## 42802 42803 42805 42808 42809 42811 42819 42820 42823 42827 42828
## Predicted 105 105 105 106 106 106 104 106 105 107 107
## cvpred 104 105 105 106 106 106 104 106 105 107 107
## pm2.5 275 320 346 399 370 346 330 324 368 305 290
## CV residual 171 215 241 293 264 240 226 218 263 198 183
## 42830 42832 42850 42853 42854 42856 42860 42864 42867 42876 42879
## Predicted 106 104 105 103.14 102.1 97.42 97.4 95.3 99.4 89.4 98.0
## cvpred 106 104 104 102.65 101.6 96.71 96.7 94.6 98.7 88.7 97.2
## pm2.5 315 292 287 93.00 82.0 88.00 22.0 30.0 9.0 36.0 28.0
## CV residual 209 188 183 -9.65 -19.6 -8.71 -74.7 -64.6 -89.7 -52.7 -69.2
## 42883 42885 42886 42887 42897 42898 42899 42900 42904 42909
## Predicted 96.1 97.61 99.8 99.8 105.00 104.29 101.984 106.62 107.6 106.3
## cvpred 95.5 97.15 99.5 99.5 104.65 103.94 101.629 106.24 107.3 105.9
## pm2.5 65.0 101.00 123.0 146.0 111.00 113.00 101.000 101.00 141.0 182.0
## CV residual -30.5 3.85 23.5 46.5 6.35 9.06 -0.629 -5.24 33.7 76.1
## 42912 42913 42916 42917 42919 42925 42926 42927 42929 42933 42937
## Predicted 107.5 105 100.8 100.2 94.9 93.7 97.7 96.6 97.2 97.1 103.9
## cvpred 107.1 104 100.4 99.8 94.5 93.0 96.9 95.8 96.5 96.6 103.4
## pm2.5 193.0 240 188.0 175.0 116.0 19.0 22.0 22.0 31.0 62.0 90.0
## CV residual 85.9 136 87.6 75.2 21.5 -74.0 -74.9 -73.8 -65.5 -34.6 -13.4
## 42939 42940 42947 42950 42954 42955 42956 42959 42962 42963 42968
## Predicted 104 104.55 104.2 103.1 103.2 102 107 105 106 106 105
## cvpred 103 104.08 103.7 102.7 102.9 102 107 104 106 105 105
## pm2.5 86 111.00 151.0 174.0 159.0 205 230 311 299 283 226
## CV residual -17 6.92 47.3 71.3 56.1 103 123 207 193 178 121
## 42971 42972 42975 42983 42984 42987 42988 42989 42990 42991 42998
## Predicted 106.3 106 107 107 107 104 100.2 96.86 92.5 89.1 92.2
## cvpred 105.9 106 106 107 106 104 99.6 96.19 91.7 88.3 91.3
## pm2.5 201.0 234 259 502 522 362 176.0 98.00 24.0 20.0 13.0
## CV residual 95.1 128 153 395 416 258 76.4 1.81 -67.7 -68.3 -78.3
## 43002 43006 43016 43017 43018 43019 43024 43025 43032 43034 43040
## Predicted 87.2 97.9 96.03 94.08 92.14 90.9 101.7 100.45 95.2 105 105
## cvpred 86.4 97.3 95.54 93.58 91.62 90.4 101.2 99.99 94.9 105 105
## pm2.5 16.0 34.0 92.00 95.00 83.00 66.0 86.0 90.00 211.0 237 291
## CV residual -70.4 -63.3 -3.54 1.42 -8.62 -24.4 -15.2 -9.99 116.1 132 186
## 43043 43049 43053 43054 43061 43073 43077 43078 43079 43082 43083
## Predicted 107 108 107 107 106 48.5 28.61 26.7 21.9 10.1 8.65
## cvpred 106 108 107 107 105 47.9 27.97 26.3 21.5 10.0 8.65
## pm2.5 287 393 323 328 227 19.0 31.00 44.0 32.0 36.0 25.00
## CV residual 181 285 216 221 122 -28.9 3.03 17.7 10.5 26.0 16.35
## 43084 43088 43091 43092 43094 43095 43097 43098 43100 43101 43102
## Predicted 5.42 -10.5 -24.5 -29.3 -38.5 -43.4 -50.4 -52.3 -57.5 -59.1 -60.0
## cvpred 5.47 -10.3 -24.1 -28.8 -37.9 -42.9 -49.7 -51.5 -56.6 -58.2 -59.1
## pm2.5 21.00 13.0 10.0 12.0 11.0 10.0 9.0 8.0 15.0 19.0 8.0
## CV residual 15.53 23.3 34.1 40.8 48.9 52.9 58.7 59.5 71.6 77.2 67.1
## 43103 43112 43115 43116 43118 43126 43130 43133 43135 43138 43144
## Predicted -62.7 91.8 88.6 92.1 92.1 95.6 92.0 90.2 85 79.1 59.5
## cvpred -61.7 90.7 87.5 91.1 91.1 94.7 91.1 89.1 84 78.1 58.7
## pm2.5 15.0 13.0 23.0 43.0 76.0 111.0 126.0 11.0 9 17.0 9.0
## CV residual 76.7 -77.7 -64.5 -48.1 -15.1 16.3 34.9 -78.1 -75 -61.1 -49.7
## 43145 43146 43149 43150 43157 43159 43160 43161 43162 43163 43165
## Predicted 57.3 53.4 49.5 48.3 35.0 91.8 90.9 88.9 86.6 84.3 75.4
## cvpred 56.6 52.7 49.0 47.7 34.7 90.7 89.8 87.9 85.6 83.3 74.4
## pm2.5 11.0 8.0 9.0 7.0 8.0 6.0 9.0 6.0 7.0 7.0 9.0
## CV residual -45.6 -44.7 -40.0 -40.7 -26.7 -84.7 -80.8 -81.9 -78.6 -76.3 -65.4
## 43166 43167 43170 43171 43172 43176 43178 43181 43183 43185 43187
## Predicted 71.8 67.9 61.0 59.7 57.8 81.3 76.4 91.2 91.2 91.5 86.4
## cvpred 70.9 67.0 60.3 59.1 57.1 80.3 75.5 90.2 90.2 90.6 85.4
## pm2.5 11.0 10.0 7.0 10.0 8.0 10.0 6.0 7.0 14.0 25.0 16.0
## CV residual -59.9 -57.0 -53.3 -49.1 -49.1 -70.3 -69.5 -83.2 -76.2 -65.6 -69.4
## 43189 43193 43198 43199 43203 43205 43206 43214 43221 43222 43231
## Predicted 79.5 91.8 95.9 95.2 95.6 96.5 95.6 92.4 91.1 97.0 102.5
## cvpred 78.5 90.7 95.1 94.3 94.7 95.6 94.7 91.5 90.3 96.1 101.9
## pm2.5 13.0 11.0 130.0 138.0 149.0 84.0 60.0 17.0 122.0 119.0 59.0
## CV residual -65.5 -79.7 34.9 43.7 54.3 -11.6 -34.7 -74.5 31.7 22.9 -42.9
## 43237 43238 43243 43244 43247 43261 43263 43264 43266 43285 43287
## Predicted 88.7 85.1 74.3 72.3 64.8 96.3 94.8 96.76 96.9 102 101
## cvpred 87.8 84.2 73.6 71.7 64.3 95.4 94.0 95.97 96.2 101 100
## pm2.5 54.0 34.0 13.0 11.0 16.0 40.0 117.0 100.00 136.0 339 388
## CV residual -33.8 -50.2 -60.6 -60.7 -48.3 -55.4 23.0 4.03 39.8 238 288
## 43288 43289 43290 43292 43293 43297 43300 43302 43303 43304 43306
## Predicted 101 101 101 99.5 99.5 102 102 102 101 102 104
## cvpred 100 100 100 98.9 98.9 102 102 101 100 102 103
## pm2.5 390 375 367 351.0 356.0 311 303 306 311 318 152
## CV residual 290 275 267 252.1 257.1 209 201 205 211 216 49
## 43307 43310 43311 43315 43327 43328 43329 43337 43343 43346 43347
## Predicted 99.2 82.2 76.3 63.9 30.5 28.2 26.2 92.3 83.2 78.4 74.9
## cvpred 98.5 81.4 75.6 63.4 30.5 28.2 26.3 91.3 82.2 77.7 74.2
## pm2.5 65.0 62.0 45.0 31.0 7.0 15.0 11.0 29.0 9.0 8.0 8.0
## CV residual -33.5 -19.4 -30.6 -32.4 -23.5 -13.2 -15.3 -62.3 -73.2 -69.7 -66.2
## 43349 43353 43357 43361 43362 43363 43364 43365 43369 43372 43373
## Predicted 72.0 64.8 50.4 39.6 37.7 92.1 93.9 94.2 94.9 96.3 97.0
## cvpred 71.3 64.2 49.9 39.3 37.3 91.1 92.9 93.3 94.0 95.4 96.1
## pm2.5 12.0 8.0 17.0 12.0 9.0 14.0 17.0 21.0 12.0 13.0 16.0
## CV residual -59.3 -56.2 -32.9 -27.3 -28.3 -77.1 -75.9 -72.3 -82.0 -82.4 -80.1
## 43378 43382 43384 43386 43387 43388 43394 43397 43399 43405 43408
## Predicted 97.7 94.7 92.3 90.6 89.91 89.88 96.8 95.9 93.77 93.9 93.2
## cvpred 96.9 93.8 91.3 89.7 89.01 89.02 96.0 95.1 92.94 92.9 92.2
## pm2.5 37.0 46.0 41.0 72.0 80.00 86.00 192.0 107.0 90.00 53.0 44.0
## CV residual -59.9 -47.8 -50.3 -17.7 -9.01 -3.02 96.0 11.9 -2.94 -39.9 -48.2
## 43410 43412 43414 43418 43420 43423 43431 43432 43433 43439 43441
## Predicted 93.8 94.4 98.3 100.1 99.4 99.7 59.3 54.5 49.3 24.9 20.5
## cvpred 92.9 93.7 97.6 99.4 98.7 99.0 58.7 53.9 48.8 24.8 20.3
## pm2.5 68.0 129.0 109.0 257.0 305.0 269.0 11.0 8.0 13.0 11.0 6.0
## CV residual -24.9 35.3 11.4 157.6 206.3 170.0 -47.7 -45.9 -35.8 -13.8 -14.3
## 43443 43446 43450 43453 43462 43464 43466 43467 43469 43470 43473
## Predicted 17.2 13.05 5.32 -6.48 -29.9 -31.1 -34.3 95.6 93.6 90.6 95.2
## cvpred 17.2 13.12 5.54 -6.15 -29.3 -30.4 -33.5 94.7 92.8 89.7 94.3
## pm2.5 6.0 9.00 12.00 9.00 14.0 8.0 9.0 8.0 30.0 43.0 80.0
## CV residual -11.2 -4.12 6.46 15.15 43.3 38.4 42.5 -86.7 -62.8 -46.7 -14.3
## 43483 43490 43497 43498 43500 43502 43503 43504 43505 43507 43521
## Predicted 96.61 97.7 92.5 91.9 98.0 100.1 100.7 100.0 99.3 102 84.4
## cvpred 95.78 96.9 91.7 91.2 97.2 99.4 100.1 99.4 98.7 102 83.7
## pm2.5 93.00 170.0 135.0 136.0 135.0 133.0 142.0 163.0 166.0 202 22.0
## CV residual -2.78 73.1 43.3 44.8 37.8 33.6 41.9 63.6 67.3 100 -61.7
## 43525 43527 43529 43531 43534 43536 43538 43539 43543 43556 43558
## Predicted 70.1 60.5 49.4 41.2 30.6 23.8 18.58 16.61 7.50 -18.9 -24.0
## cvpred 69.6 60.0 49.0 40.9 30.5 23.7 18.62 16.68 7.64 -18.3 -23.5
## pm2.5 17.0 14.0 7.0 15.0 8.0 11.0 14.00 8.00 15.00 10.0 8.0
## CV residual -52.6 -46.0 -42.0 -25.9 -22.5 -12.7 -4.62 -8.68 7.36 28.3 31.5
## 43559 43560 43561 43567 43568 43569 43570 43573 43576 43579 43584
## Predicted -27.3 -31.2 -35.8 -53.2 -54.1 -55.4 -56.7 -65.1 -75.9 -81.6 96.3
## cvpred -26.7 -30.6 -35.2 -52.3 -53.2 -54.4 -55.7 -64.0 -74.6 -80.2 95.4
## pm2.5 6.0 4.0 4.0 9.0 9.0 9.0 8.0 21.0 15.0 20.0 64.0
## CV residual 32.7 34.6 39.2 61.3 62.2 63.4 63.7 85.0 89.6 100.2 -31.4
## 43585 43589 43594 43597 43600 43601 43605 43611 43615 43617 43618
## Predicted 95.2 94.50 95.9 97.3 94.5 93.2 97.99 98.0 95.7 93.7 94.35
## cvpred 94.3 93.66 95.1 96.5 93.7 92.4 97.23 97.2 94.9 93.0 93.72
## pm2.5 53.0 98.00 145.0 80.0 71.0 63.0 105.00 163.0 84.0 82.0 88.00
## CV residual -41.3 4.34 49.9 -16.5 -22.7 -29.4 7.77 65.8 -10.9 -11.0 -5.72
## 43622 43630 43631 43634 43639 43644 43645 43652 43654 43656 43657
## Predicted 87.64 94.3 93.4 96.1 87.7 92.0 94.7 77.3 73.3 69.0 67.0
## cvpred 86.94 93.5 92.6 95.3 86.9 91.2 93.8 76.7 72.8 68.5 66.6
## pm2.5 81.00 33.0 21.0 9.0 13.0 11.0 12.0 20.0 16.0 18.0 20.0
## CV residual -5.94 -60.5 -71.6 -86.3 -73.9 -80.2 -81.8 -56.7 -56.8 -50.5 -46.6
## 43659 43661 43663 43664 43668 43669 43672 43676 43678 43682 43683
## Predicted 63.5 60.6 97.3 96.6 95.7 95.1 95.9 98.3 99.0 99.0 99.4
## cvpred 63.1 60.2 96.5 95.8 94.9 94.4 95.1 97.6 98.3 98.3 98.7
## pm2.5 22.0 14.0 18.0 13.0 25.0 16.0 8.0 49.0 50.0 94.0 147.0
## CV residual -41.1 -46.2 -78.5 -82.8 -69.9 -78.4 -87.1 -48.6 -48.3 -4.3 48.3
## 43684 43685 43689 43698 43703 43706 43707 43708 43709 43710 43714
## Predicted 99.7 99.0 99.2 98.8 100.2 98.6 97.9 96.5 95.8 95.1 92.9
## cvpred 99.0 98.3 98.5 98.2 99.6 98.0 97.3 95.8 95.1 94.4 92.3
## pm2.5 226.0 179.0 119.0 234.0 210.0 194.0 187.0 216.0 225.0 199.0 182.0
## CV residual 127.0 80.7 20.5 135.8 110.4 96.0 89.7 120.2 129.9 104.6 89.7
## 43717 43719 43720 43724 43725 43726 43727 43728 43731 43734 43746
## Predicted 89.0 99.4 98.8 99.7 99.3 99.0 100.0 98.3 100.2 96.3 86.0
## cvpred 88.4 98.7 98.1 99.0 98.7 98.3 99.4 97.6 99.6 95.7 85.4
## pm2.5 194.0 192.0 208.0 328.0 349.0 327.0 348.0 363.0 388.0 284.0 42.0
## CV residual 105.6 93.3 109.9 229.0 250.3 228.7 248.6 265.4 288.4 188.3 -43.4
## 43747 43751 43753 43756 43757 43758 43761 43764 43770 43771 43773
## Predicted 84.4 99.0 98.5 96.7 95.7 95.3 98.3 98.0 81.9 96.3 97.6
## cvpred 83.8 98.3 97.8 96.0 94.9 94.6 97.6 97.2 81.3 95.4 96.9
## pm2.5 41.0 324.0 362.0 372.0 318.0 188.0 124.0 134.0 22.0 120.0 112.0
## CV residual -42.8 225.7 264.2 276.0 223.1 93.4 26.4 36.8 -59.3 24.6 15.1
## 43774 43781 43782 43783 43785 43787 43788 43790 43791 43798 43800
## Predicted 96.8 91.7 90.1 88.2 95.9 96.6 95.9 93.9 93.4 89.9 76.2
## cvpred 96.0 91.0 89.4 87.5 95.1 95.8 95.1 93.1 92.6 89.3 75.3
## pm2.5 128.0 25.0 9.0 9.0 17.0 25.0 48.0 73.0 65.0 20.0 16.0
## CV residual 32.0 -66.0 -80.4 -78.5 -78.1 -70.8 -47.1 -20.1 -27.6 -69.3 -59.3
## 43801 43803 43805 43806 43807 43812 43818 43822 43823
## Predicted 73.1 66.9 55.9 48.4 39.0 23.5 3.11 -5.49 -7.10
## cvpred 72.4 66.4 55.4 47.9 38.5 23.3 3.19 -5.30 -6.89
## pm2.5 10.0 20.0 8.0 9.0 8.0 12.0 9.00 10.00 8.00
## CV residual -62.4 -46.4 -47.4 -38.9 -30.5 -11.3 5.81 15.30 14.89
##
## Sum of squares = 1.11e+08 Mean square = 7939 n = 13919
##
## fold 3
## Observations in test set: 13919
## 25 26 27 30 31 34 38 45 48 50 53
## Predicted 95.2 95.6 98.0 99.3 98.57 96.4 90.4 83.7 79.2 76.7 72.25
## cvpred 96.0 96.3 98.6 99.8 99.09 96.9 90.9 84.3 79.9 77.4 72.93
## pm2.5 129.0 148.0 159.0 109.0 105.00 132.0 164.0 154.0 126.0 63.0 65.00
## CV residual 33.0 51.7 60.4 9.2 5.91 35.1 73.1 69.7 46.1 -14.4 -7.93
## 54 55 56 63 64 67 68 72 73 76 77 80
## Predicted 69.9 67.6 66.0 52.6 50.6 99.0 98.7 93.0 90.9 78.6 74.3 62.9
## cvpred 70.7 68.4 66.8 53.5 51.5 99.7 99.3 93.7 91.6 79.5 75.3 64.0
## pm2.5 83.0 91.0 86.0 96.0 95.0 61.0 53.0 73.0 79.0 26.0 28.0 29.0
## CV residual 12.3 22.6 19.2 42.5 43.5 -38.7 -46.3 -20.7 -12.6 -53.5 -47.3 -35.0
## 81 83 86 92 95 96 99 101 102 105 108
## Predicted 59.4 51.5 42.1 23.871 12.1 9.49 5.37 0.736 86.4 81.5 75.9
## cvpred 60.5 52.7 43.3 25.162 13.6 11.00 6.90 2.313 87.5 82.7 77.1
## pm2.5 26.0 27.0 32.0 26.000 29.0 31.00 27.00 28.000 28.0 27.0 30.0
## CV residual -34.5 -25.7 -11.3 0.838 15.4 20.00 20.10 25.687 -59.5 -55.7 -47.1
## 110 111 112 113 114 120 121 122 123 127 129 135
## Predicted 73.9 91.5 90.4 89 89 82.3 79.0 88.1 85.8 77.6 73.3 89.5
## cvpred 75.1 92.4 91.4 90 90 83.3 80.1 89.2 86.9 78.7 74.5 90.5
## pm2.5 39.0 41.0 33.0 50 56 50.0 56.0 77.0 50.0 21.0 20.0 48.0
## CV residual -36.1 -51.4 -58.4 -40 -34 -33.3 -24.1 -12.2 -36.9 -57.7 -54.5 -42.5
## 136 137 139 140 141 149 159 163 168 170 173
## Predicted 91.5 91.1 89.66 91.5 91.1 87.6 84 93.5 91.6 92.4 94.4
## cvpred 92.4 92.1 90.64 92.4 92.1 88.6 85 94.4 92.6 93.3 95.2
## pm2.5 49.0 52.0 96.00 75.0 105.0 30.0 52 54.0 190.0 195.0 110.0
## CV residual -43.4 -40.1 5.36 -17.4 12.9 -58.6 -33 -40.4 97.4 101.7 14.8
## 183 184 188 189 200 203 205 209 215 218 224
## Predicted 95.6 95.2 94.7 94.5 85.1 90.6 86.6 81.0 96.5 94.5 86.2
## cvpred 96.4 96.0 95.5 95.4 86.0 91.4 87.5 81.9 97.2 95.4 87.1
## pm2.5 200.0 231.0 227.0 226.0 106.0 73.0 40.0 41.0 47.0 82.0 25.0
## CV residual 103.6 135.0 131.5 130.6 20.0 -18.4 -47.5 -40.9 -50.2 -13.4 -62.1
## 225 232 233 234 237 240 241 258 264 265 269
## Predicted 84.9 92.3 90.9 89.62 84.4 74.3 71.1 62.4 91.5 91.1 89
## cvpred 85.8 93.0 91.6 90.38 85.3 75.2 72.0 63.4 92.4 92.1 90
## pm2.5 27.0 68.0 71.0 88.00 66.0 22.0 23.0 13.0 15.0 21.0 15
## CV residual -58.8 -25.0 -20.6 -2.38 -19.3 -53.2 -49.0 -50.4 -77.4 -71.1 -75
## 270 271 272 277 280 283 286 288 289 290 291
## Predicted 88.5 87.6 84.5 71.9 56.5 43.1 33.44 26.96 22.33 18.75 13.58
## cvpred 89.6 88.6 85.6 73.1 57.7 44.4 34.77 28.29 23.72 20.15 15.03
## pm2.5 9.0 11.0 11.0 24.0 22.0 25.0 25.00 22.00 15.00 16.00 11.00
## CV residual -80.6 -77.6 -74.6 -49.1 -35.7 -19.4 -9.77 -6.29 -8.72 -4.15 -4.03
## 295 297 304 306 308 312 316 320 324 327 329
## Predicted -0.940 -7.75 -26.1 93.2 92.7 94.2 92.5 86.9 85.40 83.94 95.6
## cvpred 0.588 -6.19 -24.5 94.0 93.6 95.1 93.4 87.9 86.27 84.79 96.4
## pm2.5 12.000 28.00 47.0 39.0 76.0 65.0 164.0 64.0 95.00 79.00 72.0
## CV residual 11.412 34.19 71.5 -55.0 -17.6 -30.1 70.6 -23.9 8.73 -5.79 -24.4
## 337 338 341 342 343 347 350 352 353 357 360
## Predicted 88.3 92.9 86.0 91.0 88.0 79.5 94.5 94.5 94.4 96.61 95.92
## cvpred 89.2 93.8 86.9 91.9 88.9 80.5 95.4 95.4 95.2 97.33 96.68
## pm2.5 36.0 37.0 21.0 13.0 23.0 28.0 31.0 36.0 37.0 90.00 87.00
## CV residual -53.2 -56.8 -65.9 -78.9 -65.9 -52.5 -64.4 -59.4 -58.2 -7.33 -9.68
## 364 369 371 374 379 382 384 387 389 400 404
## Predicted 95.6 94.13 93.4 98.3 98.3 97.5 96.3 96.8 95.9 97.6 99.7
## cvpred 96.4 94.89 94.1 99.0 99.0 98.1 97.0 97.5 96.6 98.2 100.3
## pm2.5 271.0 102.00 135.0 127.0 154.0 261.0 266.0 205.0 150.0 166.0 250.0
## CV residual 174.6 7.11 40.9 28.0 55.0 162.9 169.0 107.5 53.4 67.8 149.7
## 405 407 419 423 424 425 426 428 432 433 435 437 439 441
## Predicted 99.2 98.9 95.4 100.1 100 101.1 101 102 102 104 101 100 99.4 104
## cvpred 99.8 99.5 96.0 100.6 101 101.6 102 102 103 104 101 101 99.8 104
## pm2.5 268.0 291.0 161.0 154.0 173 188.0 203 408 402 358 332 256 330.0 297
## CV residual 168.2 191.5 65.0 53.4 72 86.4 101 306 299 254 231 155 230.2 193
## 445 446 450 459 467 472 473 477 478 479 481 482
## Predicted 103 104 105 96.3 74.1 94.3 95.0 78.6 75.8 71.5 62.9 59.0
## cvpred 104 104 106 96.8 74.9 95.1 95.7 79.6 76.7 72.5 64.0 60.1
## pm2.5 301 310 357 368.0 35.0 23.0 28.0 16.0 20.0 20.0 18.0 17.0
## CV residual 197 206 251 271.2 -39.9 -72.1 -67.7 -63.6 -56.7 -52.5 -46.0 -43.1
## 486 490 497 503 507 508 510 512 514 523 526
## Predicted 42.9 27.2 90.5 93.9 81.6 78.3 73.8 69.5 66 36.688 31.5
## cvpred 44.2 28.6 91.5 94.7 82.6 79.4 74.8 70.6 67 37.829 32.6
## pm2.5 19.0 18.0 15.0 72.0 26.0 18.0 15.0 21.0 22 37.000 39.0
## CV residual -25.2 -10.6 -76.5 -22.7 -56.6 -61.4 -59.8 -49.6 -45 -0.829 6.4
## 527 530 531 533 541 543 544 545 613 618 630
## Predicted 29.49 94.9 93.3 89.4 71.8 65.4 62.1 59.3 95.92 95.0 93.3
## cvpred 30.64 95.7 94.1 90.2 72.8 66.4 63.2 60.3 96.68 95.7 94.0
## pm2.5 35.00 24.0 23.0 19.0 15.0 17.0 17.0 22.0 88.00 203.0 153.0
## CV residual 4.36 -71.7 -71.1 -71.2 -57.8 -49.4 -46.2 -38.3 -8.68 107.3 59.0
## 634 637 641 646 659 663 666 678 684 687 688
## Predicted 97.6 98.8 84.4 72.4 84.2 64.7 53.2 92.5 76.8 66.8 63.6
## cvpred 98.2 99.4 85.2 73.3 85.1 65.9 54.4 93.4 77.9 68.0 64.8
## pm2.5 158.0 143.0 41.0 38.0 16.0 13.0 13.0 17.0 12.0 12.0 31.0
## CV residual 59.8 43.6 -44.2 -35.3 -69.1 -52.9 -41.4 -76.4 -65.9 -56.0 -33.8
## 690 692 694 703 711 712 721 724 725 729 733
## Predicted 60.4 57.2 53.9 96.3 77.5 72.8 59.5 58.3 56.7 48.5 34.8
## cvpred 61.6 58.3 55.1 97.0 78.5 73.9 60.5 59.2 57.6 49.5 36.0
## pm2.5 42.0 26.0 25.0 22.0 16.0 26.0 85.0 24.0 20.0 22.0 11.0
## CV residual -19.6 -32.3 -30.1 -75.0 -62.5 -47.9 24.5 -35.2 -37.6 -27.5 -25.0
## 734 738 742 745 746 749 750 752 762 771 774 776
## Predicted 93.6 93.8 99.1 95.2 100 100 100 99.7 91.5 98.9 97.66 99.0
## cvpred 94.5 94.6 99.7 95.8 101 101 101 100.3 92.1 99.5 98.35 99.7
## pm2.5 16.0 26.0 129.0 65.0 70 76 68 73.0 63.0 87.0 97.00 86.0
## CV residual -78.5 -68.6 29.3 -30.8 -31 -25 -33 -27.3 -29.1 -12.5 -1.35 -13.7
## 778 779 782 784 787 789 792 794 797 799 804
## Predicted 95.35 90.3 85.8 90.7 91.9 93.5 91.9 92.1 94.9 93.3 91.2
## cvpred 96.09 91.1 86.8 91.7 92.9 94.4 92.8 93.1 95.7 94.1 92.1
## pm2.5 92.00 55.0 25.0 32.0 70.0 66.0 88.0 71.0 107.0 121.0 58.0
## CV residual -4.09 -36.1 -61.8 -59.7 -22.9 -28.4 -4.8 -22.1 11.3 26.9 -34.1
## 807 810 811 813 819 823 825 826 827 832 833
## Predicted 79.1 70.8 68.2 92.83 92.14 94.2 92.0 89.0 87.1 89.1 88.4
## cvpred 80.2 71.9 69.3 93.75 93.09 95.1 92.9 89.9 88.0 90.2 89.5
## pm2.5 17.0 34.0 96.0 87.00 102.00 29.0 27.0 26.0 33.0 61.0 64.0
## CV residual -63.2 -37.9 26.7 -6.75 8.91 -66.1 -65.9 -63.9 -55.0 -29.2 -25.5
## 834 835 838 839 842 843 846 849 850 861 864
## Predicted 88.4 88.53 92.5 92.1 90.7 93.5 97.66 92.6 92.6 94.4 94.0
## cvpred 89.4 89.46 93.4 93.1 91.5 94.4 98.35 93.5 93.5 95.1 94.7
## pm2.5 80.0 91.00 59.0 82.0 54.0 42.0 105.00 126.0 114.0 67.0 58.0
## CV residual -9.4 1.54 -34.4 -11.1 -37.5 -52.4 6.65 32.5 20.5 -28.1 -36.7
## 869 870 872 873 875 876 877 888 895 898 903
## Predicted 89.9 89.17 87.0 97.7 97.4 96.2 94.91 84.7 101.8 102.1 100.7
## cvpred 90.6 89.85 87.8 98.4 98.1 96.8 95.56 85.3 102.3 102.6 101.2
## pm2.5 47.0 85.00 68.0 64.0 80.0 74.0 93.00 43.0 81.0 92.0 118.0
## CV residual -43.6 -4.85 -19.8 -34.4 -18.1 -22.8 -2.56 -42.3 -21.3 -10.6 16.8
## 906 918 919 922 923 924 925 926 929 930 931
## Predicted 100.7 102.1 102.1 98.7 97.4 103.2 102.5 102.8 102.2 101.5 103.2
## cvpred 101.2 102.6 102.6 99.2 97.9 103.6 102.9 103.3 102.7 101.9 103.6
## pm2.5 152.0 180.0 172.0 133.0 140.0 159.0 169.0 170.0 140.0 144.0 166.0
## CV residual 50.8 77.4 69.4 33.8 42.1 55.4 66.1 66.7 37.3 42.1 62.4
## 939 941 945 946 949 950 953 954 955 956 958 962
## Predicted 102 102 103.3 99.2 92.6 95.6 98.3 98.7 98.6 99.5 100.2 85.5
## cvpred 103 102 103.7 99.7 93.5 96.4 99.0 99.3 99.3 100.0 100.7 86.4
## pm2.5 273 254 193.0 207.0 58.0 39.0 49.0 54.0 153.0 181.0 182.0 22.0
## CV residual 170 152 89.3 107.3 -35.5 -57.4 -50.0 -45.3 53.7 81.0 81.3 -64.4
## 973 974 975 976 978 982 985 987 988 990 995
## Predicted 57.1 86.7 86.7 87.2 81.3 72.3 64.9 60.6 58.7 52.8 81.6
## cvpred 58.3 87.8 87.8 88.2 82.3 73.3 66.0 61.8 59.8 54.0 82.6
## pm2.5 14.0 10.0 7.0 8.0 15.0 16.0 11.0 10.0 12.0 10.0 12.0
## CV residual -44.3 -77.8 -80.8 -80.2 -67.3 -57.3 -55.0 -51.8 -47.8 -44.0 -70.6
## 996 1001 1006 1009 1012 1013 1014 1016 1017 1020 1022
## Predicted 89.5 89.5 89.3 87.9 82.7 89.9 88.9 85.4 85.5 90.6 89.9
## cvpred 90.5 90.5 90.2 88.9 83.7 90.9 89.9 86.4 86.5 91.5 90.9
## pm2.5 12.0 18.0 24.0 17.0 16.0 11.0 10.0 11.0 14.0 21.0 13.0
## CV residual -78.5 -72.5 -66.2 -71.9 -67.7 -79.9 -79.9 -75.4 -72.5 -70.5 -77.9
## 1025 1027 1030 1032 1035 1037 1043 1044 1045 1050 1051
## Predicted 90.4 89.7 94.0 94.2 90.7 88.1 93.9 93.9 93.5 88.7 88.5
## cvpred 91.4 90.6 94.9 95.1 91.5 89.1 94.7 94.7 94.4 89.6 89.4
## pm2.5 13.0 19.0 58.0 69.0 54.0 27.0 23.0 37.0 46.0 64.0 100.0
## CV residual -78.4 -71.6 -36.9 -26.1 -37.5 -62.1 -71.7 -57.7 -48.4 -25.6 10.6
## 1052 1058 1063 1067 1070 1072 1073 1074 1077 1085 1087
## Predicted 89.3 97.0 93.6 83.6 88.5 84.9 83.3 82.3 90.4 91.1 88.9
## cvpred 90.1 97.7 94.5 84.6 89.5 85.9 84.3 83.4 91.4 92.1 89.9
## pm2.5 113.0 980.0 8.0 16.0 21.0 16.0 15.0 16.0 36.0 15.0 11.0
## CV residual 22.9 882.3 -86.5 -68.6 -68.5 -69.9 -69.3 -67.4 -55.4 -77.1 -78.9
## 1090 1093 1096 1098 1101 1102 1109 1110 1111 1114 1116
## Predicted 87.7 84.3 88.3 87.6 92.1 92.8 94.4 94.9 91.6 88.7 92.5
## cvpred 88.7 85.4 89.4 88.7 93.1 93.7 95.2 95.7 92.5 89.6 93.4
## pm2.5 39.0 8.0 15.0 13.0 50.0 73.0 65.0 51.0 29.0 26.0 21.0
## CV residual -49.7 -77.4 -74.4 -75.7 -43.1 -20.7 -30.2 -44.7 -63.5 -63.6 -72.4
## 1117 1118 1119 1125 1126 1127 1128 1130 1131 1138 1142
## Predicted 91.8 92.1 92.3 90.3 98.3 98.0 98.3 97.3 97.4 69.9 50.5
## cvpred 92.7 93.1 93.2 91.0 99.0 98.7 99.0 98.0 98.1 71.0 51.8
## pm2.5 24.0 39.0 79.0 167.0 178.0 192.0 198.0 237.0 247.0 22.0 12.0
## CV residual -68.7 -54.1 -14.2 76.0 79.0 93.3 99.0 139.0 148.9 -49.0 -39.8
## 1145 1147 1150 1153 1156 1158 1162 1167 1169 1170 1174
## Predicted 36.2 91.1 92.8 93.7 94.2 94.2 93.3 87.8 90.2 88.6 88.0
## cvpred 37.6 92.1 93.6 94.6 95.1 95.1 94.2 88.8 91.1 89.5 88.9
## pm2.5 12.0 9.0 39.0 50.0 41.0 70.0 107.0 26.0 27.0 29.0 265.0
## CV residual -25.6 -83.1 -54.6 -44.6 -54.1 -25.1 12.8 -62.8 -64.1 -60.5 176.1
## 1177 1179 1190 1192 1198 1200 1208 1209 1213 1215 1218
## Predicted 95.9 95.9 94.34 91.0 96.61 96.6 97.3 99.0 97.9 96.1 100.7
## cvpred 96.7 96.6 95.13 91.9 97.34 97.3 98.0 99.7 98.5 96.7 101.3
## pm2.5 159.0 115.0 99.00 58.0 101.00 165.0 122.0 152.0 184.0 175.0 163.0
## CV residual 62.3 18.4 3.87 -33.9 3.66 67.7 24.0 52.3 85.5 78.3 61.7
## 1219 1221 1224 1226 1237 1239 1240 1242 1249 1254 1255 1257
## Predicted 100.2 100.1 101 102 85.5 79.8 77.5 95.4 102 98.1 98.02 96.05
## cvpred 100.7 100.6 101 102 86.2 80.6 78.3 96.1 103 98.6 98.55 96.58
## pm2.5 172.0 178.0 282 215 35.0 27.0 36.0 23.0 154 89.0 90.00 99.00
## CV residual 71.3 77.4 181 113 -51.2 -53.6 -42.3 -73.1 51 -9.6 -8.55 2.42
## 1259 1266 1271 1273 1274 1275 1278 1280 1281 1284 1285
## Predicted 92.1 81.2 100.9 101.8 102.48 101.8 101.10 100.0 102 101.8 101.4
## cvpred 92.7 81.9 101.3 102.3 102.95 102.3 101.64 100.6 103 102.3 101.9
## pm2.5 80.0 92.0 87.0 90.0 111.00 104.0 105.00 130.0 134 150.0 148.0
## CV residual -12.7 10.1 -14.3 -12.3 8.05 1.7 3.36 29.4 31 47.7 46.1
## 1286 1291 1295 1300 1305 1307 1310 1316 1320 1321 1324 1325
## Predicted 101.4 101.0 103 102 98.3 95.8 92.0 108 109 107.6 106.1 106.6
## cvpred 101.9 101.5 104 103 98.8 96.2 92.4 108 109 107.9 106.3 106.9
## pm2.5 160.0 196.0 274 223 262.0 301.0 307.0 368 218 164.0 134.0 139.0
## CV residual 58.1 94.5 170 120 163.2 204.8 214.6 260 109 56.1 27.7 32.1
## 1326 1327 1329 1339 1343 1347 1351 1353 1355 1363 1368
## Predicted 106.6 105 106 88.6 78.3 74.2 72.0 70.2 102.1 95.7 86.7
## cvpred 106.9 106 106 89.0 78.9 74.8 72.6 70.9 102.6 96.2 87.4
## pm2.5 148.0 210 253 136.0 56.0 46.0 50.0 58.0 72.0 70.0 66.0
## CV residual 41.1 104 147 47.0 -22.9 -28.8 -22.6 -12.9 -30.6 -26.2 -21.4
## 1373 1376 1377 1378 1381 1383 1385 1388 1391 1392
## Predicted 79.7 81.5 103.2 102.8 103.1 102.8 99.584 96.89 103.35 103.2
## cvpred 80.5 82.0 103.6 103.3 103.6 103.2 100.041 97.36 103.79 103.6
## pm2.5 31.0 34.0 52.0 65.0 77.0 95.0 101.000 105.00 112.00 123.0
## CV residual -49.5 -48.0 -51.6 -38.3 -26.6 -8.2 0.959 7.64 8.21 19.4
## 1393 1394 1395 1397 1401 1403 1404 1407 1408 1409 1411
## Predicted 103.9 104.04 103.7 102 98.7 94.2 88.2 77.7 94.5 95.0 94.2
## cvpred 104.3 104.44 104.1 103 99.1 94.9 89.0 78.7 95.2 95.6 94.6
## pm2.5 126.0 114.00 115.0 138 114.0 80.0 37.0 14.0 13.0 16.0 21.0
## CV residual 21.7 9.56 10.9 35 14.9 -14.9 -52.0 -64.7 -82.2 -79.6 -73.6
## 1413 1417 1419 1422 1428 1429 1430 1431 1432 1433 1434
## Predicted 91.65 101.4 97.4 94.2 88.3 86.9 85.6 85.1 83.5 82.2 80.22
## cvpred 92.09 101.8 97.9 94.7 88.8 87.4 86.2 85.6 84.0 82.7 80.78
## pm2.5 85.00 69.0 42.0 29.0 44.0 51.0 61.0 70.0 70.0 65.0 75.00
## CV residual -7.09 -32.8 -55.9 -65.7 -44.8 -36.4 -25.2 -15.6 -14.0 -17.7 -5.78
## 1435 1437 1439 1440 1442 1444 1447 1449 1450 1453 1454
## Predicted 78.25 75.4 72.5 71.3 103.17 103.17 101.8 102.1 102.2 89.5 84.9
## cvpred 78.82 76.0 73.1 71.9 103.61 103.61 102.3 102.6 102.7 90.1 85.6
## pm2.5 86.00 95.0 96.0 99.0 101.00 108.00 120.0 138.0 164.0 63.0 37.0
## CV residual 7.18 19.0 22.9 27.1 -2.61 4.39 17.7 35.4 61.3 -27.1 -48.6
## 1455 1456 1460 1463 1466 1468 1470 1471 1475 1479 1481
## Predicted 81.0 77.7 69.7 101.6 103.17 101 96.3 94.7 100.9 97.3 94.6
## cvpred 81.7 78.5 70.5 102.1 103.61 101 96.8 95.2 101.4 97.7 95.1
## pm2.5 37.0 36.0 34.0 139.0 97.00 158 135.0 111.0 133.0 230.0 236.0
## CV residual -44.7 -42.5 -36.5 36.9 -6.61 57 38.2 15.8 31.6 132.3 140.9
## 1484 1486 1503 1510 1516 1517 1521 1522 1523 1525 1527
## Predicted 102.8 103.2 96.5 104 80.9 77.7 61.3 53.0 47.6 43.7 37.2
## cvpred 103.3 103.6 97.0 104 81.8 78.5 62.3 54.2 48.9 44.9 38.6
## pm2.5 187.0 144.0 252.0 255 19.0 15.0 19.0 24.0 24.0 11.0 14.0
## CV residual 83.7 40.4 155.0 151 -62.8 -63.5 -43.3 -30.2 -24.9 -33.9 -24.6
## 1531 1533 1534 1540 1543 1552 1554 1555 1557 1558 1560
## Predicted 87.9 84.7 84.1 71.9 64.6 96.4 98.83 98.262 96.290 95.9 93.2
## cvpred 89.0 85.8 85.2 73.0 65.7 97.1 99.43 98.839 96.876 96.5 93.8
## pm2.5 22.0 27.0 29.0 13.0 19.0 91.0 99.00 99.000 96.000 76.0 83.0
## CV residual -67.0 -58.8 -56.2 -60.0 -46.7 -6.1 -0.43 0.161 -0.876 -20.5 -10.8
## 1561 1562 1563 1565 1567 1568 1569 1573 1577 1583 1588
## Predicted 92.0 90.7 89.5 87.0 84.3 99.2 100 94.9 96.9 99.0 100.7
## cvpred 92.6 91.3 90.1 87.6 85.0 99.8 101 95.6 97.5 99.6 101.1
## pm2.5 62.0 51.0 53.0 71.0 58.0 69.0 74 83.0 132.0 114.0 75.0
## CV residual -30.6 -40.3 -37.1 -16.6 -27.0 -30.8 -27 -12.6 34.5 14.4 -26.1
## 1589 1590 1592 1594 1598 1602 1606 1607 1608 1609 1610
## Predicted 99.4 98.7 97.3 93.0 102.7 100.2 90.0 85.4 81.9 78.2 74.6
## cvpred 99.9 99.1 97.7 93.6 103.1 100.7 90.7 86.2 82.7 79.0 75.5
## pm2.5 63.0 73.0 63.0 43.0 29.0 50.0 27.0 20.0 16.0 5.0 7.0
## CV residual -36.9 -26.1 -34.7 -50.6 -74.1 -50.7 -63.7 -66.2 -66.7 -74.0 -68.5
## 1614 1621 1622 1624 1628 1634 1639 1640 1641 1644 1645
## Predicted 61.6 48.6 44.7 34.8 24.32 97.3 93.20 97.7 98.7 93.4 94.7
## cvpred 62.7 49.6 45.7 36.0 25.53 98.0 93.95 98.4 99.3 94.2 95.5
## pm2.5 11.0 19.0 20.0 23.0 16.00 51.0 84.00 87.0 111.0 53.0 48.0
## CV residual -51.7 -30.6 -25.7 -13.0 -9.53 -47.0 -9.95 -11.4 11.7 -41.2 -47.5
## 1651 1653 1656 1661 1666 1667 1672 1673 1676 1679 1682
## Predicted 88.7 88.3 85.75 101.8 100 99.7 94.1 100.7 101 98.5 88.0
## cvpred 89.5 89.0 86.41 102.3 101 100.3 94.7 101.3 102 99.0 88.7
## pm2.5 32.0 51.0 89.00 140.0 183 199.0 163.0 163.0 210 219.0 314.0
## CV residual -57.5 -38.0 2.59 37.7 82 98.7 68.3 61.7 108 120.0 225.3
## 1687 1688 1692 1693 1697 1698 1699 1703 1706 1707 1708
## Predicted 68.4 64.2 88.0 85.1 92.6 93.3 93.2 97.1 96.4 94.4 101.8
## cvpred 69.3 65.1 88.9 86.1 93.5 94.2 94.0 97.8 96.9 95.0 102.3
## pm2.5 20.0 18.0 23.0 14.0 16.0 17.0 19.0 52.0 71.0 47.0 40.0
## CV residual -49.3 -47.1 -65.9 -72.1 -77.5 -77.2 -75.0 -45.8 -25.9 -48.0 -62.3
## 1709 1710 1711 1716 1721 1724 1729 1732 1739 1740 1742
## Predicted 100.9 99.0 96.9 93.5 87.2 80.91 98.1 101.1 99.9 99.8 97.0
## cvpred 101.4 99.5 97.5 94.2 87.8 81.61 98.8 101.6 100.2 100.2 97.3
## pm2.5 41.0 41.0 38.0 76.0 58.0 75.00 37.0 68.0 90.0 73.0 68.0
## CV residual -60.4 -58.5 -59.5 -18.2 -29.8 -6.61 -61.8 -33.6 -10.2 -27.2 -29.3
## 1744 1746 1750 1751 1752 1755 1761 1763 1766 1772 1774
## Predicted 95.0 106.1 102.70 101.4 100.0 94.8 87.3 82.9 70.0 46.91 44.3
## cvpred 95.4 106.4 103.03 101.8 100.4 95.2 88.0 83.6 70.8 47.83 45.2
## pm2.5 83.0 94.0 105.00 112.0 87.0 153.0 50.0 36.0 27.0 52.00 33.0
## CV residual -12.4 -12.4 1.97 10.2 -13.4 57.8 -38.0 -47.6 -43.8 4.17 -12.2
## 1776 1779 1780 1782 1785 1789 1795 1799 1800 1803 1807
## Predicted 99.0 100.1 99.7 99.7 100.1 97.3 96.0 98.1 98.14 101.4 90.1
## cvpred 99.7 100.6 100.3 100.3 100.6 98.0 96.6 98.8 98.77 101.9 90.9
## pm2.5 44.0 72.0 67.0 50.0 79.0 53.0 54.0 85.0 89.00 83.0 27.0
## CV residual -55.7 -28.6 -33.3 -50.3 -21.6 -45.0 -42.6 -13.8 -9.77 -18.9 -63.9
## 1811 1812 1814 1817 1818 1821 1825 1826 1829 1831 1836
## Predicted 78.7 76.7 71.8 93.9 94.2 98.3 99.6 97.97 103.2 103.1 104.6
## cvpred 79.6 77.6 72.7 94.7 95.0 99.0 100.0 98.44 103.6 103.6 104.9
## pm2.5 27.0 23.0 26.0 24.0 23.0 51.0 71.0 89.00 86.0 80.0 166.0
## CV residual -52.6 -54.6 -46.7 -70.7 -72.0 -48.0 -29.0 -9.44 -17.6 -23.6 61.1
## 1837 1842 1849 1853 1854 1858 1859 1870 1871 1872 1876 1877
## Predicted 104.2 103.3 106 108 108 105 104 105 108.0 107.6 108 106
## cvpred 104.6 103.7 106 108 108 105 104 105 108.2 107.9 109 107
## pm2.5 179.0 202.0 241 228 225 217 231 217 180.0 180.0 215 700
## CV residual 74.4 98.3 135 120 117 112 127 112 71.8 72.1 106 593
## 1882 1888 1895 1896 1897 1898 1905 1911 1912 1913 1919
## Predicted 84.9 42.77 31.17 30.57 28.6 103.2 102.8 95.4 93.7 93.1 88.3
## cvpred 85.4 43.88 32.03 31.38 29.5 103.6 103.3 96.1 94.4 93.8 88.8
## pm2.5 274.0 47.00 27.00 41.00 46.0 55.0 48.0 53.0 73.0 82.0 111.0
## CV residual 188.6 3.12 -5.03 9.62 16.5 -48.6 -55.3 -43.1 -21.4 -11.8 22.2
## 1920 1921 1926 1933 1934 1938 1942 1945 1946 1947 1949
## Predicted 102.3 102.8 103.86 88.1 83.5 66.3 57.3 98.5 100.1 97.0 101.1
## cvpred 102.7 103.3 104.27 88.8 84.2 67.2 58.2 99.1 100.6 97.6 101.6
## pm2.5 83.0 85.0 95.00 204.0 122.0 49.0 27.0 28.0 16.0 24.0 25.0
## CV residual -19.7 -18.3 -9.27 115.2 37.8 -18.2 -31.2 -71.1 -84.6 -73.6 -76.6
## 1951 1953 1955 1956 1957 1958 1959 1961 1962 1964 1970
## Predicted 101.1 102 98.6 96.2 92.7 89.8 87.5 82.8 79.8 75.7 68.08
## cvpred 101.6 103 99.1 96.8 93.3 90.4 88.1 83.5 80.5 76.3 68.72
## pm2.5 54.0 86 63.0 59.0 59.0 54.0 53.0 60.0 55.0 64.0 72.00
## CV residual -47.6 -17 -36.1 -37.8 -34.3 -36.4 -35.1 -23.5 -25.5 -12.3 3.28
## 1971 1973 1981 1984 1987 1998 2003 2008 2010 2011 2012
## Predicted 67.51 102.1 88.9 97.5 94.72 104.9 80.0 89.9 94.7 95.4 98.3
## cvpred 68.13 102.6 89.7 98.1 95.17 105.2 80.9 90.8 95.5 96.1 99.0
## pm2.5 71.00 71.0 36.0 53.0 97.00 69.0 9.0 20.0 18.0 30.0 27.0
## CV residual 2.87 -31.6 -53.7 -45.1 1.83 -36.2 -71.9 -70.8 -77.5 -66.1 -72.0
## 2015 2018 2019 2021 2029 2031 2035 2039 2040 2041 2043
## Predicted 99.4 102 99.5 101.8 90.1 88.2 83.4 99.2 97.216 97.34 95.8
## cvpred 100.0 103 100.1 102.3 90.9 89.0 84.1 99.7 97.826 97.89 96.5
## pm2.5 34.0 67 62.0 48.0 50.0 64.0 72.0 142.0 97.000 106.00 61.0
## CV residual -66.0 -36 -38.1 -54.3 -40.9 -25.0 -12.1 42.3 -0.826 8.11 -35.5
## 2045 2046 2048 2049 2054 2055 2056 2064 2067 2068 2069
## Predicted 102.2 100.6 95.9 94.0 85.9 84.3 99.5 90.0 88.5 101.8 101.8
## cvpred 102.7 101.1 96.5 94.6 86.6 85.0 100.1 90.6 89.1 102.3 102.3
## pm2.5 127.0 134.0 85.0 75.0 71.0 58.0 48.0 44.0 44.0 56.0 59.0
## CV residual 24.3 32.9 -11.5 -19.6 -15.6 -27.0 -52.1 -46.6 -45.1 -46.3 -43.3
## 2072 2075 2076 2078 2085 2087 2092 2099 2101 2102 2104
## Predicted 103.35 101.4 100.00 100.9 88.4 87.7 86.5 102 98.5 105 107
## cvpred 103.79 101.9 100.51 101.3 89.0 88.3 87.0 103 98.9 105 108
## pm2.5 99.00 86.0 93.00 120.0 60.0 72.0 129.0 203 220.0 222 245
## CV residual -4.79 -15.9 -7.51 18.7 -29.0 -16.3 42.0 100 121.1 117 137
## 2108 2111 2116 2126 2145 2154 2156 2157 2160 2163 2164
## Predicted 110 111 109 100.5 110.1 98.7 91.6 88.0 76.5 64.7 63.8
## cvpred 110 111 109 100.6 110.2 99.2 92.1 88.6 77.3 65.6 64.7
## pm2.5 280 317 254 195.0 129.0 200.0 149.0 113.0 42.0 49.0 35.0
## CV residual 170 206 145 94.4 18.8 100.8 56.9 24.4 -35.3 -16.6 -29.7
## 2168 2169 2170 2175 2179 2181 2184 2185 2190 2193 2194
## Predicted 53.9 52 48.4 30.774 13.238 10.5 98.7 101.8 94.6 86.6 80.4
## cvpred 55.0 53 49.5 31.946 14.526 11.7 99.3 102.3 95.3 87.5 81.3
## pm2.5 22.0 30 25.0 31.000 15.000 24.0 39.0 27.0 45.0 27.0 21.0
## CV residual -33.0 -23 -24.5 -0.946 0.474 12.3 -60.3 -75.3 -50.3 -60.5 -60.3
## 2196 2198 2199 2207 2210 2211 2212 2214 2216 2218 2220
## Predicted 72.6 65.4 62.5 98.0 100 101.4 97.6 97.8 100.006 98.8 94.6
## cvpred 73.5 66.5 63.6 98.6 101 101.9 98.3 98.4 100.517 99.4 95.2
## pm2.5 14.0 13.0 17.0 77.0 53 52.0 53.0 56.0 100.000 138.0 59.0
## CV residual -59.5 -53.5 -46.6 -21.6 -48 -49.9 -45.3 -42.4 -0.517 38.6 -36.2
## 2226 2227 2229 2230 2234 2236 2239 2240 2241 2242 2244
## Predicted 88.6 87.4 84.5 84.3 105.6 105.9 106 105.0 106.9 105.0 100.74
## cvpred 89.1 87.9 85.0 84.7 105.9 106.2 106 105.3 107.2 105.3 101.28
## pm2.5 136.0 132.0 131.0 161.0 178.0 206.0 200 170.0 197.0 184.0 111.00
## CV residual 46.9 44.1 46.0 76.3 72.1 99.8 94 64.7 89.8 78.7 9.72
## 2245 2249 2250 2251 2255 2256 2264 2269 2273 2286 2287
## Predicted 99.85 98.0 95.3 95.8 98.495 96.9 107.3 105.3 97.8 91.7 89.0
## cvpred 100.39 98.6 96.0 96.4 98.761 97.2 107.6 105.6 98.0 92.4 89.7
## pm2.5 92.00 27.0 32.0 43.0 98.000 173.0 180.0 176.0 130.0 33.0 26.0
## CV residual -8.39 -71.6 -64.0 -53.4 -0.761 75.8 72.4 70.4 32.0 -59.4 -63.7
## 2288 2290 2297 2304 2305 2307 2308 2310 2311 2313 2315
## Predicted 86.0 77.8 87.7 99.4 103.2 100.2 101.1 101.8 101.4 103.2 102.8
## cvpred 86.8 78.7 88.6 100.0 103.6 100.8 101.6 102.3 101.9 103.6 103.3
## pm2.5 24.0 27.0 17.0 34.0 52.0 69.0 87.0 79.0 75.0 78.0 114.0
## CV residual -62.8 -51.7 -71.6 -66.0 -51.6 -31.8 -14.6 -23.3 -26.9 -25.6 10.7
## 2316 2318 2320 2322 2323 2327 2331 2334 2343 2345 2352
## Predicted 103.0 97.4 88.5 81.03 78.49 72.1 65.07 60.95 48.2 43.7 109.0
## cvpred 103.4 97.9 89.1 81.67 79.11 72.6 65.59 61.49 48.7 44.3 109.2
## pm2.5 135.0 118.0 103.0 90.00 87.00 110.0 74.00 69.00 128.0 113.0 131.0
## CV residual 31.6 20.1 13.9 8.33 7.89 37.4 8.41 7.51 79.3 68.7 21.8
## 2358 2361 2365 2379 2384 2388 2394 2397 2400 2404 2405
## Predicted 106.4 98.0 99.4 106.0 90.8 96.4 89.3 89.0 80.4 76.4 74.4
## cvpred 106.6 98.3 99.6 106.2 91.5 97.1 90.0 89.5 81.0 76.9 75.0
## pm2.5 50.0 62.0 121.0 102.0 14.0 19.0 30.0 56.0 37.0 48.0 54.0
## CV residual -56.6 -36.3 21.4 -4.2 -77.5 -78.1 -60.0 -33.5 -44.0 -28.9 -21.0
## 2411 2414 2417 2421 2425 2426 2427 2433 2436 2442 2444
## Predicted 71.08 65.91 106.9 106.9 108.2 108.0 108.3 102.2 87.5 52.7 46.6
## cvpred 71.48 66.37 107.2 107.1 108.4 108.2 108.5 102.4 88.1 53.7 47.5
## pm2.5 68.00 68.00 50.0 79.0 87.0 84.0 86.0 33.0 42.0 23.0 14.0
## CV residual -3.48 1.63 -57.2 -28.1 -21.4 -24.2 -22.5 -69.4 -46.1 -30.7 -33.5
## 2445 2447 2449 2452 2457 2463 2470 2472 2483 2485 2486
## Predicted 43.3 36.9 32.3 25.1 15.32 -12.0 98.0 95.6 93.3 94.5 93.9
## cvpred 44.3 38.0 33.3 26.2 16.54 -10.6 98.6 96.4 94.1 95.4 94.7
## pm2.5 12.0 8.0 8.0 13.0 19.00 12.0 47.0 69.0 43.0 57.0 38.0
## CV residual -32.3 -30.0 -25.3 -13.2 2.46 22.6 -51.6 -27.4 -51.1 -38.4 -56.7
## 2490 2491 2494 2496 2499 2511 2514 2520 2523 2524 2525 2531
## Predicted 98.1 98.89 93.4 90.5 82.628 68.8 107.0 107 106 105 105 108
## cvpred 98.7 99.38 93.9 90.9 83.058 69.2 107.2 108 106 105 105 109
## pm2.5 81.0 96.00 67.0 76.0 84.000 199.0 202.0 225 244 255 247 254
## CV residual -17.7 -3.38 -26.9 -14.9 0.942 129.8 94.8 117 138 150 142 145
## 2532 2536 2538 2539 2545 2547 2550 2557 2558 2561 2563
## Predicted 107 103 100.3 99.0 87.16 84.5 81.7 73.0 72.5 69.1 68.3
## cvpred 107 104 100.5 99.2 87.42 84.8 82.0 73.4 72.9 69.4 68.6
## pm2.5 266 215 151.0 134.0 91.00 103.0 116.0 162.0 170.0 156.0 140.0
## CV residual 159 111 50.5 34.8 3.58 18.2 34.0 88.6 97.1 86.6 71.4
## 2567 2570 2577 2582 2587 2589 2596 2597 2598 2601 2603 2606
## Predicted 110 110 110.8 110 107 111 112 111 110 111 105.3 97.7
## cvpred 110 110 110.8 110 107 112 112 111 110 111 105.4 97.8
## pm2.5 223 212 184.0 215 264 300 382 369 343 307 131.0 17.0
## CV residual 113 102 73.2 105 157 188 270 258 233 196 25.6 -80.8
## 2608 2614 2615 2619 2621 2622 2624 2627 2628 2631 2641
## Predicted 110.9 101.2 98.9 112.1 110.4 110.0 109.1 112.1 110.7 107.1 98.8
## cvpred 110.9 101.2 99.0 112.2 110.4 110.1 109.1 112.2 110.8 107.3 99.2
## pm2.5 27.0 167.0 155.0 100.0 94.0 87.0 83.0 84.0 69.0 95.0 48.0
## CV residual -83.9 65.8 56.0 -12.2 -16.4 -23.1 -26.1 -28.2 -41.8 -12.3 -51.2
## 2642 2645 2647 2654 2655 2662 2664 2670 2671 2674 2675
## Predicted 99.8 105.9 106.3 91.8 87.9 106 105.4 108 106.6 102.5 102.5
## cvpred 100.1 106.2 106.5 92.1 88.2 106 105.5 108 106.7 102.6 102.6
## pm2.5 52.0 30.0 27.0 51.0 39.0 46 41.0 37 45.0 48.0 47.0
## CV residual -48.1 -76.2 -79.5 -41.1 -49.2 -60 -64.5 -71 -61.7 -54.6 -55.6
## 2680 2681 2682 2685 2692 2693 2694 2700 2702 2703 2707
## Predicted 93.2 110.1 108.5 107.8 107.1 105.2 105.1 103.0 98.8 97.1 88.8
## cvpred 93.4 110.2 108.6 107.9 107.3 105.4 105.4 103.4 99.4 97.7 89.4
## pm2.5 30.0 34.0 35.0 33.0 62.0 36.0 31.0 31.0 19.0 18.0 21.0
## CV residual -63.4 -76.2 -73.6 -74.9 -45.3 -69.4 -74.4 -72.4 -80.4 -79.7 -68.4
## 2711 2718 2721 2722 2730 2733 2734 2735 2736 2740 2741
## Predicted 96.6 91.3 106.3 105.5 87.9 84.07 82.097 80.81 78.5 71.7 71.1
## cvpred 97.1 91.7 106.5 105.8 88.1 84.32 82.361 81.06 78.7 72.0 71.4
## pm2.5 39.0 73.0 90.0 86.0 103.0 78.00 83.000 89.00 93.0 92.0 106.0
## CV residual -58.1 -18.7 -16.5 -19.8 14.9 -6.32 0.639 7.94 14.3 20.0 34.6
## 2745 2748 2750 2754 2757 2761 2768 2772 2773 2777 2779
## Predicted 65.4 58.9 51.8 105.0 112.1 108.1 86.6 101.4 100.9 94.5 97.9
## cvpred 65.7 59.3 52.2 105.1 112.2 108.3 87.2 101.9 101.4 95.0 98.3
## pm2.5 141.0 134.0 128.0 22.0 16.0 10.0 6.0 11.0 18.0 24.0 10.0
## CV residual 75.3 74.7 75.8 -83.1 -96.2 -98.3 -81.2 -90.9 -83.4 -71.0 -88.3
## 2785 2788 2789 2793 2797 2799 2800 2804 2806 2807 2809
## Predicted 70.2 59.1 58.6 52.6 46.62 44.05 39.8 23.43 20.15 18.17 12.3
## cvpred 71.0 60.1 59.5 53.5 47.43 44.82 40.6 24.47 21.15 19.18 13.4
## pm2.5 13.0 17.0 18.0 27.0 50.00 47.00 30.0 17.00 14.00 14.00 24.0
## CV residual -58.0 -43.1 -41.5 -26.5 2.57 2.18 -10.6 -7.47 -7.15 -5.18 10.6
## 2810 2813 2817 2820 2823 2824 2829 2832 2833 2836 2838
## Predicted 11.1 1.33 -10.29 -22.5 -37.7 -43.3 -63.3 -71.0 -72.2 101.8 98.2
## cvpred 12.1 2.42 -9.11 -21.2 -36.4 -41.9 -61.9 -69.6 -70.9 102.3 98.7
## pm2.5 27.0 11.00 14.00 19.0 15.0 11.0 16.0 15.0 18.0 18.0 19.0
## CV residual 14.9 8.58 23.11 40.2 51.4 52.9 77.9 84.6 88.9 -84.3 -79.7
## 2839 2843 2846 2848 2849 2851 2853 2854 2859 2861 2866
## Predicted 97.6 82.3 68.9 57.8 54.5 44.9 41.4 40.8 32.71 28.4 16.51
## cvpred 98.1 82.9 69.6 58.5 55.3 45.7 42.1 41.6 33.47 29.2 17.47
## pm2.5 17.0 17.0 17.0 19.0 17.0 27.0 18.0 19.0 24.00 40.0 21.00
## CV residual -81.1 -65.9 -52.6 -39.5 -38.3 -18.7 -24.1 -22.6 -9.47 10.8 3.53
## 2867 2869 2875 2878 2879 2886 2892 2896 2897 2899 2900
## Predicted 14.53 8.85 100.2 93.6 90.4 107.6 105.9 100.0 96.5 90.7 88.4
## cvpred 15.51 9.91 100.7 94.0 90.8 107.9 106.2 100.4 96.8 91.1 88.8
## pm2.5 20.00 19.00 23.0 39.0 45.0 97.0 70.0 52.0 48.0 31.0 37.0
## CV residual 4.49 9.09 -77.7 -55.0 -45.8 -10.9 -36.2 -48.4 -48.8 -60.1 -51.8
## 2901 2905 2908 2911 2914 2919 2920 2927 2928 2935 2936
## Predicted 86.1 82.35 81.7 112.8 112.4 101.9 101.4 100 100.1 105.4 109.7
## cvpred 86.5 82.67 82.0 112.8 112.4 102.4 101.8 101 100.6 105.8 109.8
## pm2.5 63.0 75.00 93.0 127.0 151.0 65.0 57.0 32 24.0 64.0 80.0
## CV residual -23.5 -7.67 11.0 14.2 38.6 -37.4 -44.8 -69 -76.6 -41.8 -29.8
## 2937 2943 2944 2945 2947 2948 2954 2955 2956 2960
## Predicted 104.2 105.0 103.8 110.5 110.4 108.8 111.4 112.82 112.257 113.15
## cvpred 104.5 105.1 103.9 110.6 110.5 108.9 111.5 112.82 112.227 113.12
## pm2.5 53.0 146.0 150.0 150.0 142.0 138.0 114.0 111.00 113.000 118.00
## CV residual -51.5 40.9 46.1 39.4 31.5 29.1 2.5 -1.82 0.773 4.88
## 2962 2965 2967 2971 2972 2976 2977 2980 2991 2993 2999
## Predicted 111.8 111.1 113.07 107.3 107 100.1 98.1 93.5 103.0 92.3 56.5
## cvpred 111.8 111.1 112.95 107.1 106 99.9 98.0 93.4 103.1 92.5 57.0
## pm2.5 118.0 135.0 118.00 172.0 208 154.0 165.0 181.0 32.0 9.0 12.0
## CV residual 6.2 23.9 5.05 64.9 102 54.1 67.0 87.6 -71.1 -83.5 -45.0
## 3002 3008 3017 3019 3021 3024 3027 3033 3034 3038 3039
## Predicted 45.4 100.3 74.5 68.0 106.4 97.8 96.1 111.8 111.1 96.2 89.7
## cvpred 46.0 100.6 75.0 68.5 106.6 98.2 96.3 111.8 111.1 96.6 90.1
## pm2.5 9.0 17.0 16.0 18.0 32.0 41.0 52.0 81.0 85.0 228.0 204.0
## CV residual -37.0 -83.6 -59.0 -50.5 -74.6 -57.2 -44.3 -30.8 -26.1 131.4 113.9
## 3042 3043 3047 3048 3055 3059 3060 3065 3067 3070 3075
## Predicted 78.9 76.0 72.7 71.1 111.8 111.7 111.1 102.30 98.4 92.1 113.64
## cvpred 79.4 76.5 73.2 71.6 111.8 111.7 111.1 102.41 98.5 92.4 113.54
## pm2.5 130.0 115.0 38.0 48.0 140.0 203.0 202.0 110.00 132.0 148.0 122.00
## CV residual 50.6 38.5 -35.2 -23.6 28.2 91.3 90.9 7.59 33.5 55.6 8.46
## 3078 3079 3081 3082 3083 3084 3086 3094 3097 3101 3102
## Predicted 103 97.93 87.1 82.6 79.0 77.4 67.6 88.6 104 109.0 109.4
## cvpred 103 98.17 87.5 83.1 79.5 77.8 68.2 89.1 104 109.1 109.5
## pm2.5 294 100.00 32.0 19.0 18.0 14.0 27.0 108.0 132 46.0 50.0
## CV residual 191 1.83 -55.5 -64.1 -61.5 -63.8 -41.2 18.9 28 -63.1 -59.5
## 3104 3105 3106 3107 3110 3112 3116 3118 3121 3123 3126
## Predicted 110.4 109.7 108.3 100.0 84.9 75.5 60.6 54.5 44.5 39.6 34.8
## cvpred 110.5 109.8 108.5 100.5 85.4 76.0 61.1 55.1 45.1 40.3 35.4
## pm2.5 55.0 50.0 55.0 45.0 62.0 28.0 15.0 20.0 10.0 7.0 5.0
## CV residual -55.5 -59.8 -53.5 -55.5 -23.4 -48.0 -46.1 -35.1 -35.1 -33.3 -30.4
## 3129 3131 3134 3137 3139 3141 3143 3147 3148 3159 3160
## Predicted 107.1 108.3 104.4 108.3 108.3 108.7 107.4 103.4 102.1 108.4 108
## cvpred 107.3 108.5 104.6 108.5 108.5 108.8 107.6 103.5 102.3 108.6 108
## pm2.5 10.0 12.0 16.0 11.0 20.0 24.0 35.0 40.0 37.0 40.0 43
## CV residual -97.3 -96.5 -88.6 -97.5 -88.5 -84.8 -72.6 -63.5 -65.3 -68.6 -65
## 3171 3175 3177 3183 3186 3187 3190 3200 3201 3202 3208
## Predicted 110.8 110.8 111.1 107 104.1 102.8 97.0 108.7 107.47 107.4 113.2
## cvpred 110.8 110.8 111.1 107 104.2 102.9 97.2 108.8 107.52 107.5 113.1
## pm2.5 60.0 72.0 83.0 41 68.0 78.0 64.0 123.0 117.00 130.0 140.0
## CV residual -50.8 -38.8 -28.1 -66 -36.2 -24.9 -33.2 14.2 9.48 22.5 26.9
## 3209 3210 3211 3213 3216 3217 3221 3226 3228 3230 3231
## Predicted 112.6 112.6 112 114.9 116.3 116 113 110.6 115.6 114.0 113.8
## cvpred 112.6 112.6 112 114.7 116.1 116 113 110.5 115.4 113.8 113.8
## pm2.5 159.0 158.0 168 181.0 216.0 219 238 203.0 185.0 162.0 185.0
## CV residual 46.4 45.4 56 66.3 99.9 103 125 92.5 69.6 48.2 71.2
## 3232 3234 3239 3242 3245 3251 3253 3256 3257 3261 3262
## Predicted 114.2 111.7 105.78 102.19 99 93.2 91.2 86.36 83.7 79.2 78.5
## cvpred 114.1 111.6 105.75 102.19 99 93.2 91.2 86.38 83.8 79.2 78.5
## pm2.5 188.0 142.0 114.00 105.00 121 163.0 137.0 81.00 56.0 69.0 47.0
## CV residual 73.9 30.4 8.25 2.81 22 69.8 45.8 -5.38 -27.8 -10.2 -31.5
## 3263 3270 3272 3274 3277 3285 3291 3297 3300 3302 3303
## Predicted 77.0 115.6 114.9 114.5 112.5 113 105.0 102.6 94.9 87.1 109
## cvpred 77.1 115.4 114.7 114.4 112.4 113 104.9 102.5 95.0 87.3 109
## pm2.5 48.0 50.0 48.0 77.0 75.0 83 94.0 17.0 37.0 72.0 64
## CV residual -29.1 -65.4 -66.7 -37.4 -37.4 -30 -10.9 -85.5 -58.0 -15.3 -45
## 3305 3306 3312 3317 3319 3320 3322 3326 3330 3331 3332
## Predicted 113.6 114.0 111.1 112.5 113.5 113.5 108.8 103.0 86.4 82.9 80.7
## cvpred 113.5 113.9 111.1 112.5 113.5 113.5 108.9 103.3 86.9 83.4 81.2
## pm2.5 54.0 29.0 58.0 27.0 34.0 34.0 50.0 29.0 21.0 19.0 21.0
## CV residual -59.5 -84.9 -53.1 -85.5 -79.5 -79.5 -58.9 -74.3 -65.9 -64.4 -60.2
## 3336 3338 3342 3345 3346 3348 3350 3352 3355 3364 3366
## Predicted 104.5 109.8 112.465 111.8 111.1 112.1 108.1 101.4 94.5 91.6 115
## cvpred 104.8 109.9 112.463 111.8 111.1 112.1 108.2 101.7 94.8 91.7 115
## pm2.5 44.0 65.0 113.000 75.0 65.0 53.0 58.0 36.0 37.0 106.0 90
## CV residual -60.8 -44.9 0.537 -36.8 -46.1 -59.1 -50.2 -65.7 -57.8 14.3 -25
## 3371 3377 3378 3379 3383 3384 3386 3389 3392 3393 3394
## Predicted 113.5 104.8 103.3 103.5 114.5 115 114.9 113.5 111.8 114.9 115.2
## cvpred 113.4 104.8 103.4 103.5 114.4 115 114.8 113.4 111.8 114.8 115.1
## pm2.5 129.0 86.0 77.0 82.0 197.0 234 214.0 163.0 131.0 157.0 178.0
## CV residual 15.6 -18.8 -26.4 -21.5 82.6 119 99.2 49.6 19.2 42.2 62.9
## 3395 3400 3401 3402 3406 3409 3411 3412 3413 3414 3417
## Predicted 115.6 111.36 110.4 109.5 102.9 114.2 115.6 114.9 114.5 113.1 112.7
## cvpred 115.4 111.33 110.3 109.4 102.9 114.1 115.4 114.7 114.4 113.1 112.6
## pm2.5 187.0 108.00 121.0 127.0 123.0 149.0 155.0 150.0 155.0 176.0 139.0
## CV residual 71.6 -3.33 10.7 17.6 20.1 34.9 39.6 35.3 40.6 62.9 26.4
## 3418 3419 3423 3425 3427 3428 3429 3430 3434 3435 3443
## Predicted 111.3 110.8 108.12 107.6 108 110.6 109.3 107.0 113.8 114.9 101.8
## cvpred 111.3 110.7 108.28 107.9 108 110.5 109.2 106.9 113.8 114.8 101.9
## pm2.5 140.0 139.0 104.00 63.0 79 72.0 165.0 149.0 78.0 78.0 30.0
## CV residual 28.7 28.3 -4.28 -44.9 -29 -38.5 55.8 42.1 -35.8 -36.8 -71.9
## 3444 3445 3449 3452 3453 3455 3458 3462 3467 3470 3473
## Predicted 99.4 96.2 87.4 82.6 110.4 106.2 104 102.1 106.3 110 109.0
## cvpred 99.6 96.3 87.6 82.8 110.5 106.4 104 102.3 106.4 110 109.2
## pm2.5 31.0 24.0 28.0 30.0 44.0 28.0 24 14.0 33.0 28 27.0
## CV residual -68.6 -72.3 -59.6 -52.8 -66.5 -78.4 -80 -88.3 -73.4 -82 -82.2
## 3476 3482 3483 3486 3492 3493 3497 3500 3502 3508
## Predicted 107.6 112.82 113.84 115.2 107.93 106.0 97.7 93.6 90.7 115.6
## cvpred 107.7 112.82 113.78 115.1 107.89 105.9 97.8 93.6 90.7 115.4
## pm2.5 33.0 105.00 104.00 86.0 115.00 80.0 63.0 48.0 48.0 92.0
## CV residual -74.7 -7.82 -9.78 -29.1 7.11 -25.9 -34.8 -45.6 -42.7 -23.4
## 3511 3513 3517 3518 3519 3529 3530 3534 3537 3539 3543
## Predicted 115.6 115.88 116.6 116.2 117.3 117.6 117.0 117.3 115.5 114 116.597
## cvpred 115.4 115.69 116.4 116.1 117.1 117.4 116.8 117.1 115.3 114 116.405
## pm2.5 80.0 108.00 84.0 85.0 83.0 90.0 89.0 94.0 127.0 157 117.000
## CV residual -35.4 -7.69 -32.4 -31.1 -34.1 -27.4 -27.8 -23.1 11.7 43 0.595
## 3544 3546 3549 3550 3551 3552 3555 3557 3561 3567 3570
## Predicted 115.70 117.8 117.6 117.3 116.0 114.8 117.3 116 117 105.6 100.4
## cvpred 115.52 117.5 117.4 117.1 115.8 114.6 117.1 116 117 105.7 100.5
## pm2.5 111.00 107.0 206.0 193.0 186.0 168.0 174.0 219 251 65.0 20.0
## CV residual -4.52 -10.5 88.6 75.9 70.2 53.4 56.9 103 134 -40.7 -80.5
## 3576 3585 3589 3590 3592 3598 3602 3603 3605 3610 3616
## Predicted 110.5 111.3 112.3 111.9 112.9 117.0 113.0 111.6 110 116.6 110.3
## cvpred 110.5 111.3 112.2 111.9 112.8 116.8 112.8 111.5 110 116.4 110.3
## pm2.5 71.0 18.0 41.0 26.0 37.0 65.0 69.0 59.0 88 103.0 39.0
## CV residual -39.5 -93.3 -71.2 -85.9 -75.8 -51.8 -43.8 -52.5 -22 -13.4 -71.3
## 3617 3618 3622 3623 3626 3627 3633 3634 3646 3668 3670
## Predicted 113.3 112.4 116.0 113.4 115.6 115.22 115.6 115 115.1 111.99 116.6
## cvpred 113.2 112.3 115.8 113.2 115.4 115.09 115.4 115 114.9 111.88 116.4
## pm2.5 45.0 99.0 60.0 132.0 177.0 112.00 98.0 87 92.0 119.00 129.0
## CV residual -68.2 -13.3 -55.8 18.8 61.6 -3.09 -17.4 -28 -22.9 7.12 12.6
## 3671 3674 3677 3682 3695 3702 3704 3782 3784 3785 3837
## Predicted 116.2 115.5 112.7 114.9 105.9 114.9 115.9 112.7 106.67 104.70 107.5
## cvpred 116.1 115.3 112.6 114.7 105.9 114.8 115.8 112.6 106.64 104.68 107.5
## pm2.5 141.0 154.0 133.0 127.0 81.0 89.0 95.0 129.0 112.00 109.00 40.0
## CV residual 24.9 38.7 20.4 12.3 -24.9 -25.8 -20.8 16.4 5.36 4.32 -67.5
## 3839 3840 3843 3845 3851 3853 3857 3860 3862 3865 3869
## Predicted 105.6 115.6 113.5 115.6 109.9 107.6 114 110.0 108.5 107.8 117.0
## cvpred 105.5 115.4 113.4 115.4 109.8 107.4 114 109.8 108.4 107.6 116.8
## pm2.5 51.0 42.0 43.0 63.0 39.0 34.0 35 77.0 58.0 88.0 78.0
## CV residual -54.5 -73.4 -70.4 -52.4 -70.8 -73.4 -79 -32.8 -50.4 -19.6 -38.8
## 3873 3875 3878 3879 3880 3881 3885 3887 3891 3894 3896
## Predicted 115.9 116.6 116.6 116.6 115.3 114.6 110.5 109.4 116.9 114.4 112.4
## cvpred 115.7 116.4 116.4 116.4 115.2 114.4 110.3 109.2 116.7 114.2 112.2
## pm2.5 78.0 74.0 92.0 100.0 95.0 98.0 93.0 94.0 160.0 97.0 90.0
## CV residual -37.7 -42.4 -24.4 -16.4 -20.2 -16.4 -17.3 -15.2 43.3 -17.2 -22.2
## 3902 3903 3904 3906 3913 3915 3917 3924 3929 3932 3934
## Predicted 116.06 117.29 115.7 114.22 116 115.8 112 105.4 100.9 114.1 115.8
## cvpred 115.87 117.06 115.5 113.98 116 115.5 112 105.2 100.7 113.9 115.6
## pm2.5 115.00 111.00 84.0 104.00 13 23.0 126 154.0 174.0 198.0 35.0
## CV residual -0.87 -6.06 -31.5 -9.98 -103 -92.5 14 48.8 73.3 84.1 -80.6
## 3936 3938 3939 3941 3949 3950 3951 3952 3954 3955 3956
## Predicted 119.0 117 118.3 116.7 118.0 118.0 118.1 116.5 113.6 112.4 111.1
## cvpred 118.7 117 118.1 116.5 117.7 117.7 117.8 116.2 113.3 112.1 110.8
## pm2.5 38.0 68 63.0 63.0 65.0 68.0 67.0 77.0 85.0 95.0 100.0
## CV residual -80.7 -49 -55.1 -53.5 -52.7 -49.7 -50.8 -39.2 -28.3 -17.1 -10.8
## 3957 3960 3963 3967 3968 3970 3971 3972 3975 3977 3980
## Predicted 110.19 108.0 120.0 119 119.7 119 120.40 120.0 119.72 115 119.026
## cvpred 109.89 107.7 119.7 119 119.4 119 120.05 119.7 119.39 115 118.737
## pm2.5 118.00 139.0 216.0 159 196.0 150 128.00 139.0 117.00 75 118.000
## CV residual 8.11 31.3 96.3 40 76.6 31 7.95 19.3 -2.39 -40 -0.737
## 3986 3988 3990 3991 3994 3998 4000 4001 4002 4021 4023
## Predicted 120.0 121.1 119 118.8 118.1 118.10 114.8 112.2 111 118.0 118.0
## cvpred 119.7 120.7 119 118.5 117.8 117.79 114.5 111.9 111 117.7 117.7
## pm2.5 139.0 149.0 155 86.0 63.0 120.00 130.0 133.0 139 19.0 21.0
## CV residual 19.3 28.3 36 -32.5 -54.8 2.21 15.5 21.1 28 -98.7 -96.7
## 4035 4036 4037 4040 4043 4044 4051 4057 4060 4061 4062
## Predicted 118.3 117.3 118.3 116.7 118.0 118.3 115.2 117.6 118.3 117.6 117.6
## cvpred 118.1 117.1 118.1 116.5 117.7 118.1 114.9 117.4 118.1 117.4 117.4
## pm2.5 58.0 57.0 39.0 44.0 74.0 93.0 95.0 70.0 96.0 98.0 96.0
## CV residual -60.1 -60.1 -79.1 -72.5 -43.7 -25.1 -19.9 -47.4 -22.1 -19.4 -21.4
## 4063 4067 4072 4074 4075 4076 4077 4079 4080 4082 4088
## Predicted 118.2 119.03 116.7 113.4 112.2 112.2 112.1 120.74 120 120.4 113
## cvpred 117.9 118.74 116.4 113.2 111.9 111.8 111.8 120.35 120 120.1 113
## pm2.5 90.0 120.00 99.0 80.0 78.0 83.0 92.0 116.00 117 202.0 99
## CV residual -27.9 1.26 -17.4 -33.2 -33.9 -28.8 -19.8 -4.35 -3 81.9 -14
## 4097 4101 4106 4108 4115 4116 4130 4134 4135 4163 4166
## Predicted 112 110.1 99.9 115.9 115 116.6 119.35 119 120.58 110.7 109.4
## cvpred 112 109.9 99.8 115.8 115 116.4 119.04 119 120.23 110.7 109.4
## pm2.5 10 71.0 62.0 63.0 64 86.0 117.00 140 122.00 136.0 42.0
## CV residual -102 -38.9 -37.8 -52.8 -51 -30.4 -2.04 21 1.77 25.3 -67.4
## 4168 4171 4176 4177 4178 4183 4187 4191 4195 4199 4204
## Predicted 106.2 102.7 110 109.5 109.5 117.8 115.2 108.8 112.9 111.2 114.4
## cvpred 106.2 102.7 110 109.4 109.4 117.6 115.1 108.8 112.9 111.1 114.3
## pm2.5 35.0 55.0 69 54.0 78.0 100.0 104.0 49.0 57.0 83.0 214.0
## CV residual -71.2 -47.7 -41 -55.4 -31.4 -17.6 -11.1 -59.8 -55.9 -28.1 99.7
## 4205 4206 4208 4211 4213 4214 4215 4216 4217 4221
## Predicted 117.8 117.6 118.2 116.6 115.9 114.5 116.06 113.76 112.15 109.0
## cvpred 117.6 117.4 117.9 116.3 115.7 114.3 115.87 113.61 112.01 108.9
## pm2.5 188.0 165.0 149.0 151.0 166.0 136.0 116.00 118.00 107.00 131.0
## CV residual 70.4 47.6 31.1 34.7 50.3 21.7 0.13 4.39 -5.01 22.1
## 4225 4226 4229 4230 4231 4234 4240 4241 4250 4253 4257
## Predicted 118.3 118.0 117 116 116 118.0 117.4 115.5 103.03 101.6 115.9
## cvpred 118.1 117.7 117 116 116 117.7 117.2 115.3 102.96 101.5 115.8
## pm2.5 190.0 207.0 252 238 224 209.0 152.0 149.0 97.00 80.0 133.0
## CV residual 71.9 89.3 135 122 108 91.3 34.8 33.7 -5.96 -21.5 17.2
## 4259 4260 4262 4263 4265 4270 4276 4280 4286 4287 4291
## Predicted 117.6 115.6 116.6 116.06 112.8 117.41 119.7 117.5 116.9 115 109.9
## cvpred 117.4 115.4 116.4 115.87 112.6 117.13 119.4 117.2 116.6 115 109.6
## pm2.5 153.0 139.0 120.0 118.00 111.0 121.00 140.0 112.0 153.0 164 189.0
## CV residual 35.6 23.6 3.6 2.13 -1.6 3.87 20.6 -5.2 36.4 49 79.4
## 4298 4305 4306 4309 4310 4311 4319 4320 4321 4324 4329
## Predicted 104 120.0 119.7 118.1 116.9 115.6 121.1 119.1 117.9 115.7 120.0
## cvpred 104 119.7 119.3 117.8 116.6 115.3 120.7 118.8 117.6 115.4 119.7
## pm2.5 228 201.0 211.0 172.0 134.0 153.0 153.0 170.0 188.0 154.0 205.0
## CV residual 124 81.3 91.7 54.2 17.4 37.7 32.3 51.2 70.4 38.6 85.3
## 4336 4337 4339 4343 4346 4347 4348 4349 4354 4362 4368
## Predicted 117.5 115.6 114.8 113.0 120.0 120.0 119 119 120.0 117.2 118.1
## cvpred 117.2 115.3 114.5 112.7 119.6 119.6 119 118 119.6 116.9 117.8
## pm2.5 150.0 159.0 174.0 203.0 198.0 203.0 241 239 154.0 28.0 37.0
## CV residual 32.8 43.7 59.5 90.3 78.4 83.4 122 121 34.4 -88.9 -80.8
## 4375 4376 4377 4382 4384 4386 4388 4394 4399 4400 4401
## Predicted 108.1 108.0 105.7 114.8 115 112.6 116.0 120.4 120.4 120.7 121.1
## cvpred 107.8 107.7 105.5 114.6 115 112.5 115.8 120.1 120.1 120.4 120.7
## pm2.5 11.0 17.0 20.0 17.0 12 14.0 31.0 43.0 55.0 50.0 73.0
## CV residual -96.8 -90.7 -85.5 -97.6 -103 -98.5 -84.8 -77.1 -65.1 -70.4 -47.7
## 4408 4414 4415 4418 4420 4421 4423 4426 4430 4432 4435
## Predicted 114 109.3 110.0 121.1 120.7 120.4 121.1 118.4 115.4 115.4 111.7
## cvpred 114 109.1 109.7 120.7 120.4 120.1 120.7 118.1 115.2 115.2 111.5
## pm2.5 85 67.0 54.0 94.0 153.0 168.0 145.0 103.0 58.0 43.0 51.0
## CV residual -29 -42.1 -55.7 -26.7 32.6 47.9 24.3 -15.1 -57.2 -72.2 -60.5
## 4436 4437 4438 4439 4444 4445 4447 4448 4449 4452 4456
## Predicted 111.9 111 111 110.5 121.1 119.69 116.8 112.1 109 112.5 102.4
## cvpred 111.6 111 111 110.2 120.7 119.34 116.5 111.9 109 112.5 102.5
## pm2.5 60.0 61 66 77.0 132.0 114.00 78.0 59.0 35 15.0 10.0
## CV residual -51.6 -50 -45 -33.2 11.3 -5.34 -38.5 -52.9 -74 -97.5 -92.5
## 4462 4470 4473 4474 4478 4479 4485 4489 4490 4491 4492
## Predicted 95.8 114.9 109.7 111.2 108 111 101.8 95.1 93.2 116.3 115.9
## cvpred 95.9 114.8 109.7 111.3 109 111 101.8 95.0 93.1 116.1 115.8
## pm2.5 34.0 28.0 21.0 27.0 3 9 36.0 47.0 24.0 29.0 35.0
## CV residual -61.9 -86.8 -88.7 -84.3 -106 -102 -65.8 -48.0 -69.1 -87.1 -80.8
## 4494 4497 4507 4513 4516 4517 4518 4524 4525 4526 4527
## Predicted 117.0 115.3 118.7 113.7 110.1 109.4 118.3 114 114.5 113.1 113.8
## cvpred 116.8 115.2 118.4 113.4 109.9 109.2 118.1 114 114.4 113.1 113.8
## pm2.5 52.0 49.0 68.0 52.0 50.0 52.0 52.0 49 31.0 28.0 21.0
## CV residual -64.8 -66.2 -50.4 -61.4 -59.9 -57.2 -66.1 -65 -83.4 -85.1 -92.8
## 4535 4538 4539 4542 4543 4544 4546 4549 4550 4552 4553
## Predicted 111.3 104.7 103 118.3 118.7 117.6 116.7 113 112.7 111.98 111.9
## cvpred 111.1 104.6 103 118.1 118.4 117.4 116.5 113 112.4 111.67 111.6
## pm2.5 70.0 86.0 81 69.0 79.0 84.0 86.0 90 97.0 119.00 123.0
## CV residual -41.1 -18.6 -22 -49.1 -39.4 -33.4 -30.5 -23 -15.4 7.33 11.4
## 4556 4558 4560 4561 4564 4566 4569 4570 4571 4573 4574
## Predicted 119.1 120.4 119.7 120.0 119 118.1 113.6 112.9 112 111.1 109.64
## cvpred 118.7 120.1 119.4 119.7 119 117.7 113.3 112.6 112 110.7 109.35
## pm2.5 83.0 91.0 58.0 31.0 68 88.0 98.0 84.0 79 100.0 116.00
## CV residual -35.7 -29.1 -61.4 -88.7 -51 -29.7 -15.3 -28.6 -33 -10.7 6.65
## 4576 4577 4578 4579 4585 4587 4593 4595 4596 4600 4603
## Predicted 121.1 120.7 119.5 117.5 109.0 107.523 102.8 101.4 100.7 121.1 121
## cvpred 120.7 120.4 119.1 117.2 108.7 107.264 102.6 101.1 100.4 120.7 121
## pm2.5 92.0 72.0 83.0 88.0 77.0 107.000 168.0 181.0 164.0 186.0 220
## CV residual -28.7 -48.4 -36.1 -29.2 -31.7 -0.264 65.4 79.9 63.6 65.3 99
## 4604 4607 4610 4611 4613 4615 4616 4619 4620 4629 4633
## Predicted 121 120.2 117.4 119.7 120.4 119.7 120.0 117.9 121.09 121.1 121.1
## cvpred 121 119.8 117.1 119.4 120.1 119.3 119.7 117.6 120.71 120.7 120.7
## pm2.5 193 211.0 60.0 42.0 45.0 87.0 92.0 86.0 111.00 181.0 189.0
## CV residual 72 91.2 -57.1 -77.4 -75.1 -32.3 -27.7 -31.6 -9.71 60.3 68.3
## 4636 4639 4643 4648 4650 4652 4653 4655 4663 4666
## Predicted 119 121.1 121 117.7 115.18 112.31 110.3654 121.09 121.78 121.43
## cvpred 119 120.7 121 117.3 114.82 111.97 110.0638 120.71 121.37 121.01
## pm2.5 206 51.0 85 96.0 110.00 121.00 110.0000 117.00 118.00 120.00
## CV residual 87 -69.7 -36 -21.3 -4.82 9.03 -0.0638 -3.71 -3.37 -1.01
## 4669 4670 4672 4674 4677 4679 4680 4681 4684 4687 4688
## Predicted 120.7 120.70 118.0 117.0 121.8 121.8 121 121.1 121.42 121.1 120.7
## cvpred 120.4 120.29 117.7 116.6 121.4 121.4 121 120.7 121.01 120.7 120.4
## pm2.5 161.0 116.00 131.0 102.0 150.0 174.0 161 168.0 126.00 167.0 163.0
## CV residual 40.6 -4.29 13.3 -14.6 28.6 52.6 40 47.3 4.99 46.3 42.6
## 4691 4692 4697 4698 4700 4704 4709 4712 4724 4730 4737 4740
## Predicted 120.7 120.0 121.1 120.9 118 121 121 120 113.7 120.7 122.1 119.3
## cvpred 120.3 119.6 120.7 120.5 118 120 121 120 113.3 120.4 121.7 118.9
## pm2.5 216.0 193.0 211.0 183.0 262 266 225 231 161.0 57.0 100.0 172.0
## CV residual 95.7 73.4 90.3 62.5 144 146 104 111 47.7 -63.4 -21.7 53.1
## 4742 4745 4748 4749 4752 4753 4757 4761 4767 4768 4770
## Predicted 122.1 118.0 113.6 112.8 110 110 103.4 121.1 119.6 118.35 115.1
## cvpred 121.7 117.6 113.2 112.5 110 109 103.2 120.7 119.2 117.92 114.7
## pm2.5 176.0 98.0 130.0 111.0 176 219 140.0 83.0 158.0 122.00 164.0
## CV residual 54.3 -19.6 16.8 -1.5 66 110 36.8 -37.7 38.8 4.08 49.3
## 4773 4778 4782 4785 4786 4787 4793 4796 4803 4812 4816
## Predicted 111.9 106.0 103 101 99.9 99.1 119.1 120.7 119 110.6 118.3
## cvpred 111.4 105.6 102 100 99.5 98.8 118.8 120.4 119 110.3 117.9
## pm2.5 148.0 161.0 275 241 232.0 246.0 78.0 56.0 53 34.0 47.0
## CV residual 36.6 55.4 173 141 132.5 147.2 -40.8 -64.4 -66 -76.3 -70.9
## 4818 4824 4841 4842 4844 4845 4849 4850 4851 4852 4854
## Predicted 114.3 108.0 115.7 114.1 111.2 110.0 121.1 120.7 120.0 119.27 117.3
## cvpred 113.9 107.7 115.3 113.7 110.8 109.6 120.7 120.3 119.6 118.87 116.9
## pm2.5 36.0 34.0 42.0 53.0 62.0 70.0 67.0 73.0 91.0 121.00 202.0
## CV residual -77.9 -73.7 -73.3 -60.7 -48.8 -39.6 -53.7 -47.3 -28.6 2.13 85.1
## 4856 4857 4863 4865 4866 4871 4874 4878 4882 4886 4887 4888
## Predicted 122 122 122.2 119.0 117.1 113.3 110 123 122 122.2 118.9 116.91
## cvpred 122 122 121.7 118.6 116.7 112.8 110 123 121 121.7 118.5 116.49
## pm2.5 227 227 153.0 130.0 137.0 170.0 207 233 222 154.0 144.0 122.00
## CV residual 105 105 31.3 11.4 20.3 57.2 97 110 101 32.3 25.5 5.51
## 4895 4896 4899 4902 4903 4906 4914 4915 4917 4921
## Predicted 106.34 105.084 102.9 101.1 123.16 122.05 111.1 110.2 108.9 106.9
## cvpred 105.97 104.725 102.6 100.8 122.68 121.55 110.8 109.8 108.5 106.5
## pm2.5 101.00 105.000 85.0 114.0 116.00 125.00 60.0 64.0 81.0 165.0
## CV residual -4.97 0.275 -17.6 13.2 -6.68 3.45 -50.8 -45.8 -27.5 58.5
## 4926 4928 4930 4933 4936 4940 4941 4947 4948 4950 4952 4956
## Predicted 101 122.8 123 122.1 118.0 110.1 108.8 105.6 122 122.8 122.8 123
## cvpred 101 122.3 122 121.6 117.5 109.7 108.5 105.2 122 122.3 122.3 122
## pm2.5 201 204.0 231 137.0 96.0 125.0 131.0 173.0 186 211.0 215.0 245
## CV residual 100 81.7 109 15.4 -21.5 15.3 22.5 67.8 64 88.7 92.7 123
## 4965 4966 4968 4969 4972 4975 4976 4978 4983 4984 4985 4986
## Predicted 124.2 125 123.5 122.1 119 117 118 123.9 113.7 111 109.7 107.1
## cvpred 123.6 124 122.9 121.6 119 117 117 123.3 113.3 111 109.4 106.7
## pm2.5 196.0 171 174.0 178.0 220 224 243 210.0 189.0 173 171.0 161.0
## CV residual 72.4 47 51.1 56.4 101 107 126 86.7 75.7 62 61.6 54.3
## 4987 4989 4997 5000 5001 5002 5005 5008 5014 5015 5024
## Predicted 105.8 103.8 94.8 92.7 91.4 91.4 87.7 118.9 112 112.4 103.8
## cvpred 105.4 103.5 94.5 92.4 91.1 91.1 87.4 118.5 112 111.9 103.4
## pm2.5 148.0 130.0 154.0 198.0 179.0 180.0 181.0 198.0 169 172.0 155.0
## CV residual 42.6 26.5 59.5 105.6 87.9 88.9 93.6 79.5 57 60.1 51.6
## 5028 5034 5038 5039 5041 5045 5049 5050 5051 5052 5054 5055
## Predicted 122.9 125 126 125 121 114 123.9 123.9 123.9 124 125 124.2
## cvpred 122.4 124 125 125 121 113 123.3 123.3 123.3 123 124 123.6
## pm2.5 192.0 244 276 246 246 216 206.0 215.0 204.0 229 227 192.0
## CV residual 69.6 120 151 121 125 103 82.7 91.7 80.7 106 103 68.4
## 5056 5058 5062 5063 5065 5068 5069 5074 5075 5076 5077 5081
## Predicted 123 122 125 124.2 125 125 124.2 125 121 118.9 117.2 103.4
## cvpred 123 121 124 123.6 124 124 123.6 125 121 118.5 116.8 103.2
## pm2.5 240 302 165 170.0 185 201 208.0 281 306 182.0 46.0 21.0
## CV residual 117 181 41 46.4 61 77 84.4 156 185 63.5 -70.8 -82.2
## 5091 5095 5097 5098 5101 5102 5107 5108 5109 5111 5123
## Predicted 118.9 122.0 121 120.7 116.9 115.0 107.3 107.4 106.7 106.7 116.909
## cvpred 118.5 121.5 121 120.4 116.7 114.9 107.2 107.3 106.5 106.4 116.659
## pm2.5 35.0 33.0 53 57.0 47.0 49.0 25.0 28.0 23.0 66.0 117.000
## CV residual -83.5 -88.5 -68 -63.4 -69.7 -65.9 -82.2 -79.3 -83.5 -40.4 0.341
## 5125 5126 5129 5132 5137 5138 5139 5140 5141 5145 5148
## Predicted 117.3 116.6 115.4 111.2 109.0 109.0 108.4 107.7 107.0 118.7 118.1
## cvpred 117.1 116.4 115.2 111.1 108.9 108.8 108.2 107.5 106.8 118.4 117.8
## pm2.5 100.0 71.0 36.0 41.0 74.0 71.0 83.0 94.0 85.0 142.0 166.0
## CV residual -17.1 -45.4 -79.2 -70.1 -34.9 -37.8 -25.2 -13.5 -21.8 23.6 48.2
## 5151 5153 5154 5163 5171 5175 5179 5182 5183 5186 5189
## Predicted 119.7 119 118.6 120.0 122.0 115.0 107.1 102 101.6 118.1 117.0
## cvpred 119.4 119 118.3 119.6 121.5 114.6 106.8 102 101.3 117.7 116.7
## pm2.5 139.0 165 174.0 199.0 205.0 69.0 33.0 41 37.0 36.0 31.0
## CV residual 19.6 46 55.7 79.4 83.5 -45.6 -73.8 -61 -64.3 -81.7 -85.7
## 5191 5195 5196 5199 5200 5201 5202 5206 5207 5213 5223
## Predicted 114.1 97.6 92.4 84.3 82.0 78.9 74.7 66.4 63.0 58.9 111.5
## cvpred 113.8 97.6 92.5 84.4 82.1 79.1 74.9 66.6 63.3 59.1 111.4
## pm2.5 32.0 23.0 15.0 11.0 13.0 16.0 24.0 12.0 12.0 16.0 18.0
## CV residual -81.8 -74.6 -77.5 -73.4 -69.1 -63.1 -50.9 -54.6 -51.3 -43.1 -93.4
## 5224 5227 5228 5232 5236 5238 5242 5243 5244 5245 5251
## Predicted 110.2 109.6 108.9 106.3 117.6 116.9 117.95 118.6 117 116.10 103.6
## cvpred 110.2 109.4 108.7 106.1 117.4 116.7 117.66 118.3 117 115.77 103.5
## pm2.5 18.0 19.0 18.0 48.0 85.0 79.0 108.00 105.0 106 106.00 38.0
## CV residual -92.2 -90.4 -90.7 -58.1 -32.4 -37.7 -9.66 -13.3 -11 -9.77 -65.5
## 5253 5255 5264 5266 5269 5270 5280 5281 5286 5288 5289
## Predicted 99.4 119.0 118.8 116.0 118.8 118.1 121.8 122.1 121 122.1 122
## cvpred 99.3 118.7 118.5 115.6 118.5 117.8 121.4 121.7 121 121.7 122
## pm2.5 42.0 38.0 56.0 57.0 75.0 81.0 221.0 221.0 231 211.0 255
## CV residual -57.3 -80.7 -62.5 -58.6 -43.5 -36.8 99.6 99.3 110 89.3 133
## 5290 5291 5292 5294 5296 5297 5299 5300 5301 5305 5306 5309 5317
## Predicted 121 121 122 121 119 117.5 115 114 122 122 122 120 116.3
## cvpred 120 120 122 120 118 117.1 115 113 122 122 122 119 116.1
## pm2.5 258 246 239 224 221 208.0 224 270 271 336 360 284 40.0
## CV residual 138 126 117 104 103 90.9 109 157 149 214 238 165 -76.1
## 5318 5321 5322 5323 5327 5333 5335 5338 5340 5342
## Predicted 118.1 116.28 115.0 113.7 110.8 119.96 117.8 115.83 113 110.1
## cvpred 117.8 115.95 114.6 113.4 110.4 119.52 117.4 115.42 113 109.7
## pm2.5 60.0 121.00 155.0 168.0 172.0 122.00 100.0 120.00 223 128.0
## CV residual -57.8 5.05 40.4 54.6 61.6 2.48 -17.4 4.58 110 18.3
## 5345 5350 5352 5354 5360 5362 5375 5376 5379 5380 5388
## Predicted 104.24 120.0 119 120.4 121.27 121.1 123.2 122.3 119.6 118.9 123
## cvpred 103.94 119.7 119 120.1 120.89 120.7 122.7 121.8 119.1 118.4 123
## pm2.5 96.00 76.0 70 81.0 115.00 110.0 96.0 111.0 88.0 79.0 174
## CV residual -7.94 -43.7 -49 -39.1 -5.89 -10.7 -26.7 -10.8 -31.1 -39.4 51
## 5389 5390 5391 5392 5393 5394 5395 5396 5466 5469 5471
## Predicted 122.8 123.9 123.0 121.3 119.7 119.0 117.8 117 110 105.3 103.8
## cvpred 122.3 123.3 122.4 120.8 119.2 118.5 117.3 116 110 105.2 103.6
## pm2.5 167.0 184.0 194.0 190.0 146.0 183.0 157.0 144 68 68.0 79.0
## CV residual 44.7 60.7 71.6 69.2 26.8 64.5 39.7 28 -42 -37.2 -24.6
## 5472 5479 5481 5485 5487 5492 5494 5496 5499 5501 5508
## Predicted 103.8 119 120.2 110.6 105.6 96.8 95.0 94.4 92.9 90.4 122
## cvpred 103.6 119 119.8 110.4 105.5 96.6 94.8 94.1 92.7 90.2 122
## pm2.5 68.0 158 166.0 173.0 125.0 152.0 145.0 171.0 300.0 281.0 230
## CV residual -35.6 39 46.2 62.6 19.5 55.4 50.2 76.9 207.3 190.8 108
## 5510 5511 5512 5513 5518 5519 5522 5525 5530 5538 5540
## Predicted 121 120 119 119.4 120.9 117.6 120.4 118.8 113.0 118.73 122.47
## cvpred 121 120 119 118.9 120.5 117.3 120.1 118.4 112.7 118.33 122.02
## pm2.5 309 283 237 164.0 136.0 90.0 106.0 84.0 102.0 116.00 121.00
## CV residual 188 163 118 45.1 15.5 -27.3 -14.1 -34.4 -10.7 -2.33 -1.02
## 5545 5547 5549 5553 5554 5557 5558 5565 5566 5567 5575
## Predicted 121 121.8 121.8 118.2 117.6 120 122.1 113.3 111.39 110.7 120
## cvpred 121 121.4 121.4 117.8 117.2 120 121.7 112.9 111.02 110.3 120
## pm2.5 195 152.0 165.0 119.0 88.0 63 79.0 132.0 113.00 63.0 52
## CV residual 74 30.6 43.6 1.2 -29.2 -57 -42.7 19.1 1.98 -47.3 -68
## 5576 5577 5581 5585 5590 5600 5605 5607 5610 5611 5616 5619
## Predicted 120.0 120.7 111 117.8 113.1 117 116 116.1 113 111.7 108.1 118
## cvpred 119.6 120.4 111 117.5 112.9 117 116 115.9 113 111.5 107.9 118
## pm2.5 52.0 53.0 51 19.0 29.0 11 11 18.0 11 24.0 42.0 57
## CV residual -67.6 -67.4 -60 -98.5 -83.9 -106 -105 -97.9 -102 -87.5 -65.9 -61
## 5621 5622 5625 5627 5635 5637 5641 5644 5647 5649 5650
## Predicted 118.0 118.5 117.6 116 116.5 115.0 112 120.4 120.4 120.7 121.1
## cvpred 117.7 118.3 117.3 116 116.1 114.7 112 120.1 120.1 120.4 120.7
## pm2.5 61.0 64.0 76.0 66 59.0 108.0 186 178.0 177.0 159.0 181.0
## CV residual -56.7 -54.3 -41.3 -50 -57.1 -6.7 74 57.9 56.9 38.6 60.3
## 5652 5658 5661 5672 5674 5681 5687 5689 5692 5693 5699
## Predicted 119 106.7 99.0 119.0 119.0 116.5 119.0 119.35 117.6 116.9 106.9
## cvpred 119 106.4 98.9 118.7 118.7 116.3 118.7 119.04 117.4 116.7 106.7
## pm2.5 157 70.0 34.0 93.0 100.0 73.0 184.0 122.00 98.0 70.0 60.0
## CV residual 38 -36.4 -64.9 -25.7 -18.7 -43.3 65.3 2.96 -19.4 -46.7 -46.7
## 5701 5703 5708 5711 5715 5719 5720 5723 5727 5728 5730
## Predicted 116.4 116.7 119.0 112.9 108.7 104.0 102.8 100.9 116.3 115.2 116.6
## cvpred 116.2 116.5 118.6 112.7 108.6 103.9 102.6 100.7 116.1 115.1 116.4
## pm2.5 42.0 41.0 102.0 22.0 36.0 35.0 42.0 40.0 31.0 24.0 26.0
## CV residual -74.2 -75.5 -16.6 -90.7 -72.6 -68.9 -60.6 -60.7 -85.1 -91.1 -90.4
## 5733 5734 5738 5740 5742 5746 5750 5751 5753 5755 5761
## Predicted 113.2 112.7 118.3 118.0 116.0 109 115.9 116.3 114 113.5 111.4
## cvpred 113.1 112.5 118.1 117.7 115.8 109 115.7 116.1 114 113.3 111.1
## pm2.5 59.0 66.0 94.0 48.0 73.0 24 17.0 22.0 11 42.0 132.0
## CV residual -54.1 -46.5 -24.1 -69.7 -42.8 -85 -98.7 -94.1 -103 -71.3 20.9
## 5764 5769 5772 5774 5775 5776 5780 5798 5799 5802 5804
## Predicted 120.0 118.8 120.0 118.64 117.9 115.6 109.2 120.0 120.4 118.9 117.5
## cvpred 119.7 118.4 119.7 118.32 117.6 115.3 108.9 119.7 120.1 118.5 117.1
## pm2.5 168.0 135.0 82.0 110.00 138.0 79.0 91.0 61.0 77.0 74.0 128.0
## CV residual 48.3 16.6 -37.7 -8.32 20.4 -36.3 -17.9 -58.7 -43.1 -44.5 10.9
## 5816 5820 5821 5822 5823 5824 5829 5838 5840 5842 5843
## Predicted 119.72 117.4 116.8 116.1 115.4 114.7 120.4 118.7 120.0 117.6 115.6
## cvpred 119.39 117.1 116.5 115.8 115.1 114.3 120.1 118.4 119.7 117.3 115.3
## pm2.5 112.00 92.0 102.0 92.0 89.0 103.0 89.0 79.0 90.0 76.0 44.0
## CV residual -7.39 -25.1 -14.5 -23.8 -26.1 -11.3 -31.1 -39.4 -29.7 -41.3 -71.3
## 5846 5847 5850 5861 5862 5863 5867 5868 5882 5883 5885
## Predicted 111.8 110.6 106.8 117.1 116.3 115.1 115.6 114.4 120 120 119.0
## cvpred 111.5 110.3 106.6 116.8 116.1 114.8 115.3 114.1 120 120 118.6
## pm2.5 45.0 55.0 43.0 85.0 49.0 45.0 51.0 50.0 284 228 94.0
## CV residual -66.5 -55.3 -63.6 -31.8 -67.1 -69.8 -64.3 -64.1 164 108 -24.6
## 5890 5892 5896 5897 5901 5903 5912 5915 5918 5919 5920
## Predicted 114.4 111.5 119.7 119 120.2 118.8 119.2 116.5 116.6 117.3 116.7
## cvpred 114.1 111.2 119.4 119 119.9 118.5 118.9 116.3 116.4 117.1 116.5
## pm2.5 95.0 52.0 62.0 70 103.0 142.0 92.0 72.0 86.0 77.0 71.0
## CV residual -19.1 -59.2 -57.4 -49 -16.9 23.5 -26.9 -44.3 -30.4 -40.1 -45.5
## 5922 5923 5931 5934 5939 5940 5944 5946 5949 5951 5952
## Predicted 114.9 113.5 119.7 118.7 117.6 117.2 119.5 116 113.06 110.4 120.4
## cvpred 114.7 113.3 119.4 118.4 117.3 116.9 119.2 116 112.74 110.1 120.1
## pm2.5 80.0 88.0 92.0 100.0 146.0 133.0 89.0 87 117.00 144.0 147.0
## CV residual -34.7 -25.3 -27.4 -18.4 28.7 16.1 -30.2 -29 4.26 33.9 26.9
## 5953 5954 5955 5959 5961 5964 5965 5977 5978 5980 5984
## Predicted 119.36 119 119.7 119.9 121.1 117.2 119.35 121 121 121 121
## cvpred 119.04 119 119.4 119.6 120.7 116.9 119.04 121 120 120 121
## pm2.5 129.00 148 163.0 182.0 151.0 135.0 117.00 226 250 249 222
## CV residual 9.96 29 43.6 62.4 30.3 18.1 -2.04 105 130 129 101
## 5987 5989 5993 5994 6000 6001 6004 6007 6008 6010 6015
## Predicted 120.0 114.4 116.6 117.6 116.2 116.8 115.9 117.0 118.3 118.3 112.737
## cvpred 119.7 114.2 116.4 117.4 116.1 116.5 115.6 116.8 118.1 118.1 112.649
## pm2.5 210.0 56.0 48.0 43.0 74.0 103.0 69.0 129.0 133.0 81.0 113.000
## CV residual 90.3 -58.2 -68.4 -74.4 -42.1 -13.5 -46.6 12.2 14.9 -37.1 0.351
## 6017 6023 6024 6029 6030 6037 6038 6040 6042 6043
## Predicted 109.5 114.3 115.3 116.27 115.9 116.9 116.7 113.16 109.6 108.66
## cvpred 109.5 114.1 115.1 116.11 115.8 116.7 116.5 112.96 109.4 108.45
## pm2.5 97.0 128.0 118.0 109.00 159.0 216.0 211.0 122.00 85.0 114.00
## CV residual -12.5 13.9 2.9 -7.11 43.2 99.3 94.5 9.04 -24.4 5.55
## 6045 6047 6048 6049 6050 6051 6055 6057 6060 6063 6067
## Predicted 106.0 104.7 103.3 103.3 117.3 116.9 117.0 113.6 105.7 99.0 91.8
## cvpred 105.8 104.5 103.2 103.1 117.1 116.7 116.8 113.5 105.7 99.1 91.9
## pm2.5 131.0 147.0 160.0 175.0 176.0 193.0 50.0 57.0 62.0 24.0 27.0
## CV residual 25.2 42.5 56.8 71.9 58.9 76.3 -66.8 -56.5 -43.7 -75.1 -64.9
## 6077 6095 6098 6100 6102 6103 6110 6114 6117 6119 6120
## Predicted 108 111.7 117.6 117 115.9 117.0 114.5 113.37 110.3 109.6 117.3
## cvpred 108 111.5 117.4 117 115.7 116.8 114.4 113.19 110.2 109.4 117.1
## pm2.5 28 76.0 207.0 221 98.0 69.0 69.0 115.00 132.0 132.0 155.0
## CV residual -80 -35.5 89.6 104 -17.7 -47.8 -45.4 1.81 21.8 22.6 37.9
## 6122 6130 6134 6140 6144 6145 6146 6154 6164 6165 6168
## Predicted 118.0 118.34 116.5 110.5 118.7 119.0 119 113.0 112.6 112.6 120
## cvpred 117.7 118.08 116.3 110.3 118.4 118.7 118 112.7 112.4 112.3 119
## pm2.5 155.0 120.00 141.0 138.0 191.0 209.0 275 160.0 169.0 212.0 225
## CV residual 37.3 1.92 24.7 27.7 72.6 90.3 157 47.3 56.6 99.7 106
## 6169 6174 6175 6176 6181 6185 6186 6187 6190 6194 6195 6199
## Predicted 120 119 119 118 118 108.4 106 104.8 103 97.8 97.1 94.2
## cvpred 119 119 119 118 117 108.2 106 104.6 103 97.5 96.8 94.0
## pm2.5 321 414 349 298 313 187.0 211 196.0 297 186.0 205.0 188.0
## CV residual 202 295 230 180 196 78.8 105 91.4 194 88.5 108.2 94.0
## 6200 6206 6207 6208 6209 6212 6214 6215 6217 6218 6222
## Predicted 93.8 87.8 87.1 86.3 85.1 78.2 73.0 71.3 66.7 65.5 59.4
## cvpred 93.6 87.6 86.9 86.2 84.9 78.1 72.9 71.3 66.7 65.5 59.5
## pm2.5 181.0 244.0 199.0 157.0 194.0 174.0 153.0 104.0 117.0 94.0 84.0
## CV residual 87.4 156.4 112.1 70.8 109.1 95.9 80.1 32.7 50.3 28.5 24.5
## 6226 6230 6232 6237 6238 6240 6242 6243 6245 6249 6253
## Predicted 118.3 111.6 108.7 115 116 113.5 111.5 114.9 114.5 111.8 114.3
## cvpred 118.1 111.5 108.6 115 115 113.4 111.4 114.8 114.4 111.8 114.2
## pm2.5 34.0 13.0 33.0 12 8 31.0 20.0 19.0 17.0 20.0 33.0
## CV residual -84.1 -98.5 -75.6 -103 -107 -82.4 -91.4 -95.8 -97.4 -91.8 -81.2
## 6262 6263 6266 6267 6269 6272 6273 6276 6277 6278 6281
## Predicted 115.9 114.7 115.9 115.6 115.2 115 113.91 116.96 116.6 115.91 112.7
## cvpred 115.7 114.5 115.7 115.4 115.1 115 113.73 116.76 116.4 115.75 112.6
## pm2.5 44.0 44.0 45.0 54.0 55.0 84 106.00 118.00 138.0 118.00 49.0
## CV residual -71.7 -70.5 -70.7 -61.4 -60.1 -31 -7.73 1.24 21.6 2.25 -63.6
## 6282 6283 6292 6294 6298 6300 6303 6304 6308 6309 6310
## Predicted 111 109.2 116.6 116.6 115 113.73 116.6 116.06 111.8 111.0 109.8
## cvpred 111 109.1 116.4 116.4 115 113.55 116.4 115.87 111.6 110.9 109.6
## pm2.5 37 47.0 76.0 147.0 99 119.00 128.0 106.00 34.0 35.0 52.0
## CV residual -74 -62.1 -40.4 30.6 -16 5.45 11.6 -9.87 -77.6 -75.9 -57.6
## 6312 6314 6315 6317 6473 6551 6554 6561 6568 6570 6571 6572
## Predicted 106.9 102.6 98.7 92.8 76.1 115.2 115 115.2 117 118 118 118
## cvpred 106.8 102.6 98.7 92.9 76.6 115.1 115 115.1 117 117 118 118
## pm2.5 49.0 20.0 11.0 4.0 45.0 204.0 268 162.0 224 259 247 266
## CV residual -57.8 -82.6 -87.7 -88.9 -31.6 88.9 153 46.9 107 142 129 148
## 6575 6579 6582 6586 6590 6596 6602 6603 6605 6606 6607
## Predicted 116 116.1 116.0 111.4 92.6 70.7 61.6 60.4 53.5 51.2 49.2
## cvpred 116 115.9 115.8 111.2 92.7 71.0 61.9 60.7 53.9 51.6 49.7
## pm2.5 242 67.0 54.0 34.0 12.0 6.0 13.0 12.0 13.0 12.0 12.0
## CV residual 126 -48.9 -61.8 -77.2 -80.7 -65.0 -48.9 -48.7 -40.9 -39.6 -37.7
## 6612 6618 6621 6625 6627 6628 6629 6630 6642 6649 6650
## Predicted 29.6 9.78 0.463 110 110.0 108.4 107.2 105.8 108.0 112.8 113.5
## cvpred 30.2 10.50 1.224 110 110.1 108.5 107.3 105.9 108.1 112.8 113.5
## pm2.5 12.0 5.00 7.000 9 21.0 25.0 22.0 14.0 24.0 85.0 88.0
## CV residual -18.2 -5.50 5.776 -101 -89.1 -83.5 -85.3 -91.9 -84.1 -27.8 -25.5
## 6651 6652 6654 6655 6657 6658 6664 6665 6669 6670 6671
## Predicted 111.8 111.8 110.5 109.3 109.4 113.2 111 110.4 115.9 114.9 115.2
## cvpred 111.8 111.8 110.6 109.3 109.3 113.1 111 110.4 115.8 114.7 115.1
## pm2.5 90.0 73.0 50.0 43.0 52.0 31.0 56 60.0 133.0 166.0 152.0
## CV residual -21.8 -38.8 -60.6 -66.3 -57.3 -82.1 -55 -50.4 17.2 51.3 36.9
## 6673 6676 6681 6682 6683 6688 6689 6699 6707 6708 6720 6721 6722
## Predicted 114.2 114.9 114 116.3 115 113 113 116 117 115 116 116 116
## cvpred 114.1 114.8 114 116.1 115 113 113 115 117 115 116 116 115
## pm2.5 206.0 170.0 154 198.0 252 284 252 468 381 359 423 429 439
## CV residual 91.9 55.2 40 81.9 137 171 139 353 264 244 307 313 324
## 6726 6731 6743 6744 6751 6756 6760 6761 6764 6766 6767 6768 6770
## Predicted 114 117 115 115 113 115 114 116 116 116 115 115 113
## cvpred 114 117 115 115 113 115 114 116 116 115 115 115 113
## pm2.5 408 350 459 378 329 307 396 435 429 430 431 440 438
## CV residual 294 233 344 263 216 192 282 319 313 315 316 325 325
## 6773 6777 6788 6791 6795 6796 6798 6800 6801 6804 6805 6806
## Predicted 115 116 117 114 103.4 101.5 93.5 92.2 111 104.3 108 109
## cvpred 115 115 117 114 103.4 101.5 93.7 92.4 111 104.4 109 110
## pm2.5 394 383 420 348 6.0 5.0 6.0 16.0 2 5.0 4 7
## CV residual 279 268 303 234 -97.4 -96.5 -87.7 -76.4 -109 -99.4 -105 -103
## 6809 6810 6816 6819 6820 6821 6825 6826 6835 6837 6838
## Predicted 105.0 103.6 110.8 110.4 110.8 110.6 111.1 109.7 106.1 106.4 106.728
## cvpred 105.1 103.8 110.8 110.5 110.8 110.7 111.1 109.8 106.2 106.5 106.755
## pm2.5 10.0 10.0 21.0 45.0 56.0 42.0 42.0 32.0 45.0 75.0 107.000
## CV residual -95.1 -93.8 -89.8 -65.5 -54.8 -68.7 -69.1 -77.8 -61.2 -31.5 0.245
## 6839 6840 6857 6858 6863 6865 6871 6872 6879 6881 6882
## Predicted 112.1 111.8 107.3 106.73 112.6 109.6 104 102.5 84.4 78.3 74.4
## cvpred 112.2 111.8 107.3 106.76 112.6 109.6 104 102.7 84.8 78.8 74.9
## pm2.5 125.0 154.0 137.0 102.00 164.0 41.0 2 7.0 7.0 11.0 18.0
## CV residual 12.8 42.2 29.7 -4.76 51.4 -68.6 -102 -95.7 -77.8 -67.8 -56.9
## 6885 6886 6887 6888 6889 6890 6893 6896 6899 6900 6903
## Predicted 70.0 68.1 66.8 63.8 61.9 58.9 57.51 52.2 47.7 46.5 100.5
## cvpred 70.5 68.6 67.3 64.4 62.4 59.5 58.04 52.8 48.3 47.1 100.8
## pm2.5 22.0 13.0 21.0 30.0 19.0 19.0 56.00 48.0 9.0 8.0 26.0
## CV residual -48.5 -55.6 -46.3 -34.4 -43.4 -40.5 -2.04 -4.8 -39.3 -39.1 -74.8
## 6909 6910 6920 6925 6932 6944 6948 6950 6952 6954 6957
## Predicted 107.1 108.8 109.0 105.6 95.3 68.4 65.2 64.4 63.0 62.25 105.9
## cvpred 107.3 108.9 109.2 105.7 95.5 69.1 65.8 65.0 63.6 62.84 106.2
## pm2.5 71.0 64.0 73.0 123.0 53.0 34.0 38.0 46.0 44.0 64.00 62.0
## CV residual -36.3 -44.9 -36.2 17.3 -42.5 -35.1 -27.8 -19.0 -19.6 1.16 -44.2
## 6960 6962 6964 6967 6969 6973 6974 6978 6984 6986 6988
## Predicted 109 107.0 107.3 107.3 105.2 106.4 106.5 101.8 110.4 110 110.4
## cvpred 109 107.2 107.6 107.5 105.5 106.6 106.6 101.9 110.5 110 110.5
## pm2.5 89 73.0 86.0 71.0 77.0 71.0 75.0 64.0 39.0 43 45.0
## CV residual -20 -34.2 -21.6 -36.5 -28.5 -35.6 -31.6 -37.9 -71.5 -67 -65.5
## 6990 6992 6993 6998 7012 7014 7020 7024 7027 7028 7029
## Predicted 110.4 111.3 111.4 110.4 111.1 110.7 111.1 110.4 110.4 111.4 111.4
## cvpred 110.5 111.3 111.5 110.4 111.1 110.8 111.1 110.4 110.4 111.5 111.5
## pm2.5 57.0 57.0 63.0 89.0 88.0 81.0 89.0 81.0 80.0 74.0 85.0
## CV residual -53.5 -54.3 -48.5 -21.4 -23.1 -29.8 -22.1 -29.4 -30.4 -37.5 -26.5
## 7030 7035 7037 7042 7043 7045 7046 7047 7049 7056 7060
## Predicted 111.1 112.3 111.8 111.78 112.1 112.1 111.8 112.8 111.05 112.5 112.6
## cvpred 111.1 112.3 111.8 111.81 112.2 112.2 111.8 112.8 111.09 112.5 112.6
## pm2.5 91.0 93.0 101.0 115.00 130.0 154.0 172.0 151.0 109.00 179.0 152.0
## CV residual -20.1 -19.3 -10.8 3.19 17.8 41.8 60.2 38.2 -2.09 66.5 39.4
## 7063 7067 7068 7070 7074 7075 7076 7078 7091 7096 7097
## Predicted 111.7 112.5 112.5 113.5 114.2 113.8 113.2 113.5 113.8 114 115
## cvpred 111.7 112.5 112.5 113.5 114.1 113.8 113.1 113.5 113.8 114 114
## pm2.5 137.0 154.0 161.0 161.0 197.0 201.0 195.0 187.0 188.0 260 271
## CV residual 25.3 41.5 48.5 47.5 82.9 87.2 81.9 73.5 74.2 146 157
## 7098 7101 7103 7104 7105 7108 7115 7116 7117 7118 7121 7127
## Predicted 116 115 115 114 114 113 104.1 100.2 96.3 92.3 83.8 100.2
## cvpred 115 114 115 114 114 113 104.2 100.3 96.5 92.6 84.1 100.5
## pm2.5 265 261 278 270 262 259 13.0 11.0 12.0 12.0 10.0 14.0
## CV residual 150 147 163 156 148 146 -91.2 -89.3 -84.5 -80.6 -74.1 -86.5
## 7132 7135 7136 7138 7139 7140 7144 7147 7148 7150 7157
## Predicted 88.0 78.8 76.4 73.8 72.6 69.0 51.5 35.6 32 25.8 92.8
## cvpred 88.6 79.5 77.1 74.5 73.2 69.7 52.3 36.5 33 26.8 93.5
## pm2.5 8.0 16.0 10.0 15.0 15.0 14.0 7.0 12.0 14 11.0 6.0
## CV residual -80.6 -63.5 -67.1 -59.5 -58.2 -55.7 -45.3 -24.5 -19 -15.8 -87.5
## 7161 7162 7163 7166 7168 7172 7173 7174 7176 7179 7183
## Predicted 100.1 97.1 96.7 92.5 95.6 101.1 101.4 98.8 102 103.5 104.7
## cvpred 100.6 97.8 97.4 93.2 96.3 101.6 101.9 99.4 102 103.9 105.1
## pm2.5 6.0 7.0 8.0 8.0 12.0 28.0 35.0 32.0 35 46.0 74.0
## CV residual -94.6 -90.8 -89.4 -85.2 -84.3 -73.6 -66.9 -67.4 -67 -57.9 -31.1
## 7191 7192 7194 7195 7197 7199 7205 7206 7213 7214 7222
## Predicted 102.3 101.4 99.7 105.9 105.91 106.6 105.93 105.2 105.6 105.9 97.7
## cvpred 102.7 101.8 100.1 106.2 106.19 106.9 106.24 105.6 105.9 106.2 98.0
## pm2.5 83.0 77.0 90.0 88.0 112.00 158.0 111.00 91.0 45.0 42.0 41.0
## CV residual -19.7 -24.8 -10.1 -18.2 5.81 51.1 4.76 -14.6 -60.9 -64.2 -57.0
## 7225 7227 7229 7235 7242 7249 7254 7255 7262 7268 7271
## Predicted 107.6 105.5 106.3 103.9 104.3 106.6 100.0 98.7 101 103.30 108.3
## cvpred 107.9 105.8 106.5 104.2 104.7 106.8 100.3 99.0 101 103.68 108.5
## pm2.5 47.0 76.0 72.0 49.0 24.0 52.0 47.0 51.0 23 102.00 68.0
## CV residual -60.9 -29.8 -34.5 -55.2 -80.7 -54.8 -53.3 -48.0 -78 -1.68 -40.5
## 7272 7274 7278 7279 7285 7291 7292 7293 7294 7295 7298
## Predicted 107.6 106.20 101.4 100.0 93.7 106.6 107.64 107.3 107.6 106.4 102.5
## cvpred 107.9 106.43 101.7 100.4 94.1 106.9 107.86 107.5 107.9 106.6 102.7
## pm2.5 64.0 102.00 76.0 51.0 57.0 76.0 111.00 98.0 89.0 77.0 83.0
## CV residual -43.9 -4.43 -25.7 -49.4 -37.1 -30.9 3.14 -9.5 -18.9 -29.6 -19.7
## 7360 7366 7367 7368 7378 7381 7389 7391 7392 7393 7400
## Predicted 104 107.1 107.3 106.6 96.0 104.9 108.0 108.0 107.3 106.6 103.2
## cvpred 104 107.3 107.6 106.8 96.4 105.2 108.2 108.2 107.6 106.8 103.5
## pm2.5 50 167.0 183.0 154.0 50.0 30.0 63.0 119.0 136.0 144.0 67.0
## CV residual -54 59.7 75.4 47.2 -46.4 -75.2 -45.2 10.8 28.4 37.2 -36.5
## 7407 7409 7419 7420 7422 7425 7427 7428 7430 7433 7434 7437
## Predicted 105.0 102.49 108 106.9 104.8 108.7 109.4 109 108 111 110 111
## cvpred 105.3 102.79 109 107.1 105.1 108.9 109.5 109 108 111 110 111
## pm2.5 58.0 98.00 221 195.0 143.0 127.0 164.0 249 298 352 374 400
## CV residual -47.3 -4.79 112 87.9 37.9 18.1 54.5 140 190 241 264 289
## 7444 7445 7446 7449 7453 7456 7459 7463 7464 7471 7475
## Predicted 106.5 110.8 109.7 103.0 81.7 67.5 52.2 45.3 43.4 35.4 97.9
## cvpred 106.6 110.8 109.8 103.3 82.2 68.1 53.0 46.1 44.2 36.2 98.4
## pm2.5 95.0 34.0 18.0 12.0 17.0 14.0 10.0 10.0 9.0 7.0 8.0
## CV residual -11.6 -76.8 -91.8 -91.3 -65.2 -54.1 -43.0 -36.1 -35.2 -29.2 -90.4
## 7476 7479 7481 7483 7484 7486 7488 7490 7492 7494 7495
## Predicted 92.6 82.2 75.1 70.6 70.4 97.4 99.7 102 100.7 102.1 102.1
## cvpred 93.2 83.0 75.9 71.4 71.1 98.1 100.3 102 101.2 102.6 102.5
## pm2.5 10.0 6.0 7.0 17.0 19.0 42.0 13.0 25 15.0 19.0 21.0
## CV residual -83.2 -77.0 -68.9 -54.4 -52.1 -56.1 -87.3 -77 -86.2 -83.6 -81.5
## 7496 7497 7500 7502 7503 7507 7508 7510 7513 7516 7517
## Predicted 102.7 103.9 102.1 100.0 101.1 103.9 104.19 104.7 104.9 101.7 101.0
## cvpred 103.1 104.3 102.6 100.6 101.6 104.3 104.57 105.1 105.2 102.1 101.4
## pm2.5 39.0 45.0 47.0 75.0 71.0 78.0 99.00 128.0 144.0 129.0 114.0
## CV residual -64.1 -59.3 -55.6 -25.6 -30.6 -26.3 -5.57 22.9 38.8 26.9 12.6
## 7518 7519 7520 7522 7527 7528 7533 7534 7539 7541 7544
## Predicted 100.64 99.9 98.5135 105.2 103.0 102.2 107 106 105.6 106.6 103
## cvpred 101.06 100.3 98.9763 105.6 103.4 102.7 107 106 105.9 106.9 103
## pm2.5 94.00 70.0 99.0000 80.0 126.0 121.0 230 207 155.0 149.0 302
## CV residual -7.06 -30.3 0.0237 -25.6 22.6 18.3 123 101 49.1 42.1 199
## 7546 7552 7553 7554 7555 7556 7558 7559 7560 7568 7574
## Predicted 95.4 71.7 67.8 63.9 59.9 55.3 51.8 51.1 50.3 45.66 41.4
## cvpred 95.8 72.3 68.3 64.4 60.5 55.9 52.5 51.8 51.1 46.39 42.1
## pm2.5 27.0 11.0 12.0 12.0 9.0 10.0 8.0 6.0 7.0 45.00 68.0
## CV residual -68.8 -61.3 -56.3 -52.4 -51.5 -45.9 -44.5 -45.8 -44.1 -1.39 25.9
## 7577 7583 7590 7594 7595 7601 7606 7607 7624 7627 7628
## Predicted 39.2 80.1 56.5 43.9 42.7 35.1 34.06 33.35 21.15 18.99 18.27
## cvpred 40.0 80.9 57.4 44.9 43.7 36.2 34.94 34.22 22.08 19.94 19.23
## pm2.5 99.0 112.0 7.0 12.0 15.0 11.0 43.00 42.00 19.00 10.00 11.00
## CV residual 59.0 31.1 -50.4 -32.9 -28.7 -25.2 8.06 7.78 -3.08 -9.94 -8.23
## 7633 7634 7635 7641 7644 7647 7648 7651 7652 7655 7657
## Predicted 14.69 13.97 13.25 8.95 6.79 4.64 5.30 4.53 3.81 1.66 0.22
## cvpred 15.66 14.94 14.23 9.95 7.80 5.66 6.26 5.44 4.72 2.58 1.15
## pm2.5 10.00 16.00 19.00 26.00 47.00 60.00 70.00 77.00 82.00 139.00 166.00
## CV residual -5.66 1.06 4.77 16.05 39.20 54.34 63.74 71.56 77.28 136.42 164.85
## 7659 7662 7666 7671 7677 7679 7685 7686 7687 7688 7690
## Predicted -1.215 -3.37 -6.24 -9.83 -14.1 -15.6 104 104 102.8 102.1 104.9
## cvpred -0.277 -2.42 -5.27 -8.84 -13.1 -14.6 104 104 103.3 102.5 105.2
## pm2.5 206.000 152.00 92.00 63.00 175.0 217.0 220 220 177.0 138.0 129.0
## CV residual 206.277 154.42 97.27 71.84 188.1 231.6 116 116 73.7 35.5 23.8
## 7693 7699 7700 7703 7709 7712 7718 7720 7721 7724 7725 7726 7729
## Predicted 104 106 106 105 101 103 107 106 105 108 108 108 108
## cvpred 105 106 106 106 102 103 107 106 106 108 108 108 108
## pm2.5 247 503 503 502 350 362 307 307 324 476 503 470 535
## CV residual 142 397 397 396 248 259 200 201 218 368 395 362 427
## 7734 7737 7738 7742 7750 7754 7758 7763 7767 7769 7771 7773
## Predicted 102 100 99.8 105 107.3 106 103 97.7 104.2 107 107 107
## cvpred 102 101 100.0 106 107.6 106 103 98.0 104.5 107 108 107
## pm2.5 470 466 501.0 364 192.0 422 282 200.0 200.0 217 280 353
## CV residual 368 365 401.0 258 84.4 316 179 102.0 95.5 110 172 246
## 7774 7777 7779 7781 7789 7794 7795 7796 7797 7800 7801 7805
## Predicted 107 107 105 104 67.9 44.9 40.7 38.3 36.4 98.3 98.7 99.7
## cvpred 107 108 105 105 68.7 45.9 41.6 39.3 37.4 99.0 99.3 100.3
## pm2.5 395 433 439 355 16.0 11.0 11.0 12.0 18.0 24.0 19.0 55.0
## CV residual 288 325 334 250 -52.7 -34.9 -30.6 -27.3 -19.4 -75.0 -80.3 -45.3
## 7807 7810 7814 7816 7817 7831 7833 7837 7844 7852 7859 7863
## Predicted 101.3 97.2 90.3 96.9 97.4 102 103 102 102 96.7 82.7 65.9
## cvpred 101.8 97.9 91.1 97.6 98.1 102 104 102 103 97.2 83.5 66.8
## pm2.5 66.0 80.0 33.0 28.0 43.0 225 232 238 251 225.0 17.0 16.0
## CV residual -35.8 -17.9 -58.1 -69.6 -55.1 123 128 136 148 127.8 -66.5 -50.8
## 7867 7868 7869 7874 7878 7879 7880 7886 7890 7892 7893
## Predicted 56.9 54.2 52.6 95.7 96.0 99.0 98.7 96.1 96.6 99.34 98.3
## cvpred 57.9 55.2 53.6 96.4 96.7 99.7 99.3 96.8 97.3 99.91 98.9
## pm2.5 12.0 30.0 19.0 26.0 23.0 22.0 45.0 54.0 63.0 106.00 104.0
## CV residual -45.9 -25.2 -34.6 -70.4 -73.7 -77.7 -54.3 -42.8 -34.3 6.09 5.1
## 7895 7900 7901 7904 7909 7912 7915 7917 7920 7922 7923
## Predicted 97.6 96.68 100 98.7 98.3 98.0 98.1 101 88.3 73.6 68.362
## cvpred 98.2 97.29 101 99.3 99.0 98.7 98.8 102 89.2 74.7 69.484
## pm2.5 177.0 89.00 85 80.0 124.0 130.0 148.0 206 56.0 61.0 69.000
## CV residual 78.8 -8.29 -16 -19.3 25.0 31.3 49.2 104 -33.2 -13.7 -0.484
## 7926 7927 7930 7931 7932 7935 7936 7946 7948 7949 7951
## Predicted 58.4 55.2 44.9 40.0 35.5 27.1 25.9 96.6 97.7 96.6 97.7
## cvpred 59.5 56.3 46.1 41.3 36.8 28.4 27.2 97.3 98.4 97.3 98.4
## pm2.5 21.0 12.0 12.0 13.0 11.0 8.0 9.0 59.0 74.0 74.0 64.0
## CV residual -38.5 -44.3 -34.1 -28.3 -25.8 -20.4 -18.2 -38.3 -24.4 -23.3 -34.4
## 7954 7955 7967 7972 7974 7975 7977 7979 7981 7983 7987
## Predicted 97.3 97.7 101 100 100.4 99.7 99.8 103.5 102.9 101.62 104.2
## cvpred 98.0 98.4 102 101 100.9 100.2 100.2 103.9 103.3 101.96 104.5
## pm2.5 142.0 150.0 360 309 166.0 154.0 144.0 121.0 136.0 103.00 168.0
## CV residual 44.0 51.6 258 208 65.1 53.8 43.8 17.1 32.7 1.04 63.5
## 7988 7990 7993 7998 8001 8006 8010 8012 8014 8021 8024 8027
## Predicted 104.5 105.2 102 97.3 102.5 106 106 106 106 105 106 105
## cvpred 104.8 105.6 103 97.7 102.9 107 106 106 107 105 106 106
## pm2.5 179.0 174.0 236 176.0 164.0 261 236 234 243 239 245 248
## CV residual 74.2 68.4 133 78.3 61.1 154 130 128 136 134 139 142
## 8029 8031 8033 8034 8035 8047 8052 8054 8055 8056 8061 8063
## Predicted 105 106 105 105 106 82.4 58.3 41.9 36.7 33.8 95.0 93.8
## cvpred 105 106 105 105 106 83.1 59.2 43.0 37.9 35.0 95.8 94.5
## pm2.5 264 276 259 257 266 128.0 33.0 22.0 14.0 19.0 21.0 25.0
## CV residual 159 170 154 152 160 44.9 -26.2 -21.0 -23.9 -16.0 -74.8 -69.5
## 8065 8071 8074 8076 8077 8080 8082 8083 8084 8085 8088
## Predicted 95.0 97.7 98.68 96.6 96.6 97.3 98.7 98.7 99.0 100 99.4
## cvpred 95.8 98.4 99.31 97.2 97.3 98.0 99.3 99.3 99.7 101 100.0
## pm2.5 15.0 28.0 107.00 72.0 72.0 58.0 69.0 88.0 146.0 162 167.0
## CV residual -80.8 -70.4 7.69 -25.2 -25.3 -40.0 -30.3 -11.3 46.3 61 67.0
## 8095 8096 8097 8098 8099 8103 8104 8108 8113 8116 8117
## Predicted 92.2 90.9 100 100.206 100 99.0 99.4 101 101 97.3 95.4
## cvpred 92.8 91.6 101 100.745 101 99.7 100.0 102 102 97.8 95.9
## pm2.5 158.0 154.0 133 100.000 113 118.0 121.0 233 322 169.0 130.0
## CV residual 65.2 62.4 32 -0.745 12 18.3 21.0 131 220 71.2 34.1
## 8118 8120 8140 8142 8143 8146 8148 8154 8159 8160 8162
## Predicted 94.1 91.9 42.5 32.2 29.3 16.80 9.28 -11.28 90.8 89.3 97.7
## cvpred 94.7 92.5 43.6 33.3 30.4 18.04 10.56 -9.84 91.6 90.2 98.4
## pm2.5 161.0 125.0 10.0 9.0 9.0 15.00 15.00 12.00 46.0 44.0 53.0
## CV residual 66.3 32.5 -33.6 -24.3 -21.4 -3.04 4.44 21.84 -45.6 -46.2 -45.4
## 8163 8166 8168 8176 8178 8180 8182 8183 8186 8188 8194
## Predicted 93.3 93.2 97.96 90.1 87.2 83.6 79.6 97.0 99.213 97.4 99.4
## cvpred 94.2 94.0 98.59 90.9 88.0 84.4 80.5 97.7 99.841 98.1 100.0
## pm2.5 45.0 46.0 94.00 50.0 53.0 50.0 56.0 52.0 100.000 46.0 26.0
## CV residual -49.2 -48.0 -4.59 -40.9 -35.0 -34.4 -24.5 -45.7 0.159 -52.1 -74.0
## 8196 8204 8209 8215 8220 8221 8222 8224 8226 8229 8233 8234
## Predicted 96.0 87.2 98.3 101.1 101 101 100 100 101 100 98.0 97.3
## cvpred 96.7 88.0 98.9 101.6 102 101 101 101 102 101 98.5 97.8
## pm2.5 36.0 20.0 116.0 154.0 212 209 215 218 238 257 230.0 218.0
## CV residual -60.7 -68.0 17.1 52.4 110 108 114 117 136 156 131.5 120.2
## 8237 8238 8239 8245 8247 8248 8250 8255 8256 8257 8258
## Predicted 93.5 92.8 92.1 77.2 59.8 53 41.0 24.8 23.21 21.26 20.0
## cvpred 94.1 93.4 92.7 78.0 60.8 54 42.2 26.0 24.39 22.48 21.2
## pm2.5 231.0 237.0 230.0 35.0 25.0 25 18.0 16.0 19.00 17.00 36.0
## CV residual 136.9 143.6 137.3 -43.0 -35.8 -29 -24.2 -10.0 -5.39 -5.48 14.8
## 8259 8260 8262 8263 8265 8270 8275 8276 8278 8283 8284
## Predicted 94.2 93.9 93.3 91.6 95.4 84.9 78.2 77.5 76.9 98.7 99.0
## cvpred 95.1 94.7 94.1 92.5 96.1 85.7 79.0 78.3 77.7 99.3 99.7
## pm2.5 18.0 14.0 22.0 23.0 23.0 36.0 43.0 53.0 116.0 112.0 115.0
## CV residual -77.1 -80.7 -72.1 -69.5 -73.1 -49.7 -36.0 -25.3 38.3 12.7 15.3
## 8288 8291 8292 8295 8296 8297 8300 8303 8306 8312 8315
## Predicted 95.27 91.48 88.5 86.0 98.7 98.7 101.3 102.1 89.6 67.1 57.5
## cvpred 95.92 92.12 89.2 86.6 99.3 99.3 101.8 102.6 90.3 68.1 58.7
## pm2.5 101.00 87.00 100.0 104.0 118.0 117.0 122.0 179.0 15.0 16.0 19.0
## CV residual 5.08 -5.12 10.8 17.4 18.7 17.7 20.2 76.4 -75.3 -52.1 -39.7
## 8321 8327 8329 8332 8335 8338 8340 8341 8345 8350 8352
## Predicted 44.0 85.0 81.4 88.9 84.8 80.7 75.4 73.0 59.0 45.5 40.6
## cvpred 45.3 86.1 82.5 89.9 85.9 81.7 76.4 74.1 60.2 46.7 41.9
## pm2.5 18.0 21.0 16.0 13.0 19.0 22.0 23.0 22.0 16.0 15.0 15.0
## CV residual -27.3 -65.1 -66.5 -76.9 -66.9 -59.7 -53.4 -52.1 -44.2 -31.7 -26.9
## 8359 8362 8369 8372 8375 8376 8377 8381 8382 8387 8392
## Predicted 18.45 9.13 -14.8 89.5 88.1 84.9 82.5 75.2 73.6 92.1 80.58
## cvpred 19.91 10.63 -13.2 90.5 89.2 85.9 83.6 76.3 74.7 93.0 81.67
## pm2.5 13.00 17.00 24.0 43.0 54.0 27.0 20.0 27.0 27.0 54.0 89.00
## CV residual -6.91 6.37 37.2 -47.5 -35.2 -58.9 -63.6 -49.3 -47.7 -39.0 7.33
## 8397 8399 8401 8403 8413 8419 8424 8438 8441 8443 8444
## Predicted 85.5 95.23 91.7 88.3 88.6 95.6 97.3 97.7 97.3 99.0 98.7
## cvpred 86.4 96.02 92.6 89.2 89.5 96.4 98.0 98.4 98.0 99.7 99.3
## pm2.5 72.0 98.00 55.0 39.0 71.0 135.0 379.0 224.0 255.0 302.0 315.0
## CV residual -14.4 1.98 -37.6 -50.2 -18.5 38.6 281.0 125.6 157.0 202.3 215.7
## 8445 8450 8454 8457 8458 8461 8462 8464 8468 8476 8479
## Predicted 99.0 99.7 98.3 88.6 85.0 78.5 75.9 70.0 96.8 98.3 98.0
## cvpred 99.6 100.3 99.0 89.5 85.9 79.2 76.7 70.8 97.5 99.0 98.6
## pm2.5 296.0 485.0 298.0 72.0 64.0 40.0 43.0 22.0 64.0 206.0 220.0
## CV residual 196.4 384.7 199.0 -17.5 -21.9 -39.2 -33.7 -48.8 -33.5 107.0 121.4
## 8481 8486 8495 8497 8499 8502 8508 8513 8514 8519 8525 8529
## Predicted 98.7 97.66 99.4 99.0 98.7 99.4 102 102 103 100 97.2 87.0
## cvpred 99.3 98.35 100.0 99.7 99.3 100.0 102 103 104 101 97.8 87.7
## pm2.5 254.0 91.00 245.0 410.0 391.0 367.0 430 474 500 615 365.0 67.0
## CV residual 154.7 -7.35 145.0 310.3 291.7 267.0 328 371 396 514 267.2 -20.7
## 8530 8532 8535 8537 8538 8541 8545 8546 8549 8550 8553
## Predicted 85.4 77.8 72.6 67.6 64.3 86.9 81.4 98.8 89.5 82.3 66.5
## cvpred 86.1 78.6 73.4 68.6 65.3 87.9 82.3 99.4 90.3 83.2 67.7
## pm2.5 48.0 35.0 15.0 14.0 13.0 29.0 10.0 10.0 13.0 10.0 21.0
## CV residual -38.1 -43.6 -58.4 -54.6 -52.3 -58.9 -72.3 -89.4 -77.3 -73.2 -46.7
## 8556 8559 8560 8567 8575 8576 8578 8581 8584 8585 8587
## Predicted 53.4 45.1 43.2 88.5 87.4 87.4 84.2 79.7 89.0 89 87.9
## cvpred 54.8 46.5 44.5 89.6 88.6 88.6 85.3 80.9 90.1 90 89.0
## pm2.5 21.0 24.0 33.0 32.0 24.0 23.0 27.0 25.0 26.0 23 71.0
## CV residual -33.8 -22.5 -11.5 -57.6 -64.6 -65.6 -58.3 -55.9 -64.1 -67 -18.0
## 8593 8594 8596 8601 8604 8605 8607 8608 8613 8614 8617
## Predicted 90.8 89.51 84.5 90.8 89.5 87.5 90.2 88.9 91.8 93.5 91.8
## cvpred 91.8 90.53 85.6 91.8 90.5 88.6 91.2 89.9 92.7 94.4 92.7
## pm2.5 135.0 97.00 17.0 19.0 35.0 22.0 26.0 21.0 121.0 117.0 163.0
## CV residual 43.2 6.47 -68.6 -72.8 -55.5 -66.6 -65.2 -68.9 28.3 22.6 70.3
## 8618 8621 8623 8625 8626 8628 8630 8635 8636 8637 8638
## Predicted 91.7 91.7 87.7 83.8 82.5 79.6 70.8 90.8 88.5 89.1 94.9
## cvpred 92.6 92.5 88.6 84.7 83.4 80.5 71.8 91.6 89.4 90.0 95.7
## pm2.5 128.0 20.0 27.0 27.0 30.0 29.0 48.0 55.0 60.0 76.0 75.0
## CV residual 35.4 -72.5 -61.6 -57.7 -53.4 -51.5 -23.8 -36.6 -29.4 -14.0 -20.7
## 8641 8646 8648 8649 8652 8659 8663 8666 8667 8669 8677
## Predicted 94.0 95.2 95.2 95.2 95.2 67.9 53.0 45.7 43.0 37.3 17.564
## cvpred 94.8 96.0 96.0 96.0 96.0 68.9 54.1 46.8 44.2 38.5 18.859
## pm2.5 81.0 125.0 121.0 124.0 137.0 21.0 15.0 17.0 18.0 16.0 19.000
## CV residual -13.8 29.0 25.0 28.0 41.0 -47.9 -39.1 -29.8 -26.2 -22.5 0.141
## 8681 8683 8685 8686 8687 8691 8695 8697 8698 8699 8704
## Predicted 8.99 93.2 93.5 94.90 93.5 93.6 95.6 94.3 94.0 94.6 73.7
## cvpred 10.36 94.0 94.3 95.72 94.3 94.4 96.4 95.1 94.8 95.4 74.6
## pm2.5 14.00 34.0 39.0 88.00 106.0 35.0 40.0 49.0 67.0 59.0 21.0
## CV residual 3.64 -60.0 -55.3 -7.72 11.7 -59.4 -56.4 -46.1 -27.8 -36.4 -53.6
## 8711 8715 8716 8721 8723 8726 8732 8733 8734 8735 8736
## Predicted 45.9 34.3 31.2 14.08 6.70 -6.56 -36.1 -40.6 -45.1 -47.2 -50.8
## cvpred 47.0 35.5 32.5 15.51 8.14 -5.06 -34.4 -38.9 -43.3 -45.5 -49.1
## pm2.5 14.0 17.0 14.0 10.00 15.00 23.00 19.0 23.0 21.0 16.0 20.0
## CV residual -33.0 -18.5 -18.5 -5.51 6.86 28.06 53.4 61.9 64.3 61.5 69.1
## 8737 8740 8741 8745 8749 8751 8753 8754 8757 8786 8789 8792
## Predicted -53.8 -63.9 -67.1 -79.0 -95.8 -104 -111 -115 -125 93.6 93.0 93.0
## cvpred -52.1 -62.1 -65.3 -77.1 -93.9 -102 -109 -113 -123 94.5 93.8 93.8
## pm2.5 20.0 16.0 16.0 18.0 18.0 21 18 20 17 31.0 18.0 14.0
## CV residual 72.1 78.1 81.3 95.1 111.9 123 127 133 140 -63.5 -75.8 -79.8
## 8795 8801 8802 8805 8806 8808 8809 8810 8814 8815 8816
## Predicted 87.8 93.5 93.1 96.3 96.3 95.6 96.3 95.9 96.3 96.3 96.3
## cvpred 88.6 94.3 93.9 97.0 97.0 96.3 97.0 96.7 97.0 97.0 97.0
## pm2.5 25.0 37.0 40.0 72.0 76.0 67.0 65.0 78.0 188.0 167.0 173.0
## CV residual -63.6 -57.3 -53.9 -25.0 -21.0 -29.3 -32.0 -18.7 91.0 70.0 76.0
## 8824 8827 8828 8831 8834 8835 8845 8846 8850 8855 8856
## Predicted 95.9 97.0 96.6 96.1 96.5 94.7 96.255 95.9 86.8 71.1 67.9
## cvpred 96.7 97.7 97.3 96.9 97.2 95.5 96.983 96.6 87.7 72.1 68.8
## pm2.5 180.0 188.0 255.0 234.0 275.0 153.0 96.000 85.0 65.0 46.0 38.0
## CV residual 83.3 90.3 157.7 137.1 177.8 57.5 -0.983 -11.6 -22.7 -26.1 -30.8
## 8860 8863 8865 8867 8868 8869 8877 8879 8889 8891 8893
## Predicted 51.4 40.4 33.2 26.73 23.15 19.21 -7.37 -13.1 -37.3 -43.7 -50.2
## cvpred 52.6 41.6 34.5 28.01 24.44 20.52 -5.98 -11.7 -35.7 -42.1 -48.6
## pm2.5 21.0 24.0 19.0 19.00 21.00 18.00 17.00 30.0 9.0 14.0 18.0
## CV residual -31.6 -17.6 -15.5 -9.01 -3.44 -2.52 22.98 41.7 44.7 56.1 66.6
## 8895 8898 8904 8906 8913 8915 8922 8923 8925 8927 8928
## Predicted -57.4 -65.6 -78.3 -80.9 88.5 85.6 92.0 90.4 88.6 95.6 95.2
## cvpred -55.7 -64.0 -76.6 -79.1 89.4 86.5 92.9 91.3 89.4 96.4 96.0
## pm2.5 18.0 20.0 22.0 17.0 44.0 32.0 54.0 69.0 79.0 86.0 109.0
## CV residual 73.7 84.0 98.6 96.1 -45.4 -54.5 -38.9 -22.3 -10.4 -10.4 13.0
## 8929 8931 8932 8937 8942 8994 8997 8998 9000 9007 9012
## Predicted 97.0 96.3 96.3 89.8 69.6 91.6 89.4 87.1 92.83 87.6 73.3
## cvpred 97.7 97.0 97.0 90.6 70.6 92.5 90.3 88.0 93.75 88.6 74.3
## pm2.5 120.0 156.0 156.0 25.0 23.0 50.0 88.0 106.0 100.00 18.0 21.0
## CV residual 22.3 59.0 59.0 -65.6 -47.6 -42.5 -2.3 18.0 6.25 -70.6 -53.3
## 9014 9015 9018 9022 9023 9030 9040 9045 9056 9059 9061
## Predicted 66.5 64.3 53.8 89.5 90.8 90.5 88.94 92.8 88.9 95.6 92.8
## cvpred 67.6 65.4 55.0 90.5 91.8 91.5 89.93 93.7 89.8 96.4 93.7
## pm2.5 16.0 8.0 13.0 22.0 37.0 37.0 81.00 66.0 139.0 123.0 111.0
## CV residual -51.6 -57.4 -42.0 -68.5 -54.8 -54.5 -8.93 -27.7 49.2 26.6 17.3
## 9062 9065 9066 9071 9075 9077 9081 9086 9089 9091 9094
## Predicted 90.2 79.78 92.3 94.5 86.1 78.6 67.6 55.2 45.8 39.3 26.3
## cvpred 91.1 80.79 93.2 95.4 87.0 79.6 68.6 56.3 47.0 40.6 27.7
## pm2.5 79.0 75.00 60.0 125.0 25.0 12.0 16.0 14.0 13.0 21.0 13.0
## CV residual -12.1 -5.79 -33.2 29.6 -62.0 -67.6 -52.6 -42.3 -34.0 -19.6 -14.7
## 9098 9099 9100 9103 9105 9106 9108 9110 9113 9114 9115
## Predicted 12.7 6.82 2.34 -8.05 -14.5 -16.7 -23.1 -28.6 -38.3 -41.1 -43.5
## cvpred 14.2 8.37 3.91 -6.43 -12.9 -15.0 -21.5 -26.9 -36.6 -39.5 -41.8
## pm2.5 12.0 15.00 12.00 10.00 11.0 18.0 10.0 17.0 14.0 15.0 15.0
## CV residual -2.2 6.63 8.09 16.43 23.9 33.0 31.5 43.9 50.6 54.5 56.8
## 9117 9120 9125 9126 9132 9135 9140 9141 9142 9144 9147
## Predicted 90.8 88.5 90.1 89.7 90.2 91.8 92.8 93.2 93.7 91.6 86.6
## cvpred 91.8 89.6 91.1 90.8 91.2 92.7 93.7 94.0 94.5 92.5 87.6
## pm2.5 27.0 33.0 13.0 13.0 25.0 30.0 72.0 61.0 70.0 77.0 128.0
## CV residual -64.8 -56.6 -78.1 -77.8 -66.2 -62.7 -21.7 -33.0 -24.5 -15.5 40.4
## 9151 9152 9155 9163 9164 9166 9167 9174 9177 9180 9183
## Predicted 80.9 79.6 76.5 51.4 48.6 43.6 42.0 85.6 81.4 78.0 71.2
## cvpred 81.9 80.7 77.5 52.6 49.7 44.8 43.2 86.6 82.5 79.1 72.2
## pm2.5 34.0 37.0 27.0 20.0 17.0 24.0 16.0 16.0 24.0 30.0 18.0
## CV residual -47.9 -43.7 -50.5 -32.6 -32.7 -20.8 -27.2 -70.6 -58.5 -49.1 -54.2
## 9186 9192 9195 9197 9199 9201 9203 9204 9207 9208 9210
## Predicted 62.4 51.5 48.3 45.1 43.1 90.4 88.9 87.3 78.4 75.5 70.2
## cvpred 63.5 52.7 49.5 46.3 44.3 91.4 89.9 88.3 79.4 76.6 71.3
## pm2.5 18.0 16.0 20.0 21.0 23.0 14.0 26.0 25.0 24.0 13.0 12.0
## CV residual -45.5 -36.7 -29.5 -25.3 -21.3 -77.4 -63.9 -63.3 -55.4 -63.6 -59.3
## 9215 9221 9228 9229 9230 9235 9237 9238 9239 9240 9241
## Predicted 88.6 90.6 89.8 89.3 87.9 92.3 91.6 92.1 92.45 90.89 91.8
## cvpred 89.6 91.5 90.8 90.2 88.9 93.3 92.6 93.0 93.34 91.84 92.7
## pm2.5 34.0 17.0 27.0 44.0 29.0 59.0 74.0 82.0 91.00 100.00 124.0
## CV residual -55.6 -74.5 -63.8 -46.2 -59.9 -34.3 -18.6 -11.0 -2.34 8.16 31.3
## 9243 9244 9251 9255 9260 9263 9265 9267 9269 9270 9271
## Predicted 89.8 87.5 90.5 88.7 93.3 94.7 91.9 91.0 93.3 91.4 89.8
## cvpred 90.8 88.5 91.5 89.7 94.1 95.5 92.8 91.9 94.2 92.3 90.7
## pm2.5 45.0 36.0 36.0 30.0 155.0 170.0 191.0 74.0 43.0 44.0 61.0
## CV residual -45.8 -52.5 -55.5 -59.7 60.9 74.5 98.2 -17.9 -51.2 -48.3 -29.7
## 9272 9280 9283 9285 9288 9289 9290 9291 9292 9293 9294
## Predicted 89.7 86.3 76.5 68.3 59.2 56.3 52.4 49.5 48.3 46.1 43.2
## cvpred 90.6 87.1 77.4 69.4 60.3 57.5 53.6 50.8 49.5 47.3 44.5
## pm2.5 67.0 46.0 36.0 29.0 16.0 11.0 12.0 13.0 12.0 12.0 11.0
## CV residual -23.6 -41.1 -41.4 -40.4 -44.3 -46.5 -41.6 -37.8 -37.5 -35.3 -33.5
## 9296 9297 9302 9303 9306 9310 9311 9313 9316 9318 9325
## Predicted 38.9 36.1 20.96 16.47 6.82 -5.03 -8.05 -12.4 -17.2 91.1 91.9
## cvpred 40.2 37.3 22.23 17.77 8.20 -3.62 -6.60 -10.9 -15.6 92.1 92.8
## pm2.5 10.0 12.0 21.00 19.00 20.00 11.00 16.00 9.0 19.0 23.0 36.0
## CV residual -30.2 -25.3 -1.23 1.23 11.80 14.62 22.60 19.9 34.6 -69.1 -56.8
## 9326 9328 9331 9332 9333 9339 9341 9343 9348 9350 9351
## Predicted 93.5 93.5 90.1 93.5 94.2 92.44 89.2 86 71.7 66.3 64.2
## cvpred 94.4 94.4 91.0 94.4 95.1 93.33 90.2 87 72.8 67.4 65.2
## pm2.5 49.0 79.0 52.0 58.0 70.0 90.00 66.0 40 13.0 21.0 17.0
## CV residual -45.4 -15.4 -39.0 -36.4 -25.1 -3.33 -24.2 -47 -59.8 -46.4 -48.2
## 9355 9358 9359 9360 9364 9365 9375 9377 9378 9382 9385
## Predicted 52.0 91.5 91.1 91.1 88.4 87.7 92.6 92.8 94.2 94.7 90.1
## cvpred 53.2 92.4 92.1 92.1 89.3 88.6 93.5 93.7 95.1 95.5 91.0
## pm2.5 11.0 23.0 32.0 31.0 35.0 21.0 55.0 83.0 85.0 144.0 128.0
## CV residual -42.2 -69.4 -60.1 -61.1 -54.3 -67.6 -38.5 -10.7 -10.1 48.5 37.0
## 9388 9391 9395 9399 9400 9405 9407 9412 9413 9415 9420
## Predicted 84.9 80.1 86.9 91.2 90.0 91.2 89.3 83.7 82.5 79.6 86.4
## cvpred 85.8 81.0 87.9 92.2 90.9 92.2 90.2 84.7 83.5 80.6 87.3
## pm2.5 40.0 16.0 23.0 13.0 14.0 26.0 20.0 23.0 23.0 23.0 21.0
## CV residual -45.8 -65.0 -64.9 -79.2 -76.9 -66.2 -70.2 -61.7 -60.5 -57.6 -66.3
## 9421 9428 9430 9434 9435 9436 9437 9441 9446 9448 9449
## Predicted 83.5 63.3 61.7 51.4 49.4 46.4 44.8 39.0 84.1 77.3 75.7
## cvpred 84.5 64.4 62.8 52.6 50.6 47.7 46.1 40.3 85.1 78.4 76.7
## pm2.5 18.0 12.0 14.0 6.0 10.0 7.0 4.0 8.0 11.0 15.0 13.0
## CV residual -66.5 -52.4 -48.8 -46.6 -40.6 -40.7 -42.1 -32.3 -74.1 -63.4 -63.7
## 9450 9453 9458 9461 9469 9470 9472 9473 9475 9476 9478
## Predicted 72.1 67.6 56.5 50.6 29.3 25.7 18.87 16.69 12.75 11.5 11.0
## cvpred 73.2 68.7 57.7 51.7 30.6 27.0 20.21 18.02 14.09 12.8 12.3
## pm2.5 11.0 16.0 22.0 7.0 16.0 14.0 16.00 11.00 16.00 37.0 45.0
## CV residual -62.2 -52.7 -35.7 -44.7 -14.6 -13.0 -4.21 -7.02 1.91 24.2 32.7
## 9479 9485 9487 9489 9491 9498 9507 9513 9515 9519 9521
## Predicted 93.5 86.2 93.5 91.7 87.8 70.6 59.2 92.4 88.1 84.8 81.2
## cvpred 94.4 87.1 94.4 92.6 88.7 71.6 60.2 93.2 89.1 85.8 82.2
## pm2.5 49.0 15.0 10.0 43.0 27.0 28.0 28.0 44.0 46.0 27.0 28.0
## CV residual -45.4 -72.1 -84.4 -49.6 -61.7 -43.6 -32.2 -49.2 -43.1 -58.8 -54.2
## 9522 9528 9530 9535 9536 9537 9541 9543 9546 9548 9549
## Predicted 78.9 68.9 93.5 91.0 89.1 88.8 81 77.2 68.9 61.8 60.1
## cvpred 80.0 70.0 94.4 91.9 90.0 89.7 82 78.2 69.9 62.8 61.1
## pm2.5 22.0 59.0 73.0 42.0 56.0 48.0 65 38.0 19.0 29.0 44.0
## CV residual -58.0 -11.0 -21.4 -49.9 -34.0 -41.7 -17 -40.2 -50.9 -33.8 -17.1
## 9554 9556 9557 9559 9562 9563 9564 9565 9567 9569 9570
## Predicted 50.5 47.23 46 43.5 94.0 93.0 93.3 92.6 93.2 90.7 88.4
## cvpred 51.5 48.29 47 44.5 94.8 93.8 94.2 93.5 94.0 91.5 89.3
## pm2.5 348.0 40.00 25 23.0 46.0 47.0 30.0 36.0 44.0 78.0 100.0
## CV residual 296.5 -8.29 -22 -21.5 -48.8 -46.8 -64.2 -57.5 -50.0 -13.5 10.7
## 9576 9584 9586 9592 9594 9595 9596 9597 9605 9606 9611
## Predicted 95.7 90.75 86.47 98.3 95.8 93.5 91.6 91.7 99.0 99.4 100.21
## cvpred 96.5 91.56 87.34 99.0 96.5 94.2 92.3 92.4 99.7 100.0 100.75
## pm2.5 289.0 83.00 86.00 32.0 21.0 196.0 161.0 143.0 63.0 74.0 97.00
## CV residual 192.5 -8.56 -1.34 -67.0 -75.5 101.8 68.7 50.6 -36.7 -26.0 -3.75
## 9612 9613 9618 9620 9623 9624 9626 9628 9634 9635 9636
## Predicted 101.8 100.9 99.7 98.1 99.4 99.2 99.4 99.2 97.4 95.5 97.1
## cvpred 102.3 101.4 100.3 98.7 100.0 99.7 100.0 99.7 98.1 96.2 97.8
## pm2.5 100.0 105.0 165.0 169.0 174.0 201.0 186.0 89.0 54.0 34.0 29.0
## CV residual -2.3 3.6 64.7 70.3 74.0 101.3 86.0 -10.7 -44.1 -62.2 -68.8
## 9641 9643 9647 9648 9649 9654 9655 9659 9663 9664 9665
## Predicted 99.2 95.8 95.3 95.4 94.9 98.8 100.6 101.1 95.1 94.2 91.9
## cvpred 99.7 96.5 96.0 96.1 95.5 99.4 101.2 101.6 95.8 94.9 92.6
## pm2.5 29.0 22.0 69.0 83.0 93.0 130.0 126.0 113.0 117.0 138.0 146.0
## CV residual -70.7 -74.5 -27.0 -13.1 -2.5 30.6 24.8 11.4 21.2 43.1 53.4
## 9667 9678 9679 9683 9684 9685 9687 9688 9690 9692 9693
## Predicted 89.9 95.8 94.6 96.4 94.4 93.1 88.1 86.2 95.4 96.3 97.3
## cvpred 90.6 96.5 95.2 97.0 95.1 93.8 88.8 86.9 96.1 97.0 98.0
## pm2.5 77.0 162.0 168.0 109.0 80.0 52.0 37.0 26.0 27.0 37.0 47.0
## CV residual -13.6 65.5 72.8 12.0 -15.1 -41.8 -51.8 -60.9 -69.1 -60.0 -51.0
## 9694 9696 9702 9705 9707 9711 9712 9715 9719 9725 9727
## Predicted 99.036 98.0 100.7 101 102.1 97.16 95.2 92.1 85.3 79.4 76.9
## cvpred 99.666 98.6 101.3 102 102.6 97.71 95.8 92.7 85.9 79.9 77.5
## pm2.5 100.000 132.0 176.0 208 199.0 96.00 68.0 80.0 38.0 44.0 34.0
## CV residual 0.334 33.4 74.7 106 96.4 -1.71 -27.8 -12.7 -47.9 -35.9 -43.5
## 9729 9730 9733 9736 9737 9740 9741 9744 9751 9754 9755
## Predicted 75.4 74.70 73.92 70.70 69.3 103.2 103.17 103.86 99.6 93.5 88.7
## cvpred 76.0 75.31 74.48 71.27 69.9 103.6 103.61 104.27 100.1 94.2 89.4
## pm2.5 52.0 66.00 81.00 76.00 78.0 90.0 95.00 97.00 102.0 239.0 132.0
## CV residual -24.0 -9.31 6.52 4.73 8.1 -13.6 -8.61 -7.27 1.9 144.8 42.6
## 9759 9765 9767 9769 9770 9772 9779 9780 9788 9794 9796
## Predicted 68.9 92.2 93.2 93.3 91.9 88.4 92.6 92.1 89.6 88.9 87.4
## cvpred 69.8 93.1 94.0 94.2 92.8 89.3 93.5 92.9 90.4 89.5 88.0
## pm2.5 10.0 10.0 9.0 7.0 12.0 17.0 21.0 22.0 41.0 52.0 58.0
## CV residual -59.8 -83.1 -85.0 -87.2 -80.8 -72.3 -72.5 -70.9 -49.4 -37.5 -30.0
## 9797 9798 9806 9807 9808 9811 9813 9819 9821 9824 9825
## Predicted 86.7 100.7 102 100.7 100 98.80 97.5 83.9 82.6 91.9 93.0
## cvpred 87.3 101.3 103 101.3 101 99.37 98.1 84.8 83.5 92.9 93.8
## pm2.5 65.0 68.0 79 86.0 86 104.00 113.0 8.0 7.0 22.0 33.0
## CV residual -22.3 -33.3 -24 -15.3 -15 4.63 14.9 -76.8 -76.5 -70.9 -60.8
## 9826 9830 9831 9835 9836 9838 9842 9845 9847 9848 9849
## Predicted 90.7 94.5 94.0 93.4 92.7 97.7 97.7 96.3 97.0 96.3 96.6
## cvpred 91.6 95.4 94.8 94.1 93.4 98.4 98.4 97.0 97.7 97.0 97.3
## pm2.5 29.0 22.0 28.0 39.0 40.0 61.0 125.0 122.0 138.0 125.0 117.0
## CV residual -62.6 -73.4 -66.8 -55.1 -53.4 -37.4 26.6 25.0 40.3 28.0 19.7
## 9855 9857 9858 9867 9875 9876 9882 9883 9886 9887 9890 9891
## Predicted 98.7 100 99.3 97.6 101 100 102 101.4 101 101 102 102
## cvpred 99.3 101 99.9 98.2 101 101 103 101.9 101 101 103 102
## pm2.5 274.0 216 209.0 299.0 285 282 214 192.0 249 278 327 328
## CV residual 174.7 115 109.1 200.8 184 181 111 90.1 148 177 224 226
## 9894 9895 9897 9898 9899 9901 9905 9911 9917 9919 9924
## Predicted 97.5 96.6 94.6 94.6 93.2 100.21 100 102 100 96.37 89.4
## cvpred 98.0 97.1 95.1 95.1 93.7 100.75 101 102 101 97.05 90.2
## pm2.5 273.0 254.0 237.0 224.0 234.0 104.00 49 404 384 88.00 51.0
## CV residual 175.0 156.9 141.9 128.9 140.3 3.25 -52 302 283 -9.05 -39.2
## 9935 9938 9940 9943 9945 9946 9948 9952 9955 9956 9965
## Predicted 92.6 102 99.5 95.8 92.2 90.6 87.0 98.6 98.8 98.2 101
## cvpred 93.1 102 100.0 96.3 92.8 91.2 87.7 99.3 99.4 98.8 102
## pm2.5 262.0 274 283.0 120.0 166.0 144.0 131.0 127.0 174.0 221.0 342
## CV residual 168.9 172 183.0 23.7 73.2 52.8 43.3 27.7 74.6 122.2 240
## 9967 9971 9973 9974 9977 9980 9981 9982 9985 9988 9994 9995 9997
## Predicted 99.3 101.4 102 103 102 104 104 102 102 102 105 105 105
## cvpred 99.9 101.9 103 103 102 104 104 103 103 103 106 105 105
## pm2.5 130.0 156.0 379 437 526 474 482 482 527 515 495 486 464
## CV residual 30.1 54.1 276 334 424 370 378 379 424 412 389 381 359
## 9999 10004 10008 10012 10013 10016 10020 10023 10024 10025 10030
## Predicted 103 104 103 103 102 99.6 102 102 102 103 103
## cvpred 104 104 103 103 103 100.1 103 103 103 104 103
## pm2.5 452 498 478 481 445 457.0 292 360 376 369 395
## CV residual 348 394 375 378 342 356.9 189 257 273 265 292
## 10035 10040 10050 10057 10058 10059 10066 10072 10074 10076 10078
## Predicted 102 102 105 95.9 95.6 93.6 78.8 91.3 86.7 94.7 98.3
## cvpred 103 102 105 96.4 96.0 94.1 79.5 92.2 87.6 95.5 98.8
## pm2.5 396 421 387 418.0 424.0 413.0 38.0 34.0 24.0 41.0 142.0
## CV residual 293 319 282 321.6 328.0 318.9 -41.5 -58.2 -63.6 -54.5 43.2
## 10079 10080 10081 10083 10087 10089 10093 10094 10096 10098 10099
## Predicted 96.03 94.8 94.1 102 103.0 103.86 100.7 99.3 96.1 93.5 91.5
## cvpred 96.53 95.3 94.6 103 103.4 104.27 101.3 99.9 96.8 94.1 92.2
## pm2.5 99.00 55.0 55.0 67 80.0 95.00 74.0 71.0 73.0 47.0 44.0
## CV residual 2.47 -40.3 -39.6 -36 -23.4 -9.27 -27.3 -28.9 -23.8 -47.1 -48.2
## 10100 10102 10118 10119 10120 10121 10124 10126 10127 10129
## Predicted 91.3 87.4 104.2 103.8 103.48 103.12 103.50 104.19 102.94 104.6
## cvpred 91.9 88.1 104.6 104.2 103.86 103.51 103.91 104.57 103.32 104.9
## pm2.5 61.0 55.0 80.0 85.0 96.00 111.00 109.00 103.00 109.00 125.0
## CV residual -30.9 -33.1 -24.6 -19.2 -7.86 7.49 5.09 -1.57 5.68 20.1
## 10133 10135 10138 10145 10156 10158 10162 10165 10168 10172 10173
## Predicted 101.7 104.2 100.1 80.1 99.5 96.9 92.0 85.8 77.2 70.7 68.8
## cvpred 102.1 104.6 100.5 80.7 100.1 97.5 92.7 86.5 78.0 71.5 69.6
## pm2.5 115.0 90.0 39.0 35.0 26.0 15.0 37.0 13.0 12.0 18.0 15.0
## CV residual 12.9 -14.6 -61.5 -45.7 -74.1 -82.5 -55.7 -73.5 -66.0 -53.5 -54.6
## 10175 10179 10180 10181 10183 10185 10187 10191 10205 10206 10210
## Predicted 65.2 97.4 96.2 95.5 90.7 86.8 80.9 72.5 95.6 95.9 95.4
## cvpred 66.0 98.1 96.9 96.2 91.5 87.6 81.8 73.4 96.4 96.7 96.1
## pm2.5 7.0 9.0 11.0 17.0 11.0 17.0 18.0 11.0 12.0 15.0 22.0
## CV residual -59.0 -89.1 -85.9 -79.2 -80.5 -70.6 -63.8 -62.4 -84.4 -81.7 -74.1
## 10220 10222 10227 10228 10229 10234 10236 10242 10248 10250 10252
## Predicted 75.70 71.8 57.1 56.1 54.1 43.6 37.2 22.45 96.8 99.7 99.2
## cvpred 76.58 72.7 58.0 57.0 55.1 44.7 38.3 23.58 97.5 100.3 99.8
## pm2.5 69.00 20.0 9.0 10.0 8.0 13.0 15.0 17.00 40.0 48.0 45.0
## CV residual -7.58 -52.7 -49.0 -47.0 -47.1 -31.7 -23.3 -6.58 -57.5 -52.3 -54.8
## 10253 10261 10263 10270 10275 10277 10278 10279 10280 10284 10285
## Predicted 99.4 97.3 96.9 92.17 84.1 81.18 85.4 80.59 80.23 102.82 102.5
## cvpred 100.0 98.0 97.6 92.78 84.7 81.79 85.8 81.14 80.79 103.26 102.9
## pm2.5 46.0 57.0 51.0 89.00 61.0 74.00 82.0 77.00 82.00 109.00 106.0
## CV residual -54.0 -41.0 -46.6 -3.78 -23.7 -7.79 -3.8 -4.14 1.21 5.74 3.1
## 10287 10289 10290 10291 10294 10295 10296 10297 10300 10304 10305
## Predicted 103.0 99.05 98.3 103.2 103.5 103.9 99.5 96.9 90.1 76.6 74.6
## cvpred 103.4 99.51 98.8 103.6 103.9 104.3 100.1 97.5 90.8 77.3 75.4
## pm2.5 136.0 92.00 90.0 92.0 130.0 142.0 129.0 55.0 14.0 6.0 19.0
## CV residual 32.6 -7.51 -8.8 -11.6 26.1 37.7 28.9 -42.5 -76.8 -71.3 -56.4
## 10306 10307 10308 10309 10310 10313 10324 10325 10326 10327 10329
## Predicted 73.0 69.5 95.1 92.4 93.6 93.3 79.4 76.4 96.3 94.3 90.9
## cvpred 73.8 70.2 95.9 93.2 94.4 94.1 80.2 77.2 97.0 95.1 91.6
## pm2.5 13.0 18.0 14.0 16.0 15.0 17.0 9.0 11.0 20.0 14.0 21.0
## CV residual -60.8 -52.2 -81.9 -77.2 -79.4 -77.1 -71.2 -66.2 -77.0 -81.1 -70.6
## 10330 10331 10333 10337 10338 10340 10342 10346 10347 10351 10353
## Predicted 87.6 84.4 78.3 62.6 58.4 54.2 52.55 41.1 39.9 30.7 24.44
## cvpred 88.4 85.2 79.1 63.6 59.4 55.2 53.52 42.2 40.9 31.8 25.58
## pm2.5 17.0 15.0 19.0 16.0 22.0 16.0 46.00 25.0 10.0 18.0 21.00
## CV residual -71.4 -70.2 -60.1 -47.6 -37.4 -39.2 -7.52 -17.2 -30.9 -13.8 -4.58
## 10356 10362 10364 10372 10374 10380 10384 10388 10391 10392 10394
## Predicted 92.4 95.6 94.0 76.8 73.2 93.3 81.5 71.6 93.1 92.5 98.7
## cvpred 93.2 96.4 94.8 77.6 74.0 94.1 82.3 72.5 93.8 93.2 99.3
## pm2.5 16.0 24.0 15.0 7.0 10.0 19.0 24.0 18.0 36.0 46.0 51.0
## CV residual -77.2 -72.4 -79.8 -70.6 -64.0 -75.1 -58.3 -54.5 -57.8 -47.2 -48.3
## 10398 10401 10403 10407 10412 10414 10420 10422 10428 10431 10433
## Predicted 96.7 98.0 95.9 92.2 81.1 94.2 95.4 100 95.5 91.74 91.6
## cvpred 97.4 98.7 96.6 92.9 81.9 95.0 96.1 101 96.2 92.46 92.2
## pm2.5 74.0 112.0 54.0 19.0 26.0 38.0 40.0 26 109.0 85.00 116.0
## CV residual -23.4 13.3 -42.6 -73.9 -55.9 -57.0 -56.1 -75 12.8 -7.46 23.8
## 10441 10443 10448 10451 10456 10459 10461 10466 10471 10476 10478
## Predicted 102 104 102 103 101 98.6 105 105 104 96.3 89.8
## cvpred 103 105 103 104 101 99.0 106 106 105 96.8 90.3
## pm2.5 263 253 272 254 225 272.0 367 377 320 164.0 27.0
## CV residual 160 148 169 150 124 173.0 261 271 215 67.2 -63.3
## 10479 10480 10481 10489 10490 10493 10495 10498 10499 10500 10501
## Predicted 86.9 83.3 79.7 94.5 89.9 89.5 85.9 77.5 72.2 69 65.0
## cvpred 87.4 83.9 80.3 95.2 90.7 90.3 86.7 78.4 73.2 70 66.1
## pm2.5 31.0 25.0 24.0 8.0 6.0 8.0 8.0 21.0 18.0 13 25.0
## CV residual -56.4 -58.9 -56.3 -87.2 -84.7 -82.3 -78.7 -57.4 -55.2 -57 -41.1
## 10502 10503 10505 10506 10509 10511 10517 10518 10520 10523 10527
## Predicted 61.5 60.5 53.0 49.8 43.8 32.2 14.22 8.36 0.144 -11.7 -18.5
## cvpred 62.5 61.5 54.2 50.9 44.9 33.4 15.42 9.64 1.499 -10.2 -17.0
## pm2.5 22.0 21.0 25.0 17.0 18.0 17.0 9.00 11.00 13.000 11.0 23.0
## CV residual -40.5 -40.5 -29.2 -33.9 -26.9 -16.4 -6.42 1.36 11.501 21.2 40.0
## 10532 10533 10536 10539 10541 10545 10548 10549 10558 10559 10566
## Predicted -35.2 -37.0 -45.6 96.8 97.8 95.4 96.6 96.6 86.5 99.0 98.3
## cvpred -33.6 -35.6 -44.1 97.5 98.4 96.1 97.3 97.3 87.2 99.7 98.9
## pm2.5 18.0 16.0 16.0 7.0 19.0 19.0 30.0 26.0 70.0 76.0 109.0
## CV residual 51.6 51.6 60.1 -90.5 -79.4 -77.1 -67.3 -71.3 -17.2 -23.7 10.1
## 10567 10571 10572 10577 10578 10581 10674 10678 10680 10685 10686
## Predicted 98.26 102.1 101.6 93.99 91.0 99.7 50.8 37.9 30.04 16.2 15.65
## cvpred 98.84 102.6 102.1 94.62 91.7 100.3 52.0 39.2 31.38 17.6 17.01
## pm2.5 105.00 115.0 116.0 96.00 96.0 126.0 13.0 20.0 24.00 8.0 9.00
## CV residual 6.16 12.4 13.9 1.38 4.3 25.7 -39.0 -19.2 -7.38 -9.6 -8.01
## 10688 10692 10693 10696 10697 10703 10705 10706 10708 10711 10715
## Predicted 90.6 84.4 81.2 73.1 69.9 57.52 57.3 55 53.5 47.3 39.4
## cvpred 91.5 85.4 82.2 74.1 70.9 58.61 58.3 56 54.5 48.3 40.5
## pm2.5 13.0 14.0 12.0 22.0 19.0 60.00 30.0 23 24.0 20.0 12.0
## CV residual -78.5 -71.4 -70.2 -52.1 -51.9 1.39 -28.3 -33 -30.5 -28.3 -28.5
## 10716 10720 10722 10723 10724 10725 10730 10734 10738 10739 10740
## Predicted 37.4 92.9 90.6 96.6 96.0 95.1 76 61.6 49.0 46.0 43.9
## cvpred 38.5 93.8 91.4 97.3 96.7 95.8 77 62.7 50.1 47.2 45.0
## pm2.5 20.0 18.0 16.0 22.0 28.0 32.0 13 9.0 18.0 15.0 13.0
## CV residual -18.5 -75.8 -75.4 -75.3 -68.7 -63.8 -64 -53.7 -32.1 -32.2 -32.0
## 10743 10744 10746 10751 10754 10755 10756 10757 10763 10769 10773
## Predicted 34.9 29.7 22.54 8.21 3.01 2.45 1.73 95.8 85.0 94.4 93.3
## cvpred 36.0 30.9 23.78 9.52 4.35 3.76 3.05 96.6 85.8 95.1 94.0
## pm2.5 15.0 12.0 17.00 3.00 13.00 13.00 15.00 23.0 23.0 25.0 39.0
## CV residual -21.0 -18.9 -6.78 -6.52 8.65 9.24 11.95 -73.6 -62.8 -70.1 -55.0
## 10775 10779 10786 10789 10791 10794 10795 10798 10801 10805 10810
## Predicted 92.6 99.7 100.0 96.7 96.8 96.4 95.7 90.5 82.9 73.9 61.0
## cvpred 93.2 100.3 100.6 97.4 97.5 97.1 96.4 91.3 83.7 74.8 61.9
## pm2.5 24.0 57.0 178.0 60.0 39.0 23.0 11.0 12.0 20.0 16.0 20.0
## CV residual -69.2 -43.3 77.4 -37.4 -58.5 -74.1 -85.4 -79.3 -63.7 -58.8 -41.9
## 10811 10813 10814 10816 10825 10834 10836 10838 10839 10843 10844
## Predicted 57.7 53.4 50.4 94.8 94.9 96.6 95.2 99.4 98.0 98.1 97.5
## cvpred 58.7 54.3 51.3 95.6 95.4 97.2 95.8 100.0 98.6 98.7 98.1
## pm2.5 26.0 29.0 25.0 23.0 43.0 48.0 39.0 36.0 36.0 42.0 51.0
## CV residual -32.7 -25.3 -26.3 -72.6 -52.4 -49.2 -56.8 -64.0 -62.6 -56.7 -47.1
## 10850 10851 10854 10855 10857 10858 10861 10866 10869 10870
## Predicted 93.8 104.6 104.37 104.6 104 102.04 103.50 94.9 90.8 89.9
## cvpred 94.2 104.9 104.75 104.9 104 102.43 103.91 95.6 91.5 90.5
## pm2.5 76.0 58.0 100.00 128.0 116 97.00 101.00 60.0 73.0 70.0
## CV residual -18.2 -46.9 -4.75 23.1 12 -5.43 -2.91 -35.6 -18.5 -20.5
## 10874 10881 10882 10888 10889 10891 10897 10907 10912 10914 10918
## Predicted 102.3 102.82 102.8 95.5 93.2 87.7 101.5 108 108.3 106.5 109
## cvpred 102.8 103.26 103.3 96.1 93.8 88.4 101.9 108 108.5 106.7 110
## pm2.5 87.0 95.00 123.0 84.0 66.0 57.0 148.0 212 188.0 166.0 295
## CV residual -15.8 -8.26 19.7 -12.1 -27.8 -31.4 46.1 104 79.5 59.3 185
## 10919 10920 10922 10923 10927 10928 10942 10943 10948 10951 10957
## Predicted 108 107 102 96.5 81.7 77.1 108 107.4 103.9 99.1 98.8
## cvpred 108 107 102 96.9 82.3 77.7 108 107.6 104.1 99.4 99.3
## pm2.5 328 287 222 147.0 18.0 15.0 36 33.0 44.0 32.0 158.0
## CV residual 220 180 120 50.1 -64.3 -62.7 -72 -74.6 -60.1 -67.4 58.7
## 10959 10963 10967 10968 10976 10977 10978 10979 10980 10981 10984
## Predicted 93.4 97.6 96.3 95.4 98.0 95.3 91.7 90.0 87.06 84.4 94.5
## cvpred 94.1 98.2 96.7 95.7 98.4 95.9 92.3 90.7 87.78 85.2 95.2
## pm2.5 63.0 11.0 5.0 55.0 149.0 156.0 144.0 135.0 94.00 105.0 138.0
## CV residual -31.1 -87.2 -91.7 -40.7 50.6 60.1 51.7 44.3 6.22 19.8 42.8
## 10985 10993 10997 10998 11007 11008 11009 11012 11013 11015 11017
## Predicted 97.3 89.2 102.8 101.4 96.3 94.7 91.0 84.4 84.1 82.3 80.5
## cvpred 98.0 89.8 103.3 101.9 96.9 95.3 91.6 85.1 84.8 82.9 81.1
## pm2.5 170.0 65.0 123.0 151.0 171.0 211.0 124.0 22.0 17.0 59.0 146.0
## CV residual 72.0 -24.8 19.7 49.1 74.1 115.7 32.4 -63.1 -67.8 -23.9 64.9
## 11022 11025 11032 11034 11037 11040 11043 11045 11046 11050 11103
## Predicted 77.7 104 85.2 80.4 77.2 73.9 69.1 67.5 107.3 106.4 86.5
## cvpred 78.3 104 85.8 81.0 77.7 74.4 69.6 68.0 107.6 106.6 87.2
## pm2.5 152.0 231 188.0 227.0 184.0 233.0 196.0 103.0 94.0 169.0 24.0
## CV residual 73.7 127 102.2 146.0 106.3 158.6 126.4 35.0 -13.6 62.4 -63.2
## 11126 11128 11133 11134 11139 11140 11143 11144 11150 11151 11152
## Predicted 100.30 96.06 102 103.0 87.9 83.2 92.4 90.1 93.9 94.0 91.7
## cvpred 100.76 96.59 102 103.4 88.3 83.8 93.2 90.9 94.7 94.8 92.6
## pm2.5 105.00 105.00 107 77.0 39.0 24.0 13.0 11.0 12.0 13.0 14.0
## CV residual 4.24 8.41 5 -26.4 -49.3 -59.8 -80.2 -79.9 -82.7 -81.8 -78.6
## 11153 11164 11171 11176 11177 11184 11185 11186 11187 11188 11192
## Predicted 88.1 66.1 91.5 94.0 95.4 83.4 99.5 103 101.6 103.3 102.8
## cvpred 89.1 67.2 92.3 94.8 96.1 84.0 100.1 103 102.1 103.8 103.3
## pm2.5 11.0 9.0 16.0 11.0 12.0 50.0 51.0 64 67.0 77.0 91.0
## CV residual -78.1 -58.2 -76.3 -83.8 -84.1 -34.0 -49.1 -39 -35.1 -26.8 -12.3
## 11195 11210 11217 11219 11221 11223 11225 11228 11233 11234 11241
## Predicted 102.8 107.6 110.1 109.7 108.8 106.3 103.0 111.4 110.0 111.1 109.1
## cvpred 103.2 107.9 110.2 109.8 108.9 106.4 103.2 111.5 110.1 111.1 109.2
## pm2.5 88.0 186.0 169.0 142.0 141.0 131.0 152.0 172.0 163.0 144.0 184.0
## CV residual -15.2 78.1 58.8 32.2 32.1 24.6 48.8 60.5 52.9 32.9 74.8
## 11242 11244 11273 11299 11302 11304 11306 11309 11313 11314 11315
## Predicted 107.9 96.3 91.0 86.3 78.8 74.7 108.0 96.7 84.9 81.3 77.3
## cvpred 107.9 96.8 91.5 86.7 79.3 75.1 108.2 97.1 85.4 81.8 77.9
## pm2.5 191.0 74.0 25.0 149.0 58.0 56.0 60.0 23.0 16.0 22.0 35.0
## CV residual 83.1 -22.8 -66.5 62.3 -21.3 -19.1 -48.2 -74.1 -69.4 -59.8 -42.9
## 11316 11317 11321 11322 11323 11328 11330 11331 11337 11339 11340
## Predicted 73.78 71.2 49.32 42.4 38.8 23.17 20.634 19.7 92.8 94.8 96.2
## cvpred 74.37 71.8 50.11 43.3 39.8 24.29 21.744 20.8 93.5 95.4 96.8
## pm2.5 72.00 249.0 44.00 93.0 118.0 18.00 21.000 10.0 4.0 5.0 9.0
## CV residual -2.37 177.2 -6.11 49.7 78.2 -6.29 -0.744 -10.8 -89.5 -90.4 -87.8
## 11341 11342 11344 11346 11347 11348 11353 11355 11357 11358 11368
## Predicted 94.0 97.8 99.5 96.0 95.2 101.8 105.0 106.6 106.6 107.3 91.5
## cvpred 94.6 98.4 100.1 96.6 95.9 102.3 105.3 106.9 106.8 107.6 92.0
## pm2.5 12.0 11.0 13.0 10.0 15.0 19.0 56.0 52.0 48.0 62.0 58.0
## CV residual -82.6 -87.4 -87.1 -86.6 -80.9 -83.3 -49.3 -54.9 -58.8 -45.6 -34.0
## 11369 11372 11379 11381 11382 11386 11387 11388 11395 11397 11401
## Predicted 89.5 87.1 83.4 107.6 107.6 108.3 109.7 109.7 104 103.2 109.6
## cvpred 90.1 87.6 83.8 107.9 107.9 108.5 109.8 109.8 104 103.2 109.7
## pm2.5 68.0 105.0 114.0 87.0 91.0 160.0 175.0 166.0 143 156.0 175.0
## CV residual -22.1 17.4 30.2 -20.9 -16.9 51.5 65.2 56.2 39 52.8 65.3
## 11407 11408 11409 11422 11449 11474 11483 11484 11491 11493 11499
## Predicted 109.7 108.3 108.3 110.1 107.5 76.2 52.0 48.1 97.2 104 107.6
## cvpred 109.8 108.5 108.5 110.2 107.6 76.7 52.7 48.8 97.6 104 107.9
## pm2.5 140.0 161.0 169.0 49.0 49.0 9.0 15.0 22.0 12.0 24 73.0
## CV residual 30.2 52.5 60.5 -61.2 -58.6 -67.7 -37.7 -26.8 -85.6 -80 -34.9
## 11500 11504 11506 11507 11509 11513 11520 11523 11528 11533 11544
## Predicted 107.3 107.6 108 107.1 106 100.7 96.75 92.8 111.4 99.6 109
## cvpred 107.5 107.9 108 107.3 106 100.9 96.88 93.0 111.5 99.9 109
## pm2.5 60.0 93.0 165 156.0 167 117.0 96.00 148.0 143.0 41.0 82
## CV residual -47.5 -14.9 57 48.7 61 16.1 -0.88 55.0 31.5 -58.9 -27
## 11545 11546 11548 11552 11555 11559 11561 11562 11565 11567 11570
## Predicted 109.0 109.0 106 109.4 99.9 104.2 103.9 101.5 98.4 95.8 91.8
## cvpred 109.2 109.2 106 109.5 100.3 104.6 104.1 101.8 98.7 96.0 92.1
## pm2.5 79.0 51.0 67 44.0 25.0 27.0 36.0 39.0 64.0 59.0 61.0
## CV residual -30.2 -58.2 -39 -65.5 -75.3 -77.6 -68.1 -62.8 -34.7 -37.0 -31.1
## 11573 11576 11578 11579 11582 11602 11603 11604 11606 11607 11609
## Predicted 109.0 109.0 108 106.4 108.48 113.2 111.9 110.6 108.7 107.4 105.4
## cvpred 109.2 109.1 108 106.6 108.64 113.1 111.9 110.6 108.7 107.4 105.4
## pm2.5 70.0 82.0 90 84.0 105.00 185.0 162.0 163.0 165.0 163.0 157.0
## CV residual -39.2 -27.1 -18 -22.6 -3.64 71.9 50.1 52.4 56.3 55.6 51.6
## 11617 11619 11624 11627 11629 11634 11639 11640 11644 11646 11648
## Predicted 114.5 114.5 109.9 107 99.71 76.5 56.1 51.9 42.4 37.5 32.1
## cvpred 114.4 114.4 109.8 107 100.11 77.0 56.7 52.5 43.1 38.2 32.8
## pm2.5 178.0 172.0 195.0 232 97.00 81.0 251.0 234.0 88.0 83.0 100.0
## CV residual 63.6 57.6 85.2 125 -3.11 4.0 194.3 181.5 44.9 44.8 67.2
## 11650 11652 11653 11655 11657 11659 11660 11661 11666 11669 11672
## Predicted 26.9 22.2 18.7 10.8 5.62 1.71 105.0 103.4 101.8 105.9 104.3
## cvpred 27.6 23.0 19.5 11.7 6.50 2.63 105.3 103.7 102.1 106.2 104.6
## pm2.5 89.0 60.0 49.0 38.0 39.00 41.00 33.0 37.0 48.0 18.0 24.0
## CV residual 61.4 37.0 29.5 26.3 32.50 38.37 -72.3 -66.7 -54.1 -88.2 -80.6
## 11673 11675 11684 11688 11689 11690 11692 11696 11699 11704 11706
## Predicted 103.6 92.7 54.4 50.3 49.3 100 97.0 96.1 104 104.2 103.3
## cvpred 103.9 93.2 55.3 51.1 50.2 101 97.5 96.5 104 104.6 103.6
## pm2.5 23.0 27.0 19.0 14.0 13.0 16 8.0 11.0 14 13.0 33.0
## CV residual -80.9 -66.2 -36.3 -37.1 -37.2 -85 -89.5 -85.5 -90 -91.6 -70.6
## 11707 11708 11710 11720 11721 11723 11726 11735 11740 11741
## Predicted 101.3 99.7 98.6 91.6 91.7 87.8 82.9 110.8 112.62 113.151
## cvpred 101.7 100.1 98.9 91.8 91.8 88.0 83.1 110.9 112.59 113.117
## pm2.5 33.0 28.0 35.0 81.0 50.0 44.0 55.0 93.0 107.00 114.000
## CV residual -68.7 -72.1 -63.9 -10.8 -41.8 -44.0 -28.1 -17.9 -5.59 0.883
## 11746 11747 11750 11752 11754 11762 11766 11767 11771 11773 11774
## Predicted 114.5 113.3 112.6 93.7 86.6 108.66 108.0 108.5 100.6 91.5 87.6
## cvpred 114.4 113.2 112.6 94.2 87.1 108.82 108.2 108.6 101.1 92.0 88.1
## pm2.5 148.0 168.0 150.0 84.0 44.0 110.00 86.0 58.0 33.0 34.0 37.0
## CV residual 33.6 54.8 37.4 -10.2 -43.1 1.18 -22.2 -50.6 -68.1 -58.0 -51.1
## 11775 11778 11782 11785 11787 11789 11791 11793 11794 11796 11797
## Predicted 83.1 71.4 108.3 110.8 108.5 105.6 102.4 108.8 107.2 107.4 108
## cvpred 83.6 72.0 108.5 110.8 108.6 105.8 102.6 108.9 107.3 107.6 108
## pm2.5 38.0 26.0 43.0 40.0 30.0 26.0 19.0 27.0 23.0 18.0 14
## CV residual -45.6 -46.0 -65.5 -70.8 -78.6 -79.8 -83.6 -81.9 -84.3 -89.6 -94
## 11800 11801 11802 11803 11807 11808 11809 11810 11812 11821 11822
## Predicted 108.1 106.2 106.1 104.9 100.4 98.8 98.5 96.9 94.8 104.8 101.5
## cvpred 108.3 106.4 106.3 105.1 100.6 99.0 98.7 97.1 95.0 104.9 101.6
## pm2.5 29.0 45.0 46.0 48.0 55.0 50.0 69.0 80.0 62.0 59.0 53.0
## CV residual -79.3 -61.4 -60.3 -57.1 -45.6 -49.0 -29.7 -17.1 -33.0 -45.9 -48.6
## 11825 11828 11834 11835 11839 11842 11847 11851 11852 11853 11854
## Predicted 102 111.3 114.9 113.5 111.7 109.3 111.1 100.2 99.2 96.9 95.7
## cvpred 102 111.3 114.8 113.4 111.6 109.2 111.1 100.5 99.5 97.3 96.0
## pm2.5 42 41.0 78.0 74.0 88.0 94.0 22.0 20.0 20.0 25.0 35.0
## CV residual -60 -70.3 -36.8 -39.4 -23.6 -15.2 -89.1 -80.5 -79.5 -72.3 -61.0
## 11855 11857 11858 11862 11867 11869 11880 11881 11886 11887 11895
## Predicted 95.4 91.8 90.2 109.7 108.5 108.3 98.9 97.7 114.2 114.5 96.8
## cvpred 95.7 92.1 90.5 109.8 108.6 108.5 98.9 97.6 114.1 114.4 97.2
## pm2.5 28.0 31.0 26.0 24.0 27.0 21.0 56.0 80.0 98.0 104.0 165.0
## CV residual -67.7 -61.1 -64.5 -85.8 -81.6 -87.5 -42.9 -17.6 -16.1 -10.4 67.8
## 11898 11899 11902 11903 11904 11905 11906 11907 11912 11915 11920
## Predicted 83.6 79.4 63.94 60.35 56.4 52.47 50.5 46.9 40.6 29.57 17.52
## cvpred 84.2 80.0 64.77 61.21 57.3 53.36 51.4 47.9 41.4 30.44 18.23
## pm2.5 118.0 61.0 60.00 56.00 68.0 51.00 75.0 72.0 63.0 35.00 12.00
## CV residual 33.8 -19.0 -4.77 -5.21 10.7 -2.36 23.6 24.1 21.6 4.56 -6.23
## 11921 11926 11927 11928 11933 11934 11935 11936 11937 11938 11943
## Predicted 13.94 -4.08 -3.96 -7.31 -18.5 103.0 106.9 105.9 101.7 97.7 69.3
## cvpred 14.66 -3.19 -3.12 -6.40 -17.5 103.4 107.1 106.1 102.1 98.1 69.9
## pm2.5 11.00 24.00 16.00 29.00 24.0 18.0 29.0 20.0 28.0 28.0 28.0
## CV residual -3.66 27.19 19.12 35.40 41.5 -85.4 -78.1 -86.1 -74.1 -70.1 -41.9
## 11949 11952 11957 11958 11965 11968 11972 11982 11984 11986 11987
## Predicted 41.9 37.4 99.3 98.4 95.1 102.2 91.7 108 101 96.6 92.9
## cvpred 42.7 38.2 99.8 98.9 95.5 102.7 92.1 108 101 97.0 93.4
## pm2.5 70.0 59.0 25.0 22.0 26.0 18.0 29.0 58 18 16.0 15.0
## CV residual 27.3 20.8 -74.8 -76.9 -69.5 -84.7 -63.1 -50 -83 -81.0 -78.4
## 11991 11995 12004 12011 12012 12018 12020 12034 12035 12037 12039
## Predicted 103.3 105.1 108.3 109.0 109.0 94.3 90.0 112.6 112.0 110 108.0
## cvpred 103.7 105.3 108.5 109.2 109.1 94.7 90.4 112.5 111.9 110 107.8
## pm2.5 8.0 57.0 37.0 71.0 69.0 24.0 35.0 147.0 153.0 149 159.0
## CV residual -95.7 -48.3 -71.5 -38.2 -40.1 -70.7 -55.4 34.5 41.1 39 51.2
## 12048 12050 12061 12062 12065 12068 12069 12070 12075 12076 12078
## Predicted 117 117 115 118 116 106.4 101.7 97.8 82.3 80.3 71.4
## cvpred 117 117 115 117 116 106.4 101.8 97.9 82.5 80.5 71.8
## pm2.5 250 251 217 237 221 75.0 32.0 27.0 7.0 6.0 5.0
## CV residual 133 134 102 120 105 -31.4 -69.8 -70.9 -75.5 -74.5 -66.8
## 12079 12086 12087 12088 12090 12092 12093 12095 12097 12103 12105
## Predicted 68.8 107.6 107.6 108.8 105 100.4 101.1 96.1 93.2 87.6 78.8
## cvpred 69.2 107.9 107.8 108.9 105 100.6 101.2 96.2 93.4 88.2 79.4
## pm2.5 6.0 13.0 14.0 16.0 19 15.0 20.0 27.0 28.0 46.0 14.0
## CV residual -63.2 -94.9 -93.8 -92.9 -86 -85.6 -81.2 -69.2 -65.4 -42.2 -65.4
## 12107 12110 12111 12115 12116 12119 12121 12129 12145 12146 12155
## Predicted 73.4 67.3 103.0 104.3 103.6 102.5 99.8 95.2 94.2 109.6 109.86
## cvpred 74.0 67.9 103.4 104.6 103.9 102.8 100.2 95.7 94.5 109.7 109.95
## pm2.5 16.0 12.0 7.0 47.0 31.0 22.0 26.0 54.0 36.0 40.0 114.00
## CV residual -58.0 -55.9 -96.4 -57.6 -72.9 -80.8 -74.2 -41.7 -58.5 -69.7 4.05
## 12156 12159 12161 12162 12163 12165 12170 12171 12172 12175 12178
## Predicted 109.2 96.5 89.6 86.4 83.2 77.1 73.86 110.1 110.4 109.1 113.8
## cvpred 109.3 96.9 90.1 86.8 83.6 77.5 74.16 110.2 110.5 109.1 113.8
## pm2.5 69.0 25.0 21.0 24.0 31.0 118.0 69.00 66.0 77.0 89.0 155.0
## CV residual -40.3 -71.9 -69.1 -62.8 -52.6 40.5 -5.16 -44.2 -33.5 -20.1 41.2
## 12180 12181 12182 12183 12190 12193 12200 12202 12204 12215 12223
## Predicted 114.0 112.7 112.2 109.2 88.7 85.6 81.349 79.9 77.4 52.22 42.7
## cvpred 113.9 112.6 112.1 109.1 89.0 85.8 81.391 80.0 77.5 52.49 42.9
## pm2.5 200.0 187.0 152.0 123.0 47.0 53.0 81.000 100.0 109.0 59.00 56.0
## CV residual 86.1 74.4 39.9 13.9 -42.0 -32.8 -0.391 20.0 31.5 6.51 13.1
## 12228 12229 12237 12238 12240 12243 12244 12248 12249 12281 12291
## Predicted 32.1 28.2 5.48 113.5 113.3 108.7 108.0 103.8 103.6 110.5 100.1
## cvpred 32.5 28.6 6.05 113.5 113.2 108.7 107.9 103.8 103.5 110.4 99.9
## pm2.5 69.0 73.0 47.00 48.0 57.0 97.0 95.0 115.0 116.0 97.0 177.0
## CV residual 36.5 44.4 40.95 -65.5 -56.2 -11.7 -12.9 11.2 12.5 -13.4 77.1
## 12297 12298 12300 12303 12304 12305 12306 12307 12308 12311
## Predicted 117.4 116.7 112.8 104.5 101.3 98.93 97.98 97.03 94.7 92.16
## cvpred 117.1 116.4 112.6 104.4 101.2 98.92 97.91 96.91 94.6 92.04
## pm2.5 171.0 154.0 140.0 119.0 124.0 105.00 106.00 104.00 112.0 100.00
## CV residual 53.9 37.6 27.4 14.6 22.8 6.08 8.09 7.09 17.4 7.96
## 12315 12320 12322 12326 12332 12334 12335 12336 12339 12341
## Predicted 87.7 116.9 114.21 117.410 117.8 116.75 114 116.1 114.6 116.6
## cvpred 87.5 116.6 113.97 117.129 117.5 116.53 114 115.9 114.4 116.4
## pm2.5 100.0 90.0 105.00 118.000 146.0 114.00 61 92.0 82.0 58.0
## CV residual 12.5 -26.6 -8.97 0.871 28.5 -2.53 -53 -23.9 -32.4 -58.4
## 12342 12343 12344 12345 12346 12347 12350 12353 12355 12358 12364
## Predicted 117.0 116.4 116.0 114.8 113.4 116.6 115.0 109.8 108 113.5 106.6
## cvpred 116.8 116.2 115.8 114.6 113.2 116.4 114.9 109.9 108 113.4 106.7
## pm2.5 55.0 62.0 56.0 52.0 99.0 65.0 85.0 26.0 28 15.0 15.0
## CV residual -61.8 -54.2 -59.8 -62.6 -14.2 -51.4 -29.9 -83.9 -80 -98.4 -91.7
## 12365 12369 12370 12371 12375 12386 12388 12392 12399 12400 12401
## Predicted 103.4 91.5 89.3 86.5 78.1 46.0 42.0 35.9 108.3 108.8 109.2
## cvpred 103.5 91.6 89.5 86.6 78.2 46.4 42.4 36.3 108.5 108.9 109.3
## pm2.5 17.0 9.0 9.0 8.0 13.0 17.0 16.0 8.0 10.0 11.0 17.0
## CV residual -86.5 -82.6 -80.5 -78.6 -65.2 -29.4 -26.4 -28.3 -98.5 -97.9 -92.3
## 12406 12413 12415 12418 12420 12422 12425 12427 12428 12432 12434
## Predicted 104.1 111.3 115.6 113.8 113.81 112.6 103.6 99.4 97.08 112.3 109
## cvpred 104.2 111.2 115.4 113.7 113.72 112.6 103.7 99.5 97.18 112.2 109
## pm2.5 29.0 45.0 57.0 99.0 105.00 81.0 64.0 100.0 92.00 73.0 68
## CV residual -75.2 -66.2 -58.4 -14.7 -8.72 -31.6 -39.7 0.5 -5.18 -39.2 -41
## 12439 12445 12446 12447 12448 12452 12454 12455 12456 12457 12463
## Predicted 100.6 95.0 93.0 91.7 108.1 105.1 108 106.7 108.7 112.1 112.5
## cvpred 100.8 95.3 93.3 92.0 108.3 105.3 108 106.8 108.7 112.2 112.5
## pm2.5 18.0 9.0 9.0 11.0 11.0 15.0 56 45.0 48.0 53.0 57.0
## CV residual -82.8 -86.3 -84.3 -81.0 -97.3 -90.3 -52 -61.8 -60.7 -59.2 -55.5
## 12470 12471 12475 12476 12477 12479 12481 12488 12489 12490 12491
## Predicted 108.1 110.9 99.3 97.7 96.8 112.1 112.4 114.5 115.6 115.2 114.5
## cvpred 108.2 110.9 99.5 97.9 96.9 112.2 112.4 114.4 115.4 115.1 114.4
## pm2.5 30.0 44.0 21.0 18.0 25.0 24.0 28.0 125.0 133.0 133.0 126.0
## CV residual -78.2 -66.9 -78.5 -79.9 -71.9 -88.2 -84.4 10.6 17.6 17.9 11.6
## 12496 12497 12499 12500 12506 12507 12516 12517 12521 12527 12528
## Predicted 104 102 96.5 94.8 115 114.4 117.0 116.6 116.2 118.7 117.9
## cvpred 104 102 96.5 94.9 115 114.3 116.8 116.4 115.9 118.4 117.7
## pm2.5 90 83 67.0 67.0 65 50.0 87.0 85.0 86.0 163.0 170.0
## CV residual -14 -19 -29.5 -27.9 -50 -64.3 -29.8 -31.4 -29.9 44.6 52.3
## 12533 12552 12553 12558 12560 12566 12571 12572 12573 12575 12586
## Predicted 118.3 118 118.5 101.5 118 115.9 111.0 110.5 109.5 107.4 118.6
## cvpred 118.1 118 118.1 101.4 118 115.7 110.8 110.2 109.3 107.1 118.3
## pm2.5 201.0 59 66.0 6.0 7 22.0 27.0 28.0 40.0 33.0 189.0
## CV residual 82.9 -59 -52.1 -95.4 -111 -93.7 -83.8 -82.2 -69.3 -74.1 70.7
## 12587 12588 12589 12591 12594 12600 12601 12603 12606 12612 12621
## Predicted 118 118.7 118.34 115.49 110.3 104.7 104.0 101.8 117.9 117.9 112.8
## cvpred 118 118.4 118.08 115.28 110.1 104.5 103.8 101.6 117.7 117.7 112.6
## pm2.5 165 152.0 126.00 112.00 67.0 119.0 121.0 121.0 176.0 130.0 48.0
## CV residual 47 33.6 7.92 -3.28 -43.1 14.5 17.2 19.4 58.3 12.3 -64.6
## 12624 12626 12638 12640 12642 12645 12647 12652 12658 12659 12668
## Predicted 117.8 115.26 116.7 116.4 110 117.6 117.3 116 113 109 110.8
## cvpred 117.5 114.99 116.5 116.1 110 117.4 117.1 116 113 109 110.7
## pm2.5 84.0 122.00 67.0 85.0 25 33.0 55.0 14 12 11 48.0
## CV residual -33.5 7.01 -49.5 -31.1 -85 -84.4 -62.1 -102 -101 -98 -62.7
## 12670 12671 12672 12678 12679 12680 12681 12684 12686 12691 12692
## Predicted 108.9 109.8 116.7 118.3 118.0 117.98 117.26 117.4 114 111.9 111.4
## cvpred 108.8 109.6 116.5 118.1 117.7 117.72 117.01 117.2 114 111.8 111.2
## pm2.5 39.0 34.0 45.0 96.0 98.0 117.00 119.00 96.0 95 63.0 45.0
## CV residual -69.8 -75.6 -71.5 -22.1 -19.7 -0.72 1.99 -21.2 -19 -48.8 -66.2
## 12693 12695 12696 12697 12699 12702 12705 12706 12711 12712 12713
## Predicted 111.3 110.39 109.1 106.8 103.6 117.3 115.1 114.4 111 109 108
## cvpred 111.1 110.12 108.9 106.6 103.5 117.1 114.9 114.2 111 109 108
## pm2.5 70.0 116.00 127.0 132.0 156.0 93.0 133.0 153.0 236 231 220
## CV residual -41.1 5.88 18.1 25.4 52.5 -24.1 18.1 38.8 125 122 112
## 12717 12724 12728 12731 12732 12736 12744 12745 12746 12749 12752
## Predicted 116.4 119.36 119.0 117.5 116.3 108.0 118 118.7 118.1 118.3 118.3
## cvpred 116.2 119.04 118.7 117.2 115.9 107.7 118 118.4 117.8 118.1 118.1
## pm2.5 141.0 128.00 165.0 156.0 167.0 152.0 138 154.0 192.0 96.0 76.0
## CV residual 24.8 8.96 46.3 38.8 51.1 44.3 20 35.6 74.2 -22.1 -42.1
## 12756 12757 12758 12762 12763 12768 12770 12772 12774 12775
## Predicted 117.4 117.4 116.2 112.9 111.9 117.44 114.9 118.34 118.5 118.13
## cvpred 117.2 117.2 115.9 112.7 111.7 117.19 114.7 118.08 118.2 117.84
## pm2.5 95.0 95.0 97.0 139.0 144.0 114.00 134.0 125.00 121.0 110.00
## CV residual -22.2 -22.2 -18.9 26.3 32.3 -3.19 19.3 6.92 2.8 -7.84
## 12778 12779 12780 12781 12783 12789 12793 12798 12801 12802 12804
## Predicted 118.0 118 117.6 116.9 118.1 114.9 112.7 120 121 119.9 118.5
## cvpred 117.7 118 117.3 116.6 117.8 114.6 112.4 119 121 119.5 118.1
## pm2.5 88.0 87 85.0 88.0 80.0 87.0 151.0 257 227 198.0 154.0
## CV residual -29.7 -31 -32.3 -28.6 -37.8 -27.6 38.6 138 106 78.5 35.9
## 12808 12810 12811 12813 12815 12826 12827 12830 12831 12832 12834
## Predicted 115.7 114.5 113.954 111 108 120 119 120.0 120.0 118.8 115.9
## cvpred 115.5 114.3 113.634 110 108 120 119 119.6 119.7 118.4 115.6
## pm2.5 101.0 99.0 113.000 269 245 198 205 182.0 167.0 161.0 155.0
## CV residual -14.5 -15.3 -0.634 159 137 78 86 62.4 47.3 42.6 39.4
## 12844 12845 12846 12848 12854 12858 12859 12862 12865 12867 12870
## Predicted 119 118.7 119 119 120.0 109.8 107.48 107.6 105.1 103 101.6
## cvpred 119 118.4 119 119 119.7 109.6 107.37 107.3 104.9 103 101.4
## pm2.5 254 205.0 230 187 158.0 120.0 111.00 192.0 199.0 158 171.0
## CV residual 135 86.6 111 68 38.3 10.4 3.63 84.7 94.1 55 69.6
## 12873 12874 12875 12876 12877 12878 12880 12888 12891 12892 12897
## Predicted 100.1 98.2 96.6 118.5 114.4 112.12 107.82 97.5 95.2 93.9 120.0
## cvpred 99.9 98.0 96.4 118.1 114.3 111.95 107.67 97.4 95.0 93.7 119.7
## pm2.5 172.0 169.0 178.0 149.0 164.0 117.00 109.00 164.0 146.0 137.0 217.0
## CV residual 72.1 71.0 81.6 30.9 49.7 5.05 1.33 66.6 51.0 43.3 97.3
## 12901 12902 12903 12905 12907 12908 12910 12913 12915 12920 12921
## Predicted 121 121 120 119 118 117 114.6 121 120.7 118.2 116.9
## cvpred 121 120 120 118 117 117 114.2 121 120.2 117.8 116.5
## pm2.5 251 337 402 442 445 352 132.0 139 152.0 169.0 182.0
## CV residual 130 217 282 324 328 235 17.8 18 31.8 51.2 65.5
## 12924 12925 12928 12930 12931 12934 12936 12941 12942 12943 12947
## Predicted 112.5 110.8 106.0 118.8 118.1 117.6 118.1 114 112.1 110.8 104.0
## cvpred 112.1 110.5 105.7 118.5 117.8 117.3 117.8 113 111.9 110.6 103.9
## pm2.5 169.0 185.0 163.0 194.0 133.0 34.0 29.0 11 25.0 18.0 16.0
## CV residual 56.9 74.5 57.3 75.5 15.2 -83.3 -88.8 -102 -86.9 -92.6 -87.9
## 12948 12952 12960 12962 12977 12979 12980 12986 12988 12989 12992
## Predicted 117.4 116.1 116.1 115.5 113.8 116.3 115.9 118.3 117.98 115.0 110
## cvpred 117.2 115.9 115.9 115.2 113.7 116.1 115.7 118.1 117.72 114.8 110
## pm2.5 22.0 23.0 41.0 43.0 22.0 25.0 26.0 87.0 109.00 134.0 52
## CV residual -95.2 -92.9 -74.9 -72.2 -91.7 -91.1 -89.7 -31.1 -8.72 19.2 -58
## 12996 12998 13000 13001 13011 13014 13019 13021 13025 13026 13028
## Predicted 114.0 111.8 115.6 116.6 111.2 119.0 114.8 114.5 112.8 111.2 108.4
## cvpred 113.8 111.6 115.4 116.4 111.1 118.7 114.7 114.4 112.7 111.1 108.2
## pm2.5 24.0 19.0 21.0 20.0 49.0 49.0 59.0 26.0 39.0 40.0 53.0
## CV residual -89.8 -92.6 -94.4 -96.4 -62.1 -69.7 -55.7 -88.4 -73.7 -71.1 -55.2
## 13029 13030 13031 13032 13033 13036 13037 13038 13040 13041
## Predicted 107.6 107.6 107.0 106.5 106.1 104.3 118.67 119.2022 118.67 119.03
## cvpred 107.5 107.4 106.8 106.3 105.9 104.1 118.38 118.9123 118.38 118.74
## pm2.5 58.0 55.0 56.0 93.0 108.0 118.0 121.00 119.0000 123.00 125.00
## CV residual -49.5 -52.4 -50.8 -13.3 2.1 13.9 2.62 0.0877 4.62 6.26
## 13045 13049 13063 13068 13073 13074 13075 13077 13081 13088 13091
## Predicted 120.0 115.6 120 119 111 110 107 103 120 118.1 120.7
## cvpred 119.7 115.3 120 119 111 110 107 103 119 117.7 120.4
## pm2.5 162.0 166.0 265 242 223 228 243 224 266 145.0 37.0
## CV residual 42.3 50.7 145 123 112 118 136 121 147 27.3 -83.4
## 13096 13101 13102 13104 13106 13116 13117 13118 13119 13120 13122
## Predicted 122.1 121 121.0 119 118 122.1 121.5 120.8 121.6 122.1 122.1
## cvpred 121.7 121 120.6 119 117 121.7 121.1 120.4 121.1 121.7 121.7
## pm2.5 52.0 213 213.0 233 254 39.0 61.0 77.0 93.0 109.0 81.0
## CV residual -69.7 92 92.4 114 137 -82.7 -60.1 -43.4 -28.1 -12.7 -40.7
## 13126 13134 13136 13140 13143 13145 13148 13150 13154 13156
## Predicted 120.68 121.8 122.1 121.2 122.1 123.162 121.0 122 121.0 122
## cvpred 120.24 121.3 121.7 120.7 121.6 122.683 120.6 122 120.6 122
## pm2.5 112.00 179.0 166.0 162.0 140.0 122.000 170.0 187 215.0 195
## CV residual -8.24 57.7 44.3 41.3 18.4 -0.683 49.4 65 94.4 73
## 13157 13159 13160 13163 13166 13169 13170 13171 13182 13184 13185
## Predicted 122 120.9 119 112.0 115.3 116.6 116 116.6 118.5 117.2 115.8
## cvpred 122 120.4 119 111.7 115.2 116.4 116 116.4 118.1 116.8 115.5
## pm2.5 245 220.0 244 72.0 26.0 26.0 23 30.0 85.0 48.0 46.0
## CV residual 123 99.6 125 -39.7 -89.2 -90.4 -93 -86.4 -33.1 -68.8 -69.5
## 13186 13191 13196 13197 13202 13205 13209 13214 13217 13224 13225
## Predicted 113.7 114.0 116.6 111.6 105.6 100.1 95.73 119.5 120.0 121.1 120.9
## cvpred 113.4 113.8 116.3 111.4 105.3 99.9 95.56 119.2 119.7 120.7 120.5
## pm2.5 47.0 40.0 96.0 73.0 82.0 67.0 105.00 165.0 141.0 145.0 152.0
## CV residual -66.4 -73.8 -20.3 -38.4 -23.3 -32.9 9.44 45.8 21.3 24.3 31.5
## 13226 13234 13238 13243 13246 13247 13254 13255 13259 13265 13270
## Predicted 120.6 121 121 112.6 110 107.6 115.2 112.9 108.1 112.6 112.0
## cvpred 120.2 121 121 112.3 110 107.3 114.9 112.7 108.1 112.6 111.8
## pm2.5 173.0 142 180 170.0 188 179.0 42.0 44.0 11.0 16.0 19.0
## CV residual 52.8 21 59 57.7 78 71.7 -72.9 -68.7 -97.1 -96.6 -92.8
## 13276 13277 13281 13283 13287 13289 13292 13296 13297 13298 13300
## Predicted 117.6 118.3 118.7 114.7 107.6 100.5 93.4 116.6 114.7 116.6 116.3
## cvpred 117.4 118.1 118.4 114.5 107.5 100.5 93.3 116.4 114.5 116.4 116.1
## pm2.5 37.0 38.0 37.0 26.0 14.0 16.0 12.0 28.0 18.0 22.0 41.0
## CV residual -80.4 -80.1 -81.4 -88.5 -93.5 -84.5 -81.3 -88.4 -96.5 -94.4 -75.1
## 13305 13315 13316 13317 13318 13323 13327 13336 13338 13340 13346
## Predicted 112.5 110.7 109.5 109.4 109.4 117.9 116.9 118.8 115.2 112.0 117.3
## cvpred 112.3 110.6 109.3 109.3 109.2 117.7 116.6 118.4 114.9 111.7 116.9
## pm2.5 14.0 21.0 18.0 23.0 25.0 57.0 93.0 89.0 91.0 66.0 171.0
## CV residual -98.3 -89.6 -91.3 -86.3 -84.2 -60.7 -23.6 -29.4 -23.9 -45.7 54.1
## 13347 13349 13358 13360 13365 13369 13373 13375 13376 13378
## Predicted 116.9 121 121.2 116.9 109.3 102.84 121 120.9 120.17 117.66
## cvpred 116.6 121 120.8 116.6 108.9 102.58 121 120.5 119.76 117.26
## pm2.5 185.0 275 197.0 130.0 132.0 112.00 105 107.0 127.00 111.00
## CV residual 68.4 154 76.2 13.4 23.1 9.42 -16 -13.5 7.24 -6.26
## 13379 13380 13381 13382 13383 13388 13393 13396 13397 13398
## Predicted 116.94 115.00 120.7 120.88 118.94 113.2 118.88 114.1 112.8 112.1
## cvpred 116.55 114.64 120.4 120.47 118.57 112.9 118.45 113.7 112.4 111.7
## pm2.5 126.00 109.00 108.0 122.00 112.00 92.0 120.00 95.0 92.0 89.0
## CV residual 9.45 -5.64 -12.4 1.53 -6.57 -20.9 1.55 -18.7 -20.4 -22.7
## 13399 13400 13401 13405 13412 13423 13425 13428 13430 13431
## Predicted 110.85 108.90 108.9 120.9 115.1 121.1 120.7 122.47 123.2 122.1
## cvpred 110.49 108.58 108.5 120.5 114.8 120.7 120.3 122.02 122.7 121.7
## pm2.5 102.00 99.00 97.0 95.0 91.0 90.0 94.0 131.00 144.0 144.0
## CV residual -8.49 -9.58 -11.5 -25.5 -23.8 -30.7 -26.3 8.98 21.3 22.3
## 13433 13436 13441 13443 13450 13455 13456 13461 13464 13466
## Predicted 120.9 122.1 113.2 119 121 118.7 117.48 110.34 106.96 104.3
## cvpred 120.5 121.7 112.9 119 121 118.3 117.08 110.01 106.67 104.1
## pm2.5 132.0 133.0 44.0 42 70 103.0 109.00 107.00 100.00 78.0
## CV residual 11.5 11.3 -68.9 -77 -51 -15.3 -8.08 -3.01 -6.67 -26.1
## 13468 13478 13483 13488 13492 13493 13494 13496 13502 13503 13506
## Predicted 103.0 118.8 113.6 117.5 120.7 121.1 121.3 120.0 120.7 122.1 116.4
## cvpred 102.7 118.5 113.2 117.2 120.4 120.7 120.9 119.6 120.3 121.7 116.1
## pm2.5 77.0 70.0 90.0 47.0 69.0 71.0 80.0 93.0 181.0 186.0 77.0
## CV residual -25.7 -48.5 -23.2 -70.2 -51.4 -49.7 -40.9 -26.6 60.7 64.3 -39.1
## 13507 13512 13513 13518 13520 13524 13527 13528 13529 13531
## Predicted 115.0 120.0 119.35 116.8 114.8 121.1 121.09 120.74 119.69 119.1
## cvpred 114.7 119.7 119.04 116.5 114.5 120.7 120.71 120.35 119.34 118.7
## pm2.5 87.0 88.0 117.00 69.0 64.0 76.0 127.00 128.00 128.00 142.0
## CV residual -27.7 -31.7 -2.04 -47.5 -50.5 -44.7 6.29 7.65 8.66 23.3
## 13534 13542 13546 13547 13548 13549 13553 13556 13562 13563 13570
## Predicted 121.1 120 120.2 120.53 120.2 119.5 120.2 117.5 120.9 120.5 119
## cvpred 120.7 120 119.8 120.12 119.8 119.1 119.8 117.1 120.5 120.1 119
## pm2.5 151.0 121 150.0 117.00 105.0 66.0 73.0 79.0 57.0 53.0 14
## CV residual 30.3 1 30.2 -3.12 -14.8 -53.1 -46.8 -38.1 -63.5 -67.1 -105
## 13577 13579 13580 13582 13588 13589 13590 13591 13595 13596 13597
## Predicted 117 114.3 113.5 121.8 121.8 121.8 121.8 122.1 120.0 122 122.1
## cvpred 117 113.9 113.2 121.4 121.4 121.4 121.4 121.7 119.6 122 121.7
## pm2.5 58 65.0 56.0 80.0 87.0 89.0 83.0 77.0 90.0 92 95.0
## CV residual -59 -48.9 -57.2 -41.4 -34.4 -32.4 -38.4 -44.7 -29.6 -30 -26.7
## 13601 13602 13604 13608 13609 13617 13618 13619 13620 13623 13626
## Predicted 117.3 116.4 113.5 108.85 108.1 99.7 99.0 98.3 98.2 123 120.3
## cvpred 116.9 115.9 113.1 108.47 107.8 99.4 98.7 97.9 97.9 123 119.8
## pm2.5 88.0 88.0 78.0 106.00 94.0 74.0 111.0 146.0 155.0 189 211.0
## CV residual -28.9 -27.9 -35.1 -2.47 -13.8 -25.4 12.3 48.1 57.1 66 91.2
## 13628 13634 13635 13637 13638 13639 13640 13644 13652 13653 13654
## Predicted 119 124 123 124 124 123 123 125 125 124 123
## cvpred 118 123 123 123 123 123 123 124 124 124 122
## pm2.5 256 296 321 288 293 307 335 336 235 244 237
## CV residual 138 173 198 165 170 184 212 212 111 120 115
## 13657 13658 13660 13662 13663 13667 13668 13671 13674 13675 13677
## Predicted 120 119 116 125 124 122 125 123 118.1 115.1 122.3
## cvpred 120 119 116 124 123 121 125 122 117.6 114.7 121.8
## pm2.5 361 325 354 383 355 376 356 310 62.0 49.0 53.0
## CV residual 241 206 238 259 232 255 231 188 -55.6 -65.7 -68.8
## 13680 13681 13684 13687 13688 13691 13693 13700 13701 13703 13704
## Predicted 122 122 121 122 122 122.1 122.8 122.8 122.4 123.16 122.8
## cvpred 121 122 121 122 122 121.6 122.3 122.3 121.9 122.68 122.3
## pm2.5 19 20 40 31 38 64.0 48.0 40.0 63.0 118.00 84.0
## CV residual -102 -102 -81 -91 -84 -57.6 -74.3 -82.3 -58.9 -4.68 -38.3
## 13705 13708 13711 13712 13714 13726 13732 13733 13735 13736 13749
## Predicted 123.2 123.2 121.0 123.3 122.1 115.1 120.7 121 119.1 121.8 110.6
## cvpred 122.7 122.7 120.6 122.9 121.7 114.6 120.3 121 118.7 121.4 110.2
## pm2.5 85.0 80.0 38.0 39.0 24.0 60.0 61.0 53 40.0 37.0 90.0
## CV residual -37.7 -42.7 -82.6 -83.9 -97.7 -54.6 -59.3 -68 -78.7 -84.4 -20.2
## 13757 13759 13763 13766 13767 13769 13770 13774 13775 13778 13779
## Predicted 104.9 103.4 123.0 122.8 124.2 121.3 120.7 118 117 123 125
## cvpred 104.5 103.1 122.4 122.3 123.6 120.8 120.2 117 117 122 124
## pm2.5 183.0 202.0 218.0 213.0 210.0 215.0 184.0 238 259 311 306
## CV residual 78.5 98.9 95.6 90.7 86.4 94.2 63.8 121 142 189 182
## 13781 13783 13786 13791 13792 13793 13795 13800 13801 13803 13806
## Predicted 124 124 119.3 117.3 121.2 121.6 119.1 110.0 121 119.5 118.6
## cvpred 123 123 118.9 116.9 120.8 121.1 118.6 109.6 121 119.1 118.2
## pm2.5 313 284 88.0 32.0 54.0 66.0 38.0 41.0 39 41.0 36.0
## CV residual 190 161 -30.9 -84.9 -66.8 -55.1 -80.6 -68.6 -82 -78.1 -82.2
## 13811 13812 13819 13820 13822 13829 13830 13833 13838 13840 13841
## Predicted 116.9 115.7 120.1 118.5 115.7 121.1 121 118.7 120.7 118.3 119
## cvpred 116.6 115.3 119.7 118.1 115.2 120.7 121 118.3 120.3 117.9 119
## pm2.5 38.0 35.0 48.0 44.0 57.0 102.0 87 59.0 46.0 20.0 41
## CV residual -78.6 -80.3 -71.7 -74.1 -58.2 -18.7 -34 -59.3 -74.3 -97.9 -78
## 13843 13909 13910 13911 13914 13915 13922 13928 13929 13933 13936
## Predicted 120.9 120.2 117.9 115.9 110.7 107.7 100.7 121 120.7 122 119.09
## cvpred 120.4 119.8 117.6 115.6 110.4 107.4 100.4 121 120.3 122 118.69
## pm2.5 82.0 59.0 46.0 49.0 50.0 66.0 77.0 110 109.0 106 114.00
## CV residual -38.4 -60.8 -71.6 -66.6 -60.4 -41.4 -23.4 -11 -11.3 -16 -4.69
## 13937 13939 13940 13941 13945 13947 13948 13952 13954 13955
## Predicted 117.5 113.21 111.95 111.2 122.11 120.0 120.0 117.8 122.8 122.1
## cvpred 117.1 112.86 111.61 110.9 121.67 119.6 119.5 117.4 122.3 121.6
## pm2.5 101.0 117.00 115.00 117.0 118.00 166.0 144.0 190.0 200.0 178.0
## CV residual -16.1 4.14 3.39 6.1 -3.67 46.4 24.5 72.6 77.7 56.4
## 13956 13961 13964 13968 14026 14027 14030 14032 14033 14035
## Predicted 121.4 114.2 110.5 105.289 117.42 122.1 120.7 121.8 120.7 120.3
## cvpred 120.9 113.8 110.1 104.957 116.97 121.7 120.4 121.4 120.4 119.8
## pm2.5 134.0 132.0 175.0 104.000 109.00 98.0 84.0 75.0 102.0 92.0
## CV residual 13.1 18.2 64.9 -0.957 -7.97 -23.7 -36.4 -46.4 -18.4 -27.8
## 14037 14038 14040 14044 14045 14051 14055 14058 14059 14061 14063
## Predicted 118.3 118.3 116.2 113.3 112.6 123 124.2 120.3 117.5 121.1 120.9
## cvpred 117.9 117.8 115.7 112.9 112.2 123 123.6 119.8 117.1 120.7 120.5
## pm2.5 94.0 92.0 139.0 208.0 211.0 217 195.0 202.0 102.0 30.0 42.0
## CV residual -23.9 -25.8 23.3 95.1 98.8 94 71.4 82.2 -15.1 -90.7 -78.5
## 14089 14090 14093 14095 14099 14115 14116 14119 14121 14125 14129
## Predicted 122.8 123.2 121.8 122.1 123.9 123.2 123.2 123.2 123.16 122.3 117.8
## cvpred 122.3 122.7 121.4 121.7 123.3 122.7 122.7 122.7 122.68 121.8 117.3
## pm2.5 74.0 64.0 146.0 64.0 96.0 111.0 105.0 107.0 128.00 132.0 161.0
## CV residual -48.3 -58.7 24.6 -57.7 -27.3 -11.7 -17.7 -15.7 5.32 10.2 43.7
## 14134 14135 14136 14137 14138 14140 14149 14150 14151 14154 14161
## Predicted 112.4 111.1 123.16 122.80 122.1 119.6 112.2 110.2 109.0 105.9 100.7
## cvpred 111.9 110.7 122.68 122.32 121.6 119.1 111.7 109.8 108.6 105.5 100.3
## pm2.5 154.0 140.0 130.00 113.00 100.0 91.0 135.0 125.0 148.0 147.0 125.0
## CV residual 42.1 29.3 7.32 -9.32 -21.6 -28.1 23.3 15.2 39.4 41.5 24.7
## 14168 14172 14173 14180 14184 14195 14196 14197 14198 14209
## Predicted 123.2 123.5 122.7 122.95 122.3 114.7 122.8 121.55 120.29 119
## cvpred 122.7 122.9 122.2 122.45 121.8 114.3 122.3 121.08 119.83 119
## pm2.5 33.0 110.0 108.0 128.00 156.0 99.0 143.0 118.00 116.00 10
## CV residual -89.7 -12.9 -14.2 5.55 34.2 -15.3 20.7 -3.08 -3.83 -109
## 14215 14221 14225 14226 14227 14234 14241 14244 14249 14252 14255
## Predicted 117.0 118 117 116 116.1 121 122.1 120.9 114.9 108.6 103.8
## cvpred 116.6 118 116 116 115.8 121 121.7 120.4 114.6 108.4 103.6
## pm2.5 17.0 7 4 8 17.0 51 69.0 88.0 37.0 29.0 19.0
## CV residual -99.6 -111 -112 -108 -98.8 -70 -52.7 -32.4 -77.6 -79.4 -84.6
## 14257 14258 14259 14261 14267 14269 14270 14272 14274 14275 14277
## Predicted 118 117 117.4 120 115 117 116.6 116.0 113 111 108.7
## cvpred 118 117 117.1 119 115 116 116.4 115.8 113 111 108.5
## pm2.5 16 16 18.0 3 10 9 18.0 29.0 21 29 37.0
## CV residual -102 -101 -99.1 -116 -105 -107 -98.4 -86.8 -92 -82 -71.5
## 14279 14282 14283 14287 14288 14289 14297 14301 14302 14304 14306
## Predicted 106.6 103.7 103.0 120.4 121.1 121 110.3 106 105.6 104.1 102.7
## cvpred 106.3 103.4 102.7 120.1 120.7 121 110.1 106 105.3 103.9 102.5
## pm2.5 44.0 55.0 61.0 63.0 60.0 75 48.0 54 50.0 69.0 68.0
## CV residual -62.3 -48.4 -41.7 -57.1 -60.7 -46 -62.1 -52 -55.3 -34.9 -34.5
## 14308 14309 14311 14316 14322 14323 14324 14328 14329 14342 14346
## Predicted 101.9 119 117.9 120.7 113.9 112 111.1 120.0 120 121 113.2
## cvpred 101.7 119 117.6 120.4 113.6 112 110.8 119.7 120 121 112.9
## pm2.5 76.0 81 96.0 79.0 54.0 47 45.0 57.0 60 100 69.0
## CV residual -25.7 -38 -21.6 -41.4 -59.6 -65 -65.8 -62.7 -60 -21 -43.9
## 14349 14355 14356 14358 14362 14365 14366 14368 14372 14373
## Predicted 120.7 119.478 120.04 120.0 120.0 119.33 117.923 115.8 111.32 120.40
## cvpred 120.4 119.102 119.69 119.7 119.7 118.98 117.611 115.6 111.07 120.05
## pm2.5 77.0 120.000 127.00 134.0 97.0 110.00 117.000 92.0 120.00 113.00
## CV residual -43.4 0.898 7.31 14.3 -22.7 -8.98 -0.611 -23.6 8.93 -7.05
## 14411 14414 14419 14421 14423 14427 14435 14438 14448 14451
## Predicted 120.7 119.5 113.9 120.7 120.04 119.7 118.2 119.5 119.69 121.09
## cvpred 120.4 119.1 113.6 120.4 119.69 119.4 117.9 119.2 119.34 120.71
## pm2.5 137.0 129.0 94.0 88.0 115.00 98.0 106.0 97.0 118.00 121.00
## CV residual 16.6 9.9 -19.6 -32.4 -4.69 -21.4 -11.9 -22.2 -1.34 0.29
## 14455 14456 14463 14465 14470 14474 14478 14481 14482 14487
## Predicted 120.044 119.5 112.8 109.6 121.09 120.40 119.36 120.015 119.30 114.2
## cvpred 119.693 119.1 112.5 109.3 120.71 120.05 119.04 119.637 118.92 113.9
## pm2.5 120.000 126.0 82.0 80.0 118.00 111.00 111.00 120.000 115.00 80.0
## CV residual 0.307 6.9 -30.5 -29.3 -2.71 -9.05 -8.04 0.363 -3.92 -33.9
## 14493 14495 14499 14504 14507 14509 14512 14514 14515 14518 14519
## Predicted 119.0 119.2 119.0 117.6 120.0 119 119 118.6 116 120.4 120.0
## cvpred 118.7 118.9 118.7 117.3 119.7 119 119 118.3 116 120.1 119.7
## pm2.5 55.0 62.0 102.0 97.0 84.0 77 86 63.0 75 69.0 75.0
## CV residual -63.7 -56.9 -16.7 -20.3 -35.7 -42 -33 -55.3 -41 -51.1 -44.7
## 14526 14530 14531 14533 14537 14540 14541 14544 14547 14548 14549
## Predicted 119.2 120.7 121.1 120.2 114.9 112.2 112.8 121.8 120.7 120.0 119.3
## cvpred 118.8 120.4 120.7 119.8 114.6 111.9 112.5 121.4 120.3 119.6 118.9
## pm2.5 143.0 146.0 160.0 104.0 93.0 104.0 117.0 188.0 195.0 203.0 191.0
## CV residual 24.2 25.6 39.3 -15.8 -21.6 -7.9 4.5 66.6 74.7 83.4 72.1
## 14556 14560 14561 14564 14571 14575 14576 14578 14580 14581 14582
## Predicted 121 122.1 120.9 116.0 121.8 121.8 122.1 122.1 122.8 122 122.8
## cvpred 121 121.7 120.4 115.7 121.4 121.4 121.7 121.6 122.3 122 122.3
## pm2.5 174 134.0 136.0 161.0 203.0 206.0 205.0 205.0 201.0 213 204.0
## CV residual 53 12.3 15.6 45.3 81.6 84.6 83.3 83.4 78.7 91 81.7
## 14584 14586 14587 14588 14593 14599 14609 14610 14619 14624 14625
## Predicted 123 123 123 124 120 112.9 109.2 107.5 102.4 118.1 117.3
## cvpred 122 123 122 123 120 112.7 109.1 107.5 102.2 117.8 117.1
## pm2.5 233 240 269 272 280 16.0 12.0 23.0 40.0 83.0 81.0
## CV residual 111 117 147 149 160 -96.7 -97.1 -84.5 -62.2 -34.8 -36.1
## 14626 14627 14628 14630 14633 14634 14637 14638 14639 14642 14643
## Predicted 118.0 118.0 118.0 116.6 117.8 115.5 113.1 112.4 111.8 119 119
## cvpred 117.7 117.7 117.7 116.3 117.5 115.2 112.9 112.1 111.5 119 119
## pm2.5 88.0 78.0 52.0 39.0 57.0 59.0 51.0 71.0 72.0 39 49
## CV residual -29.7 -39.7 -65.7 -77.3 -60.5 -56.2 -61.9 -41.1 -39.5 -80 -70
## 14644 14648 14650 14655 14657 14658 14661 14667 14670 14671 14681
## Predicted 119.7 120.4 120.0 112.7 107.0 105.8 103.56 119.0 118.8 118.5 115.9
## cvpred 119.4 120.1 119.7 112.4 106.8 105.5 103.29 118.7 118.6 118.2 115.7
## pm2.5 60.0 102.0 103.0 78.0 69.0 69.0 107.00 191.0 159.0 112.0 62.0
## CV residual -59.4 -18.1 -16.7 -34.4 -37.8 -36.5 3.71 72.3 40.4 -6.2 -53.7
## 14685 14687 14689 14690 14694 14700 14701 14702 14717 14721 14725
## Predicted 112.6 110.7 118.0 118.0 118.1 117.2 113.9 112.27 116.9 117.29 116.0
## cvpred 112.4 110.5 117.7 117.7 117.8 116.9 113.7 112.07 116.7 117.06 115.8
## pm2.5 36.0 37.0 73.0 78.0 83.0 161.0 151.0 105.00 73.0 109.00 103.0
## CV residual -76.4 -73.5 -44.7 -39.7 -34.8 44.1 37.3 -7.07 -43.7 -8.06 -12.8
## 14729 14732 14734 14735 14742 14744 14745 14748 14749 14751 14752
## Predicted 110.3 107.2 105.2 104.5 99.5 98.7 98.7 121 119 109.84 108.6
## cvpred 110.1 106.9 104.9 104.2 99.2 98.5 98.4 120 119 109.74 108.4
## pm2.5 98.0 143.0 164.0 200.0 230.0 249.0 256.0 277 287 116.00 50.0
## CV residual -12.1 36.1 59.1 95.8 130.8 150.5 157.6 157 168 6.26 -58.4
## 14758 14761 14764 14769 14770 14771 14774 14776 14777 14782 14788
## Predicted 117.8 118 112.8 114.8 116.1 114.7 115.0 113.7 113.0 117.3 116.6
## cvpred 117.5 118 112.6 114.6 115.9 114.5 114.9 113.6 112.8 117.1 116.4
## pm2.5 66.0 80 17.0 21.0 17.0 27.0 24.0 40.0 45.0 44.0 48.0
## CV residual -51.5 -38 -95.6 -93.6 -98.9 -87.5 -90.9 -73.6 -67.8 -73.1 -68.4
## 14789 14791 14792 14794 14796 14799 14801 14802 14804 14807 14808
## Predicted 114.7 111 110 101.1 111 107.8 109.7 108.4 114.9 112.6 113.5
## cvpred 114.5 111 110 101.2 111 107.9 109.8 108.6 114.8 112.6 113.5
## pm2.5 34.0 5 6 13.0 3 8.0 10.0 12.0 23.0 19.0 21.0
## CV residual -80.5 -106 -104 -88.2 -108 -99.9 -99.8 -96.6 -91.8 -93.6 -92.5
## 14810 14811 14812 14813 14816 14819 14822 14823 14824 14825 14828
## Predicted 113.1 112.4 114.9 114.0 109 103.2 100.7 115.9 116 115.9 115.9
## cvpred 113.1 112.3 114.8 113.8 109 103.2 100.6 115.7 115 115.7 115.7
## pm2.5 31.0 31.0 25.0 23.0 10 10.0 19.0 20.0 14 24.0 29.0
## CV residual -82.1 -81.3 -89.8 -90.8 -99 -93.2 -81.6 -95.7 -101 -91.7 -86.7
## 14832 14834 14836 14838 14842 14846 14849 14852 14853 14861 14865
## Predicted 114.7 112.7 110.4 108.9 116.3 114.8 115 113.6 112.8 114.5 115.6
## cvpred 114.5 112.5 110.3 108.8 116.1 114.7 115 113.4 112.7 114.4 115.4
## pm2.5 28.0 27.0 28.0 28.0 38.0 56.0 71 56.0 52.0 78.0 118.0
## CV residual -86.5 -85.5 -82.3 -80.8 -78.1 -58.7 -44 -57.4 -60.7 -36.4 2.6
## 14869 14870 14871 14872 14874 14875 14876 14881 14884 14885
## Predicted 116.0 114.777 113.5 111.9 109.9 108.7 108.0 105.07 102.5 101.8
## cvpred 115.8 114.565 113.3 111.7 109.8 108.5 107.8 104.88 102.3 101.6
## pm2.5 149.0 114.000 142.0 168.0 154.0 176.0 180.0 108.00 113.0 117.0
## CV residual 33.2 -0.565 28.7 56.3 44.2 67.5 72.2 3.12 10.7 15.4
## 14888 14889 14893 14898 14901 14904 14905 14906 14909 14914
## Predicted 118.67 117.947 114.0 107.58 106.1 118.31 119.0 119.0 119.0 119
## cvpred 118.38 117.664 113.7 107.37 105.9 118.03 118.7 118.7 118.7 119
## pm2.5 113.00 117.000 126.0 102.00 140.0 120.00 142.0 146.0 180.0 177
## CV residual -5.38 -0.664 12.3 -5.37 34.1 1.97 23.3 27.3 61.3 58
## 14917 14919 14923 14925 14927 14941 14942 14944 14945 14953 14956
## Predicted 117.2 114.7 117.4 116.3 119.0 119 119.0 118.7 118.1 118.0 118
## cvpred 116.9 114.4 117.1 116.1 118.7 119 118.7 118.4 117.8 117.7 118
## pm2.5 196.0 133.0 99.0 131.0 155.0 160 168.0 164.0 145.0 36.0 17
## CV residual 79.1 18.6 -18.1 14.9 36.3 41 49.3 45.6 27.2 -81.7 -101
## 14958 14963 14964 14965 14968 14969 14971 14973 14975 14976 14977
## Predicted 118.3 114.0 112.0 109.3 99.9 98.7 111.2 109 107.7 107.2 107.2
## cvpred 118.1 113.8 111.9 109.3 100.0 98.8 111.2 109 107.7 107.1 107.1
## pm2.5 22.0 22.0 21.0 11.0 23.0 12.0 16.0 26 26.0 31.0 25.0
## CV residual -96.1 -91.8 -90.9 -98.3 -77.0 -86.8 -95.2 -83 -81.7 -76.1 -82.1
## 14987 14988 14991 14996 14997 15000 15004 15013 15032 15034 15036
## Predicted 100.2 105 99.1 107 104.8 110.5 105.2 100.5 103.5 98.6 96.6
## cvpred 100.5 105 99.5 107 105.1 110.6 105.4 100.8 103.6 98.7 96.8
## pm2.5 12.0 12 4.0 20 26.0 59.0 28.0 5.0 41.0 22.0 15.0
## CV residual -88.5 -93 -95.5 -87 -79.1 -51.6 -77.4 -95.8 -62.6 -76.7 -81.8
## 15040 15043 15047 15050 15052 15053 15057 15059 15062 15064 15065
## Predicted 106.9 107.6 107.7 112.3 111.8 109.8 103.8 101 94.9 92.9 108
## cvpred 107.2 107.9 107.8 112.3 111.8 109.9 103.9 101 95.2 93.2 108
## pm2.5 13.0 18.0 37.0 78.0 76.0 59.0 49.0 39 26.0 12.0 7
## CV residual -94.2 -89.9 -70.8 -34.3 -35.8 -50.9 -54.9 -62 -69.2 -81.2 -101
## 15066 15069 15071 15073 15075 15076 15080 15085 15090 15092 15094
## Predicted 106.4 104.4 112.3 112.3 112.5 111.1 106.6 105.6 108.3 106 112.8
## cvpred 106.7 104.6 112.3 112.3 112.5 111.1 106.6 105.8 108.5 106 112.8
## pm2.5 7.0 28.0 39.0 57.0 60.0 66.0 58.0 18.0 19.0 37 50.0
## CV residual -99.7 -76.6 -73.3 -55.3 -52.5 -45.1 -48.6 -87.8 -89.5 -69 -62.8
## 15096 15099 15100 15107 15110 15112 15114 15115 15119 15122 15126
## Predicted 112.8 110.7 109.3 95.2 106.1 104.1 109.7 113.7 113.7 113.1 110.1
## cvpred 112.8 110.7 109.3 95.4 106.3 104.3 109.8 113.7 113.6 113.1 110.1
## pm2.5 68.0 66.0 59.0 28.0 16.0 14.0 26.0 31.0 133.0 140.0 58.0
## CV residual -44.8 -44.7 -50.3 -67.4 -90.3 -90.3 -83.8 -82.7 19.4 26.9 -52.1
## 15128 15131 15132 15135 15137 15139 15149 15153 15154 15155
## Predicted 108.8 113.8 113.3 108.70 105.48 103.8 114.2 115.91 116.3 115.9
## cvpred 108.8 113.8 113.2 108.72 105.51 103.9 114.1 115.75 116.1 115.8
## pm2.5 84.0 76.0 94.0 100.00 104.00 90.0 130.0 122.00 132.0 137.0
## CV residual -24.8 -37.8 -19.2 -8.72 -1.51 -13.9 15.9 6.25 15.9 21.2
## 15159 15160 15164 15165 15172 15174 15193 15206 15207 15209 15210
## Predicted 111.9 110.6 105.2 115.6 115 115 118 115 109.6 105.26 103.7
## cvpred 111.9 110.6 105.2 115.4 114 114 118 114 109.6 105.27 103.7
## pm2.5 127.0 135.0 140.0 158.0 247 240 299 263 156.0 107.00 118.0
## CV residual 15.1 24.4 34.8 42.6 133 126 181 149 46.4 1.73 14.3
## 15213 15214 15216 15220 15221 15225 15230 15232 15236 15238 15239
## Predicted 104.08 103.4 101.2 116 116 117 116 112.9 110.0 109 108
## cvpred 103.98 103.3 101.2 116 116 117 116 112.8 109.9 108 108
## pm2.5 112.00 129.0 153.0 226 218 282 247 132.0 161.0 242 235
## CV residual 8.02 25.7 51.8 110 102 165 131 19.2 51.1 134 127
## 15248 15251 15255 15259 15262 15266 15270 15271 15272 15273 15276
## Predicted 117 117 116 118 118 114 96.8 94.5 90.5 87.0 79.6
## cvpred 117 117 116 118 118 114 97.1 94.8 91.0 87.4 80.0
## pm2.5 277 286 283 338 373 328 18.0 15.0 25.0 15.0 26.0
## CV residual 160 169 167 220 255 214 -79.1 -79.8 -66.0 -72.4 -54.0
## 15282 15284 15286 15287 15289 15292 15309 15310 15311 15312 15314
## Predicted 65.6 62.3 60.5 107.3 106.4 99.5 108.0 109.7 110.0 109.7 110.8
## cvpred 66.1 62.8 61.0 107.6 106.7 99.9 108.2 109.8 110.1 109.8 110.8
## pm2.5 14.0 25.0 33.0 23.0 19.0 11.0 41.0 35.0 50.0 49.0 72.0
## CV residual -52.1 -37.8 -28.0 -84.6 -87.7 -88.9 -67.2 -74.8 -60.1 -60.8 -38.8
## 15316 15318 15319 15322 15324 15326 15329 15330 15332 15337 15340
## Predicted 110.4 108.3 107 105.4 95.8 90.6 104.9 105.0 105.0 105.0 106.4
## cvpred 110.5 108.4 107 105.5 96.2 91.0 105.2 105.3 105.2 105.3 106.7
## pm2.5 72.0 50.0 31 39.0 15.0 23.0 6.0 27.0 60.0 19.0 22.0
## CV residual -38.5 -58.4 -76 -66.5 -81.2 -68.0 -99.2 -78.3 -45.2 -86.3 -84.7
## 15341 15353 15354 15355 15365 15367 15368 15370 15474 15478 15480
## Predicted 106.9 104.2 104.2 105.5 104.6 101.4 101.2 96.2 105.8 104.3 113.2
## cvpred 107.2 104.6 104.6 105.8 104.8 101.7 101.4 96.6 105.8 104.3 113.1
## pm2.5 47.0 8.0 9.0 22.0 37.0 28.0 50.0 36.0 139.0 162.0 145.0
## CV residual -60.2 -96.6 -95.6 -83.8 -67.8 -73.7 -51.4 -60.6 33.2 57.7 31.9
## 15482 15483 15485 15489 15492 15493 15495 15498 15500 15501 15503
## Predicted 112.8 112.1 110.8 107.4 113.51 115.22 115.2 116 117 117 117
## cvpred 112.8 112.1 110.8 107.4 113.48 115.09 115.1 116 117 116 117
## pm2.5 146.0 122.0 125.0 164.0 111.00 111.00 160.0 250 293 325 329
## CV residual 33.2 9.9 14.2 56.6 -2.48 -4.09 44.9 134 176 209 212
## 15506 15510 15514 15516 15518 15519 15521 15525 15526 15527 15532
## Predicted 117 115 117 115 113 115 114 111 110 108 114.2
## cvpred 117 115 116 114 113 115 114 111 109 108 114.1
## pm2.5 354 324 312 404 318 297 303 562 514 485 66.0
## CV residual 237 209 196 290 205 182 189 451 405 377 -48.1
## 15535 15539 15540 15543 15545 15546 15548 15555 15556 15557 15567
## Predicted 114.9 106.5 107.6 108.3 105.4 105.4 105.3 113.5 114.4 114.9 112
## cvpred 114.8 106.7 107.9 108.5 105.6 105.5 105.4 113.4 114.3 114.8 112
## pm2.5 54.0 75.0 64.0 89.0 67.0 63.0 69.0 35.0 39.0 41.0 139
## CV residual -60.8 -31.7 -43.9 -19.5 -38.6 -42.5 -36.4 -78.4 -75.3 -73.8 27
## 15569 15570 15572 15578 15580 15581 15582 15584 15590 15596 15597
## Predicted 110.6 110 107.7 114.9 115 114 116 115.6 115 112.0 116
## cvpred 110.6 110 107.7 114.8 114 114 115 115.4 115 111.9 115
## pm2.5 132.0 151 179.0 212.0 234 235 221 211.0 307 205.0 246
## CV residual 21.4 41 71.3 97.2 120 121 106 95.6 192 93.1 131
## 15598 15599 15602 15608 15613 15614 15616 15618 15620 15622 15624
## Predicted 115 114.5 113 113.07 113.2 112.8 112.6 109.4 113.3 109 112.1
## cvpred 115 114.4 113 112.95 113.1 112.8 112.5 109.3 113.2 109 112.2
## pm2.5 239 196.0 236 108.00 17.0 21.0 36.0 33.0 52.0 57 39.0
## CV residual 124 81.6 123 -4.95 -96.1 -91.8 -76.5 -76.3 -61.2 -52 -73.2
## 15625 15629 15631 15633 15634 15638 15641 15643 15648 15649 15650
## Predicted 108.8 103.8 110 102.4 99.4 82.7 75.3 106.3 101.7 99.7 98.1
## cvpred 108.9 103.9 110 102.7 99.7 83.2 75.9 106.5 101.9 100.0 98.4
## pm2.5 23.0 24.0 9 4.0 3.0 7.0 10.0 16.0 9.0 9.0 11.0
## CV residual -85.9 -79.9 -101 -98.7 -96.7 -76.2 -65.9 -90.5 -92.9 -91.0 -87.4
## 15658 15662 15663 15664 15669 15675 15678 15688 15699 15700 15702
## Predicted 86.8 73.2 68.0 63.9 49.9 107 108 86.3 108.1 109.4 106.1
## cvpred 87.1 73.6 68.4 64.3 50.4 107 108 86.7 108.3 109.5 106.3
## pm2.5 23.0 10.0 14.0 9.0 20.0 9 29 7.0 28.0 31.0 22.0
## CV residual -64.1 -63.6 -54.4 -55.3 -30.4 -98 -79 -79.7 -80.3 -78.5 -84.3
## 15703 15709 15711 15712 15714 15719 15722 15725 15730 15732 15733
## Predicted 105.3 103.1 105.0 103.4 101.6 110.1 111.4 109.68 111.7 112.1 111.8
## cvpred 105.6 103.4 105.3 103.7 101.9 110.2 111.5 109.78 111.7 112.2 111.8
## pm2.5 17.0 9.0 16.0 19.0 22.0 73.0 78.0 102.00 60.0 75.0 83.0
## CV residual -88.6 -94.4 -89.3 -84.7 -79.9 -37.2 -33.5 -7.78 -51.7 -37.2 -28.8
## 15735 15737 15738 15739 15741 15746 15748 15752 15761 15770 15772
## Predicted 110.0 109.1 109.1 109.4 113.3 112.1 111.4 109 109.7 114 114
## cvpred 110.1 109.2 109.2 109.5 113.3 112.2 111.5 109 109.6 114 114
## pm2.5 91.0 82.0 72.0 87.0 123.0 163.0 150.0 96 190.0 270 243
## CV residual -19.1 -27.2 -37.2 -22.5 9.7 50.8 38.5 -13 80.4 156 129
## 15777 15779 15785 15787 15788 15793 15799 15804 15806 15808 15809
## Predicted 114 115 115 115 115 113 111 114.2 113.5 114 114
## cvpred 114 114 115 114 115 113 111 114.1 113.4 114 114
## pm2.5 269 296 293 300 298 298 248 190.0 204.0 231 233
## CV residual 155 182 178 186 183 185 137 75.9 90.6 117 119
## 15811 15819 15822 15832 15834 15838 15840 15846 15847 15848 15849
## Predicted 114 113 111 115 114 116 116 115 114 113 113
## cvpred 114 113 111 114 114 115 115 114 114 113 113
## pm2.5 254 267 227 347 401 408 402 418 409 420 407
## CV residual 140 154 116 233 287 293 287 304 295 307 294
## 15852 15853 15855 15856 15857 15867 15868 15869 15873 15875 15877
## Predicted 108.2 109 101.5 107.4 103.8 107 106.3 105.5 102.3 94.6 100.9
## cvpred 108.3 109 101.6 107.6 104.1 108 106.5 105.8 102.6 95.1 101.4
## pm2.5 26.0 19 11.0 8.0 16.0 6 8.0 9.0 11.0 16.0 6.0
## CV residual -82.3 -90 -90.6 -99.6 -88.1 -102 -98.5 -96.8 -91.6 -79.1 -95.4
## 15885 15887 15891 15893 15894 15895 15899 15902 15904 15916 15920
## Predicted 105.5 102 104.6 105 104.3 104 103.2 100.9 98.0 108 108.0
## cvpred 105.8 103 104.9 105 104.7 104 103.6 101.3 98.5 108 108.2
## pm2.5 60.0 45 8.0 19 18.0 38 16.0 26.0 25.0 163 98.0
## CV residual -45.8 -58 -96.9 -86 -86.7 -66 -87.6 -75.3 -73.5 55 -10.2
## 15921 15929 15950 15952 15953 15955 15962 15963 15967 15969 15975
## Predicted 108.7 109 108 105 103.6 110.4 109 107 108.7 107.4 107.95
## cvpred 108.9 110 108 105 103.8 110.5 109 107 108.9 107.6 108.11
## pm2.5 80.0 280 242 207 176.0 137.0 261 242 166.0 125.0 118.00
## CV residual -28.9 170 134 102 72.2 26.5 152 135 57.1 17.4 9.89
## 15982 15983 15986 15987 15992 15993 15995 15996 16003 16008 16009
## Predicted 111 110 110 109 108.7 110.4 111 111 105.5 111 111
## cvpred 111 110 110 109 108.9 110.5 111 111 105.5 111 112
## pm2.5 259 280 342 316 135.0 146.0 215 248 170.0 332 350
## CV residual 148 170 232 207 26.1 35.5 104 137 64.5 221 238
## 16011 16014 16015 16022 16024 16025 16026 16028 16032 16034 16043
## Predicted 110 109 110 112 111 108.3 107 106 103 114 114
## cvpred 110 109 110 112 111 108.4 107 106 104 113 114
## pm2.5 306 288 293 420 270 181.0 211 224 253 258 268
## CV residual 196 179 183 308 159 72.6 104 118 149 145 154
## 16045 16047 16051 16056 16061 16071 16072 16078 16083 16085 16095
## Predicted 111 114.9 115 114 115 115 115 102.1 94.8 89.9 106.6
## cvpred 111 114.8 115 114 115 115 115 102.2 95.0 90.2 106.9
## pm2.5 263 205.0 227 264 254 343 339 57.0 45.0 30.0 32.0
## CV residual 152 90.2 112 150 139 228 224 -45.2 -50.0 -60.2 -74.9
## 16096 16100 16102 16104 16111 16115 16116 16117 16119 16121 16122
## Predicted 107.6 110.1 111.4 109.3 111.6 107 109.7 110.1 109.4 110.1 111.1
## cvpred 107.9 110.2 111.5 109.4 111.7 107 109.8 110.2 109.5 110.2 111.1
## pm2.5 35.0 63.0 86.0 42.0 61.0 64 68.0 71.0 54.0 79.0 85.0
## CV residual -72.9 -47.2 -25.5 -67.4 -50.7 -43 -41.8 -39.2 -55.5 -31.2 -26.1
## 16125 16126 16127 16131 16141 16142 16144 16146 16148 16155
## Predicted 112.1 112.1 112.1 111.1 110.4 110.39 108.96 111.08 111.78 96.5
## cvpred 112.2 112.2 112.1 111.1 110.5 110.49 109.06 111.14 111.81 96.8
## pm2.5 100.0 94.0 108.0 78.0 96.0 102.00 113.00 107.00 121.00 27.0
## CV residual -12.2 -18.2 -4.1 -33.1 -14.5 -8.49 3.94 -4.14 9.19 -69.8
## 16159 16163 16164 16169 16170 16173 16175 16180 16184 16185 16186
## Predicted 89.0 107.6 107.5 106.2 109.4 109.0 111.3 111.4 108.7 107.6 106.9
## cvpred 89.3 107.7 107.6 106.4 109.5 109.2 111.3 111.5 108.9 107.9 107.2
## pm2.5 11.0 37.0 37.0 35.0 26.0 38.0 41.0 69.0 59.0 48.0 35.0
## CV residual -78.3 -70.7 -70.6 -71.4 -83.5 -71.2 -70.3 -42.5 -49.9 -59.9 -72.2
## 16189 16192 16202 16204 16207 16213 16218 16219 16220 16227 16242
## Predicted 106.4 107.3 107.6 105.0 101.1 105.2 105.7 105.1 104.4 109.0 108.3
## cvpred 106.7 107.6 107.9 105.2 101.4 105.4 105.9 105.4 104.6 109.2 108.5
## pm2.5 45.0 45.0 129.0 63.0 32.0 40.0 49.0 56.0 68.0 157.0 19.0
## CV residual -61.7 -62.6 21.1 -42.2 -69.4 -65.4 -56.9 -49.4 -36.6 47.8 -89.5
## 16243 16247 16254 16256 16258 16260 16264 16267 16272 16277 16278
## Predicted 107.6 108.3 98.1 95.9 104 101.9 102.8 106.6 106.6 101.7 100.3
## cvpred 107.8 108.5 98.5 96.3 104 102.3 103.3 106.9 106.9 102.1 100.7
## pm2.5 21.0 62.0 27.0 24.0 23 28.0 23.0 30.0 79.0 56.0 42.0
## CV residual -86.8 -46.5 -71.5 -72.3 -81 -74.3 -80.3 -76.9 -27.9 -46.1 -58.7
## 16280 16281 16288 16294 16299 16302 16303 16309 16312 16313 16314
## Predicted 98.5 97.5 102.8 106.6 105.9 105.2 105.573 106.3 107.3 108.0 107.6
## cvpred 98.9 97.9 103.3 106.9 106.2 105.6 105.887 106.5 107.6 108.2 107.9
## pm2.5 34.0 40.0 45.0 92.0 145.0 153.0 105.000 96.0 153.0 152.0 179.0
## CV residual -64.9 -57.9 -58.3 -14.9 38.8 47.4 -0.887 -10.5 45.4 43.8 71.1
## 16317 16318 16321 16322 16327 16328 16329 16330 16336 16340 16342
## Predicted 108.0 108 109 108.3 95.2 105.2 103 100.7 75.0 98.1 97.9
## cvpred 108.2 108 109 108.5 95.7 105.6 103 101.1 75.8 98.8 98.5
## pm2.5 197.0 211 277 208.0 21.0 30.0 38 43.0 46.0 47.0 75.0
## CV residual 88.8 103 168 99.5 -74.7 -75.6 -65 -58.1 -29.8 -51.8 -23.5
## 16343 16345 16346 16350 16354 16355 16357 16358 16359 16362 16364
## Predicted 101.1 93.7 90.8 83.7 73.0 71.0 96.1 95.7 95.4 97.6 103.9
## cvpred 101.6 94.4 91.6 84.4 73.9 71.9 96.8 96.4 96.1 98.2 104.3
## pm2.5 23.0 21.0 15.0 7.0 9.0 12.0 18.0 9.0 18.0 19.0 58.0
## CV residual -78.6 -73.4 -76.6 -77.4 -64.9 -59.9 -78.8 -87.4 -78.1 -79.2 -46.3
## 16367 16369 16370 16371 16372 16383 16384 16386 16387 16389 16395
## Predicted 102.1 99.31 100 100 100 100.7 101.1 101.8 103.9 104.2 105
## cvpred 102.6 99.86 101 101 101 101.3 101.6 102.2 104.3 104.6 105
## pm2.5 88.0 93.00 126 145 141 129.0 124.0 150.0 178.0 204.0 285
## CV residual -14.6 -6.86 25 44 40 27.7 22.4 47.8 73.7 99.4 180
## 16396 16398 16402 16407 16408 16410 16411 16414 16415 16420 16425
## Predicted 105 104.4 102.9 108.3 108.7 107.5 108 108.3 108 105.8 106.0
## cvpred 105 104.7 103.3 108.5 108.9 107.7 108 108.5 108 106.1 106.3
## pm2.5 289 183.0 172.0 173.0 158.0 168.0 184 185.0 225 202.0 193.0
## CV residual 184 78.3 68.7 64.5 49.1 60.3 76 76.5 117 95.9 86.7
## 16430 16432 16433 16435 16440 16442 16451 16452 16457 16458 16461
## Predicted 110.4 111 111 111 104.4 108.69 110 109.8 109.8 108.5 104.1
## cvpred 110.5 111 112 111 104.6 108.87 110 109.9 109.8 108.6 104.2
## pm2.5 210.0 271 306 358 128.0 100.00 127 119.0 153.0 160.0 166.0
## CV residual 99.5 160 194 247 23.4 -8.87 17 9.1 43.2 51.4 61.8
## 16464 16466 16468 16471 16476 16477 16482 16489 16490 16498 16503
## Predicted 110.8 109.0 106.8 104 105.1 106.4 106.4 107.4 107 77.2 56.6
## cvpred 110.8 109.1 106.9 104 105.3 106.7 106.6 107.6 107 77.9 57.4
## pm2.5 128.0 141.0 142.0 85 56.0 60.0 70.0 90.0 82 13.0 15.0
## CV residual 17.2 31.9 35.1 -19 -49.3 -46.7 -36.6 -17.6 -25 -64.9 -42.4
## 16505 16508 16511 16512 16514 16515 16520 16522 16525 16531 16538
## Predicted 51.5 46.3 41.5 39.2 35.2 34.0 97.9 95.3 99.0 103.2 102.8
## cvpred 52.4 47.2 42.4 40.1 36.2 34.9 98.5 95.9 99.7 103.6 103.3
## pm2.5 6.0 10.0 22.0 9.0 10.0 12.0 29.0 21.0 58.0 45.0 191.0
## CV residual -46.4 -37.2 -20.4 -31.1 -26.2 -22.9 -69.5 -74.9 -41.7 -58.6 87.7
## 16540 16541 16546 16550 16551 16553 16555 16560 16563 16565 16567
## Predicted 102.1 100.15 104 101.77 103.5 101.5 105.2 105 105 105 105
## cvpred 102.5 100.63 104 102.24 103.9 101.9 105.6 105 105 106 106
## pm2.5 123.0 106.00 81 99.00 115.0 135.0 163.0 239 364 322 271
## CV residual 20.5 5.37 -23 -3.24 11.1 33.1 57.4 134 259 216 165
## 16572 16573 16575 16576 16578 16579 16586 16589 16590 16594 16595
## Predicted 106 107 93.8 88.8 78.4 72.9 34.1 21.7 18.14 6.88 3.32
## cvpred 106 108 94.3 89.4 79.2 73.7 35.1 22.9 19.29 8.11 4.60
## pm2.5 223 241 55.0 12.0 7.0 7.0 7.0 10.0 10.00 13.00 14.00
## CV residual 117 133 -39.3 -77.4 -72.2 -66.7 -28.1 -12.9 -9.29 4.89 9.40
## 16598 16599 16605 16607 16609 16610 16612 16616 16617 16623
## Predicted -4.89 -7.07 98.7 94.8 99.36 100.42 99.008 100 100.75 100.7
## cvpred -3.54 -5.73 99.3 95.5 99.96 100.98 99.609 101 101.28 101.3
## pm2.5 11.00 10.00 40.0 63.0 91.00 98.00 100.000 121 96.00 180.0
## CV residual 14.54 15.73 -59.3 -32.5 -8.96 -2.98 0.391 20 -5.28 78.7
## 16625 16629 16637 16638 16643 16644 16645 16648 16651 16653 16656
## Predicted 102 102 94.1 94.1 102.8 101.8 101.4 103.9 103 103 104
## cvpred 102 103 94.7 94.7 103.3 102.2 101.9 104.3 104 104 104
## pm2.5 251 282 232.0 155.0 126.0 145.0 163.0 196.0 259 258 343
## CV residual 149 179 137.3 60.3 22.7 42.8 61.1 91.7 155 154 239
## 16657 16661 16664 16670 16671 16672 16674 16676 16677 16681 16690
## Predicted 104 100 97.3 91.7 90.3 89.5 104 103 104 103 96.5
## cvpred 104 101 97.7 92.1 90.8 90.1 104 103 104 103 96.9
## pm2.5 337 222 233.0 193.0 200.0 200.0 222 271 300 330 133.0
## CV residual 233 121 135.3 100.9 109.2 109.9 118 168 196 227 36.1
## 16691 16692 16695 16697 16698 16699 16703 16705 16708 16710 16719
## Predicted 94.9 103.9 100.991 100.9 106 105 105 105 102 100.9 104.1
## cvpred 95.3 104.3 101.413 101.3 106 106 105 105 103 101.3 104.3
## pm2.5 115.0 115.0 102.000 178.0 216 243 404 362 222 174.0 131.0
## CV residual 19.7 10.7 0.587 76.7 110 137 299 257 119 72.7 26.7
## 16721 16722 16724 16735 16739 16740 16744 16746 16749 16755 16756
## Predicted 99.1 96.79 94.7 101.4 99.3 96.0 93.1 99.9 101.6 102.1 103.2
## cvpred 99.4 97.15 95.1 101.9 99.9 96.7 93.8 100.5 102.1 102.6 103.6
## pm2.5 143.0 100.00 64.0 52.0 34.0 42.0 48.0 73.0 90.0 119.0 174.0
## CV residual 43.6 2.85 -31.1 -49.9 -65.9 -54.7 -45.8 -27.5 -12.1 16.4 70.4
## 16757 16761 16763 16767 16770 16774 16777 16778 16780 16782 16786
## Predicted 102 97.8 91.8 91.1 97.0 100.054 100.2 99.4 101 99.3 102
## cvpred 102 98.4 92.5 91.9 97.7 100.622 100.8 100.0 101 99.9 103
## pm2.5 238 146.0 21.0 33.0 40.0 100.000 125.0 149.0 224 186.0 82
## CV residual 136 47.6 -71.5 -58.9 -57.7 -0.622 24.2 49.0 123 86.1 -21
## 16787 16790 16792 16793 16796 16797 16798 16799 16804 16806 16808
## Predicted 101.4 98.3 100.7 100 101.8 104 103.9 104.2 105 103 104
## cvpred 101.9 98.9 101.3 101 102.2 104 104.3 104.6 105 104 105
## pm2.5 53.0 92.0 160.0 271 183.0 209 187.0 198.0 282 290 306
## CV residual -48.9 -6.9 58.7 170 80.8 105 82.7 93.4 177 186 201
## 16809 16812 16813 16814 16820 16823 16825 16827 16829 16834 16839
## Predicted 105 105 106 106 106 106 106 102 98.69 95.4 98.7
## cvpred 105 106 106 106 106 106 106 103 99.15 95.9 99.3
## pm2.5 309 293 289 254 365 490 473 301 96.00 34.0 32.0
## CV residual 204 187 183 148 259 384 367 198 -3.15 -61.9 -67.3
## 16840 16841 16845 16851 16853 16858 16863 16872 16873 16875 16876
## Predicted 98.0 98.3 101.3 103.5 102 102 104.2 104 104 105 103
## cvpred 98.6 99.0 101.8 103.9 103 103 104.6 104 104 105 104
## pm2.5 35.0 39.0 168.0 178.0 260 113 126.0 355 365 324 386
## CV residual -63.6 -60.0 66.2 74.1 157 10 21.4 251 261 219 282
## 16877 16881 16882 16887 16889 16895 16901 16904 16906 16909 16916
## Predicted 103 105 105 105 105 106 103 102 100.5 106 103
## cvpred 103 106 105 106 105 106 103 102 100.8 107 103
## pm2.5 397 296 275 248 306 304 237 231 181.0 209 240
## CV residual 294 190 170 142 201 198 134 129 80.2 102 137
## 16919 16922 16926 16929 16930 16934 16935 16939 16945 16947 16948
## Predicted 105 105 107 107 106.9 87.7 83.1 67.9 41.7 33.5 30.2
## cvpred 105 106 107 107 107.2 88.4 83.8 68.7 42.8 34.6 31.4
## pm2.5 456 306 281 218 202.0 17.0 18.0 16.0 12.0 8.0 9.0
## CV residual 351 200 174 111 94.8 -71.4 -65.8 -52.7 -30.8 -26.6 -22.4
## 16950 16953 16964 16967 16968 16969 16970 16971 16972 16973 16974
## Predicted 23.1 92.4 59.4 49.8 46.5 44.9 44.0 42.4 41.1 38.3 36.3
## cvpred 24.3 93.2 60.5 50.8 47.6 46.0 45.1 43.5 42.2 39.4 37.4
## pm2.5 8.0 10.0 15.0 7.0 7.0 7.0 17.0 17.0 18.0 13.0 13.0
## CV residual -16.3 -83.2 -45.5 -43.8 -40.6 -39.0 -28.1 -26.5 -24.2 -26.4 -24.4
## 16979 16980 16981 16984 16992 16994 16996 16998 16999 17000 17003
## Predicted 94.7 92.4 87.4 78.1 58.5 53.3 47.2 44 41.3 40.6 37.5
## cvpred 95.5 93.2 88.3 79.0 59.5 54.3 48.2 45 42.4 41.7 38.5
## pm2.5 26.0 25.0 19.0 16.0 11.0 11.0 17.0 15 13.0 15.0 22.0
## CV residual -69.5 -68.2 -69.3 -63.0 -48.5 -43.3 -31.2 -30 -29.4 -26.7 -16.5
## 17006 17008 17009 17026 17027 17028 17030 17032 17034 17035 17038
## Predicted 31 24.5 23.3 101.4 100 99.4 94.0 87.2 81.8 79.5 73.9
## cvpred 32 25.6 24.3 101.9 101 100.0 94.6 87.9 82.5 80.2 74.6
## pm2.5 21 15.0 12.0 180.0 176 70.0 30.0 28.0 33.0 49.0 59.0
## CV residual -11 -10.6 -12.3 78.1 75 -30.0 -64.6 -59.9 -49.5 -31.2 -15.6
## 17042 17044 17046 17047 17049 17054 17066 17078 17087 17088 17090
## Predicted 100.4 96.8 93.6 92.0 96.5 100.1 103.9 105.6 105 101.7 85.5
## cvpred 100.9 97.4 94.2 92.5 97.1 100.6 104.3 105.9 105 102.1 86.2
## pm2.5 62.0 46.0 25.0 17.0 20.0 31.0 81.0 181.0 282 56.0 15.0
## CV residual -38.9 -51.4 -69.2 -75.5 -77.1 -69.6 -23.3 75.1 177 -46.1 -71.2
## 17093 17094 17095 17096 17097 17099 17110 17111 17124 17127 17128
## Predicted 73.0 71.0 67.1 63.9 61.7 54.9 19.11 16.24 80.6 74.3 71.4
## cvpred 73.9 71.9 68.1 64.9 62.7 55.9 20.34 17.49 81.5 75.2 72.3
## pm2.5 13.0 10.0 10.0 11.0 11.0 16.0 14.00 12.00 15.0 16.0 15.0
## CV residual -60.9 -61.9 -58.1 -53.9 -51.7 -39.9 -6.34 -5.49 -66.5 -59.2 -57.3
## 17132 17136 17137 17139 17140 17141 17144 17146 17152 17155 17156
## Predicted 51.1 32.9 30.7 24.2 20.7 17.1 8.472 0.971 -18.7 92.0 93.0
## cvpred 52.3 34.2 32.0 25.6 22.0 18.5 9.869 2.434 -17.2 92.9 93.9
## pm2.5 7.0 10.0 15.0 10.0 9.0 8.0 10.000 17.000 17.0 19.0 36.0
## CV residual -45.3 -24.2 -17.0 -15.6 -13.0 -10.5 0.131 14.566 34.2 -73.9 -57.9
## 17157 17163 17164 17165 17168 17169 17172 17174 17178 17182 17183
## Predicted 92.8 92.4 92.4 91.0 89.4 88.8 95.6 91.8 95.2 96.6 95.2
## cvpred 93.7 93.3 93.3 91.9 90.2 89.7 96.4 92.7 96.0 97.3 96.0
## pm2.5 53.0 122.0 140.0 114.0 68.0 55.0 69.0 77.0 156.0 170.0 151.0
## CV residual -40.7 28.7 46.7 22.1 -22.2 -34.7 -27.4 -15.7 60.0 72.7 55.0
## 17184 17186 17191 17196 17197 17198 17206 17211 17213 17220 17223
## Predicted 94.0 91.1 89.0 79.6 92.5 92.8 92.93 93.0 93.0 87.7 91.5
## cvpred 94.8 91.9 89.9 80.6 93.4 93.7 93.76 93.8 93.8 88.6 92.4
## pm2.5 177.0 50.0 19.0 40.0 35.0 38.0 99.00 27.0 23.0 36.0 29.0
## CV residual 82.2 -41.9 -70.9 -40.6 -58.4 -55.7 5.24 -66.8 -70.8 -52.6 -63.4
## 17226 17237 17239 17240 17247 17250 17253 17254 17256 17257 17258
## Predicted 92.5 93.8 90.2 88.9 95.2 94.66 97.1 96.97 96.6 95.92 97.7
## cvpred 93.3 94.5 91.0 89.7 96.0 95.43 97.9 97.69 97.3 96.68 98.4
## pm2.5 51.0 72.0 35.0 36.0 65.0 94.00 47.0 103.00 123.0 100.00 74.0
## CV residual -42.3 -22.5 -56.0 -53.7 -31.0 -1.43 -50.9 5.31 25.7 3.32 -24.4
## 17259 17260 17262 17265 17270 17272 17275 17276 17283 17284 17286
## Predicted 97.3 97.0 96.3 93.1 77.0 64.8 50.4 48.9 91.5 89.2 85.9
## cvpred 98.0 97.7 97.0 93.9 77.9 65.9 51.7 50.1 92.3 90.0 86.8
## pm2.5 81.0 30.0 11.0 17.0 18.0 14.0 10.0 9.0 14.0 14.0 12.0
## CV residual -17.0 -67.7 -86.0 -76.9 -59.9 -51.9 -41.7 -41.1 -78.3 -76.0 -74.8
## 17287 17288 17289 17291 17292 17297 17298 17300 17303 17306 17308
## Predicted 84.7 82.7 80.7 75.6 72 61.8 60.9 94.5 95.6 96.3 95.9
## cvpred 85.6 83.6 81.6 76.5 73 62.8 61.9 95.4 96.4 97.0 96.7
## pm2.5 12.0 13.0 18.0 31.0 27 22.0 27.0 40.0 68.0 118.0 119.0
## CV residual -73.6 -70.6 -63.6 -45.5 -46 -40.8 -34.9 -55.4 -28.4 21.0 22.3
## 17309 17317 17324 17325 17327 17328 17332 17333 17334 17336 17346
## Predicted 96.25 91.8 94.9 94.0 92.2 90.2 95.6 95.2 94.0 90.8 79.7
## cvpred 96.98 92.6 95.7 94.8 92.9 91.0 96.4 96.0 94.8 91.6 80.6
## pm2.5 106.00 63.0 16.0 17.0 16.0 13.0 11.0 16.0 14.0 21.0 21.0
## CV residual 9.02 -29.6 -79.7 -77.8 -76.9 -78.0 -85.4 -80.0 -80.8 -70.6 -59.6
## 17353 17354 17358 17359 17360 17361 17362 17368 17370 17373 17376
## Predicted 97.65 96.97 94.5 93.2 91.6 98.3 98.0 95.2 95.9 97.5 95.9
## cvpred 98.35 97.69 95.2 94.0 92.4 99.0 98.6 96.0 96.7 98.2 96.6
## pm2.5 105.00 103.00 37.0 54.0 45.0 38.0 37.0 56.0 70.0 165.0 147.0
## CV residual 6.65 5.31 -58.2 -40.0 -47.4 -61.0 -61.6 -40.0 -26.7 66.8 50.4
## 17378 17386 17391 17394 17395 17400 17401 17402 17403 17404 17407
## Predicted 97.7 96.7 96.6 96.6 97.7 99.0 99.0 98.7 97.3 96.6 94.4
## cvpred 98.4 97.4 97.3 97.2 98.4 99.5 99.7 99.3 97.9 97.2 95.1
## pm2.5 69.0 58.0 67.0 151.0 183.0 316.0 327.0 286.0 249.0 187.0 121.0
## CV residual -29.4 -39.4 -30.3 53.8 84.6 216.5 227.3 186.7 151.1 89.8 25.9
## 17409 17414 17418 17420 17422 17429 17431 17434 17435 17436 17442
## Predicted 93.7 99.4 100 101 100 92.8 88.8 99.9 98.1 96.2 95.2
## cvpred 94.3 100.0 101 102 101 93.4 89.6 100.5 98.8 96.9 95.8
## pm2.5 122.0 161.0 183 250 292 154.0 163.0 132.0 134.0 108.0 200.0
## CV residual 27.7 61.0 82 148 191 60.6 73.4 31.5 35.2 11.1 104.2
## 17448 17449 17455 17456 17457 17458 17459 17460 17461 17466 17467
## Predicted 90.7 101.1 96.2 94.8 94.0 93.5 91.2 90.6 88.3 84.87 84.15
## cvpred 91.3 101.6 96.8 95.4 94.7 94.1 91.9 91.3 89.0 85.57 84.86
## pm2.5 66.0 62.0 33.0 41.0 36.0 40.0 46.0 57.0 64.0 79.00 82.00
## CV residual -25.3 -39.6 -63.8 -54.4 -58.7 -54.1 -45.9 -34.3 -25.0 -6.57 -2.86
## 17477 17478 17484 17490 17499 17505 17507 17508 17514 17520 17522
## Predicted 100.7 100 100 100 94.7 87.6 85.1 96.4 96.8 98.3 97.3
## cvpred 101.3 101 101 101 95.3 88.2 85.8 97.1 97.5 99.0 98.0
## pm2.5 70.0 71 112 201 175.0 164.0 159.0 130.0 192.0 283.0 303.0
## CV residual -31.3 -30 11 100 79.7 75.8 73.2 32.9 94.5 184.0 205.0
## 17528 17535 17536 17544 17545 17548 17549 17550 17554 17557 17563
## Predicted 89.5 75.6 93.9 96.5 96.0 93.81 93.78 92.52 100 100.7 70.3
## cvpred 90.3 76.5 94.7 97.2 96.6 94.44 94.38 93.13 101 101.3 71.3
## pm2.5 19.0 22.0 29.0 128.0 114.0 88.00 87.00 98.00 131 133.0 13.0
## CV residual -71.3 -54.5 -65.7 30.8 17.4 -6.44 -7.38 4.87 30 31.7 -58.3
## 17577 17581 17589 17594 17595 17605 17607 17610 17614 17619 17622
## Predicted 22.73 9.10 -30.1 -49.5 -51.4 81 75.7 70.8 94.54 94.19 92.6
## cvpred 23.97 10.41 -28.6 -47.8 -49.7 82 76.7 71.8 95.36 95.01 93.5
## pm2.5 14.00 16.00 11.0 13.0 10.0 12 16.0 37.0 87.00 91.00 143.0
## CV residual -9.97 5.59 39.6 60.8 59.7 -70 -60.7 -34.8 -8.36 -4.01 49.5
## 17627 17634 17635 17637 17638 17644 17645 17650 17653 17654 17655
## Predicted 89.3 93.17 95.1 95.2 95.6 96.3 95.6 98.7 92.84 92.126 91.41
## cvpred 90.1 94.05 95.9 96.0 96.4 97.0 96.4 99.3 93.59 92.874 92.16
## pm2.5 60.0 86.00 115.0 235.0 241.0 159.0 197.0 194.0 87.00 93.000 91.00
## CV residual -30.1 -8.05 19.1 139.0 144.6 62.0 100.6 94.7 -6.59 0.126 -1.16
## 17657 17658 17665 17670 17673 17683 17686 17687 17688 17693 17695
## Predicted 91.5 90.1 84.9 81.4 80.1 100.7 102 102 102.1 100.9 98.2
## cvpred 92.2 90.8 85.6 82.1 80.8 101.1 103 103 102.6 101.3 98.7
## pm2.5 54.0 62.0 45.0 51.0 69.0 175.0 171 164 191.0 156.0 120.0
## CV residual -38.2 -28.8 -40.6 -31.1 -11.8 73.9 68 61 88.4 54.7 21.3
## 17696 17698 17701 17702 17704 17706 17709 17713 17715 17716 17717
## Predicted 95.4 100.1 102 100.7 99.0 99.0 99.7 99.9 98.0 98.3 96.9
## cvpred 96.0 100.6 103 101.3 99.6 99.5 100.3 100.5 98.7 99.0 97.6
## pm2.5 116.0 111.0 151 149.0 152.0 197.0 201.0 289.0 205.0 146.0 127.0
## CV residual 20.0 10.4 48 47.7 52.4 97.5 100.7 188.5 106.3 47.0 29.4
## 17720 17723 17725 17727 17728 17732 17733 17737 17739 17741 17744
## Predicted 93.5 98.68 97.3 97.3 97.4 98.7 98.0 98.0 100 98.6 100
## cvpred 94.2 99.31 98.0 98.0 98.1 99.3 98.6 98.6 101 99.3 101
## pm2.5 79.0 96.00 77.0 204.0 184.0 180.0 267.0 366.0 388 524.0 513
## CV residual -15.2 -3.31 -21.0 106.0 85.9 80.7 168.4 267.4 287 424.7 412
## 17745 17747 17748 17751 17752 17753 17757 17767 17769 17770 17777
## Predicted 99.0 103 96.0 84.1 80.9 76.6 62.7 93.3 93.8 92.6 88.8
## cvpred 99.6 103 96.7 85.0 81.8 77.5 63.7 94.2 94.6 93.4 89.6
## pm2.5 491.0 484 494.0 21.0 19.0 17.0 12.0 25.0 29.0 53.0 65.0
## CV residual 391.4 381 397.3 -64.0 -62.8 -60.5 -51.7 -69.2 -65.6 -40.4 -24.6
## 17780 17783 17786 17793 17795 17796 17797 17798 17800 17801 17802
## Predicted 84.7 82.1 94.5 94.8 92.0 91.2 90.5 95.9 94.1 93.4 97.1
## cvpred 85.5 82.9 95.4 95.6 92.7 92.0 91.3 96.7 94.9 94.2 97.9
## pm2.5 71.0 112.0 147.0 130.0 126.0 130.0 136.0 149.0 162.0 160.0 160.0
## CV residual -14.5 29.1 51.6 34.4 33.3 38.0 44.7 52.3 67.1 65.8 62.1
## 17805 17809 17811 17813 17818 17819 17822 17826 17831 17833 17835
## Predicted 97.1 92.66 89.8 86.9 82.1 79.8 95.9 93.2 97.99 95.9 93.9
## cvpred 97.8 93.41 90.6 87.7 82.8 80.6 96.7 93.9 98.65 96.6 94.7
## pm2.5 171.0 100.00 50.0 57.0 52.0 46.0 45.0 39.0 91.00 137.0 130.0
## CV residual 73.2 6.59 -40.6 -30.7 -30.8 -34.6 -51.7 -54.9 -7.65 40.4 35.3
## 17836 17839 17842 17918 17921 17922 17923 17926 17930 17933 17935
## Predicted 97.7 95.9 95.0 102 102 101 102 103 105 103 98.7
## cvpred 98.4 96.7 95.8 102 102 101 103 104 105 103 99.3
## pm2.5 125.0 58.0 33.0 281 304 309 308 398 339 385 401.0
## CV residual 26.6 -38.7 -62.8 179 202 208 205 294 234 282 301.7
## 17936 17937 17939 17942 17943 17948 17951 17952 17957 17962 17963
## Predicted 97.1 95.9 92.3 101 99.7 100 102 102 101 102 102
## cvpred 97.7 96.4 92.9 101 100.3 101 102 103 102 102 103
## pm2.5 393.0 381.0 372.0 359 382.0 456 458 446 486 390 405
## CV residual 295.3 284.6 279.1 258 281.7 355 356 343 384 288 302
## 17966 17967 17970 17977 17979 17987 17992 17993 17995 17996 18009
## Predicted 101 102 102 99.5 94.5 75.6 60.3 57.4 53.1 51.2 15.97
## cvpred 102 102 102 100.0 95.2 76.5 61.5 58.6 54.3 52.4 17.47
## pm2.5 379 387 414 479.0 121.0 22.0 12.0 13.0 22.0 16.0 12.00
## CV residual 277 285 312 379.0 25.8 -54.5 -49.5 -45.6 -32.3 -36.4 -5.47
## 18011 18012 18014 18020 18027 18030 18031 18034 18047 18048 18049
## Predicted 87.1 85.5 82.2 88.3 86.2 85.8 84.2 85.1 89.0 90.8 89.2
## cvpred 88.2 86.6 83.4 89.4 87.2 86.9 85.3 86.2 90.1 91.8 90.2
## pm2.5 21.0 17.0 20.0 14.0 19.0 15.0 16.0 16.0 182.0 161.0 225.0
## CV residual -67.2 -69.6 -63.4 -75.4 -68.2 -71.9 -69.3 -70.2 91.9 69.2 134.8
## 18054 18059 18060 18061 18062 18063 18064 18068 18069 18071 18072
## Predicted 90.4 91.1 87.2 84.7 81.1 78.2 76.1 68.7 68.0 65.5 92.14
## cvpred 91.4 92.1 88.3 85.7 82.2 79.3 77.2 69.8 69.1 66.6 93.09
## pm2.5 284.0 33.0 36.0 27.0 27.0 20.0 32.0 88.0 103.0 157.0 97.00
## CV residual 192.6 -59.1 -52.3 -58.7 -55.2 -59.3 -45.2 18.2 33.9 90.4 3.91
## 18076 18079 18080 18084 18087 18088 18089 18090 18096 18098 18099
## Predicted 87.5 80.2 78.5 72.5 64.4 61.6 59.6 89.0 91.2 90.7 89.7
## cvpred 88.5 81.2 79.6 73.5 65.6 62.7 60.8 90.1 92.2 91.7 90.7
## pm2.5 10.0 8.0 11.0 12.0 11.0 16.0 15.0 12.0 73.0 45.0 61.0
## CV residual -78.5 -73.2 -68.6 -61.5 -54.6 -46.7 -45.8 -78.1 -19.2 -46.7 -29.7
## 18100 18102 18104 18105 18106 18110 18112 18113 18114 18120 18121
## Predicted 91.6 90.4 92.1 91.8 92.1 91.2 86.6 83.4 81.7 94.2 93.2
## cvpred 92.6 91.4 93.1 92.7 93.0 92.2 87.6 84.3 82.7 95.1 94.0
## pm2.5 66.0 37.0 43.0 48.0 44.0 47.0 47.0 43.0 39.0 156.0 176.0
## CV residual -26.6 -54.4 -50.1 -44.7 -49.0 -45.2 -40.6 -41.3 -43.7 60.9 82.0
## 18122 18125 18126 18129 18131 18132 18137 18139 18140 18144 18150
## Predicted 92.4 92.4 91 94.0 94.5 92.8 90.11 95.1 95.4 95.6 94.9
## cvpred 93.3 93.3 92 94.8 95.4 93.7 91.01 95.9 96.2 96.4 95.7
## pm2.5 169.0 113.0 77 62.0 55.0 70.0 84.00 115.0 111.0 192.0 139.0
## CV residual 75.7 19.7 -15 -32.8 -40.4 -23.7 -7.01 19.1 14.8 95.6 43.3
## 18151 18153 18158 18159 18162 18164 18169 18175 18184 18186 18189
## Predicted 95.2 90.9 89.7 92.6 90.8 90.8 99.0 99.0 99.7 99.2 97.6
## cvpred 96.0 91.8 90.6 93.5 91.6 91.6 99.7 99.7 100.3 99.7 98.2
## pm2.5 162.0 8.0 23.0 36.0 75.0 103.0 74.0 69.0 87.0 88.0 129.0
## CV residual 66.0 -83.8 -67.6 -57.5 -16.6 11.4 -25.7 -30.7 -13.3 -11.7 30.8
## 18191 18194 18195 18198 18201 18202 18203 18208 18210 18212 18218
## Predicted 98.3 92.5 90.2 90.3 91.9 91.9 90.7 90.4 93.2 93.8 90.3
## cvpred 99.0 93.3 91.1 91.2 92.9 92.9 91.6 91.4 94.0 94.7 91.0
## pm2.5 159.0 165.0 68.0 15.0 13.0 12.0 23.0 31.0 46.0 49.0 73.0
## CV residual 60.0 71.7 -23.1 -76.2 -79.9 -80.9 -68.6 -60.4 -48.0 -45.7 -18.0
## 18222 18223 18228 18229 18234 18235 18237 18250 18255 18257 18260
## Predicted 86.90 98.52 98.0 98.6 99.3 99.7 99.7 95.1 76.1 69.4 63.8
## cvpred 87.65 99.18 98.6 99.2 99.9 100.3 100.3 95.8 77.2 70.6 65.1
## pm2.5 89.00 91.00 127.0 133.0 138.0 155.0 147.0 141.0 22.0 18.0 13.0
## CV residual 1.35 -8.18 28.4 33.8 38.1 54.7 46.7 45.2 -55.2 -52.6 -52.1
## 18262 18266 18270 18278 18281 18282 18285 18286 18287 18289 18291
## Predicted 59.5 85.3 80.8 86.5 84.0 83.3 89.4 88.4 86.1 88.1 84.0
## cvpred 60.8 86.5 82.0 87.6 85.1 84.3 90.4 89.5 87.2 89.2 85.1
## pm2.5 18.0 14.0 12.0 12.0 16.0 17.0 39.0 52.0 42.0 24.0 13.0
## CV residual -42.8 -72.5 -70.0 -75.6 -69.1 -67.3 -51.4 -37.5 -45.2 -65.2 -72.1
## 18293 18298 18303 18304 18308 18310 18311 18315 18316 18321 18322
## Predicted 79.7 68.6 89.2 89.2 89.4 89.3 89 87.6 87.5 81.4 80.2
## cvpred 80.8 69.8 90.2 90.2 90.4 90.4 90 88.6 88.6 82.5 81.3
## pm2.5 8.0 16.0 14.0 13.0 57.0 75.0 82 40.0 60.0 60.0 52.0
## CV residual -72.8 -53.8 -76.2 -77.2 -33.4 -15.4 -8 -48.6 -28.6 -22.5 -29.3
## 18329 18333 18337 18341 18343 18346 18351 18353 18357 18358 18362
## Predicted 75.4 92.1 85.4 88.6 88.8 83.6 88.6 87.7 92.8 93.2 97.0
## cvpred 76.6 93.1 86.5 89.6 89.8 84.6 89.7 88.8 93.7 94.0 97.7
## pm2.5 66.0 129.0 14.0 8.0 9.0 21.0 29.0 69.0 61.0 72.0 126.0
## CV residual -10.6 35.9 -72.5 -81.6 -80.8 -63.6 -60.7 -19.8 -32.7 -22.0 28.3
## 18364 18369 18371 18374 18375 18377 18378 18385 18386 18391 18392
## Predicted 96.3 95.9 96.6 96.61 96.6 95.4 93.7 99.0 99.0 83.7 80.1
## cvpred 97.0 96.7 97.3 97.33 97.3 96.1 94.5 99.7 99.6 84.7 81.1
## pm2.5 132.0 109.0 81.0 103.00 116.0 113.0 127.0 254.0 262.0 18.0 20.0
## CV residual 35.0 12.3 -16.3 5.67 18.7 16.9 32.5 154.3 162.4 -66.7 -61.1
## 18393 18394 18399 18403 18407 18408 18409 18411 18412 18417 18423
## Predicted 75.6 68.8 39.9 17.8 -0.912 -3.81 -6.83 -19.0 -23.8 88.0 71.8
## cvpred 76.6 69.9 41.2 19.3 0.645 -2.26 -5.24 -17.3 -22.1 89.1 72.9
## pm2.5 19.0 12.0 22.0 10.0 66.000 56.00 163.00 7.0 7.0 9.0 14.0
## CV residual -57.6 -57.9 -19.2 -9.3 65.355 58.26 168.24 24.3 29.1 -80.1 -58.9
## 18424 18426 18427 18430 18433 18436 18440 18442 18447 18448 18452
## Predicted 68.6 63.9 61.2 55.1 48.0 40.4 35.1 90.6 73.6 71.2 91.2
## cvpred 69.7 65.1 62.5 56.3 49.2 41.7 36.4 91.5 74.7 72.3 92.2
## pm2.5 12.0 13.0 12.0 12.0 11.0 10.0 9.0 16.0 11.0 11.0 20.0
## CV residual -57.7 -52.1 -50.5 -44.3 -38.2 -31.7 -27.4 -75.5 -63.7 -61.3 -72.2
## 18458 18468 18469 18471 18472 18473 18475 18478 18486 18489 18495
## Predicted 93.5 93.9 91.8 90.9 88.9 86.6 83 92.1 69.4 93.2 89.9
## cvpred 94.4 94.7 92.7 91.8 89.9 87.6 84 92.9 70.4 94.0 90.9
## pm2.5 39.0 63.0 52.0 36.0 37.0 45.0 55 56.0 9.0 21.0 18.0
## CV residual -55.4 -31.7 -40.7 -55.8 -52.9 -42.6 -29 -36.9 -61.4 -73.0 -72.9
## 18496 18499 18500 18501 18503 18508 18510 18516 18517 18518 18522
## Predicted 88.6 82.3 81.4 80.8 77.2 73.6 94.2 90.9 88.9 90.6 86.8
## cvpred 89.6 83.3 82.4 81.7 78.2 74.6 95.0 91.8 89.9 91.5 87.8
## pm2.5 19.0 23.0 34.0 46.0 63.0 114.0 117.0 111.0 73.0 49.0 34.0
## CV residual -70.6 -60.3 -48.4 -35.7 -15.2 39.4 22.0 19.2 -16.9 -42.5 -53.8
## 18523 18525 18530 18531 18536 18537 18540 18547 18551 18552 18554
## Predicted 90.8 93.1 92.9 92.18 98.0 100.2 100.1 100.1 99.7 100.7 99.7
## cvpred 91.8 94.0 93.5 92.78 98.6 100.7 100.6 100.6 100.3 101.3 100.3
## pm2.5 29.0 74.0 107.0 99.00 70.0 70.0 113.0 112.0 157.0 149.0 183.0
## CV residual -62.8 -20.0 13.5 6.22 -28.6 -30.7 12.4 11.4 56.7 47.7 82.7
## 18558 18560 18565 18568 18572 18573 18577 18583 18584 18585 18586
## Predicted 97.9 97.0 99.7 98.3 101 100 99.7 91.0 88.0 95.0 92.4
## cvpred 98.5 97.6 100.3 98.8 101 101 100.3 91.6 88.7 95.8 93.2
## pm2.5 144.0 172.0 163.0 226.0 254 288 376.0 236.0 151.0 14.0 13.0
## CV residual 45.5 74.4 62.7 127.2 153 187 275.7 144.4 62.3 -81.8 -80.2
## 18588 18590 18593 18596 18597 18598 18602 18605 18606 18607 18608
## Predicted 89.6 83.9 89.7 92.8 90.7 90.6 98.1 94.17 93.8 97.7 98.68
## cvpred 90.5 85.0 90.8 93.7 91.7 91.5 98.7 94.79 94.4 98.4 99.31
## pm2.5 16.0 22.0 23.0 22.0 38.0 57.0 129.0 97.00 83.0 78.0 92.00
## CV residual -74.5 -63.0 -67.8 -71.7 -53.7 -34.5 30.3 2.21 -11.4 -20.4 -7.31
## 18609 18618 18619 18622 18626 18632 18642 18646 18647 18648 18649
## Predicted 99.04 99.4 98.3 99.5 83.2 75.4 52.1 43.0 41.0 40.5 39.2
## cvpred 99.67 100.0 99.0 100.1 84.1 76.4 53.3 44.2 42.2 41.6 40.4
## pm2.5 95.00 118.0 114.0 145.0 5.0 9.0 16.0 15.0 15.0 20.0 7.0
## CV residual -4.67 18.0 15.0 44.9 -79.1 -67.4 -37.3 -29.2 -27.2 -21.6 -33.4
## 18651 18657 18661 18664 18665 18666 18668 18672 18682 18684 18686
## Predicted 34.3 15.489 -3.15 -17.3 -21.6 -23.1 -28.8 -39.6 82.1 90.9 83.6
## cvpred 35.5 16.878 -1.67 -15.7 -19.9 -21.5 -27.3 -38.0 83.1 91.8 84.6
## pm2.5 9.0 16.000 19.00 24.0 15.0 13.0 8.0 18.0 30.0 23.0 19.0
## CV residual -26.5 -0.878 20.67 39.7 34.9 34.5 35.3 56.0 -53.1 -68.8 -65.6
## 18694 18698 18701 18706 18708 18713 18728 18734 18736 18740 18752
## Predicted 93.5 91.2 93.5 93.9 92.5 90.2 90.3 92.8 93.1 93.1 98.676
## cvpred 94.4 92.1 94.4 94.7 93.4 91.2 91.1 93.7 94.0 93.8 99.307
## pm2.5 59.0 105.0 99.0 89.0 80.0 33.0 105.0 139.0 129.0 236.0 99.000
## CV residual -35.4 12.9 4.6 -5.7 -13.4 -58.2 13.9 45.3 35.0 142.2 -0.307
## 18755 18762 18763 18767 18768 18771 18775 18778 18781 18791 18794
## Predicted 95.83 94.7 94.0 100.9 101.2 102.1 102.9 105.4 104 90.5 85.7
## cvpred 96.51 95.4 94.7 101.3 101.6 102.5 103.3 105.8 105 91.3 86.5
## pm2.5 95.00 148.0 162.0 172.0 151.0 141.0 173.0 178.0 206 16.0 11.0
## CV residual -1.51 52.6 67.3 70.7 49.4 38.5 69.7 72.2 101 -75.3 -75.5
## 18796 18798 18805 18806 18812 18814 18822 18825 18831 18832 18833
## Predicted 94.7 94.7 79.9 93.2 89.4 89.8 85.9 99.70 99.7 98.7 98.1
## cvpred 95.4 95.4 80.8 94.0 90.2 90.6 86.5 100.27 100.3 99.3 98.8
## pm2.5 16.0 9.0 18.0 15.0 27.0 57.0 99.0 98.00 129.0 119.0 134.0
## CV residual -79.4 -86.4 -62.8 -79.0 -63.2 -33.6 12.5 -2.27 28.7 19.7 35.2
## 18835 18836 18842 18844 18846 18849 18852 18858 18860 18861 18868
## Predicted 96.4 95.7 87.1 82.5 76.1 72 65.1 91.1 92.6 91.4 92.4
## cvpred 97.0 96.3 87.9 83.4 77.1 73 66.2 92.0 93.5 92.3 93.2
## pm2.5 153.0 149.0 10.0 6.0 19.0 14 21.0 25.0 42.0 41.0 108.0
## CV residual 56.0 52.7 -77.9 -77.4 -58.1 -59 -45.2 -67.0 -51.5 -51.3 14.8
## 18872 18881 18885 18886 18889 18892 18895 18896 18898 18899 18901
## Predicted 93.3 92.6 92.5 92.5 91.0 90.9 100 99.4 101 98.9 96.8
## cvpred 94.1 93.5 93.3 93.3 91.7 91.5 101 100.0 101 99.4 97.3
## pm2.5 29.0 41.0 59.0 83.0 139.0 133.0 155 172.0 201 216.0 228.0
## CV residual -65.1 -52.5 -34.3 -10.3 47.3 41.5 54 72.0 100 116.6 130.7
## 18903 18904 18906 18910 18914 18915 18919 18920 18929 18930 18934
## Predicted 98.8 97.2 94.6 99.7 101 101 101 100 91.1 89.5 86.4
## cvpred 99.4 97.8 95.2 100.3 102 102 102 101 91.7 90.1 87.1
## pm2.5 212.0 188.0 173.0 211.0 278 290 264 245 112.0 101.0 111.0
## CV residual 112.6 90.2 77.8 110.7 176 188 162 144 20.3 10.9 23.9
## 18939 18941 18942 18943 18945 18954 18955 18956 18957 18961 18963
## Predicted 101.1 101 101.1 101.1 101.4 99.6 103 102 103 103 102
## cvpred 101.6 102 101.6 101.6 101.9 100.0 104 103 103 103 102
## pm2.5 185.0 202 200.0 190.0 193.0 203.0 214 253 285 322 290
## CV residual 83.4 100 98.4 88.4 91.1 103.0 110 150 182 219 188
## 18964 18971 18975 18977 18978 18980 18982 18983 18984 18989 18990
## Predicted 100 104 104 106.3 107 107 106 107 105 98.2 97.0
## cvpred 101 104 104 106.5 107 107 107 107 106 98.6 97.3
## pm2.5 270 231 314 203.0 192 208 235 267 278 126.0 113.0
## CV residual 169 127 210 96.5 85 101 128 160 172 27.4 15.7
## 18991 18992 18996 18999 19000 19002 19007 19011 19012 19013
## Predicted 95.4 94.6 90.8 106.26 106.23 104.34 105.2 103.1 101.7 99.8
## cvpred 95.7 95.0 91.2 106.54 106.48 104.69 105.6 103.6 102.2 100.3
## pm2.5 119.0 132.0 120.0 110.00 113.00 110.00 159.0 79.0 79.0 66.0
## CV residual 23.3 37.0 28.8 3.46 6.52 5.31 53.4 -24.6 -23.2 -34.3
## 19020 19026 19032 19033 19034 19035 19038 19039 19040 19043 19045
## Predicted 91.7 84.0 78.5 79.5 79.2 101.8 101.8 101.8 101.8 100.0 100.1
## cvpred 92.2 84.6 79.2 80.1 79.8 102.3 102.3 102.3 102.3 100.6 100.6
## pm2.5 81.0 107.0 106.0 108.0 107.0 106.0 170.0 132.0 122.0 121.0 149.0
## CV residual -11.2 22.4 26.8 27.9 27.2 3.7 67.7 29.7 19.7 20.4 48.4
## 19046 19047 19048 19050 19053 19058 19060 19061 19062 19067 19071
## Predicted 100 99.4 99.0 97.94 101.10 101.4 103 102 102 102.1 98.2
## cvpred 101 100.0 99.6 98.54 101.64 101.9 103 103 103 102.6 98.7
## pm2.5 143 142.0 124.0 104.00 111.00 200.0 229 213 172 185.0 145.0
## CV residual 42 42.0 24.4 5.46 9.36 98.1 126 110 69 82.4 46.3
## 19074 19078 19085 19086 19088 19098 19102 19105 19106 19111 19112
## Predicted 96.1 102.1 80.5 75.2 66.9 30.4 25.3 95.0 97.0 96.0 94.1
## cvpred 96.6 102.6 81.3 76.1 67.8 31.5 26.4 95.8 97.7 96.7 94.8
## pm2.5 148.0 177.0 13.0 12.0 16.0 14.0 42.0 47.0 33.0 14.0 11.0
## CV residual 51.4 74.4 -68.3 -64.1 -51.8 -17.5 15.6 -48.8 -64.7 -82.7 -83.8
## 19117 19118 19122 19124 19127 19129 19132 19135 19136 19138 19140
## Predicted 83.1 79.6 62 58.8 47.1 43.3 91.7 83.3 81.4 77.4 90.5
## cvpred 83.9 80.4 63 59.8 48.2 44.4 92.5 84.3 82.3 78.4 91.5
## pm2.5 19.0 20.0 18 14.0 12.0 12.0 12.0 14.0 13.0 16.0 20.0
## CV residual -64.9 -60.4 -45 -45.8 -36.2 -32.4 -80.5 -70.3 -69.3 -62.4 -71.5
## 19141 19145 19154 19155 19157 19161 19163 19167 19168 19170 19171
## Predicted 88.2 87 96.3 94.15 100.42 101.8 101.0 93.5 90.5 86.9 84.6
## cvpred 89.2 88 97.0 94.95 100.98 102.3 101.5 94.2 91.3 87.7 85.4
## pm2.5 18.0 19 73.0 102.00 93.00 119.0 127.0 82.0 73.0 73.0 68.0
## CV residual -71.2 -69 -24.0 7.05 -7.98 16.7 25.5 -12.2 -18.3 -14.7 -17.4
## 19172 19175 19178 19179 19189 19191 19193 19196 19197 19199 19201
## Predicted 83.7 80.1 81.72 81.0 75.6 63.5 52.1 40.4 37.9 30.3 27.6
## cvpred 84.5 80.9 82.32 81.6 76.5 64.6 53.3 41.7 39.1 31.6 28.8
## pm2.5 67.0 67.0 90.00 93.0 21.0 22.0 14.0 10.0 9.0 7.0 4.0
## CV residual -17.5 -13.9 7.68 11.4 -55.5 -42.6 -39.3 -31.7 -30.1 -24.6 -24.8
## 19203 19208 19213 19214 19215 19216 19217 19219 19221 19223 19224
## Predicted 20.1 5.94 -9.06 -12.1 -13.7 -16.0 -18.4 89.1 86.6 83.4 92.5
## cvpred 21.4 7.32 -7.55 -10.5 -12.2 -14.5 -16.8 90.2 87.6 84.3 93.4
## pm2.5 6.0 18.00 13.00 14.0 16.0 17.0 20.0 26.0 30.0 50.0 64.0
## CV residual -15.4 10.68 20.55 24.5 28.2 31.5 36.8 -64.2 -57.6 -34.3 -29.4
## 19226 19227 19229 19232 19241 19245 19246 19248 19252 19253 19263
## Predicted 95.6 94.2 94.5 93.0 89.4 86.63 87.651 97.30 96.8 98.3 93.2
## cvpred 96.4 95.1 95.3 93.8 90.3 87.46 88.423 97.99 97.5 99.0 93.9
## pm2.5 77.0 84.0 86.0 69.0 64.0 83.00 89.000 106.00 135.0 142.0 127.0
## CV residual -19.4 -11.1 -9.3 -24.8 -26.3 -4.46 0.577 8.01 37.5 43.0 33.1
## 19264 19265 19268 19275 19279 19285 19287 19291 19296 19299 19300
## Predicted 90.67 87.1 81.4 92.2 84.7 94.5 93.3 87.2 83.6 81.6 101.1
## cvpred 91.39 87.9 82.2 93.1 85.6 95.4 94.2 88.1 84.2 82.2 101.6
## pm2.5 96.00 75.0 62.0 12.0 7.0 19.0 26.0 52.0 55.0 68.0 54.0
## CV residual 4.61 -12.9 -20.2 -81.1 -78.6 -76.4 -68.2 -36.1 -29.2 -14.2 -47.6
## 19303 19304 19305 19307 19311 19312 19318 19319 19326 19329 19341
## Predicted 100.0 101.3 100.7 98.3 94.6 97.1 104.3 105.0 108.3 109 104
## cvpred 100.6 101.8 101.3 99.0 95.3 97.7 104.7 105.3 108.5 109 104
## pm2.5 59.0 60.0 89.0 75.0 74.0 68.0 170.0 183.0 186.0 232 346
## CV residual -41.6 -41.8 -12.3 -24.0 -21.3 -29.7 65.3 77.7 77.5 123 242
## 19342 19345 19350 19353 19355 19356 19357 19359 19363 19364 19366
## Predicted 109 109 109.4 105.7 103.2 102.6 101.0 98.1 90.6 89.3 87.9
## cvpred 110 109 109.5 105.9 103.4 102.8 101.2 98.3 90.9 89.6 88.2
## pm2.5 334 280 201.0 188.0 182.0 191.0 173.0 182.0 204.0 211.0 185.0
## CV residual 224 171 91.5 82.1 78.6 88.2 71.8 83.7 113.1 121.4 96.8
## 19369 19371 19372 19374 19380 19381 19385 19386 19387 19389 19390
## Predicted 106.44 102.0 99.0 93.7 81.9 103.2 102.1 101.6 100.3 103.3 104.2
## cvpred 106.72 102.3 99.3 94.2 82.6 103.6 102.6 102.1 100.8 103.7 104.6
## pm2.5 113.00 30.0 21.0 25.0 15.0 21.0 43.0 39.0 65.0 80.0 86.0
## CV residual 6.28 -72.3 -78.3 -69.2 -67.6 -82.6 -59.6 -63.1 -35.8 -23.7 -18.6
## 19391 19392 19393 19395 19396 19397 19402 19403 19406 19411 19413
## Predicted 102.9 104.6 104.9 104.5 105.9 105.9 105.2 102.8 104.2 97.53 104.34
## cvpred 103.3 104.9 105.2 104.9 106.2 106.2 105.6 103.3 104.6 97.92 104.69
## pm2.5 74.0 68.0 69.0 69.0 75.0 87.0 66.0 86.0 143.0 91.00 100.00
## CV residual -29.3 -36.9 -36.2 -35.9 -31.2 -19.2 -39.6 -17.3 38.4 -6.92 -4.69
## 19416 19425 19428 19430 19431 19433 19434 19435 19439 19442
## Predicted 102.37 103.0 96.5 101.433 100.9 99.38 97.77 96.8 93.5 89.4
## cvpred 102.73 103.3 97.0 101.937 101.3 99.81 98.21 97.3 93.9 89.7
## pm2.5 106.00 159.0 158.0 101.000 129.0 104.00 90.00 79.0 133.0 202.0
## CV residual 3.27 55.7 61.0 -0.937 27.7 4.19 -8.21 -18.3 39.1 112.3
## 19443 19445 19452 19453 19455 19464 19465 19467 19468 19469 19474
## Predicted 88.1 86.0 107 107 108 108 108 108 107 108 106
## cvpred 88.5 86.4 107 107 108 108 108 108 107 108 106
## pm2.5 201.0 193.0 280 308 336 398 407 246 260 354 212
## CV residual 112.5 106.6 173 201 228 290 299 138 153 246 106
## 19480 19481 19487 19494 19498 19499 19501 19504 19507 19509 19510
## Predicted 99.6 98.0 89.7 81.7 106.4 98.0 87.6 63.6 45.3 100 100.7
## cvpred 100.1 98.5 90.1 82.1 106.7 98.5 88.2 64.5 46.3 101 101.3
## pm2.5 64.0 69.0 50.0 54.0 79.0 18.0 18.0 15.0 10.0 10 24.0
## CV residual -36.1 -29.5 -40.1 -28.1 -27.7 -80.5 -70.2 -49.5 -36.3 -91 -77.3
## 19516 19520 19523 19536 19540 19547 19548 19551 19552 19553 19562
## Predicted 85.9 77.2 66.6 99.0 98.0 98.0 97.6 95.5 95.3 94.0 102.1
## cvpred 86.7 78.0 67.4 99.7 98.6 98.7 98.3 96.2 95.9 94.6 102.5
## pm2.5 27.0 15.0 19.0 45.0 13.0 22.0 20.0 33.0 35.0 35.0 130.0
## CV residual -59.7 -63.0 -48.4 -54.7 -85.6 -76.7 -78.3 -63.2 -60.9 -59.6 27.5
## 19564 19565 19571 19573 19574 19576 19577 19581 19582 19584 19586
## Predicted 103.2 102.5 102.8 103.5 102.2 103.0 101.7 105.9 105 107 106
## cvpred 103.6 102.9 103.3 103.9 102.7 103.4 102.1 106.2 105 107 106
## pm2.5 126.0 128.0 131.0 133.0 138.0 148.0 147.0 204.0 238 280 283
## CV residual 22.4 25.1 27.7 29.1 35.3 44.6 44.9 97.8 133 173 177
## 19590 19596 19597 19603 19606 19607 19610 19613 19620 19625 19630
## Predicted 99.4 88.4 86.4 101.1 103.9 103.50 97.2 93.4 99.2 88.1 79.7
## cvpred 99.8 89.0 87.1 101.6 104.3 103.91 97.8 94.0 99.7 88.6 80.2
## pm2.5 161.0 72.0 49.0 42.0 72.0 95.00 26.0 3.0 61.0 48.0 38.0
## CV residual 61.2 -17.0 -38.1 -59.6 -32.3 -8.91 -71.8 -91.0 -38.7 -40.6 -42.2
## 19631 19634 19637 19638 19644 19648 19650 19665 19666 19669 19671
## Predicted 78.1 104.2 105.9 105.2 105.0 81.1 70.4 8.9184 8.00 -6.44 -15.5
## cvpred 78.6 104.6 106.2 105.6 105.3 81.7 71.1 10.0311 9.09 -5.19 -14.2
## pm2.5 47.0 54.0 69.0 77.0 78.0 30.0 17.0 10.0000 11.00 22.00 16.0
## CV residual -31.6 -50.6 -37.2 -28.6 -27.3 -51.7 -54.1 -0.0311 1.91 27.19 30.2
## 19672 19673 19675 19679 19680 19681 19682 19683 19684 19687 19688
## Predicted -19.8 -24.0 -29.5 97.4 98.1 97.2 100.1 97.1 90.8 78.4 96.0
## cvpred -18.4 -22.6 -28.0 98.1 98.8 97.8 100.6 97.7 91.6 79.3 96.7
## pm2.5 8.0 12.0 13.0 34.0 37.0 40.0 42.0 42.0 33.0 10.0 11.0
## CV residual 26.4 34.6 41.0 -64.1 -61.8 -57.8 -58.6 -55.7 -58.6 -69.3 -85.7
## 19689 19691 19692 19693 19694 19695 19696 19700 19702 19704 19705
## Predicted 93.0 87.0 85.0 93.6 94.5 93.6 93.6 89.6 87.4 87.8 87.1
## cvpred 93.8 87.9 85.9 94.5 95.4 94.4 94.4 90.3 88.1 88.4 87.7
## pm2.5 10.0 18.0 14.0 21.0 20.0 21.0 24.0 24.0 54.0 52.0 39.0
## CV residual -83.8 -69.9 -71.9 -73.5 -75.4 -73.4 -70.4 -66.3 -34.1 -36.4 -48.7
## 19709 19710 19711 19712 19713 19717 19719 19724 19726 19728 19729
## Predicted 83.2 101.8 103.5 104.6 102.8 95.3 90.8 77.8 73.5 70.9 99.7
## cvpred 83.8 102.3 103.9 104.9 103.3 95.9 91.4 78.4 74.2 71.6 100.3
## pm2.5 65.0 57.0 54.0 53.0 82.0 79.0 56.0 36.0 47.0 44.0 28.0
## CV residual -18.8 -45.3 -49.9 -51.9 -21.3 -16.9 -35.4 -42.4 -27.2 -27.6 -72.3
## 19734 19735 19744 19745 19752 19760 19772 19778 19782 19784 19786
## Predicted 101.8 102 96.9 97.0 91.2 97.1 82.6 93.3 93.1 89.6 86.7
## cvpred 102.3 103 97.4 97.4 91.9 97.8 83.4 94.1 93.9 90.3 87.4
## pm2.5 36.0 28 55.0 64.0 11.0 32.0 18.0 25.0 30.0 10.0 32.0
## CV residual -66.3 -75 -42.4 -33.4 -80.9 -65.8 -65.4 -69.1 -63.9 -80.3 -55.4
## 19792 19793 19797 19799 19803 19807 19813 19814 19817 19821 19822
## Predicted 61.9 57.2 44.3 95.4 85.0 76.9 62.0 58.9 47.1 29.4 27.7
## cvpred 62.8 58.2 45.4 96.1 85.9 77.7 62.9 59.8 48.0 30.4 28.8
## pm2.5 22.0 18.0 10.0 11.0 23.0 12.0 31.0 22.0 17.0 12.0 13.0
## CV residual -40.8 -40.2 -35.4 -85.1 -62.9 -65.7 -31.9 -37.8 -31.0 -18.4 -15.8
## 19826 19835 19837 19840 19841 19849 19852 19855 19858 19860 19865
## Predicted 99.0 100.7 99.8 101 99.8 89.1 101.1 100.4 100 100.4 96.3
## cvpred 99.5 101.3 100.4 101 100.4 89.7 101.6 100.9 101 100.9 96.8
## pm2.5 20.0 49.0 37.0 24 21.0 18.0 42.0 52.0 56 54.0 76.0
## CV residual -79.5 -52.3 -63.4 -77 -79.4 -71.7 -59.6 -48.9 -45 -46.9 -20.8
## 19866 19868 19869 19874 19875 19878 19880 19886 19889 19896 19898
## Predicted 95.410 105.6 106.6 102.9 102.9 87.5 83.9 68.1 60.9 96.1 96.0
## cvpred 95.832 105.9 106.9 103.3 103.2 88.2 84.7 69.0 61.8 96.6 96.5
## pm2.5 95.000 83.0 124.0 154.0 123.0 49.0 35.0 18.0 22.0 49.0 79.0
## CV residual -0.832 -22.9 17.1 50.7 19.8 -39.2 -49.7 -51.0 -39.8 -47.6 -17.5
## 19899 19900 19905 19907 19908 19909 19910 19917 19918 19922 19926
## Predicted 95.3 95.3 106.6 105.0 104 102.5 100.5 87.3 86.1 111.4 106.07
## cvpred 95.8 95.7 106.9 105.3 104 102.7 100.8 87.6 86.3 111.5 106.15
## pm2.5 80.0 100.0 164.0 183.0 170 171.0 160.0 70.0 73.0 80.0 104.00
## CV residual -15.8 4.3 57.1 77.7 66 68.3 59.2 -17.6 -13.3 -31.5 -2.15
## 19929 19930 19934 19938 19941 19943 19944 19947 19948 19951 19954
## Predicted 108 103.0 89.5 77.6 113.6 113.8 113.8 101.0 99.0 95.4 89.6
## cvpred 108 103.2 89.7 77.8 113.5 113.8 113.7 101.4 99.5 96.0 90.2
## pm2.5 68 41.0 60.0 50.0 32.0 51.0 55.0 13.0 12.0 7.0 10.0
## CV residual -40 -62.2 -29.7 -27.8 -81.5 -62.8 -58.7 -88.4 -87.5 -89.0 -80.2
## 19955 19961 19962 19965 19968 19971 19974 19975 19976 19980 19985
## Predicted 84.9 70.0 66.5 98.7 95.2 94.9 90.1 88.8 86.9 78.0 98.4
## cvpred 85.6 70.8 67.3 99.2 95.6 95.6 90.8 89.6 87.6 78.6 98.9
## pm2.5 29.0 15.0 9.0 22.0 39.0 51.0 46.0 57.0 68.0 22.0 24.0
## CV residual -56.6 -55.8 -58.3 -77.2 -56.6 -44.6 -44.8 -32.6 -19.6 -56.6 -74.9
## 19988 19989 19992 19993 20001 20005 20009 20012 20014 20018 20019
## Predicted 101.7 100.5 105.2 105.6 106.9 100.9 90.4 84.6 80.5 73.4 73.4
## cvpred 102.1 100.9 105.6 105.9 107.2 101.2 90.8 85.0 80.9 73.9 73.8
## pm2.5 10.0 19.0 33.0 51.0 91.0 58.0 22.0 19.0 24.0 44.0 56.0
## CV residual -92.1 -81.9 -72.6 -54.9 -16.2 -43.2 -68.8 -66.0 -56.9 -29.9 -17.8
## 20020 20022 20023 20027 20031 20038 20046 20048 20049 20054 20061
## Predicted 108.7 107.6 109.6 108.48 94.8 80.3 111.8 112.47 111.7 94.7 97.5
## cvpred 108.9 107.9 109.7 108.64 95.3 80.7 111.8 112.46 111.7 95.1 97.8
## pm2.5 56.0 72.0 76.0 111.00 29.0 51.0 106.0 119.00 139.0 29.0 75.0
## CV residual -52.9 -35.9 -33.7 2.36 -66.3 -29.7 -5.8 6.54 27.3 -66.1 -22.8
## 20063 20064 20066 20069 20070 20071 20077 20083 20084 20087 20091
## Predicted 93.6 91.7 88.0 106.4 108 108 99.0 93.5 92.2 90.1 85.1
## cvpred 93.9 92.0 88.4 106.6 108 108 99.6 93.9 92.6 90.5 85.4
## pm2.5 68.0 73.0 60.0 8.0 7 22 21.0 38.0 48.0 63.0 73.0
## CV residual -25.9 -19.0 -28.4 -98.6 -101 -86 -78.6 -55.9 -44.6 -27.5 -12.4
## 20094 20095 20099 20105 20106 20108 20110 20114 20117 20120 20121
## Predicted 82.17 81.45 109.0 100.2 97.9 96.4 93.8 88.4 85.8 81.4 80.1
## cvpred 82.49 81.77 109.2 100.4 98.1 96.5 93.9 88.4 85.8 81.4 80.2
## pm2.5 90.00 90.00 130.0 168.0 136.0 184.0 127.0 113.0 138.0 140.0 144.0
## CV residual 7.51 8.23 20.8 67.6 37.9 87.5 33.1 24.6 52.2 58.6 63.8
## 20124 20129 20137 20143 20144 20149 20152 20154 20164 20165 20170
## Predicted 75.7 71.2 115.2 113.5 112.3 106.22 103.7 111.7 114.2 114.9 113.3
## cvpred 75.8 71.3 115.1 113.4 112.2 106.27 103.7 111.7 114.1 114.8 113.1
## pm2.5 155.0 213.0 50.0 77.0 85.0 102.00 139.0 156.0 169.0 183.0 143.0
## CV residual 79.2 141.7 -65.1 -36.4 -27.2 -4.27 35.3 44.3 54.9 68.2 29.9
## 20171 20175 20176 20178 20180 20182 20190 20191 20192 20194 20198
## Predicted 111.6 102.7 100.8 97.2 95.9 114.5 111 109.7 108.1 105.8 113.5
## cvpred 111.5 102.7 100.8 97.2 95.9 114.4 111 109.7 108.1 105.8 113.4
## pm2.5 157.0 177.0 149.0 65.0 110.0 98.0 167 185.0 184.0 155.0 206.0
## CV residual 45.5 74.3 48.2 -32.2 14.1 -16.4 56 75.3 75.9 49.2 92.6
## 20200 20201 20202 20206 20215 20218 20221 20233 20236 20239 20241
## Predicted 114.2 113.8 113.8 109.5 109.08 108.3 113.8 106 115.2 112 111
## cvpred 114.1 113.8 113.8 109.5 109.12 108.3 113.8 106 115.1 112 110
## pm2.5 185.0 156.0 149.0 192.0 116.00 132.0 167.0 217 191.0 222 230
## CV residual 70.9 42.2 35.2 82.5 6.88 23.7 53.2 111 75.9 110 120
## 20249 20251 20252 20253 20258 20261 20263 20268 20270 20271 20272
## Predicted 117 116 114 117 112.3 115 115 114.1 107.8 106.2 103.2
## cvpred 116 116 114 117 112.2 115 115 113.9 107.7 106.1 103.1
## pm2.5 272 280 288 303 183.0 195 173 40.0 44.0 48.0 37.0
## CV residual 156 164 174 186 70.8 80 58 -73.9 -63.7 -58.1 -66.1
## 20277 20279 20283 20287 20288 20290 20291 20292 20298 20305 20308
## Predicted 92.6 88.7 75.7 66.9 63.5 58.9 55.9 50.9 28.0 106.9 106.9
## cvpred 92.6 88.8 76.1 67.4 64.1 59.5 56.5 51.7 28.9 107.1 107.2
## pm2.5 43.0 29.0 9.0 11.0 11.0 11.0 18.0 16.0 11.0 45.0 35.0
## CV residual -49.6 -59.8 -67.1 -56.4 -53.1 -48.5 -38.5 -35.7 -17.9 -62.1 -72.2
## 20309 20310 20311 20317 20321 20323 20324 20327 20329 20331 20335
## Predicted 107.3 106.6 106.6 106.2 103.5 111.9 112.5 111.1 111.8 111.9 112.80
## cvpred 107.6 106.9 106.8 106.4 103.8 111.9 112.5 111.1 111.8 111.9 112.77
## pm2.5 62.0 81.0 75.0 88.0 62.0 65.0 72.0 163.0 143.0 160.0 108.00
## CV residual -45.6 -25.9 -31.8 -18.4 -41.8 -46.9 -40.5 51.9 31.2 48.1 -4.77
## 20337 20340 20341 20345 20347 20351 20356 20359 20361 20363
## Predicted 112.77 88.9 80.4 56.4 47.6 35.09 91.2 99.04 99.52 98.0
## cvpred 112.71 89.5 81.1 57.3 48.5 36.07 91.9 99.67 100.09 98.7
## pm2.5 107.00 55.0 55.0 29.0 30.0 30.00 107.0 108.00 98.00 79.0
## CV residual -5.71 -34.5 -26.1 -28.3 -18.5 -6.07 15.1 8.33 -2.09 -19.7
## 20364 20367 20372 20377 20378 20381 20382 20383 20384 20390 20391
## Predicted 99.4 97.85 95.0 89.8 89.1 109.4 109 109 108.3 105.0 102.7
## cvpred 100.0 98.37 95.4 90.2 89.5 109.5 109 109 108.5 105.3 103.1
## pm2.5 70.0 106.00 113.0 203.0 201.0 194.0 184 224 198.0 190.0 166.0
## CV residual -30.0 7.63 17.6 112.8 111.5 84.5 75 115 89.5 84.7 62.9
## 20393 20394 20397 20405 20415 20416 20420 20424 20428 20432 20433
## Predicted 101.6 101 99.2 113.51 113.8 113.8 115.6 115 114 112 114.9
## cvpred 101.9 101 99.5 113.47 113.8 113.8 115.4 115 114 112 114.8
## pm2.5 141.0 127 176.0 111.00 168.0 151.0 204.0 286 243 227 186.0
## CV residual 39.1 26 76.5 -2.47 54.2 37.2 88.6 171 129 115 71.2
## 20435 20436 20437 20438 20439 20443 20444 20445 20448 20450 20455
## Predicted 113.8 113.2 112 109 107.0 99.8 96.5 96.5 94.3 111.8 114.377
## cvpred 113.7 113.1 112 109 106.9 99.8 96.6 96.5 94.4 111.8 114.309
## pm2.5 163.0 192.0 280 298 199.0 78.0 85.0 112.0 80.0 75.0 115.000
## CV residual 49.3 78.9 168 189 92.1 -21.8 -11.6 15.5 -14.4 -36.8 0.691
## 20457 20459 20460 20461 20466 20469 20471 20473 20475 20478
## Predicted 115.22 113.1 114.5 112.61 107.7 103.8 114.533 114.9 114.5 113.2
## cvpred 115.09 113.1 114.4 112.58 107.7 103.9 114.436 114.8 114.4 113.1
## pm2.5 120.00 124.0 127.0 118.00 72.0 90.0 114.000 126.0 139.0 85.0
## CV residual 4.91 10.9 12.6 5.42 -35.7 -13.9 -0.436 11.2 24.6 -28.1
## 20483 20489 20492 20495 20496 20497 20500 20503 20506 20507 20508
## Predicted 105.8 106.1 107.1 113.2 113.8 113.1 114.2 113.5 115.9 115.6 115.9
## cvpred 105.9 106.3 107.2 113.1 113.8 113.1 114.1 113.4 115.7 115.4 115.8
## pm2.5 57.0 45.0 26.0 91.0 101.0 99.0 128.0 90.0 134.0 133.0 130.0
## CV residual -48.9 -61.3 -81.2 -22.1 -12.8 -14.1 13.9 -23.4 18.3 17.6 14.2
## 20509 20515 20524 20526 20528 20532 20533 20534 20537 20543 20544
## Predicted 116.6 106.3 112.8 111.4 109.5 98.2 104.88 105.5 107 99.6 99.4
## cvpred 116.4 106.3 112.8 111.5 109.6 98.5 105.23 105.8 107 99.8 99.5
## pm2.5 145.0 80.0 76.0 85.0 89.0 32.0 98.00 87.0 212 50.0 66.0
## CV residual 28.6 -26.3 -36.8 -26.5 -20.6 -66.5 -7.23 -18.8 105 -49.8 -33.5
## 20547 20552 20553 20554 20558 20561 20562 20563 20565 20567 20571
## Predicted 98.1 112.4 112.5 112.4 107 104.6 104 101.9 99.36 92.0 110.1
## cvpred 98.1 112.4 112.5 112.4 107 104.6 104 101.9 99.39 92.2 110.2
## pm2.5 62.0 90.0 102.0 100.0 284 142.0 180 141.0 95.00 48.0 64.0
## CV residual -36.1 -22.4 -10.5 -12.4 177 37.4 76 39.1 -4.39 -44.2 -46.2
## 20572 20581 20584 20585 20587 20589 20593 20597 20601 20603
## Predicted 110.4 107.2 110 108.6 106.63 110.4 102 111 111 108.21
## cvpred 110.5 107.3 110 108.7 106.74 110.5 102 111 111 108.29
## pm2.5 61.0 87.0 97 105.0 110.00 134.0 71 78 135 112.00
## CV residual -49.5 -20.3 -13 -3.7 3.26 23.5 -31 -33 24 3.71
## 20604 20608 20609 20610 20611 20613 20616 20619 20623 20625 20633
## Predicted 108.184 108.6 109.0 109.5 108.2 105.0 105.3 101.4 111.4 110.4 99.8
## cvpred 108.231 108.8 109.2 109.5 108.3 105.1 105.3 101.5 111.5 110.5 100.0
## pm2.5 109.000 73.0 73.0 71.0 71.0 69.0 77.0 136.0 108.0 166.0 124.0
## CV residual 0.769 -35.8 -36.2 -38.5 -37.3 -36.1 -28.3 34.5 -3.5 55.5 24.0
## 20634 20636 20639 20641 20645 20649 20650 20660 20667 20668 20672
## Predicted 98.53 96.5 112.8 113 113.2 113.2 113.8 107 113 113.0 106.6
## cvpred 98.66 96.6 112.8 113 113.1 113.1 113.8 107 113 112.9 106.5
## pm2.5 102.00 82.0 131.0 148 166.0 168.0 166.0 164 263 207.0 144.0
## CV residual 3.34 -14.6 18.2 35 52.9 54.9 52.2 57 150 94.1 37.5
## 20673 20674 20676 20678 20679 20680 20682 20684 20687 20692
## Predicted 105.9 116.3 116.27 116.597 117.29 116.0 113.4 117.0 117.6 115.2
## cvpred 105.8 116.1 116.11 116.405 117.06 115.8 113.2 116.8 117.4 115.1
## pm2.5 153.0 137.0 126.00 116.000 122.00 142.0 144.0 153.0 137.0 139.0
## CV residual 47.2 20.9 9.89 -0.405 4.94 26.2 30.8 36.2 19.6 23.9
## 20698 20703 20706 20712 20715 20716 20717 20718 20729 20730 20732
## Predicted 116.3 111.9 108.3 100.0 95.3 95.3 94.6 92.3 69.71 67.4 114.3
## cvpred 116.1 111.8 108.2 99.9 95.3 95.2 94.5 92.3 69.81 67.6 114.2
## pm2.5 149.0 38.0 78.0 122.0 138.0 157.0 164.0 170.0 66.00 55.0 78.0
## CV residual 32.9 -73.8 -30.2 22.1 42.7 61.8 69.5 77.7 -3.81 -12.6 -36.2
## 20738 20739 20740 20741 20746 20748 20749 20750 20751 20752 20753
## Predicted 108.1 112.1 112.5 111.4 105.0 104.0 103.0 98.7 97.9 94.6 90.7
## cvpred 108.1 112.2 112.5 111.5 105.3 104.3 103.3 99.1 98.4 95.2 91.2
## pm2.5 83.0 70.0 70.0 69.0 26.0 53.0 52.0 50.0 37.0 33.0 30.0
## CV residual -25.1 -42.2 -42.5 -42.5 -79.3 -51.3 -51.3 -49.1 -61.4 -62.2 -61.2
## 20756 20758 20760 20761 20762 20764 20768 20771 20774 20782 20783
## Predicted 81.7 77.8 76.3 73.3 107.3 102.8 108.7 97.8 85.5 63.6 61.1
## cvpred 82.3 78.4 76.8 73.9 107.6 103.2 108.9 98.2 86.0 64.1 61.5
## pm2.5 14.0 26.0 37.0 43.0 44.0 47.0 41.0 38.0 38.0 22.0 36.0
## CV residual -68.3 -52.4 -39.8 -30.9 -63.6 -56.2 -67.9 -60.2 -48.0 -42.1 -25.5
## 20785 20786 20787 20789 20798 20805 20806 20808 20811 20812 20814
## Predicted 104.1 107.6 106.4 103.8 65.8 41.29 38.28 31.85 29.77 108.4 106.6
## cvpred 104.3 107.9 106.6 104.1 66.4 41.99 39.01 32.65 30.47 108.6 106.7
## pm2.5 40.0 51.0 32.0 44.0 24.0 32.00 38.00 28.00 36.00 44.0 50.0
## CV residual -64.3 -56.9 -74.6 -60.1 -42.4 -9.99 -1.01 -4.65 5.53 -64.6 -56.7
## 20815 20820 20822 20823 20828 20829 20832 20834 20836 20839 20840
## Predicted 111.4 111.23 108.0 106.0 97.9 94.6 90.8 112.3 112.1 112.8 112.5
## cvpred 111.5 111.27 108.1 106.1 98.0 94.7 91.0 112.3 112.2 112.8 112.5
## pm2.5 47.0 102.00 92.0 66.0 42.0 25.0 27.0 32.0 35.0 55.0 67.0
## CV residual -64.5 -9.27 -16.1 -40.1 -56.0 -69.7 -64.0 -80.3 -77.2 -57.8 -45.5
## 20843 20845 20846 20849 20850 20856 20859 20861 20863 20864 20865
## Predicted 113.8 114.68 115.2 114.1 114.06 117.3 116.6 115.9 114.6 113.9 113.9
## cvpred 113.8 114.56 115.1 113.9 113.85 117.1 116.4 115.7 114.4 113.7 113.6
## pm2.5 85.0 106.00 136.0 125.0 108.00 140.0 139.0 136.0 150.0 160.0 151.0
## CV residual -28.8 -8.56 20.9 11.1 -5.85 22.9 22.6 20.3 35.6 46.3 37.4
## 20868 20870 20873 20875 20919 20920 20925 20926 20931 20932 20933
## Predicted 112 109.9 106.8 118.1 115.9 118.3 109.97 109.9 118.3 117.6 116.9
## cvpred 112 109.6 106.5 117.8 115.6 118.1 109.81 109.8 118.1 117.4 116.7
## pm2.5 298 164.0 154.0 136.0 164.0 167.0 119.00 135.0 93.0 86.0 75.0
## CV residual 186 54.4 47.5 18.2 48.4 48.9 9.19 25.2 -25.1 -31.4 -41.7
## 20944 20950 20953 20955 20956 20966 20967 20969 20973 20975 20978
## Predicted 105.1 96 93.3 107.1 103.0 103 102.5 105.6 100.3 110.1 112.1
## cvpred 105.1 96 93.2 107.3 103.3 103 102.9 105.9 100.6 110.2 112.2
## pm2.5 65.0 72 132.0 85.0 52.0 11 17.0 15.0 30.0 40.0 47.0
## CV residual -40.1 -24 38.8 -22.3 -51.3 -92 -85.9 -90.9 -70.6 -70.2 -65.2
## 20980 20981 20982 20984 20985 20990 20994 20998 21003 21006 21012
## Predicted 112.5 110.5 110.5 106.3 107.1 101.4 104.2 107 108.3 110.4 106.3
## cvpred 112.5 110.6 110.6 106.4 107.3 101.8 104.6 107 108.5 110.5 106.5
## pm2.5 65.0 80.0 63.0 48.0 33.0 10.0 6.0 19 84.0 48.0 48.0
## CV residual -47.5 -30.6 -47.6 -58.4 -74.3 -91.8 -98.6 -88 -24.5 -62.5 -58.5
## 21015 21016 21020 21021 21028 21035 21037 21041 21047 21048 21049
## Predicted 109.7 109.2 107.2 106.2 114.5 114.50 112.4 99.5 86.4 85.1 84.5
## cvpred 109.8 109.3 107.3 106.3 114.4 114.38 112.3 99.7 86.6 85.3 84.7
## pm2.5 73.0 66.0 39.0 42.0 93.0 122.00 75.0 39.0 43.0 56.0 54.0
## CV residual -36.8 -43.3 -68.3 -64.3 -21.4 7.62 -37.3 -60.7 -43.6 -29.3 -30.7
## 21054 21057 21062 21063 21064 21066 21072 21075 21077 21079 21080
## Predicted 112.5 113.8 108.5 105.8 104.6 102.6 90.5 114.9 115 115.9 115.2
## cvpred 112.5 113.7 108.3 105.7 104.5 102.4 90.5 114.8 115 115.7 115.1
## pm2.5 79.0 101.0 147.0 133.0 136.0 149.0 139.0 133.0 125 146.0 137.0
## CV residual -33.5 -12.7 38.7 27.3 31.5 46.6 48.5 18.2 10 30.3 21.9
## 21083 21084 21086 21087 21089 21090 21091 21092 21102 21121
## Predicted 115.9 115 113.4 111.8 106.80 103.8 100.4 99.14 110.53 107.1
## cvpred 115.7 115 113.2 111.6 106.71 103.7 100.5 99.15 110.39 107.1
## pm2.5 130.0 136 149.0 152.0 105.00 87.0 82.0 104.00 101.00 11.0
## CV residual 14.3 21 35.8 40.4 -1.71 -16.7 -18.5 4.85 -9.39 -96.1
## 21122 21142 21146 21147 21148 21149 21150 21156 21159 21161 21162
## Predicted 105.5 109.4 109.7 110.8 112.1 113.5 112.47 114.2 107 101.6 100.3
## cvpred 105.5 109.5 109.8 110.8 112.1 113.5 112.46 114.1 107 101.7 100.4
## pm2.5 8.0 27.0 67.0 60.0 71.0 80.0 122.00 87.0 37 43.0 51.0
## CV residual -97.5 -82.5 -42.8 -50.8 -41.1 -33.5 9.54 -27.1 -70 -58.7 -49.4
## 21163 21167 21168 21172 21173 21174 21175 21176 21177 21179 21183
## Predicted 112.0 116.3 115.4 117.0 116.6 116.3 116.3 115.2 115.6 114.5 112.7
## cvpred 111.9 116.1 115.2 116.8 116.4 116.1 116.1 115.1 115.4 114.4 112.6
## pm2.5 37.0 50.0 40.0 63.0 57.0 58.0 65.0 55.0 53.0 55.0 52.0
## CV residual -74.9 -66.1 -75.2 -53.8 -59.4 -58.1 -51.1 -60.1 -62.4 -59.4 -60.6
## 21184 21185 21188 21191 21194 21195 21197 21202 21204 21207 21209
## Predicted 111 110.5 106.39 117 115.5 115.1 117.8 115.6 113.0 106.4 100.4
## cvpred 111 110.4 106.25 117 115.3 114.9 117.6 115.4 112.8 106.3 100.4
## pm2.5 66 71.0 115.00 152 144.0 149.0 141.0 185.0 158.0 69.0 62.0
## CV residual -45 -39.4 8.75 35 28.7 34.1 23.4 69.6 45.2 -37.3 -38.4
## 21213 21215 21221 21222 21223 21224 21226 21229 21233 21238 21240
## Predicted 94.451 95.1 92.7 120 119 120 119 120 118.1 119.0 117.8
## cvpred 94.456 95.0 92.5 119 119 119 119 120 117.8 118.7 117.5
## pm2.5 95.000 130.0 207.0 233 248 244 239 238 59.0 92.0 80.0
## CV residual 0.544 35.0 114.5 114 129 125 120 118 -58.8 -26.7 -37.5
## 21244 21252 21254 21255 21256 21262 21264 21269 21270 21271 21273
## Predicted 117.3 118.7 117.1 115.1 112.09 100.9 99.6 117.29 115.9 115.0 114.3
## cvpred 117.1 118.4 116.8 114.9 111.89 100.8 99.5 117.06 115.7 114.7 114.2
## pm2.5 140.0 135.0 143.0 154.0 118.00 52.0 56.0 109.00 97.0 88.0 76.0
## CV residual 22.9 16.6 26.2 39.1 6.11 -48.8 -43.5 -8.06 -18.7 -26.7 -38.2
## 21277 21279 21280 21281 21283 21284 21285 21289 21297 21300 21301
## Predicted 102.1 111 111 112.4 109.5 108.3 106.3 105.4 115.9 117.3 116.6
## cvpred 102.2 111 111 112.3 109.4 108.2 106.3 105.2 115.7 117.1 116.3
## pm2.5 6.0 8 8 20.0 52.0 54.0 46.0 199.0 167.0 191.0 189.0
## CV residual -96.2 -103 -103 -92.3 -57.4 -54.2 -60.3 93.8 51.3 73.9 72.7
## 21307 21310 21311 21312 21315 21318 21319 21321 21325 21326 21328
## Predicted 109.8 117.6 115.7 114.4 116.1 116.6 117.0 117.6 116.6 114.3 112.8
## cvpred 109.7 117.4 115.5 114.3 115.9 116.4 116.8 117.4 116.4 114.1 112.6
## pm2.5 46.0 50.0 59.0 56.0 43.0 50.0 49.0 38.0 53.0 55.0 87.0
## CV residual -63.7 -67.4 -56.5 -58.3 -72.9 -66.4 -67.8 -79.4 -63.4 -59.1 -25.6
## 21331 21337 21341 21346 21347 21349 21351 21354 21360 21363 21367
## Predicted 107.28 114.7 117.3 117.6 117.98 116.6 111.6 105.5 99.5 98.2 119
## cvpred 107.13 114.6 117.1 117.4 117.72 116.3 111.5 105.4 99.3 97.9 119
## pm2.5 98.00 17.0 85.0 107.0 121.00 98.0 63.0 33.0 73.0 75.0 197
## CV residual -9.13 -97.6 -32.1 -10.4 3.28 -18.3 -48.5 -72.4 -26.3 -22.9 78
## 21368 21371 21375 21377 21379 21388 21389 21392 21393 21395 21396
## Predicted 118.6 119 115.1 107.66 119 113 111 115 112 104.9 103.5
## cvpred 118.3 119 114.8 107.55 119 113 111 114 112 105.1 103.7
## pm2.5 189.0 178 140.0 104.00 23 8 8 10 8 14.0 9.0
## CV residual 70.7 59 25.2 -3.55 -96 -105 -103 -104 -104 -91.1 -94.7
## 21401 21402 21408 21411 21412 21413 21414 21417 21420 21423 21424
## Predicted 99.1 97.2 104.3 110 112.1 113.2 114.2 113.2 107.8 103.7 102.1
## cvpred 99.5 97.6 104.4 110 112.2 113.1 114.1 113.1 107.9 103.9 102.3
## pm2.5 6.0 2.0 21.0 30 33.0 34.0 37.0 52.0 13.0 12.0 16.0
## CV residual -93.5 -95.6 -83.4 -80 -79.2 -79.1 -77.1 -61.1 -94.9 -91.9 -86.3
## 21425 21428 21429 21435 21437 21441 21443 21445 21448 21451 21453
## Predicted 107 105.5 110.8 114.9 111.2 107.8 111 111 112 111 109.4
## cvpred 107 105.7 110.8 114.8 111.2 107.8 111 111 112 111 109.4
## pm2.5 9 12.0 12.0 81.0 44.0 13.0 7 3 7 3 23.0
## CV residual -98 -93.7 -98.8 -33.8 -67.2 -94.8 -104 -108 -105 -108 -86.4
## 21456 21462 21463 21465 21466 21468 21470 21471 21472 21477 21478
## Predicted 105.8 114.9 115.2 115.4 114 114.3 114.0 113.0 111.8 116.7 113.7
## cvpred 105.8 114.8 115.1 115.2 114 114.2 113.8 112.9 111.6 116.5 113.5
## pm2.5 7.0 73.0 96.0 130.0 135 148.0 86.0 99.0 62.0 60.0 40.0
## CV residual -98.8 -41.8 -19.1 14.8 21 33.8 -27.8 -13.9 -49.6 -56.5 -73.5
## 21480 21482 21486 21487 21490 21491 21493 21497 21499 21500 21501
## Predicted 107.7 102.7 112.5 111.8 106.6 115 115 113 113 115 115
## cvpred 107.5 102.6 112.4 111.6 106.5 115 115 113 113 115 115
## pm2.5 17.0 15.0 13.0 16.0 8.0 5 7 7 6 11 10
## CV residual -90.5 -87.6 -99.4 -95.6 -98.5 -110 -108 -106 -107 -104 -105
## 21502 21506 21511 21513 21520 21533 21536 21537 21540 21545 21546
## Predicted 117 117 117 112.0 112 100.9 98.9 115.6 114 111.6 112.7
## cvpred 116 117 117 111.9 112 100.8 98.8 115.4 114 111.6 112.6
## pm2.5 8 11 16 12.0 6 31.0 25.0 16.0 12 17.0 16.0
## CV residual -108 -106 -101 -99.9 -106 -69.8 -73.8 -99.4 -102 -94.6 -96.6
## 21550 21551 21553 21555 21558 21559 21565 21568 21571 21576
## Predicted 116.0 115.7 117.6 117.4 117.3 117.8 115.58 107.93 103.44 116.2
## cvpred 115.8 115.5 117.4 117.2 117.1 117.5 115.45 107.89 103.43 116.1
## pm2.5 37.0 38.0 35.0 58.0 42.0 38.0 111.00 113.00 96.00 99.0
## CV residual -78.8 -77.5 -82.4 -59.2 -75.1 -79.5 -4.45 5.11 -7.43 -17.1
## 21578 21579 21584 21588 21590 21591 21597 21601 21603 21604 21618
## Predicted 114.50 114.47 116.4 115.1 112.4 111.5 115 111 108 107.8 113
## cvpred 114.38 114.32 116.2 114.9 112.2 111.3 115 111 108 107.6 112
## pm2.5 113.00 111.00 154.0 153.0 154.0 160.0 255 259 219 185.0 259
## CV residual -1.38 -3.32 37.8 38.1 41.8 48.7 140 148 111 77.4 147
## 21620 21621 21622 21623 21624 21626 21629 21630 21632 21635 21638
## Predicted 110.7 111 108.4 107.0 106.8 103 119 120 120.4 118.1 118.7
## cvpred 110.4 110 108.1 106.7 106.4 103 119 119 120.1 117.8 118.4
## pm2.5 204.0 228 139.0 117.0 160.0 296 289 237 135.0 82.0 92.0
## CV residual 93.6 118 30.9 10.3 53.6 193 170 118 14.9 -35.8 -26.4
## 21642 21644 21646 21647 21651 21652 21655 21656 21659 21660 21661
## Predicted 113 110.8 108.8 107.5 121.1 120.0 120 120 117.4 116.7 116.0
## cvpred 113 110.5 108.5 107.3 120.7 119.7 119 120 117.1 116.4 115.7
## pm2.5 226 164.0 175.0 171.0 214.0 192.0 293 284 165.0 166.0 153.0
## CV residual 113 53.5 66.5 63.7 93.3 72.3 174 164 47.9 49.6 37.3
## 21665 21666 21667 21671 21672 21682 21683 21685 21689 21690 21691
## Predicted 119 119.7 119 111.0 110.0 118.1 116.8 115.0 109.6 108.0 106.4
## cvpred 119 119.4 119 110.7 109.8 117.8 116.5 114.7 109.3 107.7 106.1
## pm2.5 163 182.0 230 60.0 52.0 80.0 61.0 110.0 165.0 145.0 148.0
## CV residual 44 62.6 111 -50.7 -57.8 -37.8 -55.5 -4.7 55.7 37.3 41.9
## 21694 21695 21697 21699 21701 21704 21708 21709 21710 21715 21718
## Predicted 101.59 100.3 120.40 119.9 120.0 119 115.4 113.8 112.5 121 121
## cvpred 101.33 100.1 120.05 119.5 119.7 119 115.1 113.5 112.2 121 121
## pm2.5 105.00 111.0 127.00 146.0 173.0 182 138.0 142.0 152.0 190 218
## CV residual 3.67 10.9 6.95 26.5 53.3 63 22.9 28.5 39.8 69 97
## 21720 21721 21725 21728 21731 21734 21742 21747 21753 21755 21758
## Predicted 122 121 119 113.9 108.4 107.1 121 120.2 120.7 120.7 116.6
## cvpred 122 121 118 113.6 108.1 106.7 121 119.8 120.4 120.4 116.3
## pm2.5 101 186 229 166.0 127.0 163.0 144 70.0 94.0 76.0 95.0
## CV residual -21 65 111 52.4 18.9 56.3 23 -49.8 -26.4 -44.4 -21.3
## 21762 21765 21766 21768 21770 21772 21776 21777 21778 21779
## Predicted 110.5 107.1 106.4 103.9 101.0 97.5 120.40 120.044 118.79 118.07
## cvpred 110.2 106.8 106.1 103.6 100.7 97.2 120.05 119.693 118.44 117.73
## pm2.5 147.0 88.0 60.0 73.0 132.0 131.0 116.00 120.000 111.00 108.00
## CV residual 36.8 -18.8 -46.1 -30.6 31.3 33.8 -4.05 0.307 -7.44 -9.73
## 21787 21790 21793 21794 21797 21802 21803 21804 21808 21809 21815
## Predicted 117.30 113 109.8 109.1 120.0 117.4 115.4 114.2 118.1 116.9 110.6
## cvpred 116.91 113 109.5 108.8 119.7 117.1 115.2 113.9 117.8 116.6 110.4
## pm2.5 126.00 57 48.0 51.0 110.0 96.0 62.0 51.0 70.0 72.0 41.0
## CV residual 9.09 -56 -61.5 -57.8 -9.7 -21.1 -53.2 -62.9 -47.8 -44.6 -69.4
## 21818 21821 21823 21825 21829 21831 21835 21837 21844 21845 21848
## Predicted 109.5 107.3 106 120.0 117.2 120.40 121.1 119.5 119 121.09 119
## cvpred 109.2 107.1 106 119.7 116.8 120.05 120.7 119.1 119 120.71 119
## pm2.5 43.0 59.0 52 60.0 84.0 128.00 218.0 178.0 104 118.00 90
## CV residual -66.2 -48.1 -54 -59.7 -32.8 7.95 97.3 58.9 -15 -2.71 -29
## 21850 21851 21853 21854 21856 21857 21859 21867 21872 21875 21876
## Predicted 120.0 119 118.6 117.9 120.7 120.0 118.6 121.1 121.42 121.8 120.7
## cvpred 119.7 119 118.2 117.5 120.4 119.6 118.2 120.7 121.01 121.4 120.4
## pm2.5 75.0 74 61.0 61.0 67.0 69.0 72.0 104.0 128.00 70.0 50.0
## CV residual -44.7 -45 -57.2 -56.5 -53.4 -50.6 -46.2 -16.7 6.99 -51.4 -70.4
## 21878 21880 21881 21882 21884 21885 21886 21893 21894 21895 21896
## Predicted 117.0 116.9 116.7 114.8 114.0 112.4 111.8 121.42 120.70 120.0 119
## cvpred 116.8 116.7 116.5 114.6 113.7 112.1 111.5 121.01 120.29 119.6 119
## pm2.5 30.0 21.0 27.0 40.0 27.0 42.0 71.0 112.00 126.00 131.0 134
## CV residual -86.8 -95.7 -89.5 -74.6 -86.7 -70.1 -40.5 -9.01 5.71 11.4 15
## 21898 21905 21906 21909 21912 21917 21918 21919 21920 21921
## Predicted 118.1 107.8 122.111 122.24 123.0 114.7 114 117.6 116.8 115.9
## cvpred 117.7 107.4 121.666 121.73 122.4 114.6 114 117.4 116.6 115.7
## pm2.5 145.0 140.0 121.000 120.00 205.0 61.0 38 27.0 17.0 17.0
## CV residual 27.3 32.6 -0.666 -1.73 82.6 -53.6 -76 -90.4 -99.6 -98.7
## 21927 21928 21931 21935 21939 21940 21943 21946 21956 21959 21964
## Predicted 113 115.4 113.0 110.1 118.7 117.4 115.2 118.0 114.1 112.2 104.5
## cvpred 113 115.2 112.9 109.9 118.4 117.1 114.9 117.7 113.9 111.9 104.3
## pm2.5 12 19.0 22.0 22.0 48.0 51.0 35.0 21.0 22.0 42.0 60.0
## CV residual -101 -96.2 -90.9 -87.9 -70.4 -66.1 -79.9 -96.7 -91.9 -69.9 -44.3
## 21965 21973 21975 21977 21981 21982 21990 21993 21999 22002 22003
## Predicted 118.0 117.6 119.5 116.49 109.3 106.3 121.1 121.8 119 115.89 114.6
## cvpred 117.7 117.3 119.2 116.18 109.1 106.1 120.7 121.4 119 115.54 114.3
## pm2.5 69.0 83.0 85.0 114.00 98.0 89.0 93.0 73.0 96 110.00 132.0
## CV residual -48.7 -34.3 -34.2 -2.18 -11.1 -17.1 -27.7 -48.4 -23 -5.54 17.7
## 22011 22012 22014 22016 22020 22023 22024 22027 22029 22034 22035
## Predicted 120.0 119.9 119.7 119.3 121.78 122.1 121.8 121 120.0 122.1 122
## cvpred 119.7 119.5 119.3 118.9 121.37 121.7 121.3 121 119.5 121.7 122
## pm2.5 47.0 53.0 52.0 56.0 123.00 153.0 159.0 199 194.0 177.0 180
## CV residual -72.7 -66.5 -67.3 -62.9 1.63 31.3 37.7 78 74.5 55.3 58
## 22037 22041 22048 22049 22051 22052 22055 22058 22059 22061 22067
## Predicted 122 122.8 115 114.5 110.6 109 104.2 122.1 121.8 122 122.1
## cvpred 122 122.3 115 114.1 110.2 109 103.9 121.7 121.3 122 121.6
## pm2.5 183 183.0 97 90.0 105.0 134 167.0 152.0 136.0 163 174.0
## CV residual 61 60.7 -18 -24.1 -5.2 25 63.1 30.3 14.7 41 52.4
## 22068 22069 22072 22073 22083 22087 22088 22091 22093 22100
## Predicted 120.8 119.6 122.47 121.5 109.03 122.8 123.162 122.1 122.1 112
## cvpred 120.4 119.1 122.02 121.1 108.65 122.3 122.683 121.6 121.6 112
## pm2.5 152.0 145.0 130.00 139.0 101.00 110.0 122.000 110.0 103.0 94
## CV residual 31.6 25.9 7.98 17.9 -7.65 -12.3 -0.683 -11.6 -18.6 -18
## 22110 22111 22113 22114 22116 22117 22118 22120 22121 22124 22126
## Predicted 120.9 120.1 119.4 118.8 122.8 123.1 123.0 120.1 117.8 105.0 121
## cvpred 120.4 119.7 118.9 118.3 122.3 122.6 122.4 119.6 117.3 104.7 120
## pm2.5 48.0 47.0 42.0 33.0 35.0 36.0 30.0 53.0 63.0 56.0 20
## CV residual -72.4 -72.7 -76.9 -85.3 -87.3 -86.6 -92.4 -66.6 -54.3 -48.7 -100
## 22130 22133 22134 22135 22138 22139 22144 22152 22156 22169 22170
## Predicted 119.5 120.0 119.7 121.1 121 122.1 120.7 120.7 120.7 120 120
## cvpred 119.1 119.6 119.3 120.7 121 121.7 120.4 120.4 120.4 120 120
## pm2.5 33.0 49.0 47.0 61.0 101 96.0 80.0 28.0 25.0 9 9
## CV residual -86.1 -70.6 -72.3 -59.7 -20 -25.7 -40.4 -92.4 -95.4 -111 -111
## 22171 22175 22176 22177 22187 22195 22198 22199 22209 22211 22214
## Predicted 118 120 119 118.6 118 117.6 121.1 120.0 118.1 114.6 115
## cvpred 117 120 119 118.3 118 117.3 120.7 119.7 117.8 114.3 115
## pm2.5 16 17 16 29.0 10 33.0 41.0 42.0 23.0 19.0 14
## CV residual -101 -103 -103 -89.3 -108 -84.3 -79.7 -77.7 -94.8 -95.3 -101
## 22215 22216 22225 22227 22232 22234 22237 22239 22242 22243 22245
## Predicted 114.1 117 119.7 120.4 119 118.5 118.0 116 115.9 114.5 113.9
## cvpred 113.9 116 119.4 120.1 119 118.1 117.7 116 115.7 114.3 113.7
## pm2.5 15.0 15 63.0 63.0 50 29.0 32.0 25 25.0 27.0 38.0
## CV residual -98.9 -101 -56.4 -57.1 -69 -89.1 -85.7 -91 -90.7 -87.3 -75.7
## 22246 22251 22254 22257 22263 22264 22269 22270 22276 22277 22278
## Predicted 111.6 109 119.7 120.4 117 117.1 110.6 109.3 119.5 117.9 116.61
## cvpred 111.4 109 119.4 120.1 117 116.8 110.4 109.1 119.1 117.5 116.25
## pm2.5 41.0 84 68.0 131.0 71 62.0 50.0 56.0 61.0 80.0 114.00
## CV residual -70.4 -25 -51.4 10.9 -46 -54.8 -60.4 -53.1 -58.1 -37.5 -2.25
## 22290 22291 22293 22297 22299 22302 22303 22305 22306 22311 22315
## Predicted 100.9 99.3 96.4 92.03 89.52 86.7 85.4 84.0 83.96 118.8 113.7
## cvpred 100.6 99.0 96.1 91.77 89.27 86.5 85.2 83.8 83.74 118.4 113.4
## pm2.5 75.0 79.0 107.0 89.00 99.00 51.0 54.0 65.0 76.00 104.0 88.0
## CV residual -25.6 -20.0 10.9 -2.77 9.73 -35.5 -31.2 -18.8 -7.74 -14.4 -25.4
## 22317 22323 22329 22332 22333 22339 22343 22346 22347 22348 22349
## Predicted 112.99 107.6 119.24 117.1 116 112.2 122 119.8 119.0 118.3 117.6
## cvpred 112.62 107.3 118.81 116.7 116 111.8 122 119.3 118.6 117.9 117.1
## pm2.5 106.00 92.0 126.00 128.0 130 138.0 132 173.0 167.0 179.0 187.0
## CV residual -6.62 -15.3 7.19 11.3 14 26.2 10 53.7 48.4 61.1 69.9
## 22351 22354 22356 22357 22358 22361 22363 22366 22367 22371 22375
## Predicted 123.2 123.2 123 122 121 115.8 112.9 111 110.8 108 104.5
## cvpred 122.7 122.7 123 121 120 115.4 112.5 111 110.3 107 104.1
## pm2.5 197.0 205.0 222 226 259 197.0 188.0 194 206.0 246 185.0
## CV residual 74.3 82.3 99 105 139 81.6 75.5 83 95.7 139 80.9
## 22383 22384 22391 22392 22394 22401 22402 22403 22405 22406 22410
## Predicted 121 119.0 122 122.1 120.3 121.6 117 113 106.7 102.4 92.2
## cvpred 121 118.6 122 121.7 119.9 121.1 117 113 106.5 102.3 92.2
## pm2.5 299 164.0 26 23.0 23.0 24.0 11 10 8.0 10.0 8.0
## CV residual 178 45.4 -96 -98.7 -96.9 -97.1 -106 -103 -98.5 -92.3 -84.2
## 22413 22417 22418 22424 22426 22432 22441 22442 22443 22444 22445
## Predicted 123 118.8 117 120 119 120.7 110.6 109.2 120.7 120.7 121.1
## cvpred 122 118.5 117 119 119 120.2 110.3 108.9 120.4 120.4 120.7
## pm2.5 21 27.0 14 12 10 70.0 27.0 24.0 49.0 59.0 64.0
## CV residual -101 -91.5 -103 -107 -109 -50.2 -83.3 -84.9 -71.4 -61.4 -56.7
## 22451 22463 22467 22468 22476 22478 22485 22486 22488 22495 22498
## Predicted 120.7 117.6 114.8 114.0 118.3 115.09 121.0 119.7 116.9 119.9 121.9
## cvpred 120.4 117.2 114.4 113.6 117.8 114.65 120.5 119.2 116.4 119.5 121.4
## pm2.5 75.0 89.0 102.0 90.0 130.0 108.00 61.0 56.0 62.0 57.0 77.0
## CV residual -45.4 -28.2 -12.4 -23.6 12.2 -6.65 -59.5 -63.2 -54.4 -62.5 -44.4
## 22499 22505 22508 22514 22516 22518 22522 22527 22531 22537 22545
## Predicted 119.9 111.9 109.2 121.0 123.2 123.2 122.8 122.4 121 123 117.396
## cvpred 119.5 111.4 108.8 120.5 122.7 122.7 122.3 121.9 121 123 116.918
## pm2.5 70.0 30.0 49.0 63.0 59.0 82.0 86.0 99.0 94 51 116.000
## CV residual -49.5 -81.4 -59.8 -57.5 -63.7 -40.7 -36.3 -22.9 -27 -72 -0.918
## 22550 22553 22599 22600 22603 22604 22605 22617 22618 22620 22623
## Predicted 112.17 106.3 117.5 121.8 122.8 123.2 123.3 121.1 119.5 117 120
## cvpred 111.69 105.8 117.1 121.4 122.3 122.7 122.9 120.7 119.2 117 120
## pm2.5 108.00 124.0 45.0 48.0 58.0 80.0 76.0 25.0 21.0 17 15
## CV residual -3.69 18.2 -72.1 -73.4 -64.3 -42.7 -46.9 -95.7 -98.2 -100 -105
## 22625 22626 22627 22628 22637 22641 22643 22645 22647 22654 22659
## Predicted 118.8 118.1 116.8 115.6 104.6 116.8 116 116 119 113.6 117
## cvpred 118.4 117.7 116.5 115.2 104.4 116.5 116 116 118 113.3 117
## pm2.5 20.0 24.0 21.0 22.0 17.0 22.0 8 16 13 16.0 13
## CV residual -98.4 -93.7 -95.5 -93.2 -87.4 -94.5 -108 -100 -105 -97.3 -104
## 22660 22661 22664 22666 22667 22668 22671 22672 22673 22674 22676
## Predicted 119 117 118 115 120 120 121 119 119 118.0 116.8
## cvpred 119 117 117 115 119 119 120 119 119 117.7 116.4
## pm2.5 18 11 15 14 10 16 17 15 17 21.0 22.0
## CV residual -101 -106 -102 -101 -109 -103 -103 -104 -102 -96.7 -94.4
## 22677 22679 22680 22684 22685 22686 22687 22688 22691 22694 22696
## Predicted 122 121.8 121.0 122.6 122 122 121.8 122 122.8 120.9 119.0
## cvpred 122 121.3 120.6 122.2 122 122 121.3 122 122.3 120.4 118.6
## pm2.5 30 33.0 55.0 61.0 50 48 54.0 60 74.0 54.0 42.0
## CV residual -92 -88.3 -65.6 -61.2 -72 -74 -67.3 -62 -48.3 -66.4 -76.6
## 22699 22704 22706 22708 22709 22710 22711 22721 22725 22726 22728
## Predicted 116.3 108.7 121.8 120.3 118 121 121 119 113.5 112.3 111.7
## cvpred 115.9 108.3 121.4 119.9 118 121 121 119 113.2 111.9 111.3
## pm2.5 51.0 31.0 23.0 28.0 29 39 36 15 31.0 25.0 29.0
## CV residual -64.9 -77.3 -98.4 -91.9 -89 -82 -85 -104 -82.2 -86.9 -82.3
## 22729 22730 22731 22732 22734 22735 22743 22748 22751 22752 22753
## Predicted 123.2 123.2 122 122.6 122 122.1 120.2 113.9 111 110.6 110.3
## cvpred 122.7 122.7 122 122.2 122 121.6 119.8 113.5 111 110.2 109.9
## pm2.5 32.0 43.0 54 46.0 44 52.0 29.0 53.0 84 79.0 73.0
## CV residual -90.7 -79.7 -68 -76.2 -78 -69.6 -90.8 -60.5 -27 -31.2 -36.9
## 22756 22758 22760 22765 22766 22767 22768 22769 22773 22775 22778
## Predicted 122 122 123 122.1 121.2 119.9 118.0 116.7 112.8 112.0 123.2
## cvpred 122 122 123 121.7 120.7 119.5 117.6 116.3 112.4 111.6 122.7
## pm2.5 82 95 82 61.0 63.0 55.0 50.0 46.0 37.0 38.0 52.0
## CV residual -40 -27 -41 -60.7 -57.7 -64.5 -67.6 -70.3 -75.4 -73.6 -70.7
## 22785 22786 22788 22790 22796 22800 22802 22803 22806 22810 22812
## Predicted 123.1 121.7 122.1 122.3 115.8 123 122 120.8 118.65 124.2 123.5
## cvpred 122.6 121.3 121.6 121.8 115.3 123 121 120.3 118.16 123.6 122.9
## pm2.5 74.0 67.0 66.0 67.0 68.0 89 88 101.0 116.00 109.0 84.0
## CV residual -48.6 -54.3 -55.6 -54.8 -47.3 -34 -33 -19.3 -2.16 -14.6 -38.9
## 22816 22821 22822 22823 22826 22828 22831 22836 22838 22840 22841
## Predicted 124.3 122.1 122.6 123.2 122 119.1 120.7 118 117.2 121 119.1
## cvpred 123.8 121.7 122.2 122.7 122 118.7 120.4 118 116.9 121 118.7
## pm2.5 79.0 28.0 35.0 37.0 43 21.0 21.0 52 45.0 52 56.0
## CV residual -44.8 -93.7 -87.2 -85.7 -79 -97.7 -99.4 -66 -71.9 -69 -62.7
## 22842 22844 22845 22849 22850 22860 22868 22869 22872 22873 22874
## Predicted 117.5 115.5 114.8 122 121.8 122.8 114.3 114.2 109.6 121.8 121
## cvpred 117.1 115.2 114.5 122 121.3 122.3 113.9 113.9 109.3 121.4 121
## pm2.5 57.0 32.0 38.0 37 43.0 108.0 72.0 97.0 76.0 85.0 93
## CV residual -60.1 -83.2 -76.5 -85 -78.3 -14.3 -41.9 -16.9 -33.3 -36.4 -28
## 22880 22887 22889 22934 22937 22938 22939 22943 22946 22949 22957
## Predicted 121.42 121.8 120 112.0 113.9 113.2 113.0 118.6 117.2 118.0 113.7
## cvpred 121.01 121.4 120 111.9 113.8 113.1 112.8 118.3 116.9 117.7 113.5
## pm2.5 118.00 88.0 67 13.0 15.0 21.0 26.0 46.0 50.0 72.0 47.0
## CV residual -3.01 -33.4 -53 -98.9 -98.8 -92.1 -86.8 -72.3 -66.9 -45.7 -66.5
## 22958 22959 22965 22967 22978 22979 22981 22983 22985 22987 22989
## Predicted 110.0 108 98.1 97.4 117.7 119 118.8 117 119.0 119 115.4
## cvpred 109.9 108 98.0 97.3 117.4 119 118.5 117 118.7 119 115.2
## pm2.5 42.0 27 31.0 42.0 72.0 63 45.0 14 25.0 23 45.0
## CV residual -67.9 -81 -67.0 -55.3 -45.4 -56 -73.5 -103 -93.7 -96 -70.2
## 23000 23001 23002 23004 23006 23014 23025 23029 23031 23034 23036
## Predicted 120.4 120.7 121 121 118.5 106.1 120.73 118.7 116.73 109.8 107.3
## cvpred 120.1 120.4 121 121 118.1 105.8 120.35 118.3 116.31 109.5 106.9
## pm2.5 97.0 108.0 96 78 52.0 53.0 123.00 146.0 118.00 144.0 161.0
## CV residual -23.1 -12.4 -25 -43 -66.1 -52.8 2.65 27.7 1.69 34.5 54.1
## 23039 23040 23041 23045 23046 23047 23049 23129 23130 23135 23137
## Predicted 102.8 101.5 99.9 96.3 94.9 94.2 92.7 109 110.5 117.0 116.6
## cvpred 102.5 101.2 99.6 96.0 94.6 93.9 92.5 109 110.6 116.8 116.4
## pm2.5 166.0 185.0 206.0 186.0 153.0 140.0 182.0 8 12.0 25.0 36.0
## CV residual 63.5 83.8 106.4 90.0 58.4 46.1 89.5 -101 -98.6 -91.8 -80.4
## 23142 23147 23150 23151 23157 23159 23160 23163 23165 23167 23170
## Predicted 115 109.7 106.9 108.5 103.3 117.0 115.2 113.8 115.2 115.6 116.6
## cvpred 114 109.8 107.2 108.6 103.3 116.8 115.1 113.6 115.1 115.4 116.4
## pm2.5 13 13.0 8.0 11.0 17.0 35.0 36.0 63.0 81.0 82.0 98.0
## CV residual -101 -96.8 -99.2 -97.6 -86.3 -81.8 -79.1 -50.6 -34.1 -33.4 -18.4
## 23172 23177 23180 23181 23184 23192 23194 23195 23200 23201 23202
## Predicted 117.3 113 106.9 106.9 118.3 118.31 118.7 118 107.8 106.9 105.2
## cvpred 117.1 113 106.8 106.7 118.1 118.03 118.4 118 107.8 106.8 105.2
## pm2.5 105.0 65 69.0 65.0 63.0 110.00 143.0 156 59.0 52.0 56.0
## CV residual -12.1 -48 -37.8 -41.7 -55.1 -8.03 24.6 38 -48.8 -54.8 -49.2
## 23207 23210 23211 23215 23218 23220 23225 23226 23231 23234
## Predicted 118.0 114.06 113.34 117.6 118 116.9 112.84 111.91 107.94 119.0
## cvpred 117.7 113.85 113.14 117.4 118 116.7 112.66 111.72 107.74 118.7
## pm2.5 84.0 104.00 104.00 143.0 146 151.0 118.00 117.00 113.00 133.0
## CV residual -33.7 -9.85 -9.14 25.6 28 34.3 5.34 5.28 5.26 14.3
## 23237 23238 23242 23243 23244 23245 23247 23249 23250 23251 23253
## Predicted 118.7 118 119 117.9 117.2 116.7 112.8 110.6 109.3 108.6 106.8
## cvpred 118.4 118 119 117.7 116.9 116.4 112.5 110.3 109.1 108.3 106.5
## pm2.5 178.0 174 169 153.0 158.0 160.0 159.0 145.0 156.0 166.0 149.0
## CV residual 59.6 56 50 35.3 41.1 43.6 46.5 34.7 46.9 57.7 42.5
## 23254 23258 23260 23262 23263 23273 23276 23280 23281 23289 23291
## Predicted 105.5 121 121 121.8 121 116.1 112.5 109.8 109.0 121.8 121
## cvpred 105.2 121 121 121.4 121 115.7 112.1 109.4 108.7 121.4 121
## pm2.5 140.0 102 93 71.0 74 62.0 56.0 55.0 68.0 92.0 76
## CV residual 34.8 -19 -28 -50.4 -47 -53.7 -56.1 -54.4 -40.7 -29.4 -45
## 23292 23296 23299 23300 23303 23306 23307 23314 23319 23320 23321
## Predicted 121.1 120.0 118.8 118.6 122.12 122 122 113.1 115.1 117.4 118.9
## cvpred 120.7 119.7 118.5 118.2 121.67 122 122 112.7 114.9 117.2 118.6
## pm2.5 88.0 57.0 75.0 105.0 128.00 157 161 42.0 29.0 24.0 38.0
## CV residual -32.7 -62.7 -43.5 -13.2 6.33 35 39 -70.7 -85.9 -93.2 -80.6
## 23324 23326 23327 23329 23330 23334 23335 23337 23339 23340 23343
## Predicted 117.42 122.1 122.1 120 121 122 122 122 122 121 120
## cvpred 116.97 121.7 121.7 119 121 121 121 122 121 121 120
## pm2.5 123.00 175.0 205.0 245 260 286 301 277 242 231 233
## CV residual 6.03 53.3 83.3 126 139 165 180 155 121 110 113
## 23346 23352 23356 23358 23362 23364 23368 23370 23372 23373 23375
## Predicted 114.6 122 119.9 117.8 122 122.3 113 111.9 108 108.3 121.6
## cvpred 114.2 122 119.5 117.4 122 121.8 113 111.5 108 107.9 121.1
## pm2.5 170.0 204 206.0 212.0 242 179.0 145 143.0 166 160.0 180.0
## CV residual 55.8 82 86.5 94.6 120 57.2 32 31.5 58 52.1 58.9
## 23378 23379 23380 23384 23385 23386 23387 23388 23391 23393 23397
## Predicted 122.1 122.1 120.7 122.8 122.8 122.1 121.4 120.6 116.7 120.88 118.73
## cvpred 121.7 121.6 120.2 122.3 122.3 121.6 120.9 120.2 116.3 120.47 118.33
## pm2.5 205.0 196.0 192.0 204.0 206.0 202.0 207.0 179.0 141.0 124.00 111.00
## CV residual 83.3 74.4 71.8 81.7 83.7 80.4 86.1 58.8 24.7 3.53 -7.33
## 23401 23406 23407 23413 23418 23420 23421 23423 23424 23428 23429
## Predicted 120.2 116 112 95.5 119 116.7 115.5 110.9 109.3 109 108
## cvpred 119.8 115 112 95.4 118 116.5 115.2 110.7 109.1 109 108
## pm2.5 109.0 10 7 10.0 16 17.0 18.0 18.0 13.0 5 5
## CV residual -10.8 -105 -105 -85.4 -102 -99.5 -97.2 -92.7 -96.1 -104 -103
## 23431 23433 23444 23445 23449 23456 23463 23465 23469 23475 23476
## Predicted 104.9 102 87.5 86.5 80.4 109.7 108.3 109 108.6 114.9 115.2
## cvpred 104.9 102 87.7 86.7 80.7 109.7 108.5 110 108.6 114.8 115.1
## pm2.5 6.0 13 11.0 8.0 10.0 17.0 12.0 9 15.0 30.0 30.0
## CV residual -98.9 -89 -76.7 -78.7 -70.7 -92.7 -96.5 -101 -93.6 -84.8 -85.1
## 23478 23486 23491 23492 23498 23501 23502 23507 23520 23522 23523
## Predicted 113.8 114.2 101.0 100.4 115.6 114.9 114.5 115.6 118.7 119.0 118.7
## cvpred 113.7 114.1 101.1 100.4 115.4 114.7 114.4 115.4 118.4 118.7 118.4
## pm2.5 25.0 50.0 25.0 29.0 40.0 58.0 62.0 67.0 144.0 141.0 151.0
## CV residual -88.7 -64.1 -76.1 -71.4 -75.4 -56.7 -52.4 -48.4 25.6 22.3 32.6
## 23524 23526 23529 23531 23535 23543 23544 23547 23551 23554 23558
## Predicted 118.7 118.1 118.7 117.23 116.5 118.7 119.0 118.7 117.3 118.0 118.0
## cvpred 118.4 117.8 118.4 116.95 116.2 118.4 118.7 118.4 117.1 117.7 117.7
## pm2.5 140.0 135.0 134.0 115.00 50.0 31.0 31.0 47.0 43.0 35.0 40.0
## CV residual 21.6 17.2 15.6 -1.95 -66.2 -87.4 -87.7 -71.4 -74.1 -82.7 -77.7
## 23561 23563 23565 23566 23567 23568 23572 23586 23588 23597 23603
## Predicted 116.2 113.3 111.9 111.9 111.5 119.0 118.3 115.6 114 119 120.0
## cvpred 115.9 113.1 111.7 111.6 111.2 118.7 118.1 115.3 114 119 119.7
## pm2.5 60.0 60.0 61.0 61.0 69.0 73.0 95.0 85.0 90 143 179.0
## CV residual -55.9 -53.1 -50.7 -50.6 -42.2 -45.7 -23.1 -30.3 -24 24 59.3
## 23604 23606 23607 23616 23621 23626 23629 23630 23632 23640 23642
## Predicted 119.7 120.7 118.1 118.10 118.64 118.1 114.9 114.2 109.9 118.1 119.0
## cvpred 119.3 120.4 117.8 117.79 118.32 117.8 114.6 113.9 109.7 117.8 118.7
## pm2.5 176.0 149.0 134.0 109.00 121.00 138.0 132.0 92.0 78.0 48.0 64.0
## CV residual 56.7 28.6 16.2 -8.79 2.68 20.2 17.4 -21.9 -31.7 -69.8 -54.7
## 23645 23650 23651 23653 23655 23661 23664 23667 23669 23671 23676
## Predicted 110 98.6 95.1 85.9 80.5 102.2 110.5 114 111.7 113.2 110
## cvpred 110 98.7 95.2 86.1 80.7 102.3 110.5 114 111.7 113.1 110
## pm2.5 37 6.0 7.0 5.0 7.0 14.0 14.0 11 13.0 20.0 10
## CV residual -73 -92.7 -88.2 -81.1 -73.7 -88.3 -96.5 -103 -98.7 -93.1 -100
## 23682 23686 23687 23688 23689 23691 23694 23696 23697 23698 23700
## Predicted 110.6 111.2 111.4 114 112 110.3 105.8 105.2 103 99.9 111.8
## cvpred 110.6 111.3 111.3 114 112 110.3 105.9 105.2 103 100.0 111.8
## pm2.5 17.0 14.0 15.0 12 11 15.0 24.0 17.0 20 25.0 12.0
## CV residual -93.6 -97.3 -96.3 -102 -101 -95.3 -81.9 -88.2 -83 -75.0 -99.8
## 23702 23706 23710 23713 23715 23717 23722 23724 23730 23733 23734
## Predicted 110 111 111.5 114.5 114.9 111.4 104 101.4 108.6 106.8 108.8
## cvpred 110 111 111.5 114.4 114.8 111.3 104 101.4 108.7 106.8 108.7
## pm2.5 8 8 28.0 23.0 70.0 28.0 29 24.0 26.0 37.0 43.0
## CV residual -102 -103 -83.5 -91.4 -44.8 -83.3 -75 -77.4 -82.7 -69.8 -65.7
## 23736 23737 23738 23740 23744 23746 23747 23748 23753 23755 23760
## Predicted 115.6 115.2 114.2 114.9 112.0 111.3 114.2 114.5 109.3 106.1 115.6
## cvpred 115.4 115.1 114.1 114.8 111.9 111.2 114.1 114.4 109.4 106.2 115.4
## pm2.5 52.0 68.0 77.0 78.0 45.0 47.0 57.0 69.0 43.0 42.0 58.0
## CV residual -63.4 -47.1 -37.1 -36.8 -66.9 -64.2 -57.1 -45.4 -66.4 -64.2 -57.4
## 23762 23768 23769 23771 23773 23775 23779 23780 23783 23786 23788
## Predicted 114.9 107.5 105.9 102.4 108.8 110.4 111.8 109.5 115.2 116.3 112
## cvpred 114.8 107.5 105.9 102.4 108.9 110.5 111.8 109.5 115.1 116.1 112
## pm2.5 81.0 50.0 46.0 33.0 23.0 16.0 23.0 40.0 66.0 77.0 36
## CV residual -33.8 -57.5 -59.9 -69.4 -85.9 -94.5 -88.8 -69.5 -49.1 -39.1 -76
## 23790 23795 23797 23799 23800 23802 23803 23804 23811 23814 23817
## Predicted 108.5 101.2 110.8 109 107 106.9 112.5 114.5 114.9 113.1 114.0
## cvpred 108.5 101.2 110.8 109 107 107.2 112.5 114.4 114.8 113.1 113.9
## pm2.5 43.0 33.0 31.0 8 7 13.0 16.0 29.0 46.0 27.0 27.0
## CV residual -65.5 -68.2 -79.8 -101 -100 -94.2 -96.5 -85.4 -68.8 -86.1 -86.9
## 23818 23820 23823 23824 23832 23834 23835 23836 23837 23843 23845
## Predicted 113.3 111.1 108.5 106.5 116 117.0 116.3 116.3 115.908 116.6 116.6
## cvpred 113.2 111.1 108.6 106.7 116 116.8 116.1 116.1 115.747 116.4 116.4
## pm2.5 25.0 26.0 20.0 30.0 136 165.0 134.0 129.0 116.000 102.0 130.0
## CV residual -88.2 -85.1 -88.6 -76.7 20 48.2 17.9 12.9 0.253 -14.4 13.6
## 23850 23857 23868 23870 23871 23872 23875 23877 23878 23884 23892
## Predicted 112.71 116.6 118 117.1 114.8 108.7 107.61 104.3 102.3 117.6 117.3
## cvpred 112.59 116.4 118 116.8 114.6 108.7 107.43 104.2 102.2 117.4 117.1
## pm2.5 108.00 166.0 231 196.0 183.0 97.0 109.00 92.0 71.0 54.0 146.0
## CV residual -4.59 49.6 113 79.2 68.4 -11.7 1.57 -12.2 -31.2 -63.4 28.9
## 23893 23895 23902 23904 23908 23909 23912 23915 23916 23921 23922
## Predicted 116.75 115.55 116.7 113.6 117.0 117.0 115.7 112.1 116.7 114 114.8
## cvpred 116.53 115.39 116.5 113.4 116.8 116.8 115.5 111.9 116.5 114 114.6
## pm2.5 121.00 107.00 97.0 129.0 91.0 131.0 98.0 85.0 94.0 83 82.0
## CV residual 4.47 -8.39 -19.5 15.6 -25.8 14.2 -17.5 -26.9 -22.5 -31 -32.6
## 23938 23942 23943 23947 23949 23950 23952 23955 23956 23958 23961
## Predicted 116.6 117.3 116.6 115 116.1 115.3 113.4 112.3 111.9 111 109.0
## cvpred 116.4 117.1 116.3 115 115.9 115.2 113.2 112.1 111.7 111 108.9
## pm2.5 53.0 99.0 96.0 84 72.0 63.0 47.0 58.0 59.0 68 82.0
## CV residual -63.4 -18.1 -20.3 -31 -43.9 -52.2 -66.2 -54.1 -52.7 -43 -26.9
## 23963 23968 23970 23974 23975 23978 23982 23984 23985 23987 23988
## Predicted 108.3 114.90 118.0 111.8 116 116.3 113.8 112.0 110.7 107.5 106.2
## cvpred 108.1 114.64 117.7 111.6 116 116.1 113.7 111.9 110.6 107.4 106.1
## pm2.5 87.0 110.00 51.0 12.0 13 26.0 19.0 18.0 27.0 32.0 31.0
## CV residual -21.1 -4.64 -66.7 -99.6 -103 -90.1 -94.7 -93.9 -83.6 -75.4 -75.1
## 23991 23996 24000 24003 24010 24014 24015 24016 24018 24019 24021
## Predicted 110 116.6 115.2 115.6 114.6 113.7 106.7 105.4 112 109 104.3
## cvpred 110 116.4 115.1 115.4 114.4 113.5 106.7 105.4 112 109 104.5
## pm2.5 11 31.0 56.0 90.0 95.0 82.0 10.0 10.0 5 8 24.0
## CV residual -99 -85.4 -59.1 -25.4 -19.4 -31.5 -96.7 -95.4 -107 -101 -80.5
## 24024 24025 24026 24028 24030 24034 24035 24042 24047 24051 24053
## Predicted 94.2 91.3 87.0 79.9 72.4 51.5 47.6 15.8 6.39 107.3 106
## cvpred 94.4 91.6 87.4 80.3 72.8 52.3 48.3 16.8 7.31 107.6 106
## pm2.5 7.0 3.0 3.0 2.0 4.0 3.0 0.0 1.0 5.00 8.0 10
## CV residual -87.4 -88.6 -84.4 -78.3 -68.8 -49.3 -48.3 -15.8 -2.31 -99.6 -96
## 24054 24056 24065 24071 24072 24074 24085 24086 24087 24091 24100
## Predicted 103.9 110 105 110.5 112.1 111 108.7 107.0 107 110 112.8
## cvpred 104.1 110 105 110.6 112.2 111 108.9 107.2 108 110 112.8
## pm2.5 6.0 5 5 53.0 48.0 4 11.0 9.0 6 8 64.0
## CV residual -98.1 -105 -100 -57.6 -64.2 -107 -97.9 -98.2 -102 -102 -48.8
## 24101 24103 24106 24114 24116 24117 24122 24123 24125 24127 24128
## Predicted 111.8 109.8 107.8 107.5 108.2 109.2 113.2 113.51 112.82 110.8 112.8
## cvpred 111.8 109.8 107.8 107.6 108.2 109.1 113.1 113.48 112.82 110.9 112.8
## pm2.5 59.0 23.0 22.0 51.0 72.0 92.0 100.0 108.00 103.00 70.0 63.0
## CV residual -52.8 -86.8 -85.8 -56.6 -36.2 -17.1 -13.1 -5.48 -9.82 -40.9 -49.8
## 24129 24135 24136 24137 24139 24140 24141 24143 24147 24150 24154
## Predicted 114.9 113.8 111.9 111.3 111.6 115.6 116 116 116 115 105.7
## cvpred 114.8 113.7 111.8 111.2 111.5 115.4 116 116 116 114 105.8
## pm2.5 72.0 164.0 169.0 162.0 181.0 202.0 244 274 259 235 11.0
## CV residual -42.8 50.3 57.2 50.8 69.5 86.6 128 158 143 121 -94.8
## 24157 24158 24164 24165 24168 24170 24171 24178 24179 24184 24189
## Predicted 94.4 90.7 111.6 111.1 112 112 109 109.7 108.1 94.2 106.2
## cvpred 94.7 91.0 111.6 111.1 112 112 109 109.8 108.3 94.5 106.4
## pm2.5 10.0 8.0 20.0 16.0 8 10 8 13.0 13.0 13.0 19.0
## CV residual -84.7 -83.0 -91.6 -95.1 -104 -102 -101 -96.8 -95.3 -81.5 -87.4
## 24190 24191 24192 24195 24196 24198 24200 24202 24203 24209 24211
## Predicted 108.5 109.2 108 112.1 112.1 112.8 110.3 107.1 104.3 108 108.7
## cvpred 108.6 109.3 108 112.1 112.2 112.8 110.3 107.2 104.5 108 108.7
## pm2.5 16.0 16.0 19 20.0 17.0 19.0 27.0 30.0 19.0 23 48.0
## CV residual -92.6 -93.3 -89 -92.1 -95.2 -93.8 -83.3 -77.2 -85.5 -85 -60.7
## 24212 24222 24223 24224 24227 24229 24239 24242 24243 24246 24249
## Predicted 108 111.7 110.3 109.1 104.5 109.0 108.3 113.8 112.8 112.1 109.6
## cvpred 108 111.7 110.3 109.1 104.5 109.2 108.2 113.8 112.8 112.1 109.6
## pm2.5 68 147.0 95.0 77.0 43.0 36.0 131.0 151.0 144.0 136.0 67.0
## CV residual -40 35.3 -15.3 -32.1 -61.5 -73.2 22.8 37.2 31.2 23.9 -42.6
## 24252 24257 24259 24260 24261 24263 24266 24269 24274 24275
## Predicted 114.5 114.53 112.766 114.89 115.6 115.6 114.5 114 115.0 114.7
## cvpred 114.4 114.43 112.705 114.79 115.4 115.4 114.4 114 114.9 114.6
## pm2.5 89.0 108.00 112.000 122.00 149.0 176.0 194.0 259 206.0 203.0
## CV residual -25.4 -6.43 -0.705 7.21 33.6 60.6 79.6 145 91.1 88.4
## 24276 24285 24288 24294 24295 24299 24305 24306 24309 24312 24321
## Predicted 114.3 116 116 116 115.9 108.7 74.3 69.1 59.5 51.4 107.6
## cvpred 114.2 116 116 116 115.8 108.7 74.8 69.6 60.0 52.0 107.9
## pm2.5 209.0 338 398 239 161.0 25.0 11.0 9.0 10.0 5.0 26.0
## CV residual 94.8 222 282 123 45.2 -83.7 -63.8 -60.6 -50.0 -47.0 -81.9
## 24323 24325 24327 24329 24332 24333 24336 24339 24340 24341 24346
## Predicted 104.8 100.8 95.5 90.8 105 103.4 110.1 110.1 109.7 108.66 110.4
## cvpred 105.1 101.2 95.9 91.4 105 103.7 110.2 110.2 109.8 108.82 110.5
## pm2.5 12.0 10.0 5.0 5.0 19 26.0 63.0 134.0 133.0 103.00 90.0
## CV residual -93.1 -91.2 -90.9 -86.4 -86 -77.7 -47.2 23.8 23.2 -5.82 -20.5
## 24347 24348 24353 24361 24376 24378 24380 24382 24387 24389 24391
## Predicted 109.68 107.7 95.5 110.8 105.4 104.7 104.0 103 101.5 100.8 100.0
## cvpred 109.77 107.9 95.7 110.8 105.5 104.8 104.1 103 101.6 100.9 100.2
## pm2.5 114.00 194.0 113.0 177.0 143.0 156.0 194.0 243 167.0 10.0 8.0
## CV residual 4.23 86.1 17.3 66.2 37.5 51.2 89.9 140 65.4 -90.9 -92.2
## 24393 24394 24402 24405 24407 24408 24409 24410 24411 24413 24414
## Predicted 99.3 99.0 96.1 95.1 94.3 94.7 94.3 94.0 93.6 92.9 92.5
## cvpred 99.5 99.1 96.3 95.2 94.5 94.8 94.5 94.1 93.8 93.0 92.7
## pm2.5 10.0 9.0 9.0 51.0 55.0 45.0 58.0 62.0 41.0 29.0 21.0
## CV residual -89.5 -90.1 -87.3 -44.2 -39.5 -49.8 -36.5 -32.1 -52.8 -64.0 -71.7
## 24422 24424 24426 24429 24433 24434 24444 24451 24452 24457 24459
## Predicted 89.7 89.0 88.3 87.2 85.8 85.4 81.83 79.3 79.0 112.5 113.8
## cvpred 89.8 89.1 88.4 87.4 85.9 85.6 82.04 79.6 79.2 112.5 113.8
## pm2.5 22.0 33.0 32.0 77.0 123.0 122.0 87.00 99.0 116.0 96.0 91.0
## CV residual -67.8 -56.1 -56.4 -10.4 37.1 36.4 4.96 19.4 36.8 -16.5 -22.8
## 24462 24463 24466 24467 24472 24476 24477 24478 24479 24480 24486
## Predicted 114.4 113.8 108.5 104.8 81.8 64.5 62.2 61.9 60.0 57.3 105.2
## cvpred 114.3 113.8 108.5 104.8 82.2 65.2 62.9 62.6 60.6 58.0 105.5
## pm2.5 89.0 83.0 58.0 19.0 7.0 11.0 14.0 11.0 8.0 6.0 6.0
## CV residual -25.3 -30.8 -50.5 -85.8 -75.2 -54.2 -48.9 -51.6 -52.6 -52.0 -99.5
## 24487 24488 24489 24491 24493 24494 24498 24499 24501 24519 24520
## Predicted 104.8 103.8 104.2 98.8 91.9 88.1 99.8 98.6 96.0 102.1 102
## cvpred 105.1 104.1 104.6 99.4 92.6 88.8 100.4 99.1 96.5 102.6 103
## pm2.5 13.0 15.0 17.0 23.0 16.0 17.0 19.0 29.0 55.0 17.0 16
## CV residual -92.1 -89.1 -87.6 -76.4 -76.6 -71.8 -81.4 -70.1 -41.5 -85.6 -87
## 24522 24525 24526 24528 24529 24531 24533 24534 24538 24539 24540
## Predicted 106.6 110.1 111.4 109.70 109.4 110.1 108.3 107.9 109.7 110.07 109.7
## cvpred 106.8 110.2 111.5 109.83 109.5 110.2 108.5 108.1 109.8 110.19 109.8
## pm2.5 27.0 75.0 102.0 115.00 142.0 129.0 78.0 68.0 88.0 119.00 156.0
## CV residual -79.8 -35.2 -9.5 5.17 32.5 18.8 -30.5 -40.1 -21.8 8.81 46.2
## 24545 24550 24551 24553 24558 24560 24561 24567 24568 24570 24572
## Predicted 107.8 111 111 111 107 105 105 107.07 107.7 107.0 112
## cvpred 107.9 111 112 112 107 105 105 107.26 107.9 107.1 112
## pm2.5 206.0 303 334 324 214 222 219 117.00 154.0 199.0 341
## CV residual 98.1 192 222 212 107 117 114 9.74 46.1 91.9 229
## 24573 24574 24579 24580 24581 24587 24588 24597 24598 24602 24614
## Predicted 111 107.8 109.0 110.1 110.4 109.7 109.2 110.7 111.9 112.1 87.1
## cvpred 111 107.9 109.1 110.2 110.5 109.8 109.3 110.7 111.9 112.2 87.6
## pm2.5 311 151.0 48.0 60.0 66.0 54.0 56.0 38.0 37.0 43.0 9.0
## CV residual 200 43.1 -61.1 -50.2 -44.5 -55.8 -53.3 -72.7 -74.9 -69.2 -78.6
## 24615 24618 24619 24621 24624 24627 24628 24630 24635 24636 24640
## Predicted 82.0 73.0 71.4 109.4 109.0 109 107.1 108.7 109.0 106.6 104.1
## cvpred 82.5 73.5 71.9 109.5 109.2 109 107.3 108.9 109.2 106.8 104.4
## pm2.5 11.0 11.0 15.0 49.0 42.0 48 71.0 73.0 50.0 49.0 64.0
## CV residual -71.5 -62.5 -56.9 -60.5 -67.2 -61 -36.3 -35.9 -59.2 -57.8 -40.4
## 24641 24644 24646 24648 24661 24662 24664 24665 24666 24668 24669
## Predicted 103.5 111.4 110.4 111.1 106.4 100.3 95.1 92.2 91.65 106.1 110.8
## cvpred 103.8 111.5 110.5 111.1 106.6 100.8 95.6 92.7 92.09 106.3 110.8
## pm2.5 69.0 83.0 162.0 185.0 78.0 52.0 24.0 31.0 94.00 120.0 137.0
## CV residual -34.8 -28.5 51.5 73.9 -28.6 -48.8 -71.6 -61.7 1.91 13.7 26.2
## 24671 24676 24678 24679 24682 24685 24688 24690 24693 24694 24696
## Predicted 111.4 110 107.7 110.1 111.4 110.4 109 114 113 113 114
## cvpred 111.5 110 107.9 110.2 111.5 110.4 109 114 113 113 113
## pm2.5 122.0 191 42.0 35.0 33.0 164.0 236 252 338 367 293
## CV residual 10.5 81 -65.9 -75.2 -78.5 53.6 127 138 225 254 180
## 24699 24701 24702 24708 24709 24711 24713 24714 24724 24726 24727
## Predicted 114 115 115 115 115 115 113 114 114 112 112
## cvpred 114 115 114 114 115 115 113 114 114 112 112
## pm2.5 226 237 259 283 288 293 296 308 272 260 246
## CV residual 112 122 145 169 173 178 183 194 158 148 134
## 24736 24739 24742 24743 24746 24750 24752 24758 24766 24767 24768
## Predicted 94.3 85.0 72.2 70.7 70.9 101.7 101.1 102.3 96.7 96.6 110.1
## cvpred 94.6 85.5 72.9 71.4 71.4 102.1 101.4 102.7 96.9 96.8 110.2
## pm2.5 34.0 15.0 6.0 12.0 7.0 13.0 13.0 16.0 57.0 46.0 41.0
## CV residual -60.6 -70.5 -66.9 -59.4 -64.4 -89.1 -88.4 -86.7 -39.9 -50.8 -69.2
## 24769 24770 24772 24773 24775 24776 24780 24784 24792 24795 24796
## Predicted 110.1 109.7 109.4 109.0 107.8 107.0 109.0 99.6 87.0 78.8 79.3
## cvpred 110.2 109.8 109.5 109.2 107.9 107.2 109.2 100.1 87.7 79.6 80.0
## pm2.5 40.0 39.0 42.0 43.0 53.0 55.0 80.0 53.0 9.0 11.0 10.0
## CV residual -70.2 -70.8 -67.5 -66.2 -54.9 -52.2 -29.2 -47.1 -78.7 -68.6 -70.0
## 24799 24805 24809 24810 24820 24828 24831 24835 24836 24837 24838
## Predicted 103.3 92.1 85.3 85.4 103.5 97.8 89.8 104.2 103.8 104.9 104.5
## cvpred 103.7 92.8 85.9 86.0 103.9 98.4 90.6 104.6 104.2 105.2 104.8
## pm2.5 17.0 15.0 40.0 48.0 10.0 11.0 11.0 38.0 65.0 79.0 78.0
## CV residual -86.7 -77.8 -45.9 -38.0 -93.9 -87.4 -79.6 -66.6 -39.2 -26.2 -26.8
## 24839 24843 24849 24851 24852 24853 24858 24860 24861 24862 24865
## Predicted 106.6 105.7 106.3 100.84 102.8 102.1 100.1 108.00 106.6 104.6 108.0
## cvpred 106.9 106.1 106.5 101.29 103.3 102.5 100.5 108.21 106.8 104.9 108.2
## pm2.5 76.0 121.0 45.0 99.00 85.0 77.0 82.0 115.00 130.0 134.0 157.0
## CV residual -30.9 14.9 -61.5 -2.29 -18.3 -25.5 -18.5 6.79 23.2 29.1 48.8
## 24868 24872 24874 24875 24877 24880 24883 24884 24898 24902 24904
## Predicted 108.7 105.8 105.3 103.3 110.1 107.7 110.8 111.4 110.9 112.8 111.9
## cvpred 108.9 106.1 105.4 103.5 110.2 107.9 110.8 111.5 110.9 112.8 111.9
## pm2.5 124.0 144.0 141.0 123.0 147.0 181.0 190.0 204.0 192.0 207.0 162.0
## CV residual 15.1 37.9 35.6 19.5 36.8 73.1 79.2 92.5 81.1 94.2 50.1
## 24918 24919 24922 24925 24932 24935 24936 24937 24938 24941 24942
## Predicted 56.9 54.6 51.0 44.9 16.1 4.66 0.741 -3.20 -7.47 -19.6 -22.9
## cvpred 57.4 55.1 51.5 45.4 16.8 5.48 1.613 -2.31 -6.53 -18.6 -21.8
## pm2.5 8.0 8.0 15.0 27.0 30.0 22.00 22.000 25.00 21.00 15.0 14.0
## CV residual -49.4 -47.1 -36.5 -18.4 13.2 16.52 20.387 27.31 27.53 33.6 35.8
## 24946 24949 24961 24964 24965 24967 24969 24975 24976 24977
## Predicted -34.5 -43.6 -75.7 104 104.6 104.6 106.9 104.2 102.94 102.37
## cvpred -33.4 -42.5 -74.5 104 104.9 104.9 107.2 104.6 103.32 102.73
## pm2.5 22.0 28.0 39.0 54 51.0 49.0 68.0 89.0 106.00 106.00
## CV residual 55.4 70.5 113.5 -50 -53.9 -55.9 -39.2 -15.6 2.68 3.27
## 24980 24989 24990 24991 24998 25006 25010 25012 25015 25016 25024
## Predicted 106.92 106.6 105.6 104.9 87.1 69.2 65.3 64.8 63.3 61.3 102.8
## cvpred 107.14 106.9 105.9 105.2 87.7 69.8 66.0 65.3 63.8 61.9 103.3
## pm2.5 102.00 82.0 88.0 93.0 49.0 50.0 35.0 27.0 42.0 38.0 60.0
## CV residual -5.14 -24.9 -17.9 -12.2 -38.7 -19.8 -31.0 -38.3 -21.8 -23.9 -43.3
## 25029 25030 25031 25033 25038 25039 25040 25042 25044 25045
## Predicted 106.6 107.31 107.31 106.6 108.3 108.0 109.38 108.1 107.44 106.0
## cvpred 106.8 107.56 107.56 106.8 108.5 108.2 109.53 108.3 107.63 106.3
## pm2.5 94.0 102.00 106.00 119.0 96.0 98.0 104.00 134.0 103.00 91.0
## CV residual -12.8 -5.56 -1.56 12.2 -12.5 -10.2 -5.53 25.7 -4.63 -15.3
## 25050 25063 25069 25070 25074 25076 25077 25079 25082 25084 25087
## Predicted 108.7 109.38 107.8 107.2 109.4 101.2 96.3 87.3 71.9 62.7 50.9
## cvpred 108.9 109.53 107.9 107.3 109.5 101.5 96.6 87.8 72.6 63.5 51.8
## pm2.5 62.0 108.00 72.0 62.0 31.0 22.0 19.0 12.0 12.0 7.0 11.0
## CV residual -46.9 -1.53 -35.9 -45.3 -78.5 -79.5 -77.6 -75.8 -60.6 -56.5 -40.8
## 25090 25091 25092 25102 25103 25104 25105 25108 25113 25118 25119
## Predicted 42.8 36.9 32.7 -5.95 -8.28 -10.25 -12.2 -16.9 -27.8 88.6 85.0
## cvpred 43.7 37.9 33.7 -4.76 -7.08 -9.04 -11.0 -15.6 -26.4 89.4 85.9
## pm2.5 11.0 12.0 17.0 10.00 11.00 13.00 10.0 13.0 25.0 26.0 24.0
## CV residual -32.7 -25.9 -16.7 14.76 18.08 22.04 21.0 28.6 51.4 -63.4 -61.9
## 25121 25124 25125 25126 25128 25129 25131 25136 25139 25142 25146
## Predicted 79.2 74.5 73.6 70.5 65.9 64.6 56.0 36.3 26.6 13.57 1.20
## cvpred 80.0 75.2 74.3 71.3 66.7 65.4 56.9 37.4 27.7 14.83 2.52
## pm2.5 22.0 43.0 45.0 35.0 6.0 9.0 11.0 7.0 17.0 11.00 7.00
## CV residual -58.0 -32.2 -29.3 -36.3 -60.7 -56.4 -45.9 -30.4 -10.7 -3.83 4.48
## 25147 25150 25153 25157 25163 25164 25170 25171 25176 25178
## Predicted -2.025 -16.3 -23.0 97.3 93.7 90.8 98.3 100.2 102 103.2
## cvpred -0.688 -14.8 -21.6 98.0 94.5 91.6 99.0 100.8 103 103.6
## pm2.5 15.000 23.0 17.0 12.0 25.0 31.0 32.0 36.0 144 117.0
## CV residual 15.688 37.8 38.6 -86.0 -69.5 -60.6 -67.0 -64.8 41 13.4
## 25183 25191 25198 25199 25207 25209 25211 25216 25219 25220 25222
## Predicted 102.455 101 104.4 106.6 106.3 106 106.9 100.7 92.1 89.9 85.6
## cvpred 102.897 102 104.7 106.9 106.5 106 107.2 101.1 92.6 90.4 86.1
## pm2.5 102.000 225 130.0 137.0 175.0 171 206.0 10.0 20.0 25.0 19.0
## CV residual -0.897 123 25.3 30.1 68.5 65 98.8 -91.1 -72.6 -65.4 -67.1
## 25226 25228 25233 25234 25243 25252 25253 25254 25262 25267 25273
## Predicted 80.2 78.8 104.2 104.6 103.1 104.6 105 104.6 104.2 94.0 71.0
## cvpred 80.8 79.4 104.6 104.9 103.4 104.9 105 104.9 104.5 94.6 71.8
## pm2.5 20.0 27.0 75.0 70.0 66.0 189.0 219 174.0 157.0 17.0 11.0
## CV residual -60.8 -52.4 -29.6 -34.9 -37.4 84.1 114 69.1 52.5 -77.6 -60.8
## 25274 25275 25276 25279 25282 25284 25285 25288 25289 25292 25315
## Predicted 68.1 63.4 61.6 100 99.4 97.4 97.1 98.1 96.5 99.5 103.48
## cvpred 68.9 64.3 62.4 101 100.0 98.1 97.8 98.8 97.2 100.0 103.86
## pm2.5 7.0 9.0 10.0 13 27.0 22.0 24.0 31.0 36.0 67.0 110.00
## CV residual -61.9 -55.3 -52.4 -88 -73.0 -76.1 -73.8 -67.8 -61.2 -33.0 6.14
## 25317 25321 25325 25327 25328 25332 25333 25336 25340 25342 25346
## Predicted 105.2 104.2 104 104 104 105 104.2 102 105 106 105
## cvpred 105.6 104.6 104 105 104 106 104.6 103 105 106 105
## pm2.5 159.0 149.0 334 331 293 235 164.0 218 277 308 410
## CV residual 53.4 44.4 230 226 189 129 59.4 115 172 202 305
## 25351 25353 25358 25359 25360 25362 25363 25364 25369 25372 25375
## Predicted 106 104 104 95.6 91.3 84.5 82.2 76.4 60.0 93.3 98.0
## cvpred 106 105 104 96.2 91.9 85.2 82.9 77.3 61.1 94.1 98.6
## pm2.5 335 226 38 28.0 23.0 13.0 16.0 13.0 15.0 15.0 10.0
## CV residual 229 121 -66 -68.2 -68.9 -72.2 -66.9 -64.3 -46.1 -79.1 -88.6
## 25379 25383 25385 25387 25392 25393 25398 25402 25405 25409 25410
## Predicted 94.1 88.4 86.6 96.8 93.27 101.97 100.6 102.09 99.7 97.6 98.2
## cvpred 94.9 89.2 87.3 97.5 93.91 102.47 101.1 102.54 100.3 98.2 98.8
## pm2.5 23.0 39.0 44.0 78.0 95.00 106.00 162.0 109.00 72.0 118.0 158.0
## CV residual -71.9 -50.2 -43.3 -19.5 1.09 3.53 60.9 6.46 -28.3 19.8 59.2
## 25412 25415 25416 25418 25419 25421 25423 25425 25427 25432 25433
## Predicted 98.2 104 103 104 103 101 104 104 102 79.1 77.1
## cvpred 98.7 104 103 104 104 101 104 105 102 80.0 78.0
## pm2.5 204.0 246 315 358 445 345 290 284 246 11.0 8.0
## CV residual 105.3 142 212 254 341 244 186 179 144 -69.0 -70.0
## 25434 25435 25436 25437 25439 25441 25443 25444 25446 25450 25455
## Predicted 75.2 72.8 70.5 96.3 92.7 92.1 86.6 84.6 84.4 75.9 59.7
## cvpred 76.0 73.7 71.5 97.0 93.5 92.9 87.4 85.4 85.1 76.8 60.7
## pm2.5 9.0 17.0 20.0 17.0 22.0 23.0 19.0 19.0 13.0 17.0 16.0
## CV residual -67.0 -56.7 -51.5 -80.0 -71.5 -69.9 -68.4 -66.4 -72.1 -59.8 -44.7
## 25456 25459 25462 25463 25464 25466 25467 25469 25473 25474 25475
## Predicted 56.8 94.0 94.6 94.5 94.86 99.7 99.4 99.7 101.8 102.1 101.8
## cvpred 57.9 94.8 95.2 95.2 95.46 100.3 100.0 100.3 102.3 102.6 102.2
## pm2.5 23.0 39.0 54.0 69.0 90.00 120.0 129.0 142.0 179.0 169.0 181.0
## CV residual -34.9 -55.8 -41.2 -26.2 -5.46 19.7 29.0 41.7 76.7 66.4 78.8
## 25476 25479 25485 25486 25489 25493 25495 25497 25502 25504 25514
## Predicted 101 102 102 103.2 75.5 63.0 55.5 51.5 37.2 32.9 98.6
## cvpred 102 103 103 103.6 76.6 63.9 56.5 52.6 38.3 34.0 99.3
## pm2.5 204 253 285 161.0 63.0 14.0 9.0 10.0 11.0 13.0 45.0
## CV residual 102 150 182 57.4 -13.6 -49.9 -47.5 -42.6 -27.3 -21.0 -54.3
## 25517 25518 25519 25524 25534 25540 25544 25545 25549 25551 25556
## Predicted 98.7 97.958 99.7 95.9 100 92.5 79.2 76.9 65.1 60.9 92.1
## cvpred 99.3 98.593 100.3 96.6 101 93.2 80.2 77.9 66.3 62.0 93.1
## pm2.5 131.0 99.000 37.0 40.0 81 42.0 13.0 23.0 14.0 12.0 19.0
## CV residual 31.7 0.407 -63.3 -56.6 -20 -51.2 -67.2 -54.9 -52.3 -50.0 -74.1
## 25564 25565 25573 25578 25580 25589 25592 25593 25596 25598 25600
## Predicted 96.3 96.6 95.4 90.7 89.42 100.7 102.1 102 103 103 103
## cvpred 97.0 97.3 96.1 91.3 89.99 101.3 102.6 103 103 103 103
## pm2.5 48.0 43.0 118.0 79.0 97.00 163.0 185.0 192 292 266 305
## CV residual -49.0 -54.3 21.9 -12.3 7.01 61.7 82.4 89 189 163 202
## 25602 25603 25605 25608 25615 25619 25625 25631 25635 25636 25640
## Predicted 101 100 99.6 103 93.5 76.6 58.7 98.3 94.1 97.0 97.634
## cvpred 102 100 100.0 103 94.1 77.6 59.8 99.0 94.8 97.7 98.298
## pm2.5 316 263 282.0 313 12.0 14.0 15.0 38.0 61.0 59.0 99.000
## CV residual 214 163 182.0 210 -82.1 -63.6 -44.8 -61.0 -33.8 -38.7 0.702
## 25642 25644 25646 25652 25657 25659 25660 25663 25664 25672 25677
## Predicted 99.37 98.68 96.6 99.0 97.3 96.1 94.3 85.6 81.9 47.6 37.5
## cvpred 99.97 99.31 97.3 99.7 98.0 96.8 95.1 86.4 82.8 48.9 38.8
## pm2.5 95.00 91.00 109.0 149.0 34.0 22.0 13.0 8.0 7.0 10.0 14.0
## CV residual -4.97 -8.31 11.7 49.3 -64.0 -74.8 -82.1 -78.4 -75.8 -38.9 -24.8
## 25684 25687 25688 25691 25693 25695 25704 25705 25709 25710 25712
## Predicted 92.6 94.9 95.2 96.61 94.5 94.2 94.3 94.3 87.1 84.8 81.5
## cvpred 93.5 95.7 96.0 97.34 95.3 95.1 95.1 95.0 87.9 85.7 82.4
## pm2.5 28.0 48.0 39.0 99.00 44.0 37.0 158.0 149.0 61.0 51.0 31.0
## CV residual -65.5 -47.7 -57.0 1.66 -51.3 -58.1 62.9 54.0 -26.9 -34.7 -51.4
## 25715 25716 25720 25721 25723 25724 25725 25726 25727 25728 25733
## Predicted 93.3 91.2 88.23 87.43 84.1 79.1 76.2 71.9 67.7 65.3 44.6
## cvpred 94.2 92.1 89.22 88.34 85.0 80.1 77.2 73.0 68.8 66.5 46.0
## pm2.5 44.0 44.0 85.00 97.00 61.0 16.0 18.0 9.0 9.0 10.0 8.0
## CV residual -50.2 -48.1 -4.22 8.66 -24.0 -64.1 -59.2 -64.0 -59.8 -56.5 -38.0
## 25734 25737 25740 25743 25746 25747 25752 25753 25755 25756 25769
## Predicted 41.4 32.6 23.5 13.64 5.70 2.47 -13.1 -16.7 -21.9 -23.5 -56.5
## cvpred 42.8 34.0 25.0 15.15 7.19 3.98 -11.5 -15.1 -20.3 -21.9 -54.6
## pm2.5 7.0 14.0 14.0 17.00 13.00 13.00 16.0 15.0 13.0 14.0 16.0
## CV residual -35.8 -20.0 -11.0 1.85 5.81 9.02 27.5 30.1 33.3 35.9 70.6
## 25770 25772 25773 25774 25775 25776 25778 25779 25781 25782 25783
## Predicted -56.7 93.3 93.9 94.7 94.0 92.4 93.4 92.9 89.7 95.2 96.3
## cvpred -55.0 94.2 94.7 95.5 94.8 93.2 94.2 93.6 90.5 96.0 97.0
## pm2.5 21.0 28.0 43.0 51.0 48.0 35.0 30.0 22.0 21.0 27.0 25.0
## CV residual 76.0 -66.2 -51.7 -44.5 -46.8 -58.2 -64.2 -71.6 -69.5 -69.0 -72.0
## 25786 25787 25789 25797 25798 25804 25806 25807 25808 25809
## Predicted 95.50 94.1 95.9 99.0 99.0 97.8 98.35 98.0 98.0 98.7
## cvpred 96.21 94.8 96.7 99.7 99.7 98.4 99.01 98.6 98.6 99.3
## pm2.5 102.00 78.0 62.0 122.0 117.0 211.0 107.00 116.0 125.0 148.0
## CV residual 5.79 -16.8 -34.7 22.3 17.3 112.6 7.99 17.4 26.4 48.7
## 25811 25813 25814 25817 25820 25824 25825 25828 25830 25832 25834
## Predicted 97.54 95.4 98.3 98.0 96.5 96.4 95.7 94.3 92.8 92.8 91.3
## cvpred 98.12 96.0 99.0 98.6 97.2 97.0 96.3 94.8 93.4 93.3 91.8
## pm2.5 101.00 107.0 114.0 122.0 146.0 151.0 154.0 180.0 200.0 172.0 154.0
## CV residual 2.88 11.0 15.0 23.4 48.8 54.0 57.7 85.2 106.6 78.7 62.2
## 25836 25837 25838 25839 25840 25845 25849 25852 25856 25859 25860
## Predicted 90.1 88.8 88.2 87.0 86.3 104 104 104 101 98.7 97.9
## cvpred 90.5 89.3 88.7 87.4 86.7 104 104 104 102 99.1 98.4
## pm2.5 187.0 139.0 111.0 110.0 121.0 277 268 255 259 203.0 187.0
## CV residual 96.5 49.7 22.3 22.6 34.3 173 164 151 157 103.9 88.6
## 25868 25871 25874 25876 25882 25884 25885 25886 25893 25899 25900
## Predicted 88.8 85.7 83.4 80.1 70.1 66.8 65.2 63.3 106 105 104
## cvpred 89.3 86.2 83.8 80.6 70.6 67.4 65.8 63.8 106 105 104
## pm2.5 202.0 205.0 203.0 201.0 219.0 240.0 231.0 213.0 211 222 215
## CV residual 112.7 118.8 119.2 120.4 148.4 172.6 165.2 149.2 105 117 111
## 25901 25902 25903 25907 25908 25909 25913 25914 25917 25918 25920
## Predicted 107 106 106 107 107 106 107 106 105 106 106
## cvpred 107 107 106 108 107 106 107 106 106 106 106
## pm2.5 209 227 222 226 324 276 271 260 348 343 299
## CV residual 102 120 116 118 217 170 164 154 242 237 193
## 25921 25928 25930 25931 25933 25937 25938 25945 25947 25948 25949
## Predicted 107 95.566 90.6 89.3 86.7 102.8 103.9 101.1 103.2 102.1 96.5
## cvpred 107 95.959 91.1 89.8 87.2 103.2 104.3 101.5 103.6 102.6 97.1
## pm2.5 335 96.000 76.0 71.0 69.0 85.0 94.0 147.0 86.0 28.0 19.0
## CV residual 228 0.041 -15.1 -18.8 -18.2 -18.2 -10.3 45.5 -17.6 -74.6 -78.1
## 25952 25953 25954 25955 25958 25966 25967 25970 25974 25978 25979
## Predicted 86.0 80.1 76.9 74.7 65.8 40.8 36.5 27.4 92.3 93.3 91.7
## cvpred 86.8 81.0 77.8 75.6 66.7 41.9 37.7 28.6 93.2 94.2 92.6
## pm2.5 20.0 17.0 16.0 14.0 19.0 20.0 24.0 18.0 17.0 37.0 24.0
## CV residual -66.8 -64.0 -61.8 -61.6 -47.7 -21.9 -13.7 -10.6 -76.2 -57.2 -68.6
## 25985 25992 25993 25996 25998 26004 26005 26007 26008 26009 26012
## Predicted 95.6 98.3 99.04 97.3 98.3 99.7 99.4 99.3 99.0 98.8 100
## cvpred 96.4 99.0 99.67 97.9 99.0 100.3 100.0 99.9 99.6 99.4 101
## pm2.5 35.0 85.0 93.00 138.0 176.0 152.0 168.0 203.0 209.0 215.0 258
## CV residual -61.4 -14.0 -6.67 40.1 77.0 51.7 68.0 103.1 109.4 115.6 157
## 26013 26016 26023 26031 26033 26039 26044 26045 26050 26051 26052
## Predicted 98.1 96.1 90.0 101 101 104 102 99.3 94.2 91.9 89.6
## cvpred 98.8 96.8 90.7 101 101 104 103 99.9 94.8 92.5 90.2
## pm2.5 290.0 241.0 235.0 251 273 259 323 303.0 80.0 35.0 29.0
## CV residual 191.2 144.2 144.3 150 172 155 220 203.1 -14.8 -57.5 -61.2
## 26053 26060 26062 26066 26071 26073 26074 26075 26077 26078 26083
## Predicted 98.1 79.3 76.4 91.3 87.8 84.2 81.5 79.5 95.2 94.0 75.3
## cvpred 98.7 80.2 77.2 92.2 88.6 85.1 82.5 80.5 96.0 94.8 76.3
## pm2.5 27.0 24.0 19.0 17.0 19.0 31.0 23.0 22.0 36.0 38.0 30.0
## CV residual -71.7 -56.2 -58.2 -75.2 -69.6 -54.1 -59.5 -58.5 -60.0 -56.8 -46.3
## 26086 26092 26093 26223 26224 26225 26227 26229 26234 26239 26240
## Predicted 63.5 37.4 33.9 82.7 82.0 80.8 78.8 80.3 98.9 80.6 76.9
## cvpred 64.6 38.7 35.2 83.4 82.7 81.5 79.5 80.8 99.4 81.5 77.8
## pm2.5 21.0 13.0 9.0 215.0 219.0 217.0 269.0 241.0 248.0 14.0 16.0
## CV residual -43.6 -25.7 -26.2 131.6 136.3 135.5 189.5 160.2 148.6 -67.5 -61.8
## 26242 26257 26260 26265 26267 26268 26270 26273 26275 26277 26279
## Predicted 72.4 86 82.6 75.9 71.3 66.7 60.9 50.5 46.9 45.7 94.5
## cvpred 73.4 87 83.6 76.8 72.2 67.7 62.0 51.7 48.1 46.8 95.4
## pm2.5 16.0 9 16.0 18.0 16.0 17.0 16.0 16.0 11.0 19.0 26.0
## CV residual -57.4 -78 -67.6 -58.8 -56.2 -50.7 -46.0 -35.7 -37.1 -27.8 -69.4
## 26285 26286 26287 26288 26292 26294 26301 26304 26306 26311 26315
## Predicted 93.1 91.7 91.7 90.4 96.3 94.19 97.0 99.4 95.5 96.3 83.4
## cvpred 94.0 92.6 92.6 91.3 97.0 95.01 97.7 100.0 96.1 97.0 84.4
## pm2.5 153.0 109.0 71.0 65.0 51.0 90.00 131.0 39.0 31.0 9.0 11.0
## CV residual 59.0 16.4 -21.6 -26.3 -46.0 -5.01 33.3 -61.0 -65.1 -88.0 -73.4
## 26316 26322 26324 26325 26327 26330 26333 26334 26337 26342 26344
## Predicted 79.8 58.0 50.5 47.6 40.9 30.9 22.25 19.92 10.575 -10.73 -19.0
## cvpred 80.8 59.2 51.8 49.0 42.2 32.3 23.75 21.43 12.102 -9.07 -17.3
## pm2.5 9.0 16.0 20.0 17.0 19.0 15.0 17.00 17.00 13.000 19.00 19.0
## CV residual -71.8 -43.2 -31.8 -32.0 -23.2 -17.3 -6.75 -4.43 0.898 28.07 36.3
## 26348 26355 26357 26368 26369 26372 26373 26378 26381 26384 26385
## Predicted -33.7 -59.5 -66.3 89.2 89.1 91.8 91.1 86.4 83.2 79.8 79.1
## cvpred -32.0 -57.6 -64.3 90.2 90.2 92.7 92.0 87.4 84.2 80.8 80.1
## pm2.5 25.0 20.0 20.0 26.0 24.0 34.0 37.0 33.0 56.0 37.0 41.0
## CV residual 57.0 77.6 84.3 -64.2 -66.2 -58.7 -55.0 -54.4 -28.2 -43.8 -39.1
## 26386 26388 26389 26391 26392 26394 26403 26408 26411 26421 26423
## Predicted 79.2 91.5 91.8 91.1 89.9 89.84 91.9 89.5 86.8 91.9 88.7
## cvpred 80.2 92.4 92.7 92.1 90.9 90.82 92.9 90.5 87.8 92.8 89.6
## pm2.5 41.0 48.0 59.0 74.0 69.0 89.00 111.0 34.0 43.0 86.0 64.0
## CV residual -39.2 -44.4 -33.7 -18.1 -21.9 -1.82 18.1 -56.5 -44.8 -6.8 -25.6
## 26424 26426 26437 26441 26444 26445 26448 26450 26453 26457 26459
## Predicted 88.8 92.6 93.2 92.1 89.7 95.8 97.0 95.2 91.3 88.06 86.6
## cvpred 89.7 93.5 94.0 92.9 90.5 96.6 97.7 96.0 92.1 88.88 87.5
## pm2.5 72.0 49.0 65.0 142.0 266.0 335.0 339.0 236.0 128.0 84.00 76.0
## CV residual -17.7 -44.5 -29.0 49.1 175.5 238.4 241.3 140.0 35.9 -4.88 -11.5
## 26468 26471 26472 26480 26483 26487 26488 26489 26491 26494 26496
## Predicted 97.0 97.1 97.7 93.9 92.7 77.1 75.1 71.5 67.2 62.4 58.2
## cvpred 97.7 97.9 98.3 94.7 93.5 78.1 76.1 72.6 68.3 63.5 59.3
## pm2.5 164.0 250.0 299.0 135.0 36.0 19.0 14.0 11.0 19.0 21.0 19.0
## CV residual 66.3 152.1 200.7 40.3 -57.5 -59.1 -62.1 -61.6 -49.3 -42.5 -40.3
## 26498 26501 26502 26503 26504 26505 26506 26510 26512 26513 26516
## Predicted 89.9 86.1 86 92.1 92.5 92.5 94.2 93.5 87.2 85.6 92.5
## cvpred 90.9 87.1 87 93.1 93.4 93.4 95.1 94.4 88.2 86.6 93.3
## pm2.5 29.0 24.0 22 17.0 27.0 44.0 46.0 69.0 59.0 57.0 15.0
## CV residual -61.9 -63.1 -65 -76.1 -66.4 -49.4 -49.1 -25.4 -29.2 -29.6 -78.3
## 26523 26524 26529 26530 26539 26540 26542 26553 26554 26559 26562
## Predicted 94.5 94.2 89.14 89.1 96.1 96.5 95.2 98.2 102 101 98.8
## cvpred 95.4 95.0 89.96 89.9 96.8 97.1 95.8 98.7 103 102 99.4
## pm2.5 303.0 221.0 81.00 56.0 449.0 389.0 486.0 434.0 391 356 146.0
## CV residual 207.6 126.0 -8.96 -33.9 352.2 291.9 390.2 335.3 288 254 46.6
## 26565 26567 26569 26572 26575 26576 26579 26582 26585 26588 26589
## Predicted 98.7 98.0 99.7 98.3 96.9 95.9 97.9 99.3 98.6 101 101
## cvpred 99.3 98.6 100.3 99.0 97.6 96.6 98.5 99.9 99.1 102 101
## pm2.5 325.0 371.0 374.0 425.0 275.0 174.0 319.0 458.0 845.0 824 886
## CV residual 225.7 272.4 273.7 326.0 177.4 77.4 220.5 358.1 745.9 722 785
## 26591 26592 26594 26595 26597 26603 26605 26610 26615 26621 26628
## Predicted 99.7 99.4 99.7 102 101 97.1 95.7 100 101 96.8 102
## cvpred 100.3 100.0 100.2 103 102 97.6 96.2 101 101 97.4 103
## pm2.5 858.0 805.0 731.0 722 651 266.0 295.0 325 304 468.0 291
## CV residual 757.7 705.0 630.8 619 549 168.4 198.8 224 203 370.6 188
## 26633 26640 26642 26643 26650 26653 26654 26655 26657 26663 26668
## Predicted 97.6 88.9 85.5 84.3 77.96 76.5 75.8 102 101.8 101.1 94.6
## cvpred 98.1 89.4 86.1 84.9 78.58 77.1 76.4 103 102.2 101.6 95.3
## pm2.5 267.0 68.0 66.0 58.0 80.00 90.0 109.0 120 132.0 201.0 76.0
## CV residual 168.9 -21.4 -20.1 -26.9 1.42 12.9 32.6 17 29.8 99.4 -19.3
## 26672 26674 26676 26680 26682 26685 26689 26692 26693 26694 26695
## Predicted 97.3 100 99.4 93.4 92.0 91.5 95.2 95.6 95.2 94.0 93.3
## cvpred 98.0 101 100.0 94.2 92.8 92.3 96.0 96.4 96.0 94.8 94.1
## pm2.5 25.0 245 240.0 39.0 61.0 193.0 30.0 26.0 19.0 35.0 37.0
## CV residual -73.0 144 140.0 -55.2 -31.8 100.7 -66.0 -70.4 -77.0 -59.8 -57.1
## 26698 26702 26703 26704 26710 26712 26720 26721 26722 26724 26727
## Predicted 91.1 93.9 94.2 94.5 91.2 97.7 96.3 95.5 96.2 94.76 97.3
## cvpred 91.9 94.7 95.1 95.4 91.9 98.4 97.0 96.3 96.9 95.44 98.0
## pm2.5 33.0 41.0 37.0 45.0 167.0 226.0 149.0 86.0 82.0 94.00 138.0
## CV residual -58.9 -53.7 -58.1 -50.4 75.1 127.6 52.0 -10.3 -14.9 -1.44 40.0
## 26734 26736 26738 26741 26743 26744 26753 26758 26768 26772 26774
## Predicted 98.9 97.8 96.2 98.5 99.2 98.9 96.0 99.0 102 104.2 103.1
## cvpred 99.5 98.4 96.8 99.2 99.8 99.5 96.6 99.6 103 104.6 103.6
## pm2.5 557.0 603.0 300.0 285.0 236.0 157.0 71.0 128.0 78 84.0 129.0
## CV residual 457.5 504.6 203.2 185.8 136.2 57.5 -25.6 28.4 -25 -20.6 25.4
## 26775 26778 26780 26781 26783 26789 26799 26802 26806 26808 26809
## Predicted 104.6 102.8 103.5 103.9 104.0 102.1 97.13 101.8 100.7 98.4 102.48
## cvpred 104.9 103.2 103.9 104.3 104.4 102.5 97.66 102.3 101.3 99.0 102.95
## pm2.5 128.0 122.0 150.0 138.0 145.0 188.0 104.00 93.0 162.0 131.0 104.00
## CV residual 23.1 18.8 46.1 33.7 40.6 85.5 6.34 -9.3 60.7 32.0 1.05
## 26810 26811 26814 26815 26817 26818 26820 26822 26823 26826 26827
## Predicted 100.7 100 97.7 97.7 95.6 99.3 99.5 102.48 102.3 97.8 96.6
## cvpred 101.3 101 98.4 98.4 96.3 99.9 100.1 102.95 102.7 98.3 97.1
## pm2.5 84.0 88 38.0 37.0 52.0 46.0 55.0 111.00 127.0 352.0 366.0
## CV residual -17.3 -13 -60.4 -61.4 -44.3 -53.9 -45.1 8.05 24.3 253.7 268.9
## 26828 26830 26832 26835 26841 26848 26853 26855 26859 26866 26867
## Predicted 96.5 94.6 102 100 102 101 102 102 86.6 91.1 86.8
## cvpred 97.0 95.0 103 101 103 101 102 103 87.3 91.9 87.7
## pm2.5 396.0 374.0 437 439 394 359 336 378 17.0 20.0 29.0
## CV residual 299.0 279.0 334 338 291 258 234 275 -70.3 -71.9 -58.7
## 26870 26871 26875 26881 26882 26885 26887 26888 26892 26897 26902
## Predicted 74.7 71.1 63.3 93.3 93.5 94.9 92.8 93.3 88.3 96.6 97.7
## cvpred 75.6 72.1 64.3 94.2 94.4 95.7 93.6 94.2 89.2 97.3 98.4
## pm2.5 16.0 17.0 10.0 27.0 31.0 42.0 64.0 68.0 55.0 78.0 113.0
## CV residual -59.6 -55.1 -54.3 -67.2 -63.4 -53.7 -29.6 -26.2 -34.2 -19.3 14.6
## 26905 26911 26913 26914 26921 26935 26938 26939 26940 26943 26944
## Predicted 97.7 95.0 94.9 94.9 98.8 98.3 100 100 102 103 103
## cvpred 98.4 95.7 95.6 95.6 99.4 99.0 101 100 103 104 103
## pm2.5 135.0 155.0 126.0 124.0 162.0 284.0 261 387 340 322 313
## CV residual 36.6 59.3 30.4 28.4 62.6 185.0 160 287 237 218 210
## 26946 26950 26951 26954 26974 26975 26976 26977 26978 26981 26993
## Predicted 102 103 103 103 97.1 102 103 102 102 101 101
## cvpred 102 104 104 104 97.6 102 104 103 102 101 101
## pm2.5 288 329 306 359 443.0 444 510 508 490 448 441
## CV residual 186 225 202 255 345.4 342 406 405 388 347 340
## 26994 26995 26997 26998 26999 27004 27006 27007 27012 27013 27018
## Predicted 99.6 98.8 97.4 96.1 95.4 91.2 89.7 103 103 103 104
## cvpred 100.0 99.3 97.8 96.6 95.9 91.7 90.2 104 104 103 104
## pm2.5 436.0 411.0 357.0 345.0 335.0 282.0 266.0 278 299 297 251
## CV residual 336.0 311.7 259.2 248.4 239.1 190.3 175.8 174 195 194 147
## 27023 27026 27027 27032 27037 27041 27049 27050 27055 27065 27067
## Predicted 104 104 104 105 105.2 105.9 103.0 104 100.9 90.7 94.1
## cvpred 104 104 104 105 105.5 106.2 103.4 104 101.4 91.5 94.9
## pm2.5 288 276 259 206 177.0 143.0 123.0 155 15.0 15.0 22.0
## CV residual 184 172 155 101 71.5 36.8 19.6 51 -86.4 -76.5 -72.9
## 27070 27071 27074 27079 27080 27083 27085 27086 27088 27091 27092
## Predicted 89.0 86.3 82.4 91.5 90.2 87.3 95.6 95.2 95.9 94.6 97.4
## cvpred 89.8 87.2 83.2 92.3 91.0 88.1 96.4 96.0 96.7 95.3 98.1
## pm2.5 21.0 9.0 10.0 19.0 17.0 46.0 52.0 55.0 63.0 59.0 66.0
## CV residual -68.8 -78.2 -73.2 -73.3 -74.0 -42.1 -44.4 -41.0 -33.7 -36.3 -32.1
## 27093 27098 27099 27100 27101 27102 27110 27112 27115 27120 27124
## Predicted 98.8 97.9 97.6 100.1 102 102.1 105.2 105 103 97.0 98.7
## cvpred 99.4 98.5 98.2 100.6 103 102.6 105.6 105 104 97.5 99.2
## pm2.5 81.0 129.0 150.0 161.0 166 191.0 201.0 223 227 225.0 25.0
## CV residual -18.4 30.5 51.8 60.4 63 88.4 95.4 118 123 127.5 -74.2
## 27125 27126 27128 27131 27133 27134 27140 27141 27144 27145 27147
## Predicted 92.0 88.1 83.3 95.7 95.1 93.9 96.0 94.8 95.2 95.31 93.3
## cvpred 92.7 88.8 84.1 96.4 95.9 94.6 96.7 95.4 95.8 95.82 93.9
## pm2.5 12.0 16.0 20.0 15.0 21.0 17.0 27.0 31.0 65.0 94.00 60.0
## CV residual -80.7 -72.8 -64.1 -81.4 -74.9 -77.6 -69.7 -64.4 -30.8 -1.82 -33.9
## 27148 27149 27150 27151 27153 27161 27162 27163 27165 27166 27169
## Predicted 92.6 91.9 90.5 89.8 89.04 103.50 102 100.15 98.2 101.8 100.7
## cvpred 93.1 92.4 91.1 90.3 89.57 103.91 102 100.63 98.7 102.3 101.3
## pm2.5 52.0 49.0 50.0 57.0 85.00 96.00 99 105.00 128.0 136.0 156.0
## CV residual -41.1 -43.4 -41.1 -33.3 -4.57 -7.91 -3 4.37 29.3 33.7 54.7
## 27170 27171 27174 27176 27182 27184 27201 27205 27207 27209 27211
## Predicted 98.7 98.0 100 98.7 91.1 81.5 87.4 87.8 88.5 87.9 90.6
## cvpred 99.3 98.6 101 99.3 91.9 82.4 88.6 88.9 89.6 88.9 91.5
## pm2.5 192.0 214.0 212 227.0 9.0 6.0 11.0 15.0 11.0 9.0 18.0
## CV residual 92.7 115.4 111 127.7 -82.9 -76.4 -77.6 -73.9 -78.6 -79.9 -73.5
## 27212 27213 27218 27225 27230 27231 27235 27236 27239 27240 27244
## Predicted 90.6 89.3 79.8 86.4 91.1 92.1 91.3 95.4 97.3 95.9 93.0
## cvpred 91.5 90.3 80.9 87.4 92.1 93.0 92.0 96.1 98.0 96.6 93.8
## pm2.5 24.0 18.0 10.0 19.0 48.0 64.0 106.0 166.0 144.0 115.0 125.0
## CV residual -67.5 -72.3 -70.9 -68.4 -44.1 -29.0 14.0 69.9 46.0 18.4 31.2
## 27247 27248 27249 27251 27252 27253 27254 27255 27260 27268 27271
## Predicted 96.3 97.0 97.3 97.3 97.3 96.1 97.3 97.0 98.0 94.5 90.3
## cvpred 97.0 97.7 98.0 98.0 98.0 96.8 98.0 97.7 98.6 95.2 91.2
## pm2.5 168.0 175.0 172.0 185.0 184.0 172.0 167.0 155.0 210.0 185.0 17.0
## CV residual 71.0 77.3 74.0 87.0 86.0 75.2 69.0 57.3 111.4 89.8 -74.2
## 27280 27284 27288 27291 27294 27302 27307 27308 27309 27310 27311
## Predicted 71.2 88.2 94.9 90.8 95.2 98.7 93.0 99.0 99.4 100 100
## cvpred 72.3 89.1 95.7 91.7 96.0 99.3 93.7 99.7 100.0 101 101
## pm2.5 13.0 23.0 70.0 21.0 17.0 77.0 107.0 124.0 121.0 113 113
## CV residual -59.3 -66.1 -25.7 -70.7 -79.0 -22.3 13.3 24.3 21.0 12 12
## 27312 27316 27321 27322 27326 27327 27328 27339 27340 27342 27345
## Predicted 100.6 99.5 100.1 100.7 89.4 86.4 93.1 101 101 102 102
## cvpred 101.2 100.1 100.6 101.2 90.3 87.3 93.9 102 102 102 102
## pm2.5 75.0 145.0 133.0 70.0 78.0 101.0 71.0 246 263 282 307
## CV residual -26.2 44.9 32.4 -31.2 -12.3 13.7 -22.9 144 161 180 205
## 27348 27357 27365 27366 27371 27376 27379 27387 27389 27390 27391
## Predicted 103 93.3 90.9 88.5 73.3 63.0 92.1 87.6 84.0 83.3 82.0
## cvpred 103 93.9 91.6 89.3 74.3 64.1 93.0 88.4 84.9 84.2 82.9
## pm2.5 341 296.0 38.0 15.0 15.0 14.0 21.0 12.0 16.0 17.0 14.0
## CV residual 238 202.1 -53.6 -74.3 -59.3 -50.1 -72.0 -76.4 -68.9 -67.2 -68.9
## 27398 27405 27407 27413 27414 27417 27419 27428 27429 27433 27434
## Predicted 92.6 87.5 84.7 99.7 98.7 99.0 99.7 96.0 94.7 104 105
## cvpred 93.5 88.2 85.3 100.3 99.3 99.7 100.3 96.5 95.2 105 105
## pm2.5 47.0 57.0 75.0 80.0 78.0 112.0 118.0 192.0 208.0 271 281
## CV residual -46.5 -31.2 -10.3 -20.3 -21.3 12.3 17.7 95.5 112.8 166 176
## 27437 27439 27440 27442 27443 27444 27455 27456 27472 27473 27476
## Predicted 105 105 103 102 102 100.1 93.0 93.1 91.0 91.8 89.6
## cvpred 105 105 104 103 102 100.6 93.8 93.9 91.9 92.6 90.5
## pm2.5 255 247 274 231 215 167.0 21.0 26.0 31.0 38.0 52.0
## CV residual 150 142 170 128 113 66.4 -72.8 -67.9 -60.9 -54.6 -38.5
## 27479 27481 27485 27486 27487 27492 27495 27498 27500 27502 27503
## Predicted 85.1 79.2 91.6 90.0 90.6 89.7 87.2 84.4 84.3 84.2 83.5
## cvpred 86.0 80.2 92.5 90.9 91.5 90.8 88.3 85.3 85.1 85.0 84.3
## pm2.5 22.0 9.0 8.0 12.0 9.0 14.0 31.0 42.0 57.0 72.0 68.0
## CV residual -64.0 -71.2 -84.5 -78.9 -82.5 -76.8 -57.3 -43.3 -28.1 -13.0 -16.3
## 27510 27513 27514 27516 27517 27519 27521 27526 27529 27531 27532
## Predicted 98.0 99.0 99.7 96.3 98.0 93.9 91.9 93.0 93.3 100.2 100.1
## cvpred 98.7 99.7 100.3 97.0 98.6 94.7 92.9 93.8 94.1 100.7 100.6
## pm2.5 81.0 140.0 133.0 129.0 117.0 107.0 8.0 77.0 80.0 66.0 175.0
## CV residual -17.7 40.3 32.7 32.0 18.4 12.3 -84.9 -16.8 -14.1 -34.7 74.4
## 27533 27544 27548 27558 27559 27561 27566 27567 27568 27569 27570
## Predicted 99.4 103 103 95.2 93.2 85.9 88.3 85.2 82.9 80.6 77.9
## cvpred 99.9 103 104 95.8 93.8 86.6 89.3 86.3 84.0 81.7 79.1
## pm2.5 159.0 237 268 222.0 259.0 8.0 11.0 10.0 14.0 10.0 9.0
## CV residual 59.1 134 164 126.2 165.2 -78.6 -78.3 -76.3 -70.0 -71.7 -70.1
## 27572 27573 27576 27579 27580 27581 27586 27590 27592 27593 27595
## Predicted 77.7 92.8 95.9 97.7 97.0 96.9 93.4 94.2 94.5 94.5 97.0
## cvpred 78.8 93.7 96.6 98.3 97.7 97.6 94.1 95.0 95.4 95.4 97.7
## pm2.5 30.0 31.0 49.0 114.0 120.0 113.0 55.0 78.0 116.0 144.0 164.0
## CV residual -48.8 -62.7 -47.6 15.7 22.3 15.4 -39.1 -17.0 20.6 48.6 66.3
## 27596 27599 27602 27605 27608 27609 27611 27613 27616 27619 27622
## Predicted 97.3 100 101 99.4 100 102 102 101 101 102 102
## cvpred 98.0 101 101 100.0 101 102 102 102 102 102 103
## pm2.5 185.0 356 397 318.0 266 270 284 347 323 316 532
## CV residual 87.0 255 296 218.0 165 168 182 245 221 214 429
## 27625 27628 27633 27634 27643 27649 27661 27662 27663 27665 27667
## Predicted 102 103.9 102 100.8 100.4 94.7 83.6 104.2 104 98.2 97.1
## cvpred 103 104.3 102 101.3 100.8 95.2 84.1 104.6 104 98.7 97.5
## pm2.5 240 202.0 153 150.0 153.0 155.0 190.0 200.0 208 196.0 206.0
## CV residual 137 97.7 51 48.7 52.2 59.8 105.9 95.4 104 97.3 108.5
## 27668 27669 27670 27672 27678 27681 27682 27684 27685 27688 27696
## Predicted 97.0 97.0 96.3 104 103 101 99.7 98.1 94.7 94.0 104
## cvpred 97.5 97.4 96.7 104 104 101 100.1 98.7 95.4 94.8 104
## pm2.5 244.0 289.0 341.0 382 403 330 247.0 129.0 63.0 25.0 265
## CV residual 146.5 191.6 244.3 278 299 229 146.9 30.3 -32.4 -69.8 161
## 27697 27703 27704 27707 27708 27713 27716 27718 27719 27721 27722
## Predicted 103 101 100 108 104 69 57.7 49.1 42.5 32.8 26.4
## cvpred 103 101 100 108 104 70 58.7 50.2 43.8 34.1 27.7
## pm2.5 367 525 502 510 229 20 11.0 8.0 6.0 9.0 7.0
## CV residual 264 424 402 402 125 -50 -47.7 -42.2 -37.8 -25.1 -20.7
## 27723 27725 27732 27734 27738 27739 27742 27744 27745 27748 27751
## Predicted 18.9 6.23 84.9 88.1 87.2 87.3 87.9 88.0 87.4 95.1 93.4
## cvpred 20.3 7.72 86.0 89.2 88.3 88.3 88.9 88.9 88.3 95.9 94.2
## pm2.5 5.0 4.00 12.0 11.0 9.0 10.0 17.0 12.0 10.0 10.0 12.0
## CV residual -15.3 -3.72 -74.0 -78.2 -79.3 -78.3 -71.9 -76.9 -78.3 -85.9 -82.2
## 27758 27764 27768 27770 27773 27774 27776 27778 27779 27780 27781
## Predicted 93.2 94.5 97.0 98.3 98.0 96.9 97.2 92.64 91.2 90.5 96.3
## cvpred 94.0 95.4 97.7 99.0 98.6 97.6 97.8 93.36 92.0 91.3 97.0
## pm2.5 43.0 66.0 153.0 161.0 119.0 133.0 138.0 100.00 110.0 117.0 115.0
## CV residual -51.0 -29.4 55.3 62.0 20.4 35.4 40.2 6.64 18.0 25.7 18.0
## 27783 27791 27793 27802 27806 27808 27810 27813 27816 27817 27821
## Predicted 91.3 99.7 93.7 94.7 92.6 92.6 91.3 89.3 85.47 84.90 99.7
## cvpred 92.2 100.3 94.5 95.5 93.5 93.5 92.2 90.1 86.22 85.63 100.3
## pm2.5 38.0 73.0 69.0 16.0 10.0 13.0 23.0 47.0 78.00 80.00 129.0
## CV residual -54.2 -27.3 -25.5 -79.5 -83.5 -80.5 -69.2 -43.1 -8.22 -5.63 28.7
## 27826 27827 27828 27833 27835 27838 27839 27842 27845 27846 27852
## Predicted 100.7 100.4 100.0 98.8 102 102 102 101 97.6 96.4 87.4
## cvpred 101.3 100.9 100.6 99.4 102 103 103 101 98.1 96.9 88.0
## pm2.5 150.0 163.0 172.0 218.0 208 263 274 225 202.0 200.0 187.0
## CV residual 48.7 62.1 71.4 118.6 106 160 171 124 103.9 103.1 99.0
## 27854 27855 27859 27863 27867 27871 27872 27877 27878 27881 27883
## Predicted 102 102 102 101 104 103 105 103 101 104 106.6
## cvpred 103 103 102 101 104 104 105 103 102 104 106.9
## pm2.5 233 259 257 249 240 344 351 363 306 230 200.0
## CV residual 130 156 155 148 136 240 246 260 204 126 93.1
## 27890 27893 27895 27899 27906 27908 27911 27912 27927 27928 27934
## Predicted 105 105 104 105 89.08 86.42 81.8 80.56 66.7 61.2 38.7
## cvpred 105 106 104 105 89.48 86.86 82.3 81.08 67.8 62.3 40.0
## pm2.5 397 357 350 234 99.00 93.00 97.0 89.00 40.0 32.0 10.0
## CV residual 292 251 246 129 9.52 6.14 14.7 7.92 -27.8 -30.3 -30.0
## 27935 27939 27943 27944 27946 27950 27952 27958 27962 27963 27964
## Predicted 35.2 96.0 99.4 99.0 91.5 82.3 79.7 75.94 73.9 99.73 100.1
## cvpred 36.4 96.7 100.0 99.6 92.4 83.3 80.7 76.71 74.6 100.32 100.6
## pm2.5 18.0 18.0 27.0 26.0 29.0 33.0 33.0 75.00 106.0 103.00 118.0
## CV residual -18.4 -78.7 -73.0 -73.6 -63.4 -50.3 -47.7 -1.71 31.4 2.68 17.4
## 27965 27970 27976 27978 27980 27982 27986 27989 27990 27991 27992
## Predicted 101.10 100.0 91.8 89.6 89.5 89.1 85.7 105.2 106.6 106.9 107.3
## cvpred 101.64 100.6 92.4 90.1 90.0 89.6 86.2 105.5 106.9 107.2 107.6
## pm2.5 111.00 122.0 114.0 153.0 162.0 158.0 135.0 137.0 150.0 153.0 145.0
## CV residual 9.36 21.4 21.6 62.9 72.0 68.4 48.8 31.5 43.1 45.8 37.4
## 27995 28000 28003 28007 28010 28016 28017 28019 28024 28025 28026
## Predicted 107.6 105.5 106.5 107.6 100.3 98.8 97.8 91.1 92.8 93.1 93.9
## cvpred 107.9 105.7 106.7 107.9 100.8 99.4 98.4 91.9 93.7 94.0 94.7
## pm2.5 161.0 147.0 164.0 194.0 23.0 16.0 15.0 16.0 12.0 15.0 16.0
## CV residual 53.1 41.3 57.3 86.1 -77.8 -83.4 -83.4 -75.9 -81.7 -79.0 -78.7
## 28027 28031 28035 28042 28047 28054 28057 28066 28068 28069 28073
## Predicted 94.7 96.3 94.5 103.5 101.6 93.5 104.6 105.2 105 106 105
## cvpred 95.4 96.9 95.0 103.9 102.1 93.9 104.9 105.6 105 106 105
## pm2.5 23.0 34.0 77.0 92.0 122.0 136.0 182.0 181.0 216 247 294
## CV residual -72.4 -62.9 -18.0 -11.9 19.9 42.1 77.1 75.4 111 141 189
## 28076 28078 28081 28086 28087 28089 28090 28092 28093 28094 28095
## Predicted 107 107 105 106 104 102 101 106 105 104 102
## cvpred 107 107 105 106 105 103 102 106 105 105 103
## pm2.5 302 315 405 332 328 325 315 239 212 214 215
## CV residual 195 208 300 226 223 222 213 133 107 109 112
## 28098 28099 28109 28112 28113 28117 28120 28121 28124 28125 28128
## Predicted 98.8 99.2 106 106 107 107 107 106 109 108 110
## cvpred 99.1 99.5 106 106 108 108 107 106 110 109 110
## pm2.5 235.0 199.0 235 241 258 337 393 402 429 480 522
## CV residual 135.9 99.5 129 135 150 229 286 296 319 371 412
## 28129 28134 28143 28145 28149 28150 28151 28152 28153 28154 28157
## Predicted 107 86.8 90.2 90.5 90.6 87.7 85.1 83.5 82.2 81.6 101.3
## cvpred 107 87.4 91.2 91.5 91.1 88.2 85.6 84.0 82.7 82.2 101.7
## pm2.5 498 15.0 10.0 14.0 49.0 36.0 30.0 35.0 30.0 33.0 25.0
## CV residual 391 -72.4 -81.2 -77.5 -42.1 -52.2 -55.6 -49.0 -52.7 -49.2 -76.7
## 28162 28164 28166 28173 28175 28178 28182 28188 28189 28191 28195
## Predicted 104.3 104.3 105.4 106.6 106.26 102.0 103.8 101.6 96.9 93.3 97.8
## cvpred 104.7 104.7 105.7 106.9 106.54 102.3 104.2 102.1 97.5 93.9 98.3
## pm2.5 48.0 68.0 69.0 69.0 105.00 62.0 29.0 56.0 56.0 49.0 70.0
## CV residual -56.7 -36.7 -36.7 -37.9 -1.54 -40.3 -75.2 -46.1 -41.5 -44.9 -28.3
## 28196 28198 28205 28206 28210 28217 28218 28222 28224 28225 28229
## Predicted 97.20 93.98 85.04 84.3 102.25 105.2 105.0 105 102 99.8 100.3
## cvpred 97.61 94.41 85.55 84.8 102.66 105.6 105.3 105 102 100.2 100.8
## pm2.5 91.00 102.00 94.00 97.0 105.00 192.0 198.0 224 210 209.0 51.0
## CV residual -6.61 7.59 8.45 12.2 2.34 86.4 92.7 119 108 108.8 -49.8
## 28230 28232 28237 28244 28250 28255 28258 28259 28260 28261 28266
## Predicted 100.7 99.4 97.2 84.7 76.1 70.1 65.0 63.7 102.8 102.8 89.0
## cvpred 101.3 100.0 97.8 85.2 76.6 70.7 65.6 64.3 103.3 103.3 89.7
## pm2.5 58.0 17.0 63.0 74.0 50.0 56.0 97.0 86.0 88.0 91.0 71.0
## CV residual -43.3 -83.0 -34.8 -11.2 -26.6 -14.7 31.4 21.7 -15.3 -12.3 -18.7
## 28269 28270 28271 28274 28278 28283 28289 28290 28291 28293 28297
## Predicted 74.9 70.7 69.4 89.7 97.4 88.3 93.0 92.0 92.2 90.0 101
## cvpred 75.7 71.5 70.2 90.5 98.1 89.2 93.8 92.9 92.9 90.7 101
## pm2.5 11.0 12.0 8.0 10.0 11.0 12.0 12.0 15.0 21.0 50.0 71
## CV residual -64.7 -59.5 -62.2 -80.5 -87.1 -77.2 -81.8 -77.9 -71.9 -40.7 -30
## 28299 28302 28308 28311 28320 28325 28330 28335 28337 28342 28346
## Predicted 98.7 102 100.0 98.8 93.19 102.7 105.0 97.7 92.7 106 101.5
## cvpred 99.2 103 100.6 99.4 93.73 103.1 105.3 98.1 93.2 106 101.8
## pm2.5 88.0 86 112.0 129.0 97.00 174.0 205.0 211.0 219.0 234 132.0
## CV residual -11.2 -17 11.4 29.6 3.27 70.9 99.7 112.9 125.8 128 30.2
## 28356 28360 28363 28368 28372 28376 28380 28381 28387 28391 28393
## Predicted 109.0 95.0 76.1 88.7 83.6 97.3 92.8 95.4 93.9 101.14 104.19
## cvpred 109.2 95.6 77.1 89.6 84.5 97.9 93.7 96.1 94.7 101.54 104.57
## pm2.5 194.0 16.0 26.0 15.0 7.0 25.0 18.0 15.0 17.0 111.00 110.00
## CV residual 84.8 -79.6 -51.1 -74.6 -77.5 -72.9 -75.7 -81.1 -77.7 9.46 5.43
## 28394 28398 28399 28401 28406 28410 28411 28412 28413 28419
## Predicted 104.6 102.48 103.3 104 94.2 100.9 100.87 103.50 103.0 93.2
## cvpred 104.9 102.95 103.8 104 94.9 101.4 101.35 103.91 103.4 93.7
## pm2.5 93.0 100.00 93.0 116 119.0 97.0 100.00 101.00 80.0 75.0
## CV residual -11.9 -2.95 -10.8 12 24.1 -4.4 -1.35 -2.91 -23.4 -18.7
## 28421 28422 28425 28427 28431 28434 28436 28438 28445 28446
## Predicted 101.8 100.7 98.74 99.641 96.3 93.5 90.309 87.8 82.4 81.7
## cvpred 102.3 101.3 99.26 100.154 96.8 93.9 90.673 88.2 82.8 82.1
## pm2.5 85.0 82.0 90.00 100.000 116.0 104.0 91.000 107.0 130.0 131.0
## CV residual -17.3 -19.3 -9.26 -0.154 19.2 10.1 0.327 18.8 47.2 48.9
## 28448 28456 28467 28470 28471 28475 28476 28478 28487 28488 28492
## Predicted 80.9 73.7 108 109 108 98.3 94.7 102.0 86.4 85.8 99.5
## cvpred 81.3 74.1 108 109 108 98.7 95.2 102.4 87.3 86.7 100.1
## pm2.5 141.0 248.0 244 245 247 15.0 15.0 39.0 7.0 7.0 49.0
## CV residual 59.7 173.9 136 136 139 -83.7 -80.2 -63.4 -80.3 -79.7 -51.1
## 28498 28500 28502 28505 28508 28510 28513 28514 28520 28524 28529
## Predicted 103.5 106.2 101.7 94.0 90.2 88.9 104.9 105.9 106.9 104 87.2
## cvpred 103.9 106.5 102.1 94.5 90.7 89.4 105.2 106.2 107.2 104 87.6
## pm2.5 175.0 164.0 155.0 113.0 108.0 111.0 138.0 149.0 184.0 156 100.0
## CV residual 71.1 57.5 52.9 18.5 17.3 21.6 32.8 42.8 76.8 52 12.4
## 28531 28538 28540 28544 28546 28554 28559 28560 28562 28567 28573
## Predicted 82.2 75.5 73.6 103.9 103.2 102 93.4 92.1 89.8 109.7 92.72
## cvpred 82.7 76.1 74.1 104.3 103.6 102 93.6 92.4 90.0 109.8 93.15
## pm2.5 60.0 38.0 61.0 72.0 92.0 83 111.0 118.0 117.0 122.0 88.00
## CV residual -22.7 -38.1 -13.1 -32.3 -11.6 -19 17.4 25.6 27.0 12.2 -5.15
## 28576 28580 28581 28582 28587 28590 28591 28598 28604 28607 28609
## Predicted 79.2 62.4 61.9 58.1 100.1 103.9 102.8 95.1 95.1 92.9 91.4
## cvpred 79.8 63.2 62.6 59.0 100.6 104.3 103.3 95.8 95.7 93.4 92.0
## pm2.5 12.0 9.0 10.0 9.0 6.0 5.0 12.0 12.0 14.0 34.0 36.0
## CV residual -67.8 -54.2 -52.6 -50.0 -94.6 -99.3 -91.3 -83.8 -81.7 -59.4 -56.0
## 28612 28613 28616 28620 28624 28625 28632 28635 28639 28641 28643
## Predicted 91.1 89.5 85.01 79.59 71.7 69.7 108 104.4 78.0 72.5 64.2
## cvpred 91.5 89.9 85.49 80.03 72.2 70.2 108 104.7 79.1 73.4 65.1
## pm2.5 57.0 57.0 90.00 71.00 106.0 114.0 78 44.0 29.0 15.0 16.0
## CV residual -34.5 -32.9 4.51 -9.03 33.8 43.8 -30 -60.7 -50.1 -58.4 -49.1
## 28644 28651 28653 28654 28655 28660 28661 28667 28669 28670 28671
## Predicted 59.4 28.4 20.9 17.27 15.09 0.282 -1.329 -19.6 -26.0 -30.3 -30.2
## cvpred 60.3 29.5 22.0 18.45 16.26 1.411 -0.193 -18.3 -24.7 -28.9 -28.8
## pm2.5 14.0 12.0 10.0 15.00 11.00 6.000 8.000 12.0 13.0 14.0 14.0
## CV residual -46.3 -17.5 -12.0 -3.45 -5.26 4.589 8.193 30.3 37.7 42.9 42.8
## 28673 28674 28675 28678 28679 28685 28694 28695 28696 28700 28702
## Predicted 98.5 93.9 91.3 81.9 79.6 68.4 37.5 34.9 31.7 19.4 15.8110
## cvpred 99.1 94.5 92.0 82.7 80.3 69.1 38.5 35.9 32.7 20.5 16.9735
## pm2.5 11.0 11.0 12.0 22.0 11.0 11.0 10.0 14.0 17.0 10.0 17.0000
## CV residual -88.1 -83.5 -80.0 -60.7 -69.3 -58.1 -28.5 -21.9 -15.7 -10.5 0.0265
## 28703 28705 28707 28712 28713 28714 28722 28727 28728 28730 28738
## Predicted 13.87 13.42 12.6 3.72 -0.555 -5.19 -34.5 98.7 95.7 101.8 100.7
## cvpred 15.07 14.54 13.7 4.86 0.634 -3.94 -33.0 99.3 96.4 102.3 101.3
## pm2.5 21.00 21.00 29.0 19.00 19.000 18.00 6.0 41.0 49.0 38.0 53.0
## CV residual 5.93 6.46 15.3 14.14 18.366 21.94 39.0 -58.3 -47.4 -64.3 -48.3
## 28739 28740 28746 28747 28749 28756 28757 28760 28767 28768 28769
## Predicted 99.4 97.3 95.0 95.1 105.2 107.3 107.0 108.30 99.2 95.0 90.4
## cvpred 100.0 97.9 95.5 95.5 105.5 107.6 107.2 108.46 99.5 95.3 90.8
## pm2.5 62.0 53.0 45.0 54.0 51.0 91.0 100.0 111.00 25.0 14.0 16.0
## CV residual -38.0 -44.9 -50.5 -41.5 -54.5 -16.6 -7.2 2.54 -74.5 -81.3 -74.8
## 28770 28771 28773 28775 28778 28779 28783 28786 28788 28790 28791
## Predicted 85.0 80.4 70.5 62.5 88.2 92.6 93.8 93.9 97.7 100.7 98.4
## cvpred 85.5 81.0 71.2 63.4 89.1 93.5 94.5 94.7 98.4 101.1 98.9
## pm2.5 13.0 10.0 8.0 10.0 6.0 5.0 4.0 7.0 34.0 53.0 45.0
## CV residual -72.5 -71.0 -63.2 -53.4 -83.1 -88.5 -90.5 -87.7 -64.4 -48.1 -53.9
## 28797 28799 28800 28801 28805 28814 28816 28822 28827 28828 28829
## Predicted 88.3 86.4 85.9 83.9 105.9 99.7 98.52 85.4 106.8 106.1 106.9
## cvpred 88.8 86.9 86.3 84.4 106.2 100.1 98.82 85.8 107.1 106.4 107.2
## pm2.5 50.0 56.0 63.0 59.0 50.0 79.0 89.00 64.0 53.0 63.0 64.0
## CV residual -38.8 -30.9 -23.3 -25.4 -56.2 -21.1 -9.82 -21.8 -54.1 -43.4 -43.2
## 28831 28834 28841 28843 28848 28856 28858 28860 28862 28863 28866
## Predicted 105.0 105.8 101.0 103.0 91.2 104.4 100.0 93.3 89.7 89.9 85.0
## cvpred 105.2 106.1 101.5 103.3 91.6 104.7 100.4 93.7 90.2 90.3 85.5
## pm2.5 63.0 70.0 28.0 27.0 75.0 34.0 51.0 32.0 46.0 55.0 68.0
## CV residual -42.2 -36.1 -73.5 -76.3 -16.6 -70.7 -49.4 -61.7 -44.2 -35.3 -17.5
## 28868 28870 28875 28876 28878 28879 28880 28881 28885 28890 28891
## Predicted 79.8 101.1 94.3 97.1 97.1 95.8 92.8 89.1 80.0 91.2 91.2
## cvpred 80.4 101.6 95.0 97.7 97.8 96.5 93.6 90.0 80.9 92.1 92.1
## pm2.5 55.0 43.0 13.0 9.0 8.0 10.0 8.0 9.0 6.0 7.0 9.0
## CV residual -25.4 -58.6 -82.0 -88.7 -89.8 -86.5 -85.6 -81.0 -74.9 -85.1 -83.1
## 28893 28894 28895 28897 28898 28902 28903 28904 28906 28909 28915
## Predicted 95.2 94.5 95.6 99.4 102.5 96.0 95.3 94.5 91.9 105 94.8
## cvpred 96.0 95.3 96.4 100.0 102.9 96.4 95.7 95.0 92.4 105 95.2
## pm2.5 16.0 25.0 28.0 41.0 41.0 65.0 56.0 60.0 43.0 28 51.0
## CV residual -80.0 -70.3 -68.4 -59.0 -61.9 -31.4 -39.7 -35.0 -49.4 -77 -44.2
## 28919 28926 28929 28930 28932 28936 28937 28939 28940 28944 28945
## Predicted 89.4 106.6 106.6 105.2 105.2 104 102 97.0 94.0 106.6 106.9
## cvpred 89.7 106.9 106.8 105.4 105.5 104 102 97.4 94.4 106.9 107.2
## pm2.5 77.0 84.0 92.0 92.0 75.0 70 69 75.0 67.0 91.0 105.0
## CV residual -12.7 -22.9 -14.8 -13.4 -30.5 -34 -33 -22.4 -27.4 -15.9 -2.2
## 28949 28950 28951 28954 28956 28965 28966 28971 28974 28975 28976
## Predicted 107.6 107.3 108.0 109.0 106.4 88.6 87.0 80.0 108.3 107.8 107.7
## cvpred 107.9 107.5 108.2 109.2 106.6 88.9 87.3 80.3 108.5 107.9 107.9
## pm2.5 123.0 132.0 126.0 143.0 156.0 126.0 102.0 120.0 138.0 147.0 151.0
## CV residual 15.1 24.5 17.8 33.8 49.4 37.1 14.7 39.7 29.5 39.1 43.1
## 28978 28979 28982 28984 28986 28993 28994 28995 29004 29005 29010
## Predicted 106.4 110.4 107 104 99.8 108.2 106.6 104.7 111 112 109
## cvpred 106.6 110.5 107 104 99.9 108.3 106.7 104.8 111 112 109
## pm2.5 165.0 175.0 214 218 190.0 152.0 135.0 135.0 214 229 275
## CV residual 58.4 64.5 107 114 90.1 43.7 28.3 30.2 103 117 166
## 29011 29012 29014 29017 29018 29029 29032 29034 29039 29042 29046
## Predicted 111 111 111.8 111 111 104 86.3 83.0 96.7 89.9 80.6
## cvpred 112 111 111.8 111 111 104 87.0 83.5 97.1 90.4 81.3
## pm2.5 258 215 190.0 224 241 77 15.0 8.0 8.0 7.0 14.0
## CV residual 146 104 78.2 113 130 -27 -72.0 -75.5 -89.1 -83.4 -67.3
## 29048 29050 29051 29057 29058 29061 29062 29065 29067 29068 29069
## Predicted 74.6 67.1 62.8 39.7 33.7 28.3 99.7 101.8 102.8 104.2 103.9
## cvpred 75.2 67.8 63.5 40.7 34.8 29.4 100.3 102.3 103.3 104.6 104.3
## pm2.5 10.0 8.0 9.0 6.0 5.0 19.0 22.0 95.0 71.0 64.0 92.0
## CV residual -65.2 -59.8 -54.5 -34.7 -29.8 -10.4 -78.3 -7.3 -32.3 -40.6 -12.3
## 29074 29086 29087 29088 29089 29090 29094 29097 29104 29105 29106
## Predicted 103.5 89.3 87.3 87.3 86.7 105.6 106.2 105.6 98.5 95.1 93.8
## cvpred 103.9 89.8 87.8 87.7 87.2 105.9 106.5 105.9 98.7 95.4 94.1
## pm2.5 83.0 52.0 41.0 38.0 45.0 55.0 122.0 62.0 75.0 76.0 70.0
## CV residual -20.9 -37.8 -46.8 -49.7 -42.2 -50.9 15.5 -43.9 -23.7 -19.4 -24.1
## 29107 29108 29116 29117 29118 29122 29124 29126 29128 29131 29133
## Predicted 93.2 91.64 110.1 110.1 110.1 108.4 110.8 109.8 111.1 110.5 91.6
## cvpred 93.5 91.88 110.2 110.2 110.2 108.6 110.8 109.9 111.1 110.6 92.2
## pm2.5 80.0 82.00 96.0 80.0 85.0 94.0 79.0 85.0 85.0 96.0 16.0
## CV residual -13.5 -9.88 -14.2 -30.2 -25.2 -14.6 -31.8 -24.9 -26.1 -14.6 -76.2
## 29134 29140 29141 29147 29153 29154 29158 29159 29161 29162 29164
## Predicted 89.5 105.2 104.2 98.3 76.7 71.5 59.9 57.0 55.8 97.4 94.0
## cvpred 90.1 105.6 104.6 98.8 77.5 72.4 60.8 57.9 56.6 98.1 94.7
## pm2.5 21.0 14.0 15.0 17.0 11.0 12.0 31.0 32.0 81.0 36.0 10.0
## CV residual -69.1 -91.6 -89.6 -81.8 -66.5 -60.4 -29.8 -25.9 24.4 -62.1 -84.7
## 29166 29167 29168 29175 29189 29191 29194 29198 29201 29203 29205
## Predicted 103.9 100.2 97.4 99.5 108.0 108.0 106.6 100.7 101.4 98.2 94.6
## cvpred 104.3 100.7 98.1 100.1 108.2 108.2 106.8 101.2 101.8 98.6 95.0
## pm2.5 15.0 10.0 11.0 12.0 59.0 48.0 33.0 28.0 28.0 38.0 41.0
## CV residual -89.3 -90.7 -87.1 -88.1 -49.2 -60.2 -73.8 -73.2 -73.8 -60.6 -54.0
## 29206 29208 29209 29210 29213 29216 29217 29226 29227 29228
## Predicted 94.6 95.4 92.1 90.1 89.1 88.0 110.39 99.73 98.1 95.42
## cvpred 95.0 95.6 92.4 90.5 89.4 88.2 110.49 99.96 98.3 95.68
## pm2.5 51.0 70.0 71.0 55.0 57.0 98.0 103.00 96.00 95.0 86.00
## CV residual -44.0 -25.6 -21.4 -35.5 -32.4 9.8 -7.49 -3.96 -3.3 -9.68
## 29229 29231 29232 29236 29237 29241 29248 29251 29254 29260
## Predicted 93.7841 90.20 88.56 111.2 112.8 111.1 109.7 104.5 102.5 95.9
## cvpred 94.0171 90.45 88.79 111.2 112.8 111.1 109.8 104.7 102.6 96.0
## pm2.5 94.0000 87.00 81.00 60.0 44.0 51.0 73.0 57.0 72.0 74.0
## CV residual -0.0171 -3.45 -7.79 -51.2 -68.8 -60.1 -36.8 -47.7 -30.6 -22.0
## 29268 29277 29281 29284 29286 29289 29290 29295 29302 29303 29304
## Predicted 110.31 87.0 87.9 112.8 112.8 111.8 113.5 113.3 105 105 117
## cvpred 110.32 87.3 88.1 112.8 112.8 111.8 113.5 113.2 105 105 117
## pm2.5 117.00 71.0 104.0 145.0 153.0 152.0 166.0 177.0 254 271 275
## CV residual 6.68 -16.3 15.9 32.2 40.2 40.2 52.5 63.8 149 166 158
## 29306 29309 29310 29315 29316 29318 29319 29323 29329 29331 29336
## Predicted 117 116 116 116 117 116 112.9 103.0 115.9 116.3 116
## cvpred 116 116 116 116 116 116 112.9 103.1 115.7 116.1 116
## pm2.5 297 320 315 261 266 259 171.0 85.0 161.0 170.0 217
## CV residual 181 204 199 145 150 143 58.1 -18.1 45.3 53.9 101
## 29337 29338 29340 29342 29344 29347 29351 29352 29354 29355 29356
## Predicted 116 117 117 113.4 108.1 104.7 97.9 96.6 94.5 93.8 114
## cvpred 116 117 117 113.3 108.1 104.6 97.9 96.7 94.6 93.9 114
## pm2.5 230 251 246 137.0 130.0 153.0 166.0 199.0 223.0 218.0 272
## CV residual 114 134 129 23.7 21.9 48.4 68.1 102.3 128.4 124.1 158
## 29357 29359 29361 29364 29366 29370 29371 29388 29392 29395 29398
## Predicted 113.3 111.90 112.61 108.5 107.0 101.6 100.3 103 98.6 95.9 113.8
## cvpred 113.3 111.87 112.58 108.5 106.9 101.5 100.3 103 98.6 95.9 113.7
## pm2.5 172.0 119.00 120.00 123.0 141.0 88.0 68.0 24 47.0 60.0 60.0
## CV residual 58.7 7.13 7.42 14.5 34.1 -13.5 -32.3 -79 -51.6 -35.9 -53.7
## 29405 29406 29407 29409 29414 29420 29425 29426 29428 29432
## Predicted 111.4 112.82 112.47 114 102.0 109.7 100.6 101.2 111.8 112.13
## cvpred 111.5 112.82 112.46 114 102.4 109.8 100.7 101.3 111.8 112.16
## pm2.5 108.0 105.00 108.00 98 14.0 19.0 47.0 60.0 54.0 111.00
## CV residual -3.5 -7.82 -4.46 -16 -88.4 -90.8 -53.7 -41.3 -57.8 -1.16
## 29433 29434 29439 29440 29442 29450 29451 29454 29459 29469 29474
## Predicted 111.78 109.4 86.6 81.6 82.0 101.8 108.3 103.5 101.2 97.2 110.1
## cvpred 111.81 109.5 87.3 82.5 82.6 102.3 108.5 103.9 101.7 97.6 110.2
## pm2.5 106.00 77.0 25.0 17.0 22.0 32.0 67.0 52.0 24.0 43.0 87.0
## CV residual -5.81 -32.5 -62.3 -65.5 -60.6 -70.3 -41.5 -51.9 -77.7 -54.6 -23.2
## 29476 29477 29480 29493 29497 29499 29501 29504 29505 29507 29508
## Predicted 110.0 110.4 108.2 104.7 116 114.5 94.1 88.8 87.3 83.3 79.9
## cvpred 110.1 110.5 108.3 104.7 115 114.4 94.6 89.2 87.7 83.6 80.4
## pm2.5 53.0 76.0 96.0 128.0 264 196.0 25.0 28.0 17.0 21.0 21.0
## CV residual -57.1 -34.5 -12.3 23.3 149 81.6 -69.6 -61.2 -70.7 -62.6 -59.4
## 29512 29519 29520 29529 29532 29533 29540 29542 29548 29551 29553
## Predicted 103.4 111.1 110.4 108.4 109.7 108.3 101.7 99.8 112.8 112.8 112.1
## cvpred 103.8 111.1 110.4 108.6 109.8 108.5 101.8 99.9 112.8 112.8 112.1
## pm2.5 89.0 51.0 86.0 90.0 67.0 75.0 76.0 44.0 53.0 62.0 68.0
## CV residual -14.8 -60.1 -24.4 -18.6 -42.8 -33.5 -25.8 -55.9 -59.8 -50.8 -44.1
## 29560 29564 29565 29566 29569 29572 29574 29577 29581 29584
## Predicted 107.3 101.6 102.7 100.8 96.6 113.8 114.20 113.27 114.89 112.9
## cvpred 107.3 101.6 102.7 100.8 96.7 113.8 114.13 113.18 114.79 112.8
## pm2.5 79.0 65.0 74.0 80.0 66.0 97.0 107.00 112.00 124.00 96.0
## CV residual -28.3 -36.6 -28.7 -20.8 -30.7 -16.8 -7.13 -1.18 9.21 -16.8
## 29601 29606 29608 29609 29610 29612 29613 29614 29616 29617 29621
## Predicted 114.4 102.9 98.6 96.58 94.61 90.7 88.7 87.4 114.3 115.2 109.8
## cvpred 114.3 102.8 98.5 96.55 94.58 90.7 88.7 87.4 114.2 115.1 109.7
## pm2.5 150.0 90.0 83.0 87.00 86.00 68.0 54.0 32.0 29.0 37.0 61.0
## CV residual 35.7 -12.8 -15.5 -9.55 -8.58 -22.7 -34.7 -55.4 -85.2 -78.1 -48.7
## 29631 29632 29634 29637 29640 29647 29648 29650 29657 29663 29666
## Predicted 87.4 84.3 73.5 65.5 101 102.2 101.9 98.6 82.4 75.86 72.43
## cvpred 88.3 85.1 74.4 66.2 101 102.7 102.4 99.1 82.9 76.18 72.74
## pm2.5 49.0 36.0 29.0 34.0 13 23.0 29.0 27.0 41.0 86.00 75.00
## CV residual -39.3 -49.1 -45.4 -32.2 -88 -79.7 -73.4 -72.1 -41.9 9.82 2.26
## 29667 29669 29670 29677 29678 29679 29683 29686 29688 29689
## Predicted 72.40 69.889 111.4 111.74 111.9 110.95 114.50 111 104.33 112.1
## cvpred 72.68 70.186 111.5 111.75 111.8 110.87 114.38 111 104.48 112.2
## pm2.5 80.00 71.000 72.0 105.00 101.0 104.00 109.00 153 112.00 65.0
## CV residual 7.32 0.814 -39.5 -6.75 -10.8 -6.87 -5.38 42 7.52 -47.2
## 29693 29698 29700 29702 29703 29715 29718 29721 29728 29737 29741
## Predicted 112.1 111.8 109.4 102.1 101.5 113.2 111.4 113.2 110.97 118.3 117
## cvpred 112.1 111.8 109.5 102.3 101.6 113.1 111.5 113.1 110.92 118.1 116
## pm2.5 62.0 98.0 79.0 83.0 79.0 54.0 93.0 51.0 104.00 164.0 249
## CV residual -50.1 -13.8 -30.5 -19.3 -22.6 -59.1 -18.5 -62.1 -6.92 45.9 133
## 29743 29745 29748 29751 29752 29753 29754 29758 29759 29760 29761
## Predicted 117 116.1 105.7 104.2 116.4 114.4 114.4 115.2 115.6 115.2 117.0
## cvpred 117 115.9 105.7 104.1 116.2 114.3 114.2 115.1 115.4 115.1 116.8
## pm2.5 231 173.0 59.0 58.0 89.0 146.0 76.0 46.0 29.0 35.0 35.0
## CV residual 114 57.1 -46.7 -46.1 -27.2 31.7 -38.2 -69.1 -86.4 -80.1 -81.8
## 29763 29770 29772 29779 29782 29783 29790 29793 29798 29799 29801
## Predicted 116.3 114.9 113.2 105.2 105.8 105 116.91 118.67 116.7 115.5 111.6
## cvpred 116.1 114.8 113.1 105.2 105.6 105 116.66 118.38 116.5 115.2 111.4
## pm2.5 42.0 34.0 53.0 77.0 77.0 66 120.00 109.00 133.0 140.0 131.0
## CV residual -74.1 -80.8 -60.1 -28.2 -28.6 -39 3.34 -9.38 16.5 24.8 19.6
## 29805 29812 29814 29815 29816 29818 29820 29822 29828 29829 29832
## Predicted 104.4 117.0 115.7 117.8 117.3 117.6 117.3 116.9 116.7 114.8 113.7
## cvpred 104.2 116.8 115.5 117.6 117.1 117.4 117.1 116.7 116.5 114.6 113.5
## pm2.5 73.0 66.0 67.0 64.0 55.0 60.0 66.0 71.0 100.0 100.0 94.0
## CV residual -31.2 -50.8 -48.5 -53.6 -62.1 -57.4 -51.1 -45.7 -16.5 -14.6 -19.5
## 29838 29840 29847 29848 29849 29850 29855 29858 29862 29864 29867
## Predicted 117.6 118.0 111.7 115.7 113.7 112.4 116.0 96.1 87.5 83.6 73.6
## cvpred 117.4 117.7 111.5 115.5 113.6 112.2 115.8 96.5 87.8 83.9 74.0
## pm2.5 95.0 99.0 59.0 64.0 61.0 55.0 102.0 40.0 13.0 10.0 12.0
## CV residual -22.4 -18.7 -52.5 -51.5 -52.6 -57.2 -13.8 -56.5 -74.8 -73.9 -62.0
## 29868 29870 29871 29874 29881 29885 29888 29890 29893 29894 29899
## Predicted 71.0 62.9 59.2 48.0 112.8 111.7 112.1 112.1 110 104.1 86.7
## cvpred 71.4 63.5 59.9 48.8 112.8 111.7 112.2 112.1 110 104.3 87.2
## pm2.5 9.0 25.0 17.0 17.0 40.0 80.0 63.0 54.0 66 71.0 52.0
## CV residual -62.4 -38.5 -42.9 -31.8 -72.8 -31.7 -49.2 -58.1 -44 -33.3 -35.2
## 29900 29901 29904 29905 29907 29910 29919 29927 29928 29933
## Predicted 86.0 86.5 77.7 74.7 73.6 114.9 103.39 116.39 117.65 116.6
## cvpred 86.3 86.7 78.0 75.0 73.8 114.8 103.32 116.17 117.42 116.4
## pm2.5 62.0 65.0 59.0 52.0 44.0 73.0 97.00 110.00 109.00 146.0
## CV residual -24.3 -21.7 -19.0 -23.0 -29.8 -41.8 -6.32 -6.17 -8.42 29.6
## 29935 29942 29944 29947 29949 29952 29954 29955 29956 29958 29960
## Predicted 116.8 102.9 103.0 112.3 107.3 113.7 113.1 112.8 114.5 116.27 114
## cvpred 116.6 103.3 103.4 112.2 107.3 113.7 113.1 112.8 114.4 116.11 114
## pm2.5 143.0 36.0 23.0 24.0 55.0 48.0 60.0 64.0 71.0 121.00 215
## CV residual 26.4 -67.3 -80.4 -88.2 -52.3 -65.7 -53.1 -48.8 -43.4 4.89 101
## 29962 29964 29965 29968 29972 29976 29980 29982 29983 29984 29987
## Predicted 113 112 111 107.6 103 118.3 118.2 116.6 116.0 119.0 112.2
## cvpred 113 112 111 107.3 103 118.1 117.9 116.3 115.8 118.7 112.1
## pm2.5 210 229 231 186.0 135 136.0 169.0 182.0 189.0 186.0 141.0
## CV residual 97 117 120 78.7 32 17.9 51.1 65.7 73.2 67.3 28.9
## 29992 29995 29997 30003 30005 30011 30013 30016 30017 30021 30022
## Predicted 107.6 106.30 117.0 113 111.5 102.8 100.8 117.98 115.3 118.0 117
## cvpred 107.9 106.44 116.8 113 111.4 102.6 100.7 117.72 115.1 117.7 117
## pm2.5 54.0 115.00 94.0 152 174.0 147.0 125.0 113.00 96.0 86.0 103
## CV residual -53.9 8.56 -22.8 39 62.6 44.4 24.3 -4.72 -19.1 -31.7 -14
## 30023 30026 30030 30031 30042 30043 30044 30045 30046 30049 30051
## Predicted 118.0 118.3 117.4 119.0 110.1 118.3 118 117 118.3 118.3 118.3
## cvpred 117.7 118.1 117.2 118.7 109.9 118.1 118 117 118.1 118.1 118.1
## pm2.5 101.0 78.0 78.0 93.0 190.0 207.0 225 196 192.0 175.0 164.0
## CV residual -16.7 -40.1 -39.2 -25.7 80.1 88.9 107 79 73.9 56.9 45.9
## 30055 30056 30059 30060 30062 30065 30073 30074 30075 30076 30080
## Predicted 115.6 115 119.0 118.7 119.0 119.7 112.9 119 119.7 119.7 116.7
## cvpred 115.4 115 118.7 118.4 118.7 119.4 112.6 119 119.4 119.4 116.4
## pm2.5 164.0 134 106.0 129.0 158.0 148.0 146.0 159 157.0 165.0 94.0
## CV residual 48.6 19 -12.7 10.6 39.3 28.6 33.4 40 37.6 45.6 -22.4
## 30091 30092 30093 30094 30096 30097 30103 30104 30105 30107 30108
## Predicted 119.0 119 118.6 117.9 119 119.7 119.0 118.7 118.5 119.0 119
## cvpred 118.7 119 118.3 117.6 119 119.4 118.7 118.4 118.2 118.7 119
## pm2.5 141.0 134 137.0 140.0 137 139.0 139.0 140.0 147.0 191.0 212
## CV residual 22.3 15 18.7 22.4 18 19.6 20.3 21.6 28.8 72.3 93
## 30109 30116 30130 30135 30136 30144 30147 30148 30155 30156 30161
## Predicted 119 118.1 114 102.1 100.4 117.3 115.5 117.0 117.3 118.0 113.6
## cvpred 118 117.8 114 101.9 100.3 117.1 115.3 116.8 117.1 117.7 113.5
## pm2.5 220 191.0 14 16.0 18.0 29.0 32.0 28.0 48.0 27.0 16.0
## CV residual 102 73.2 -100 -85.9 -82.3 -88.1 -83.3 -88.8 -69.1 -90.7 -97.5
## 30163 30165 30166 30170 30171 30177 30184 30186 30187 30188 30195
## Predicted 111.7 111.2 110.5 117.0 117.3 116.7 108.4 114.7 116.1 114.3 114.5
## cvpred 111.6 111.1 110.3 116.8 117.1 116.5 108.2 114.6 115.9 114.2 114.4
## pm2.5 21.0 33.0 34.0 37.0 42.0 86.0 86.0 67.0 20.0 27.0 24.0
## CV residual -90.6 -78.1 -76.3 -79.8 -75.1 -30.5 -22.2 -47.6 -95.9 -87.2 -90.4
## 30199 30201 30205 30206 30212 30213 30219 30221 30223 30226
## Predicted 116.3 116.6 113.8 112.5 104.3 104.2 116.6 116.96 117.29 117.29
## cvpred 116.1 116.4 113.6 112.4 104.2 104.1 116.4 116.76 117.06 117.06
## pm2.5 61.0 59.0 65.0 60.0 90.0 101.0 110.0 111.00 109.00 112.00
## CV residual -55.1 -57.4 -48.6 -52.4 -14.2 -3.1 -6.4 -5.76 -8.06 -5.06
## 30228 30231 30235 30236 30238 30239 30240 30241 30243 30244
## Predicted 116.03 112.6 103.4 103.33 116.75 113 110 108.1 107.4 106.1
## cvpred 115.81 112.4 103.3 103.21 116.53 113 110 108.1 107.4 106.1
## pm2.5 121.00 134.0 90.0 103.00 122.00 97 75 80.0 70.0 77.0
## CV residual 5.19 21.6 -13.3 -0.21 5.47 -16 -35 -28.1 -37.4 -29.1
## 30250 30251 30252 30253 30255 30257 30259 30260 30262 30264 30265
## Predicted 99.63 99.1 97.1 96.6 93.0 89 86.5 84.5 80.3 77.9 76.7
## cvpred 99.58 99.0 97.1 96.5 92.9 89 86.4 84.5 80.3 78.0 76.7
## pm2.5 105.00 115.0 130.0 143.0 119.0 127 132.0 127.0 117.0 105.0 103.0
## CV residual 5.42 16.0 32.9 46.5 26.1 38 45.6 42.5 36.7 27.0 26.3
## 30267 30269 30272 30276 30278 30280 30282 30283 30284 30288 30290
## Predicted 114.5 114.9 115.4 112.7 116.6 116.6 115.3 116.0 115.9 109.8 117.3
## cvpred 114.4 114.8 115.2 112.5 116.4 116.4 115.1 115.7 115.6 109.6 117.1
## pm2.5 101.0 69.0 78.0 123.0 132.0 151.0 140.0 148.0 168.0 146.0 138.0
## CV residual -13.4 -45.8 -37.2 10.5 15.6 34.6 24.9 32.3 52.4 36.4 20.9
## 30292 30294 30295 30296 30298 30299 30302 30303 30306 30308 30309
## Predicted 116.6 116.5 114.9 114.9 113 112.5 119.5 120.0 118.3 116.3 115.0
## cvpred 116.4 116.3 114.7 114.6 113 112.3 119.2 119.7 117.9 115.9 114.7
## pm2.5 133.0 138.0 140.0 154.0 160 165.0 200.0 201.0 199.0 199.0 209.0
## CV residual 16.6 21.7 25.3 39.4 47 52.7 80.8 81.3 81.1 83.1 94.3
## 30316 30318 30320 30323 30327 30328 30329 30331 30335 30336 30341
## Predicted 108.7 118.0 116 114 115 116.1 116.1 114 108.9 106.9 119
## cvpred 108.4 117.7 116 113 115 115.9 115.9 114 108.7 106.8 119
## pm2.5 41.0 25.0 14 8 17 29.0 39.0 41 52.0 52.0 68
## CV residual -67.4 -92.7 -102 -105 -98 -86.9 -76.9 -73 -56.7 -54.8 -51
## 30345 30346 30348 30351 30355 30357 30361 30364 30365 30369 30371
## Predicted 120.0 117.6 112.4 107.5 98.2 98.6 116.7 119.0 119.0 118.1 114.7
## cvpred 119.7 117.4 112.3 107.4 98.2 98.5 116.4 118.7 118.7 117.8 114.5
## pm2.5 74.0 64.0 31.0 37.0 40.0 51.0 86.0 69.0 78.0 94.0 47.0
## CV residual -45.7 -53.4 -81.3 -70.4 -58.2 -47.5 -30.4 -49.7 -40.7 -23.8 -67.5
## 30372 30377 30380 30385 30389 30391 30392 30395 30398 30402 30405
## Predicted 115.6 110.4 114 117.3 119.7 118.64 117.9 116.7 111.4 114.1 117.0
## cvpred 115.4 110.5 114 117.1 119.4 118.32 117.6 116.5 111.3 113.9 116.8
## pm2.5 34.0 16.0 36 64.0 105.0 124.00 95.0 39.0 38.0 68.0 212.0
## CV residual -81.4 -94.5 -78 -53.1 -14.4 5.68 -22.6 -77.5 -73.3 -45.9 95.2
## 30406 30407 30409 30411 30415 30421 30423 30427 30430 30432 30434
## Predicted 117.3 116.7 119.0 119.0 119.5 114.8 110.5 104.5 96.9 94.8 94.7
## cvpred 117.1 116.5 118.7 118.7 119.2 114.6 110.4 104.3 96.8 94.7 94.6
## pm2.5 188.0 146.0 102.0 132.0 69.0 52.0 30.0 67.0 29.0 29.0 37.0
## CV residual 70.9 29.5 -16.7 13.3 -50.2 -62.6 -80.4 -37.3 -67.8 -65.7 -57.6
## 30438 30439 30440 30444 30449 30451 30452 30453 30457 30461 30464
## Predicted 117 119.0 119 116.8 114.0 119.0 118.6 117.4 119.0 118 119.35
## cvpred 117 118.7 119 116.5 113.7 118.7 118.3 117.1 118.7 118 119.04
## pm2.5 61 79.0 98 63.0 69.0 59.0 57.0 54.0 57.0 94 113.00
## CV residual -56 -39.7 -21 -53.5 -44.7 -59.7 -61.3 -63.1 -61.7 -24 -6.04
## 30467 30469 30470 30476 30477 30478 30479 30482 30485 30488 30492
## Predicted 119.0 116.1 115.2 112.1 111.1 108.8 107 104.7 119.7 118.1 117.9
## cvpred 118.7 115.9 115.1 111.8 110.9 108.6 107 104.5 119.4 117.7 117.6
## pm2.5 55.0 33.0 39.0 67.0 60.0 60.0 68 75.0 57.0 176.0 143.0
## CV residual -63.7 -82.9 -76.1 -44.8 -50.9 -48.6 -39 -29.5 -62.4 58.3 25.4
## 30495 30501 30506 30510 30511 30516 30522 30523 30524 30526 30527
## Predicted 113.4 119.12 120.0 120.0 120.4 120.0 118.8 118.0 119.1 119.1 118
## cvpred 113.1 118.75 119.7 119.7 120.1 119.6 118.4 117.7 118.7 118.7 118
## pm2.5 125.0 120.00 50.0 73.0 82.0 168.0 162.0 183.0 189.0 172.0 159
## CV residual 11.9 1.25 -69.7 -46.7 -38.1 48.4 43.6 65.3 70.3 53.3 41
## 30528 30530 30536 30541 30542 30548 30553 30554 30557 30559 30561
## Predicted 117.7 120.4 120.0 118.0 117.5 108.0 121 119 119.7 119.7 118.3
## cvpred 117.3 120.1 119.6 117.7 117.1 107.6 121 119 119.4 119.4 117.9
## pm2.5 164.0 171.0 188.0 172.0 167.0 94.0 277 184 62.0 64.0 165.0
## CV residual 46.7 50.9 68.4 54.3 49.9 -13.6 156 65 -57.4 -55.4 47.1
## 30565 30566 30567 30568 30580 30581 30588 30589 30593 30594 30595
## Predicted 114.7 115.4 115.2 115.3 122 122 112 111 105 104 104
## cvpred 114.6 115.2 115.1 115.2 121 121 112 110 105 104 103
## pm2.5 40.0 29.0 26.0 29.0 342 292 247 230 428 432 441
## CV residual -74.6 -86.2 -89.1 -86.2 221 171 135 120 323 328 338
## 30601 30608 30611 30612 30615 30617 30621 30627 30628 30631 30633
## Predicted 119.5 120.4 120.0 119 121.09 120.9 121.8 121.1 121.1 121.1 120
## cvpred 119.2 120.1 119.7 119 120.71 120.5 121.4 120.7 120.7 120.7 119
## pm2.5 25.0 63.0 85.0 103 126.00 133.0 137.0 185.0 189.0 194.0 236
## CV residual -94.2 -57.1 -34.7 -16 5.29 12.5 15.6 64.3 68.3 73.3 117
## 30638 30640 30656 30657 30658 30661 30663 30664 30665 30667 30668
## Predicted 114.9 112.1 121 121.8 120.9 122 122.1 120.9 122.1 120.9 120.9
## cvpred 114.5 111.7 121 121.4 120.5 122 121.7 120.4 121.7 120.5 120.5
## pm2.5 167.0 151.0 152 144.0 147.0 160 183.0 195.0 191.0 199.0 156.0
## CV residual 52.5 39.3 31 22.6 26.5 38 61.3 74.6 69.3 78.5 35.5
## 30669 30670 30679 30682 30683 30685 30688 30689 30691 30692 30696
## Predicted 121 120.7 108.6 105.0 101.3 95.1 87 84.7 114.3 114.1 106.5
## cvpred 121 120.3 108.3 104.8 101.1 95.0 87 84.7 114.1 113.9 106.3
## pm2.5 104 95.0 13.0 15.0 16.0 13.0 13 14.0 18.0 19.0 25.0
## CV residual -17 -25.3 -95.3 -89.8 -85.1 -82.0 -74 -70.7 -96.1 -94.9 -81.3
## 30697 30699 30706 30709 30710 30711 30713 30714 30716 30717 30718
## Predicted 105.9 120.4 118.5 115.7 114.4 111.1 109.9 106.2 106.0 120.4 120.0
## cvpred 105.7 120.1 118.1 115.5 114.2 110.9 109.7 106.1 105.8 120.1 119.7
## pm2.5 24.0 30.0 31.0 16.0 25.0 26.0 23.0 14.0 20.0 31.0 30.0
## CV residual -81.7 -90.1 -87.1 -99.5 -89.2 -84.9 -86.7 -92.1 -85.8 -89.1 -89.7
## 30720 30721 30723 30727 30734 30738 30745 30749 30755 30756 30760
## Predicted 121.1 118.8 119.0 115.9 119 111.1 118.7 112.9 106.5 115.0 116.7
## cvpred 120.7 118.5 118.7 115.6 118 110.9 118.4 112.7 106.2 114.9 116.5
## pm2.5 51.0 45.0 49.0 33.0 17 25.0 32.0 24.0 25.0 17.0 22.0
## CV residual -69.7 -73.5 -69.7 -82.6 -101 -85.9 -86.4 -88.7 -81.2 -97.9 -94.5
## 30766 30767 30771 30772 30773 30774 30782 30784 30785 30786 30787
## Predicted 110.5 109 107.5 106.8 120.4 120.7 113.1 109 107.9 105.9 105.0
## cvpred 110.3 109 107.2 106.5 120.1 120.4 112.9 109 107.7 105.7 104.8
## pm2.5 30.0 35 32.0 37.0 60.0 66.0 44.0 43 45.0 45.0 64.0
## CV residual -80.3 -74 -75.2 -69.5 -60.1 -54.4 -68.9 -66 -62.7 -60.7 -40.8
## 30793 30799 30800 30802 30803 30807 30811 30815 30821 30823 30825
## Predicted 118.1 121.1 121.3 121 122 117 111.7 110.2 121 121 122
## cvpred 117.8 120.7 120.9 121 122 117 111.3 109.8 121 121 122
## pm2.5 35.0 60.0 51.0 56 66 75 129.0 164.0 61 69 73
## CV residual -82.8 -60.7 -69.9 -65 -56 -42 17.7 54.2 -60 -52 -49
## 30830 30832 30837 30838 30841 30842 30847 30849 30851 30853 30855
## Predicted 122.1 120.9 122.47 122 122.8 123.2 122 121.6 121.6 122.1 122.1
## cvpred 121.7 120.4 122.02 122 122.3 122.7 122 121.1 121.1 121.7 121.7
## pm2.5 80.0 86.0 129.00 133 150.0 152.0 135 145.0 57.0 63.0 50.0
## CV residual -41.7 -34.4 6.98 11 27.7 29.3 13 23.9 -64.1 -58.7 -71.7
## 30859 30861 30863 30867 30868 30869 30874 30877 30880 30883 30887
## Predicted 121.8 121 120.7 121 119.5 118.8 113.0 119.5 115 110.2 105.5
## cvpred 121.4 121 120.3 121 119.1 118.4 112.7 119.1 115 109.8 105.2
## pm2.5 32.0 40 55.0 46 51.0 49.0 34.0 38.0 28 28.0 36.0
## CV residual -89.4 -81 -65.3 -75 -68.1 -69.4 -78.7 -81.1 -87 -81.8 -69.2
## 30892 30893 30907 30912 30917 30921 30923 30927 30930 30934 30945
## Predicted 101.9 101.2 119 115.6 120.4 121 120.7 121 116.6 111.72 122.47
## cvpred 101.6 100.9 119 115.3 120.1 121 120.4 121 116.2 111.32 122.02
## pm2.5 33.0 31.0 42 57.0 74.0 65 70.0 68 44.0 115.00 130.00
## CV residual -68.6 -69.9 -77 -58.3 -46.1 -56 -50.4 -53 -72.2 3.68 7.98
## 30946 30947 30949 30954 30955 30973 30974 30977 30978 30980 30986
## Predicted 122.1 122.47 120.2 115.5 114.2 120.7 120.0 120.0 118.1 115.5 122.1
## cvpred 121.7 122.02 119.8 115.1 113.9 120.4 119.6 119.6 117.7 115.2 121.7
## pm2.5 135.0 128.00 92.0 59.0 68.0 73.0 80.0 76.0 68.0 85.0 70.0
## CV residual 13.3 5.98 -27.8 -56.1 -45.9 -47.4 -39.6 -43.6 -49.7 -30.2 -51.7
## 30988 30989 30992 30996 31005 31008 31013 31015 31017 31018 31019
## Predicted 118.9 121.8 118.9 112.0 122.1 120.0 120.9 119 117 113 111.2
## cvpred 118.5 121.4 118.5 111.6 121.7 119.5 120.4 119 116 113 110.9
## pm2.5 77.0 84.0 96.0 53.0 58.0 54.0 57.0 16 11 12 12.0
## CV residual -41.5 -37.4 -22.5 -58.6 -63.7 -65.5 -63.4 -103 -105 -101 -98.9
## 31023 31027 31028 31033 31043 31045 31048 31049 31050 31056 31059
## Predicted 99.5 115.2 116.6 119.0 120.0 120 112.5 112.6 110.7 105.1 102.3
## cvpred 99.4 115.1 116.3 118.7 119.7 120 112.3 112.4 110.5 104.8 101.9
## pm2.5 10.0 16.0 18.0 38.0 55.0 58 35.0 33.0 34.0 53.0 128.0
## CV residual -89.4 -99.1 -98.3 -80.7 -64.7 -62 -77.3 -79.4 -76.5 -51.8 26.1
## 31062 31064 31067 31071 31073 31074 31075 31080 31081 31086 31087
## Predicted 121.8 120.9 118.3 111.2 108.7 107.1 105.8 120.7 119.5 119.7 119.3
## cvpred 121.4 120.5 117.9 110.8 108.3 106.7 105.4 120.4 119.2 119.3 118.9
## pm2.5 157.0 145.0 167.0 163.0 137.0 137.0 122.0 86.0 93.0 160.0 165.0
## CV residual 35.6 24.5 49.1 52.2 28.7 30.3 16.6 -34.4 -26.2 40.7 46.1
## 31089 31090 31091 31092 31099 31102 31103 31107 31110 31111 31116
## Predicted 118.2 120.7 121.8 121.42 116.9 112.67 121.1 120.7 121.1 122 116.7
## cvpred 117.9 120.4 121.4 121.01 116.5 112.32 120.7 120.4 120.7 122 116.5
## pm2.5 166.0 150.0 134.0 120.00 94.0 111.00 105.0 136.0 168.0 166 31.0
## CV residual 48.1 29.6 12.6 -1.01 -22.5 -1.32 -15.7 15.6 47.3 44 -85.5
## 31118 31119 31124 31125 31128 31130 31132 31136 31142 31146 31147
## Predicted 112.5 113.2 119.5 118.8 120.86 118.2 115.0 121.1 120.2 115.6 113.6
## cvpred 112.5 113.1 119.2 118.4 120.42 117.8 114.6 120.7 119.8 115.2 113.3
## pm2.5 14.0 16.0 96.0 137.0 112.00 93.0 74.0 86.0 91.0 66.0 56.0
## CV residual -98.5 -97.1 -23.2 18.6 -8.42 -24.8 -40.6 -34.7 -28.8 -49.2 -57.3
## 31150 31152 31161 31163 31170 31176 31177 31183 31187 31189 31190
## Predicted 113.2 112.5 119.30 120.0 112.5 121.1 120.7 113.5 116.4 116.7 117.4
## cvpred 112.9 112.2 118.92 119.7 112.2 120.7 120.4 113.3 116.2 116.5 117.2
## pm2.5 50.0 54.0 116.00 96.0 75.0 102.0 70.0 53.0 23.0 22.0 24.0
## CV residual -62.9 -58.2 -2.92 -23.7 -37.2 -18.7 -50.4 -60.3 -93.2 -94.5 -93.2
## 31194 31200 31206 31212 31213 31217 31219 31222 31224 31227 31228
## Predicted 111.9 105.4 118.6 118 114 103.8 99.8 119.7 119.0 118.8 116.5
## cvpred 111.7 105.1 118.3 117 114 103.7 99.8 119.4 118.7 118.5 116.2
## pm2.5 31.0 48.0 80.0 17 12 14.0 18.0 29.0 48.0 36.0 30.0
## CV residual -80.7 -57.1 -38.3 -100 -102 -89.7 -81.8 -90.4 -70.7 -82.5 -86.2
## 31230 31236 31238 31241 31244 31249 31251 31252 31253 31257 31264
## Predicted 113.9 115.9 115.9 112.5 110.0 102.4 101.8 99.8 99.1 119.0 117.2
## cvpred 113.6 115.7 115.7 112.3 109.8 102.2 101.6 99.7 98.9 118.7 116.8
## pm2.5 23.0 19.0 17.0 32.0 74.0 43.0 40.0 32.0 41.0 55.0 71.0
## CV residual -90.6 -96.7 -98.7 -80.3 -35.8 -59.2 -61.6 -67.7 -57.9 -63.7 -45.8
## 31265 31266 31269 31273 31275 31283 31285 31287 31293 31296 31306
## Predicted 116.3 115.0 111 120.7 120.2 121.1 120.7 122 121.1 121.8 121.1
## cvpred 115.9 114.6 111 120.4 119.8 120.7 120.3 122 120.7 121.4 120.7
## pm2.5 69.0 56.0 66 74.0 76.0 87.0 94.0 104 145.0 179.0 48.0
## CV residual -46.9 -58.6 -45 -46.4 -43.8 -33.7 -26.3 -18 24.3 57.6 -72.7
## 31318 31324 31329 31340 31342 31344 31347 31348 31349 31350 31354
## Predicted 111.6 121.8 121.8 121.0 116.0 115.9 120.7 121.09 120.7 121.27 121
## cvpred 111.4 121.4 121.4 120.6 115.6 115.5 120.4 120.71 120.4 120.89 121
## pm2.5 30.0 91.0 74.0 50.0 59.0 98.0 96.0 115.00 77.0 125.00 142
## CV residual -81.4 -30.4 -47.4 -70.6 -56.6 -17.5 -24.4 -5.71 -43.4 4.11 21
## 31357 31360 31365 31375 31378 31379 31383 31384 31386 31394 31395
## Predicted 120.73 120.2 113.2 119.9 119.0 120.7 116.1 116.6 114.8 118.8 119
## cvpred 120.35 119.8 112.8 119.6 118.6 120.4 115.8 116.2 114.4 118.4 119
## pm2.5 114.00 69.0 99.0 25.0 34.0 34.0 54.0 67.0 81.0 36.0 31
## CV residual -6.35 -50.8 -13.8 -94.6 -84.6 -86.4 -61.8 -49.2 -33.4 -82.4 -88
## 31398 31406 31408 31409 31412 31414 31416 31419 31421 31422 31429
## Predicted 119.7 118.4 120.2 118.3 119 120.6 120.0 119.0 120.4 119 120
## cvpred 119.4 118.1 119.8 117.9 119 120.2 119.7 118.6 120.1 119 120
## pm2.5 42.0 45.0 46.0 42.0 62 55.0 73.0 84.0 79.0 69 72
## CV residual -77.4 -73.1 -73.8 -75.9 -57 -65.2 -46.7 -34.6 -41.1 -50 -48
## 31430 31432 31438 31439 31440 31441 31446 31452 31453 31456 31460
## Predicted 120.0 119 116.4 117.4 117.4 118.0 118.3 118.0 116.7 112.3 108
## cvpred 119.6 119 116.2 117.2 117.2 117.7 118.1 117.7 116.5 112.2 108
## pm2.5 70.0 88 36.0 38.0 61.0 32.0 38.0 25.0 28.0 28.0 37
## CV residual -49.6 -31 -80.2 -79.2 -56.2 -85.7 -80.1 -92.7 -88.5 -84.2 -71
## 31466 31468 31469 31471 31478 31479 31483 31484 31493 31505 31509
## Predicted 121.1 120.7 121.1 120 117 117 112.97 112.0 118.7 118.6 114.8
## cvpred 120.7 120.4 120.7 120 117 117 112.57 111.6 118.4 118.3 114.5
## pm2.5 75.0 90.0 86.0 103 76 80 122.00 169.0 54.0 54.0 34.0
## CV residual -45.7 -30.4 -34.7 -17 -41 -37 9.43 57.4 -64.4 -64.3 -80.5
## 31510 31512 31513 31514 31517 31518 31522 31524 31526 31528
## Predicted 114.8 121.8 121.1 121 121.8 121 121.76 122.80 123.9 121.55
## cvpred 114.5 121.4 120.7 121 121.4 121 121.31 122.32 123.3 121.08
## pm2.5 40.0 46.0 55.0 69 86.0 90 130.00 127.00 143.0 130.00
## CV residual -74.5 -75.4 -65.7 -52 -35.4 -31 8.69 4.68 19.7 8.92
## 31535 31536 31537 31538 31539 31544 31545 31547 31553 31556 31558
## Predicted 125 123.6 120.5 120.5 117.5 120.7 121.8 119.6 109.5 104.3 101.8
## cvpred 124 123.1 120.1 120.1 117.1 120.4 121.4 119.2 109.2 104.1 101.6
## pm2.5 169 177.0 151.0 36.0 40.0 45.0 43.0 37.0 19.0 23.0 23.0
## CV residual 45 53.9 30.9 -84.1 -77.1 -75.4 -78.4 -82.2 -90.2 -81.1 -78.6
## 31562 31563 31566 31568 31569 31570 31571 31575 31576 31580 31582
## Predicted 97.8 119 118 119 120.0 119 120.4 116.1 116.7 112 120.2
## cvpred 97.6 119 118 119 119.7 119 120.1 115.9 116.5 112 119.8
## pm2.5 18.0 20 19 22 29.0 41 33.0 37.0 31.0 50 58.0
## CV residual -79.6 -99 -99 -97 -90.7 -78 -87.1 -78.9 -85.5 -62 -61.8
## 31585 31589 31591 31592 31593 31594 31595 31596 31603 31609 31610
## Predicted 116.8 110.6 109.0 107.7 106.3 104.4 117.3 118.0 115.2 122.1 121.8
## cvpred 116.5 110.4 108.7 107.5 106.1 104.2 117.1 117.7 114.9 121.7 121.3
## pm2.5 30.0 31.0 29.0 26.0 28.0 22.0 29.0 28.0 41.0 61.0 96.0
## CV residual -86.5 -79.4 -79.7 -81.5 -78.1 -82.2 -88.1 -89.7 -73.9 -60.7 -25.3
## 31612 31615 31616 31618 31623 31624 31625 31626 31627 31628
## Predicted 120 120.4 120.0 121.1 122.80 121.22 119.6 117.99 116.7 116.0
## cvpred 120 120.1 119.7 120.7 122.32 120.78 119.2 117.57 116.3 115.6
## pm2.5 101 42.0 45.0 46.0 113.00 128.00 132.0 116.00 93.0 100.0
## CV residual -19 -78.1 -74.7 -74.7 -9.32 7.22 12.8 -1.57 -23.3 -15.6
## 31631 31634 31635 31637 31638 31639 31642 31643 31646 31649 31651
## Predicted 122.1 122.8 122.1 120.1 123.2 122.8 121.9 123 119.7 113.9 120.2
## cvpred 121.7 122.3 121.6 119.6 122.7 122.3 121.4 123 119.2 113.5 119.8
## pm2.5 93.0 70.0 80.0 141.0 172.0 178.0 175.0 180 176.0 127.0 47.0
## CV residual -28.7 -52.3 -41.6 21.4 49.3 55.7 53.6 57 56.8 13.5 -72.8
## 31652 31654 31658 31663 31668 31670 31672 31678 31679 31688 31689
## Predicted 118.6 120.2 117.8 112.5 108.0 105.5 101.6 121.8 121 115.5 122
## cvpred 118.2 119.8 117.4 112.1 107.6 105.1 101.3 121.4 121 115.1 122
## pm2.5 58.0 57.0 61.0 38.0 56.0 50.0 47.0 63.0 64 77.0 78
## CV residual -60.2 -62.8 -56.4 -74.1 -51.6 -55.1 -54.3 -58.4 -57 -38.1 -44
## 31695 31699 31700 31701 31702 31704 31709 31710 31711 31713 31717
## Predicted 120.7 115.7 114 114.7 122.1 112.8 120.2 120.7 121.1 120.7 120.7
## cvpred 120.3 115.2 114 114.3 121.7 112.7 119.8 120.4 120.7 120.4 120.2
## pm2.5 78.0 96.0 95 92.0 95.0 36.0 45.0 54.0 65.0 29.0 58.0
## CV residual -42.3 -19.2 -19 -22.3 -26.7 -76.7 -74.8 -66.4 -55.7 -91.4 -62.2
## 31718 31722 31723 31724 31727 31734 31737 31738 31739 31743 31745
## Predicted 119.3 113.2 112.6 111.3 107.6 123.2 122.8 122 122.1 119 117.60
## cvpred 118.9 112.8 112.2 110.9 107.2 122.7 122.3 122 121.6 119 117.15
## pm2.5 58.0 80.0 87.0 80.0 77.0 78.0 77.0 76 86.0 101 109.00
## CV residual -60.9 -32.8 -25.2 -30.9 -30.2 -44.7 -45.3 -46 -35.6 -18 -8.15
## 31749 31750 31751 31753 31767 31770 31771 31773 31775 31776 31782
## Predicted 115.6 114.9 114.1 112.2 125 125 124.2 125 124.2 123.1 116.0
## cvpred 115.1 114.4 113.6 111.7 124 124 123.6 124 123.6 122.6 115.8
## pm2.5 151.0 164.0 160.0 179.0 117 140 154.0 145 154.0 150.0 24.0
## CV residual 35.9 49.6 46.4 67.3 -7 16 30.4 21 30.4 27.4 -91.8
## 31785 31789 31790 31792 31793 31796 31799 31804 31806 31811 31812
## Predicted 105.4 91.5 89.8 83.4 79.8 70.0 117 116 117.1 115 114
## cvpred 105.3 91.5 89.9 83.5 79.9 70.2 117 116 116.9 115 114
## pm2.5 24.0 42.0 29.0 27.0 24.0 18.0 17 9 18.0 13 11
## CV residual -81.3 -49.5 -60.9 -56.5 -55.9 -52.2 -100 -107 -98.9 -102 -103
## 31813 31814 31818 31819 31821 31822 31823 31826 31827 31828 31830
## Predicted 115 115 114.0 116.3 113.8 115.4 117.1 116.7 114.7 112.8 109.2
## cvpred 114 115 113.8 116.1 113.6 115.2 116.8 116.4 114.5 112.6 109.1
## pm2.5 12 12 18.0 22.0 27.0 21.0 26.0 44.0 39.0 36.0 22.0
## CV residual -102 -103 -95.8 -94.1 -86.6 -94.2 -90.8 -72.4 -75.5 -76.6 -87.1
## 31831 31832 31837 31838 31844 31845 31846 31847 31850 31852 31853
## Predicted 117.6 118.0 114.2 115 113.2 119.0 116.6 117 116.8 119.9 118.8
## cvpred 117.4 117.7 114.1 115 113.1 118.7 116.4 117 116.5 119.6 118.5
## pm2.5 20.0 18.0 19.0 14 36.0 27.0 33.0 40 57.0 69.0 76.0
## CV residual -97.4 -99.7 -95.1 -101 -77.1 -91.7 -83.4 -77 -59.5 -50.6 -42.5
## 31856 31859 31861 31863 31865 31868 31869 31870 31874 31875
## Predicted 120.40 118.6 116.6 119.8 120.2 120.9 120.2 118.76 121.09 121.43
## cvpred 120.05 118.3 116.3 119.5 119.8 120.5 119.8 118.39 120.71 121.01
## pm2.5 122.00 108.0 91.0 70.0 66.0 105.0 109.0 110.00 118.00 117.00
## CV residual 1.95 -10.3 -25.3 -49.5 -53.8 -15.5 -10.8 -8.39 -2.71 -4.01
## 31880 31883 31884 31886 31887 31888 31890 31891 31897 31900
## Predicted 121.8 120.713 121 117.5 115.6 113.6 110.1 108.8 105.940 119.03
## cvpred 121.4 120.302 121 117.2 115.3 113.4 109.9 108.6 105.717 118.74
## pm2.5 140.0 121.000 109 101.0 95.0 85.0 61.0 72.0 106.000 116.00
## CV residual 18.6 0.698 -12 -16.2 -20.3 -28.4 -48.9 -36.6 0.283 -2.74
## 31903 31910 31919 31922 31923 31925 31942 31943 31945 31946 31948
## Predicted 118.1 119.33 120.0 120 119.7 115.77 116.6 117.1 117.6 118.0 118.0
## cvpred 117.8 118.98 119.7 120 119.3 115.47 116.4 116.8 117.4 117.7 117.7
## pm2.5 143.0 123.00 141.0 116 148.0 114.00 36.0 43.0 44.0 73.0 81.0
## CV residual 25.2 4.02 21.3 -4 28.7 -1.47 -80.4 -73.8 -73.4 -44.7 -36.7
## 31950 31952 31956 31957 31958 31961 31965 31967 31973 31977 31980
## Predicted 115.9 113.3 105.6 114.5 111.9 115 111.8 118.3 116.5 118.3 117.3
## cvpred 115.6 113.1 105.5 114.4 111.9 115 111.7 118.1 116.3 118.1 117.1
## pm2.5 54.0 27.0 22.0 20.0 22.0 11 50.0 49.0 54.0 26.0 29.0
## CV residual -61.6 -86.1 -83.5 -94.4 -89.9 -104 -61.7 -69.1 -62.3 -92.1 -88.1
## 31984 31985 31986 31987 31992 31997 32000 32001 32002 32003 32013
## Predicted 110.8 109.8 107.5 105.2 118.0 119.0 114.6 116.4 113.8 110.8 106.1
## cvpred 110.7 109.7 107.4 105.2 117.7 118.7 114.3 116.2 113.6 110.7 105.8
## pm2.5 44.0 38.0 37.0 42.0 49.0 74.0 50.0 50.0 37.0 23.0 84.0
## CV residual -66.7 -71.7 -70.4 -63.2 -68.7 -44.7 -64.3 -66.2 -76.6 -87.7 -21.8
## 32015 32018 32019 32020 32021 32023 32026 32028 32029 32031 32032
## Predicted 101.4 97.5 96.3 95.0 93.1 90.5 87.9 86.0 85.5 118.6 120.0
## cvpred 101.2 97.3 96.1 94.8 92.9 90.4 87.8 85.9 85.3 118.3 119.7
## pm2.5 55.0 57.0 51.0 47.0 51.0 51.0 59.0 62.0 65.0 65.0 67.0
## CV residual -46.2 -40.3 -45.1 -47.8 -41.9 -39.4 -28.8 -23.9 -20.3 -53.3 -52.7
## 32036 32037 32039 32040 32045 32046 32047 32052 32054 32057 32061
## Predicted 114 111.6 108.4 107.2 99.1 98.4 97.7 120.0 120.7 119.0 120.7
## cvpred 114 111.4 108.2 106.9 98.9 98.2 97.5 119.7 120.4 118.6 120.4
## pm2.5 48 46.0 44.0 38.0 49.0 57.0 54.0 84.0 94.0 85.0 85.0
## CV residual -66 -65.4 -64.2 -68.9 -49.9 -41.2 -43.5 -35.7 -26.4 -33.6 -35.4
## 32062 32063 32070 32076 32080 32084 32087 32088 32092 32098 32109
## Predicted 121.1 120.0 118.1 91.0 71.5 57.3 55.2 112.2 113 105 112.6
## cvpred 120.7 119.7 117.8 91.1 71.8 57.6 55.4 112.2 113 105 112.5
## pm2.5 101.0 112.0 73.0 9.0 9.0 12.0 16.0 14.0 10 16 34.0
## CV residual -19.7 -7.7 -44.8 -82.1 -62.8 -45.6 -39.4 -98.2 -103 -89 -78.5
## 32110 32111 32114 32117 32121 32125 32128 32134 32135 32139 32140
## Predicted 109.8 107.1 114.5 112 107.6 107.3 107.6 116.3 115.4 115.2 114.5
## cvpred 109.8 107.2 114.4 112 107.6 107.5 107.9 116.1 115.2 115.1 114.4
## pm2.5 36.0 33.0 49.0 39 25.0 12.0 14.0 17.0 22.0 73.0 55.0
## CV residual -73.8 -74.2 -65.4 -73 -82.6 -95.5 -93.9 -99.1 -93.2 -42.1 -59.4
## 32146 32150 32155 32158 32164 32166 32167 32169 32170 32171 32178
## Predicted 112.7 113.8 113.4 117.6 116.3 116.3 114.5 115.9 114.9 115.9 112.5
## cvpred 112.6 113.8 113.3 117.4 116.1 116.1 114.4 115.8 114.7 115.7 112.4
## pm2.5 35.0 33.0 55.0 69.0 29.0 33.0 41.0 43.0 44.0 45.0 74.0
## CV residual -77.6 -80.8 -58.3 -48.4 -87.1 -83.1 -73.4 -72.8 -70.7 -70.7 -38.4
## 32179 32181 32183 32186 32187 32190 32191 32193 32196 32198
## Predicted 111.8 113.5 111.4 117.6 117.6 117.6 117.29 116.6 116.6 117.3
## cvpred 111.7 113.3 111.2 117.4 117.4 117.4 117.07 116.4 116.4 117.1
## pm2.5 74.0 82.0 87.0 95.0 102.0 132.0 112.00 79.0 76.0 89.0
## CV residual -37.7 -31.3 -24.2 -22.4 -15.4 14.6 -5.07 -37.4 -40.4 -28.1
## 32203 32206 32210 32212 32216 32218 32220 32221 32226 32227 32232
## Predicted 114.625 113.0 110 109 117.3 118.3 118.0 116.0 115.3 115.6 116.0
## cvpred 114.442 112.8 110 109 117.1 118.1 117.7 115.8 115.1 115.4 115.8
## pm2.5 115.000 101.0 135 160 50.0 62.0 67.0 77.0 68.0 70.0 67.0
## CV residual 0.558 -11.8 25 51 -67.1 -56.1 -50.7 -38.8 -47.1 -45.4 -48.8
## 32234 32236 32243 32258 32261 32264 32272 32279 32284 32286
## Predicted 113 109.2 115 116.3 117.0 116.1 113.8 117.647 116.4 116.1
## cvpred 113 109.1 115 116.1 116.8 115.9 113.6 117.422 116.2 115.9
## pm2.5 19 21.0 14 61.0 72.0 55.0 64.0 118.000 142.0 131.0
## CV residual -94 -88.1 -101 -55.1 -44.8 -60.9 -49.6 0.578 25.8 15.1
## 32287 32288 32291 32294 32301 32302 32305 32306 32308 32312
## Predicted 117.65 117.08 111.9 109.1 115.2 116 116.27 116.60 115.9 117.0
## cvpred 117.42 116.83 111.8 109.1 115.1 116 116.11 116.41 115.7 116.8
## pm2.5 113.00 118.00 92.0 27.0 51.0 79 123.00 126.00 95.0 33.0
## CV residual -4.42 1.17 -19.8 -82.1 -64.1 -37 6.89 9.59 -20.7 -83.8
## 32314 32317 32318 32320 32323 32324 32327 32331 32333 32334 32335
## Predicted 117.0 117.3 116.6 117.65 119.0 119.0 116.0 117.6 118.3 118.0 116.0
## cvpred 116.8 117.1 116.3 117.42 118.7 118.7 115.8 117.4 118.1 117.7 115.8
## pm2.5 50.0 93.0 103.0 125.00 161.0 190.0 137.0 57.0 60.0 66.0 70.0
## CV residual -66.8 -24.1 -13.3 7.58 42.3 71.3 21.2 -60.4 -58.1 -51.7 -45.8
## 32339 32341 32353 32355 32356 32357 32358 32362 32364 32365 32366
## Predicted 118.3 116.6 103.12 117.6 117.3 116.9 117.8 116.0 108.7 104.0 100.0
## cvpred 118.1 116.3 102.97 117.4 117.1 116.7 117.6 115.8 108.7 104.2 100.2
## pm2.5 138.0 92.0 98.00 106.0 107.0 106.0 114.0 102.0 9.0 9.0 15.0
## CV residual 19.9 -24.3 -4.97 -11.4 -10.1 -10.7 -3.6 -13.8 -99.7 -95.2 -85.2
## 32367 32369 32370 32376 32380 32382 32384 32392 32394 32395 32396
## Predicted 98.0 94.0 92.4 115.22 113.8 112.8 112.7 109.3 105 104.5 104.59
## cvpred 98.3 94.4 92.8 115.09 113.8 112.8 112.6 109.3 105 104.4 104.45
## pm2.5 9.0 10.0 12.0 110.00 50.0 24.0 35.0 70.0 72 87.0 113.00
## CV residual -89.3 -84.4 -80.8 -5.09 -63.8 -88.8 -77.6 -39.3 -33 -17.4 8.55
## 32402 32409 32411 32414 32422 32428 32429 32430 32432 32439 32445
## Predicted 101.00 117.3 117.3 113.0 116.7 116.6 115.3 114.6 112.6 108.4 116.5
## cvpred 100.89 117.1 117.1 112.9 116.4 116.3 115.1 114.4 112.4 108.2 116.2
## pm2.5 109.00 166.0 163.0 126.0 204.0 60.0 59.0 54.0 50.0 122.0 198.0
## CV residual 8.11 48.9 45.9 13.1 87.6 -56.3 -56.1 -60.4 -62.4 13.8 81.8
## 32450 32453 32456 32464 32467 32469 32476 32477 32480 32482 32483
## Predicted 119.2 119.03 117.23 100.5 109.0 111 107.1 107 107 102.5 106.3
## cvpred 118.9 118.74 116.95 100.8 109.2 111 107.3 107 107 102.8 106.5
## pm2.5 151.0 127.00 107.00 12.0 17.0 27 19.0 13 10 10.0 12.0
## CV residual 32.1 8.26 -9.95 -88.8 -92.2 -84 -88.3 -94 -97 -92.8 -94.5
## 32484 32493 32494 32495 32505 32506 32510 32511 32518 32519 32520
## Predicted 106.6 114.9 113.2 113.1 114.5 114.2 112.3 112.4 117.6 117.3 117.65
## cvpred 106.8 114.8 113.1 113.1 114.4 114.1 112.2 112.3 117.4 117.1 117.42
## pm2.5 16.0 42.0 45.0 39.0 60.0 62.0 58.0 56.0 70.0 70.0 113.00
## CV residual -90.8 -72.8 -68.1 -74.1 -54.4 -52.1 -54.2 -56.3 -47.4 -47.1 -4.42
## 32529 32530 32532 32533 32539 32541 32543 32546 32549 32550
## Predicted 116.6 114.6 118.0 118.0 119.0 118.34 118.31 117.95 119.03 118.67
## cvpred 116.3 114.4 117.7 117.7 118.7 118.08 118.03 117.66 118.74 118.38
## pm2.5 84.0 84.0 94.0 91.0 102.0 114.00 117.00 121.00 126.00 113.00
## CV residual -32.3 -30.4 -23.7 -26.7 -16.7 -4.08 -1.03 3.34 7.26 -5.38
## 32552 32557 32560 32562 32563 32564 32565 32568 32570 32573
## Predicted 118.7 116.2 117.4 118.7 119.0 119.03 117.98 115.6 114.57 117.26
## cvpred 118.4 115.9 117.2 118.4 118.7 118.74 117.72 115.4 114.33 117.01
## pm2.5 98.0 148.0 106.0 90.0 90.0 110.00 119.00 106.0 113.00 114.00
## CV residual -20.4 32.1 -11.2 -28.4 -28.7 -8.74 1.28 -9.4 -1.33 -3.01
## 32575 32578 32579 32580 32585 32587 32591 32592 32604 32608
## Predicted 118.0 117.98 117.95 119.03 116.52 114 118 118.3 109.5 111.1
## cvpred 117.7 117.72 117.66 118.74 116.24 114 118 118.1 109.5 111.1
## pm2.5 128.0 125.00 126.00 124.00 112.00 126 140 138.0 15.0 12.0
## CV residual 10.3 7.28 8.34 5.26 -4.24 12 22 19.9 -94.5 -99.1
## 32609 32610 32613 32619 32620 32623 32627 32629 32631 32637 32643
## Predicted 109.6 114 117.3 116.6 117.0 117.1 116.6 114.0 112.0 102.2 116.3
## cvpred 109.7 114 117.1 116.4 116.8 116.9 116.4 113.9 111.9 102.2 116.1
## pm2.5 16.0 16 54.0 74.0 75.0 34.0 46.0 54.0 59.0 48.0 38.0
## CV residual -93.7 -98 -63.1 -42.4 -41.8 -82.9 -70.4 -59.9 -52.9 -54.2 -78.1
## 32647 32648 32650 32651 32653 32654 32655 32664 32665 32666 32672
## Predicted 117.0 117.3 117.3 116.9 116.6 117.6 116.60 118.3 117.6 118.0 102.8
## cvpred 116.8 117.1 117.1 116.7 116.4 117.4 116.41 118.1 117.4 117.7 102.8
## pm2.5 69.0 67.0 93.0 91.0 77.0 96.0 107.00 152.0 161.0 162.0 14.0
## CV residual -47.8 -50.1 -24.1 -25.7 -39.4 -21.4 -9.41 33.9 43.6 44.3 -88.8
## 32678 32681 32682 32683 32685 32690 32692 32705 32708 32713 32714
## Predicted 86.9 77.0 78.3 76.4 112.8 105.6 111 90.6 110.1 107.1 106.9
## cvpred 87.1 77.3 78.6 76.7 112.8 105.7 111 91.0 110.2 107.3 107.2
## pm2.5 13.0 11.0 10.0 12.0 22.0 23.0 10 9.0 17.0 13.0 10.0
## CV residual -74.1 -66.3 -68.6 -64.7 -90.8 -82.7 -101 -82.0 -93.2 -94.3 -97.2
## 32716 32717 32718 32719 32725 32727 32728 32731 32733 32734 32736
## Predicted 108 100.2 101.7 105.6 97.3 93.7 102.2 94.7 93.4 108.7 109.0
## cvpred 108 100.7 102.1 105.9 97.8 94.3 102.7 95.2 93.8 108.9 109.1
## pm2.5 8 14.0 19.0 30.0 11.0 23.0 9.0 14.0 22.0 22.0 28.0
## CV residual -100 -86.7 -83.1 -75.9 -86.8 -71.3 -93.7 -81.2 -71.8 -86.9 -81.1
## 32738 32742 32752 32754 32759 32761 32763 32764 32770 32771 32781
## Predicted 110.4 106 106.5 105.3 111.74 112.5 112.1 112.3 112.8 113.2 106
## cvpred 110.5 106 106.7 105.4 111.75 112.5 112.2 112.3 112.8 113.1 106
## pm2.5 62.0 28 66.0 53.0 114.00 187.0 146.0 139.0 127.0 148.0 292
## CV residual -48.5 -78 -40.7 -52.4 2.25 74.5 33.8 26.7 14.2 34.9 186
## 32785 32789 32790 32794 32795 32800 32801 32802 32806 32809 32810
## Predicted 111.2 112 111 113 112 113 112 114 115 114 113
## cvpred 111.2 112 111 113 112 113 112 114 114 114 113
## pm2.5 211.0 217 226 269 272 221 234 237 283 289 280
## CV residual 99.8 105 115 156 160 108 122 123 169 175 167
## 32812 32820 32821 32823 32827 32828 32829 32833 32836 32841 32859
## Predicted 112 107.3 106 104 115.6 115 114.7 115.4 114 115.9 116.6
## cvpred 112 107.2 106 104 115.4 115 114.5 115.2 114 115.7 116.4
## pm2.5 284 204.0 207 222 213.0 221 208.0 210.0 226 98.0 169.0
## CV residual 172 96.8 101 118 97.6 106 93.5 94.8 112 -17.7 52.6
## 32860 32866 32867 32869 32874 32876 32881 32882 32886 32889 32890
## Predicted 116.2 113.73 115.4 115.4 108.3 114.5 113.8 113.3 110.8 111.2 105.1
## cvpred 116.1 113.55 115.2 115.2 108.3 114.4 113.8 113.2 110.8 111.2 105.2
## pm2.5 152.0 115.00 36.0 27.0 12.0 26.0 34.0 36.0 11.0 13.0 8.0
## CV residual 35.9 1.45 -79.2 -88.2 -96.3 -88.4 -79.8 -77.2 -99.8 -98.2 -97.2
## 32896 32904 32906 32907 32908 32910 32915 32922 32933 32936 32941
## Predicted 101.4 110.4 109.7 109.6 110.1 110.1 110.5 113.5 113.0 113.5 113.2
## cvpred 101.9 110.4 109.8 109.7 110.2 110.2 110.6 113.5 112.9 113.5 113.1
## pm2.5 5.0 41.0 42.0 60.0 53.0 43.0 95.0 65.0 58.0 75.0 139.0
## CV residual -96.9 -69.4 -67.8 -49.7 -57.2 -67.2 -15.6 -48.5 -54.9 -38.5 25.9
## 32943 32944 32948 32949 32950 32954 32955 32959 32965 32978 32979
## Predicted 111.9 110.6 115.6 115 115 114 114 113 113 115 115
## cvpred 111.8 110.6 115.4 115 115 114 114 113 113 115 115
## pm2.5 170.0 172.0 214.0 276 357 395 379 290 296 365 320
## CV residual 58.2 61.4 98.6 161 242 281 265 177 183 250 205
## 32983 32987 32988 32989 32992 32994 32998 33004 33006 33008 33010
## Predicted 114 115.6 115 115.9 115 114.7 115.6 114.2 113.3 110.8 108.23
## cvpred 113 115.4 115 115.7 115 114.5 115.4 114.1 113.2 110.7 108.13
## pm2.5 252 143.0 147 152.0 183 185.0 211.0 187.0 173.0 161.0 113.00
## CV residual 139 27.6 32 36.3 68 70.5 95.6 72.9 59.8 50.3 4.87
## 33012 33013 33015 33023 33025 33026 33027 33028 33030 33032 33035
## Predicted 107.1 104.1 99.5 114.2 114.2 114.9 114.9 114.5 111.4 111.6 111.1
## cvpred 107.3 104.3 99.8 114.1 114.1 114.8 114.8 114.4 111.5 111.6 111.1
## pm2.5 38.0 41.0 23.0 86.0 76.0 81.0 66.0 32.0 38.0 49.0 56.0
## CV residual -69.3 -63.3 -76.8 -28.1 -38.1 -33.8 -48.8 -82.4 -73.5 -62.6 -55.1
## 33036 33045 33046 33047 33051 33060 33072 33075 33079 33082 33083
## Predicted 111.2 112.8 112.8 112.1 112.5 113.51 113 114.2 113.5 115.2 103.2
## cvpred 111.3 112.8 112.8 112.1 112.5 113.48 113 114.1 113.4 115.1 103.5
## pm2.5 67.0 95.0 86.0 74.0 96.0 112.00 247 203.0 193.0 146.0 21.0
## CV residual -44.3 -17.8 -26.8 -38.1 -16.5 -1.48 134 88.9 79.6 30.9 -82.5
## 33085 33088 33090 33093 33098 33099 33107 33110 33111 33116 33120
## Predicted 93.4 80.5 72.4 64.9 107.3 108.0 108.7 105.0 106.3 110.37 111.4
## cvpred 93.8 80.9 72.9 65.5 107.5 108.2 108.9 105.3 106.5 110.43 111.5
## pm2.5 16.0 11.0 9.0 10.0 23.0 27.0 45.0 38.0 47.0 111.00 107.0
## CV residual -77.8 -69.9 -63.9 -55.5 -84.5 -81.2 -63.9 -67.3 -59.5 0.57 -4.5
## 33121 33122 33124 33126 33127 33133 33135 33137 33140 33141 33143
## Predicted 111.1 111.4 108.1 106.0 105.4 108 109.0 108.7 111.8 112.1 113.5
## cvpred 111.1 111.5 108.2 106.1 105.5 108 109.2 108.9 111.8 112.1 113.5
## pm2.5 100.0 92.0 66.0 63.0 75.0 52 50.0 82.0 65.0 81.0 98.0
## CV residual -11.1 -19.5 -42.2 -43.1 -30.5 -56 -59.2 -26.9 -46.8 -31.1 -15.5
## 33144 33149 33155 33158 33162 33164 33166 33168 33171 33176 33181
## Predicted 113.2 110.4 108.2 112.8 112 113.2 113.2 113.5 113.2 109.5 87.8
## cvpred 113.1 110.5 108.2 112.8 112 113.1 113.1 113.5 113.1 109.6 88.3
## pm2.5 92.0 38.0 44.0 57.0 73 55.0 59.0 73.0 86.0 48.0 13.0
## CV residual -21.1 -72.5 -64.2 -55.8 -39 -58.1 -54.1 -40.5 -27.1 -61.6 -75.3
## 33186 33202 33204 33209 33211 33214 33215 33217 33218 33222 33224
## Predicted 75.7 100.1 98.0 96.6 98.6 99.4 105.9 105.2 106.3 102.0 99.9
## cvpred 76.3 100.6 98.6 97.3 99.1 99.8 106.2 105.5 106.5 102.4 100.2
## pm2.5 8.0 13.0 9.0 17.0 28.0 54.0 59.0 67.0 59.0 38.0 51.0
## CV residual -68.3 -87.6 -89.6 -80.3 -71.1 -45.8 -47.2 -38.5 -47.5 -64.4 -49.2
## 33229 33235 33238 33240 33241 33242 33248 33259 33266 33271 33275
## Predicted 102 100.8 103.84 108.0 108.7 108.0 107.6 97.4 109 108 109
## cvpred 103 101.2 104.05 108.2 108.9 108.2 107.9 97.7 109 108 110
## pm2.5 43 38.0 107.00 139.0 174.0 181.0 142.0 159.0 231 244 247
## CV residual -60 -63.2 2.95 30.8 65.1 72.8 34.1 61.3 122 136 137
## 33278 33281 33282 33287 33295 33296 33297 33298 33302 33306 33313
## Predicted 108 105 106 111 105.4 102.1 95.6 92.1 79.0 68.7 105.9
## cvpred 108 106 107 112 105.5 102.3 96.1 92.6 79.6 69.3 106.2
## pm2.5 232 227 234 273 68.0 32.0 30.0 30.0 20.0 12.0 40.0
## CV residual 124 121 127 161 -37.5 -70.3 -66.1 -62.6 -59.6 -57.3 -66.2
## 33318 33326 33331 33332 33333 33334 33336 33338 33341 33342 33344
## Predicted 101.3 102.3 105.9 104.5 101.1 98.8 107.0 106.9 106.39 107.31 108
## cvpred 101.7 102.7 106.1 104.8 101.5 99.3 107.2 107.1 106.61 107.56 108
## pm2.5 18.0 11.0 28.0 34.0 46.0 46.0 57.0 70.0 114.00 106.00 97
## CV residual -83.7 -91.7 -78.1 -70.8 -55.5 -53.3 -50.2 -37.1 7.39 -1.56 -11
## 33346 33347 33352 33355 33357 33364 33368 33369 33373 33374 33375
## Predicted 107.1 107 99.7 109 109.4 107.6 107.5 109.0 107.2 104.5 102.6
## cvpred 107.3 107 100.1 109 109.5 107.9 107.7 109.2 107.3 104.7 102.7
## pm2.5 82.0 92 87.0 69 93.0 141.0 184.0 174.0 166.0 151.0 144.0
## CV residual -25.3 -15 -13.1 -40 -16.5 33.1 76.3 64.8 58.7 46.3 41.3
## 33378 33385 33386 33387 33388 33392 33398 33400 33404 33408 33421
## Predicted 111.4 107 107 107 105.7 104 79.6 72.5 98.8 87.1 95.0
## cvpred 111.5 107 107 107 105.9 104 80.4 73.4 99.4 87.8 95.5
## pm2.5 148.0 73 58 51 49.0 16 17.0 20.0 49.0 12.0 17.0
## CV residual 36.5 -34 -49 -56 -56.9 -88 -63.4 -53.4 -50.4 -75.8 -78.5
## 33424 33426 33429 33431 33432 33436 33437 33443 33446 33456 33458
## Predicted 89.7 83.6 76.5 75.0 72.7 69.4 68.7 57.4 50.5 104.34 101.7
## cvpred 90.2 84.2 77.0 75.5 73.2 69.9 69.2 58.1 51.2 104.69 102.1
## pm2.5 22.0 25.0 38.0 41.0 45.0 41.0 40.0 36.0 28.0 110.00 34.0
## CV residual -68.2 -59.2 -39.0 -34.5 -28.2 -28.9 -29.2 -22.1 -23.2 5.31 -68.1
## 33459 33462 33464 33465 33468 33470 33472 33473 33474 33475 33478
## Predicted 100.4 96.3 93.4 93.6 87.0 102.3 100.7 98.4 97.8 96.5 107.3
## cvpred 100.8 96.7 93.9 93.9 87.6 102.7 101.1 98.9 98.3 97.0 107.6
## pm2.5 39.0 36.0 39.0 40.0 47.0 56.0 50.0 47.0 57.0 71.0 150.0
## CV residual -61.8 -60.7 -54.9 -53.9 -40.6 -46.7 -51.1 -51.9 -41.3 -26.0 42.4
## 33479 33480 33481 33487 33488 33489 33496 33498 33499 33501 33503
## Predicted 107.3 107.3 106 106.6 106.26 107.3 106 106 110 109 110
## cvpred 107.6 107.6 107 106.9 106.54 107.5 106 106 110 110 110
## pm2.5 168.0 188.0 215 107.0 108.00 113.0 258 234 274 310 347
## CV residual 60.4 80.4 108 0.1 1.46 5.5 152 128 164 200 237
## 33506 33510 33515 33517 33518 33523 33524 33527 33538 33540 33542
## Predicted 108 104 99.4 95.8 95.1 108 108 110 104.9 100.3 95.0
## cvpred 109 104 99.6 96.1 95.4 108 108 110 105.2 100.7 95.6
## pm2.5 402 273 279.0 284.0 274.0 327 348 385 21.0 9.0 10.0
## CV residual 293 169 179.4 187.9 178.6 219 240 275 -84.2 -91.7 -85.6
## 33547 33549 33552 33553 33556 33561 33567 33569 33570 33579 33582
## Predicted 102.1 103.5 105.2 105.9 104.9 106.3 104.2 101.65 100.9 107 105.2
## cvpred 102.5 103.9 105.6 106.2 105.2 106.5 104.5 102.01 101.3 108 105.5
## pm2.5 38.0 36.0 57.0 64.0 128.0 44.0 74.0 101.00 103.0 224 126.0
## CV residual -64.5 -67.9 -48.6 -42.2 22.8 -62.5 -30.5 -1.01 1.7 116 20.5
## 33585 33590 33594 33600 33603 33606 33607 33608 33609 33611 33612
## Predicted 102.8 105.9 105.3 108 108 107 107 108.2 108.3 108.7 107.6
## cvpred 103.1 106.2 105.6 108 108 107 107 108.4 108.5 108.9 107.9
## pm2.5 118.0 122.0 149.0 280 311 297 233 178.0 167.0 145.0 166.0
## CV residual 14.9 15.8 43.4 172 203 190 126 69.6 58.5 36.1 58.1
## 33613 33614 33618 33619 33622 33623 33628 33629 33630 33631 33632
## Predicted 108.0 109.0 103 103 109.0 109 107 107 106 105 105
## cvpred 108.2 109.2 104 103 109.2 109 107 107 106 105 106
## pm2.5 189.0 190.0 206 177 188.0 209 213 223 231 238 242
## CV residual 80.8 80.8 102 74 78.8 100 106 116 125 133 136
## 33635 33641 33642 33645 33648 33650 33652 33658 33660 33662 33668
## Predicted 111 105 104 101 110 109 108 97.7 89.2 80.0 101.4
## cvpred 111 105 104 102 110 109 108 98.1 89.7 80.6 101.9
## pm2.5 297 292 309 331 316 326 212 13.0 15.0 10.0 13.0
## CV residual 186 187 205 229 206 217 104 -85.1 -74.7 -70.6 -88.9
## 33669 33670 33672 33675 33681 33684 33686 33688 33689 33692 33693
## Predicted 103.9 102.1 102.2 103.8 106.3 101.8 102.1 98.9 97.3 105.9 106.6
## cvpred 104.3 102.6 102.7 104.2 106.5 102.3 102.6 99.4 97.8 106.2 106.9
## pm2.5 13.0 11.0 6.0 19.0 48.0 33.0 38.0 25.0 27.0 62.0 79.0
## CV residual -91.3 -91.6 -96.7 -85.2 -58.5 -69.3 -64.6 -74.4 -70.8 -44.2 -27.9
## 33695 33701 33706 33707 33708 33709 33713 33717 33720 33724 33731
## Predicted 105.93 106.6 106.3 105.5 106.6 106.3 104.8 107 107 106 104.1
## cvpred 106.24 106.9 106.5 105.8 106.9 106.5 105.1 108 107 107 104.3
## pm2.5 115.00 170.0 162.0 163.0 185.0 188.0 173.0 260 295 266 162.0
## CV residual 8.76 63.1 55.5 57.2 78.1 81.5 67.9 152 188 159 57.7
## 33733 33736 33738 33741 33742 33743 33744 33753 33754 33759 33768
## Predicted 94.2 76.8 65.7 57.2 55.4 54.1 52.1 101.8 98.7 91.1 101.8
## cvpred 94.9 77.7 66.8 58.2 56.3 55.0 53.0 102.3 99.3 91.9 102.2
## pm2.5 149.0 18.0 13.0 12.0 8.0 6.0 8.0 27.0 20.0 38.0 118.0
## CV residual 54.1 -59.7 -53.8 -46.2 -48.3 -49.0 -45.0 -75.3 -79.3 -53.9 15.8
## 33769 33774 33781 33785 33787 33788 33789 33790 33791 33796 33797
## Predicted 102 102.4 104.2 103.9 105.9 106.1 106.6 106.3 106.6 104.8 105.9
## cvpred 103 102.8 104.6 104.3 106.2 106.4 106.9 106.5 106.8 105.1 106.2
## pm2.5 164 167.0 128.0 175.0 191.0 178.0 195.0 181.0 169.0 161.0 164.0
## CV residual 61 64.2 23.4 70.7 84.8 71.6 88.1 74.5 62.2 55.9 57.8
## 33798 33800 33801 33803 33806 33816 33819 33820 33821 33823 33826
## Predicted 106.3 105.9 104.3 100.7 102.3 66.4 49.1 45.3 42.0 37.9 29.4
## cvpred 106.5 106.2 104.6 101.1 102.7 67.5 50.5 46.7 43.5 39.3 30.9
## pm2.5 171.0 176.0 179.0 179.0 79.0 6.0 3.0 4.0 3.0 6.0 10.0
## CV residual 64.5 69.8 74.4 77.9 -23.7 -61.5 -47.5 -42.7 -40.5 -33.3 -20.9
## 33827 33828 33831 33833 33835 33839 33843 33846 33848 33849 33854
## Predicted 25.2 21.6 13.28 7.158 89.8 94.7 97.7 97.4 95.3 99.2 94.3
## cvpred 26.7 23.2 14.79 8.675 90.8 95.5 98.4 98.0 95.9 99.8 95.1
## pm2.5 14.0 9.0 5.00 9.000 46.0 56.0 20.0 24.0 17.0 26.0 15.0
## CV residual -12.7 -14.2 -9.79 0.325 -44.8 -39.5 -78.4 -74.0 -78.9 -73.8 -80.1
## 33855 33857 33859 33861 33865 33870 33871 33874 33886 33888 33889
## Predicted 92.7 89.8 87.8 100 101.43 99.82 98.6 95.9 99.6 103.2 102.8
## cvpred 93.5 90.6 88.5 101 101.94 100.33 99.1 96.4 100.2 103.6 103.3
## pm2.5 38.0 42.0 52.0 76 103.00 102.00 89.0 52.0 54.0 82.0 76.0
## CV residual -55.5 -48.6 -36.5 -25 1.06 1.67 -10.1 -44.4 -46.2 -21.6 -27.3
## 33891 33896 33897 33898 33904 33905 33907 33913 33915 33920 33921
## Predicted 102.43 105.2 104.9 105.9 105 106 106 103 99.7 91.2 100.1
## cvpred 102.84 105.6 105.2 106.2 105 106 106 103 100.1 91.8 100.6
## pm2.5 106.00 155.0 163.0 157.0 225 248 296 252 199.0 19.0 14.0
## CV residual 3.16 49.4 57.8 50.8 120 142 190 149 98.9 -72.8 -86.6
## 33923 33924 33926 33927 33928 33930 33931 33932 33933 33937 33938
## Predicted 95.1 91.4 83.9 80.7 76.4 71.93 97.4 96.9 100 102.1 102
## cvpred 95.8 92.2 84.7 81.5 77.3 72.84 98.1 97.5 101 102.6 103
## pm2.5 21.0 14.0 22.0 24.0 27.0 69.00 64.0 65.0 65 81.0 88
## CV residual -74.8 -78.2 -62.7 -57.5 -50.3 -3.84 -34.1 -32.5 -36 -21.6 -15
## 33941 33942 33943 33945 33948 33949 33951 33952 33954 33956 33957
## Predicted 102.48 101.8 101.0 103 97.3 96.6 96.6 94.6 92.07 89.56 101.8
## cvpred 102.95 102.2 101.5 103 97.9 97.2 97.3 95.3 92.77 90.27 102.3
## pm2.5 108.00 115.0 145.0 272 70.0 76.0 69.0 118.0 84.00 93.00 93.0
## CV residual 5.05 12.8 43.5 169 -27.9 -21.2 -28.3 22.7 -8.77 2.73 -9.3
## 33958 33963 33965 33967 33968 33971 33976 33978 33979 33981 33985
## Predicted 101.8 102 101.6 94.3 89.7 75.9 46.8 37.9 33.0 25.0 18.65
## cvpred 102.3 103 102.1 94.9 90.3 76.7 47.9 38.9 34.1 26.1 19.77
## pm2.5 101.0 214 150.0 47.0 43.0 18.0 8.0 6.0 9.0 5.0 11.00
## CV residual -1.3 111 47.9 -47.9 -47.3 -58.7 -39.9 -32.9 -25.1 -21.1 -8.77
## 33986 33989 33991 33996 33997 34001 34003 34005 34007 34009 34012
## Predicted 98.3 100.6 98.5 83.5 79 63.8 54.3 50.9 48.3 46.8 42.8
## cvpred 99.0 101.1 99.1 84.5 80 64.8 55.5 52.0 49.4 47.8 43.8
## pm2.5 27.0 21.0 8.0 9.0 8 9.0 12.0 10.0 9.0 14.0 12.0
## CV residual -72.0 -80.1 -91.1 -75.5 -72 -55.8 -43.5 -42.0 -40.4 -33.8 -31.8
## 34013 34015 34018 34020 34024 34029 34031 34032 34039 34047 34050
## Predicted 38.2 30.4 20.4 13.22 -0.733 91.9 88.3 86.7 92.0 93.2 94.9
## cvpred 39.3 31.6 21.6 14.51 0.654 92.8 89.2 87.6 92.8 94.0 95.7
## pm2.5 10.0 11.0 11.0 8.00 9.000 14.0 10.0 16.0 15.0 23.0 73.0
## CV residual -29.3 -20.6 -10.6 -6.51 8.346 -78.8 -79.2 -71.6 -77.8 -71.0 -22.7
## 34054 34056 34059 34061 34064 34065 34066 34067 34068 34069 34073
## Predicted 96.61 97.66 98.6 96.3 91.5 88.5 86.9 85.3 96.4 98.0 97.3
## cvpred 97.33 98.35 99.3 96.9 92.2 89.3 87.7 86.0 97.1 98.6 98.0
## pm2.5 94.00 93.00 130.0 134.0 75.0 62.0 69.0 48.0 43.0 32.0 19.0
## CV residual -3.33 -5.35 30.7 37.1 -17.2 -27.3 -18.7 -38.0 -54.1 -66.6 -79.0
## 34077 34080 34090 34091 34092 34110 34119 34120 34126 34133 34137
## Predicted 98.14 101.1 100.9 98.8 98.1 97.3 97.6 97.6 103 101 102
## cvpred 98.77 101.6 101.4 99.4 98.7 97.9 98.2 98.2 104 101 103
## pm2.5 89.00 144.0 86.0 71.0 77.0 128.0 82.0 125.0 347 394 163
## CV residual -9.77 42.4 -15.4 -28.4 -21.7 30.1 -16.2 26.8 243 293 60
## 34139 34140 34142 34147 34153 34154 34159 34161 34163 34164 34167
## Predicted 102 100.2 98.1 101 104 104 101.4 97.5 92.6 91.3 81.6
## cvpred 103 100.7 98.8 101 104 104 101.9 98.0 93.2 91.9 82.4
## pm2.5 143 153.0 122.0 249 229 251 49.0 47.0 46.0 46.0 69.0
## CV residual 40 52.3 23.2 148 125 147 -52.9 -51.0 -47.2 -45.9 -13.4
## 34170 34178 34179 34181 34183 34187 34188 34191 34192 34193 34194
## Predicted 97.0 76.7 72.8 68.8 60.6 44.5 43.7 35.4 31.5 27.3 24.4
## cvpred 97.7 77.5 73.6 69.6 61.6 45.7 44.8 36.6 32.8 28.5 25.7
## pm2.5 78.0 16.0 24.0 11.0 18.0 27.0 13.0 17.0 17.0 14.0 11.0
## CV residual -19.7 -61.5 -49.6 -58.6 -43.6 -18.7 -31.8 -19.6 -15.8 -14.5 -14.7
## 34196 34198 34199 34200 34203 34204 34208 34210 34215 34216 34218
## Predicted 21.2 95.4 95.1 97.5 95.693 96.6 99.0 92.7 84.3 77.6 69.7
## cvpred 22.5 96.2 95.8 98.1 96.396 97.3 99.7 93.6 85.3 78.7 71.0
## pm2.5 11.0 16.0 29.0 59.0 97.000 78.0 25.0 17.0 22.0 24.0 10.0
## CV residual -11.5 -80.2 -66.8 -39.1 0.604 -19.3 -74.7 -76.6 -63.3 -54.7 -61.0
## 34227 34228 34230 34240 34247 34250 34252 34255 34257 34261 34265
## Predicted 39.0 38.7 27.2 -15.7 -37.2 -48.1 -51.0 -58.1 -62.6 -81.4 -91.9
## cvpred 40.3 40.0 28.6 -14.0 -35.4 -46.3 -49.2 -56.2 -60.7 -79.2 -89.8
## pm2.5 6.0 3.0 5.0 9.0 7.0 5.0 4.0 10.0 10.0 9.0 10.0
## CV residual -34.3 -37.0 -23.6 23.0 42.4 51.3 53.2 66.2 70.7 88.2 99.8
## 34270 34273 34276 34278 34281 34284 34285 34286 34288 34294 34295
## Predicted -93.4 -100.1 94.7 93.4 98.3 92.1 91.5 89.9 91.0 94.102 96.61
## cvpred -91.6 -98.2 95.5 94.2 99.0 92.9 92.3 90.7 91.9 94.841 97.33
## pm2.5 85.0 46.0 25.0 27.0 37.0 39.0 37.0 33.0 77.0 94.000 90.00
## CV residual 176.6 144.2 -70.5 -67.2 -62.0 -53.9 -55.3 -57.7 -14.9 -0.841 -7.33
## 34302 34303 34304 34305 34306 34308 34310 34311 34313 34315 34322
## Predicted 92.2 89.9 88.7 85.0 95.4 91.3 88.4 93.3 92.5 93.2 96.1
## cvpred 92.9 90.6 89.4 85.7 96.1 92.2 89.3 94.2 93.4 94.0 96.8
## pm2.5 38.0 40.0 31.0 22.0 24.0 20.0 12.0 14.0 20.0 23.0 28.0
## CV residual -54.9 -50.6 -58.4 -63.7 -72.1 -72.2 -77.3 -80.2 -73.4 -71.0 -68.8
## 34323 34328 34332 34333 34334 34335 34339 34341 34344 34346 34358
## Predicted 97.7 96.97 95.6 95.2 93.3 94.0 93.6 92.6 99.7 99.4 96.28
## cvpred 98.4 97.69 96.4 96.0 94.1 94.8 94.3 93.3 100.3 100.0 97.04
## pm2.5 36.0 99.00 69.0 43.0 38.0 44.0 63.0 130.0 134.0 219.0 96.00
## CV residual -62.4 1.31 -27.4 -53.0 -56.1 -50.8 -31.3 36.7 33.7 119.0 -1.04
## 34359 34367 34372 34373 34375 34377 34378 34380 34382 34384 34385
## Predicted 95.92 98.3 93.7 92.41 89.9 98.0 98.8 96.6 94.1 91.8 89.5
## cvpred 96.68 99.0 94.3 93.07 90.6 98.6 99.4 97.3 94.8 92.5 90.3
## pm2.5 88.00 211.0 115.0 87.00 60.0 82.0 73.0 56.0 33.0 28.0 30.0
## CV residual -8.68 112.0 20.7 -6.07 -30.6 -16.6 -26.4 -41.3 -61.8 -64.5 -60.3
## 34386 34392 34393 34394 34396 34398 34401 34402 34403 34407 34412
## Predicted 87.2 98.0 99.0 100.1 99.9 100.7 99.5 100 97.78 93.5 99.0
## cvpred 88.0 98.6 99.6 100.6 100.5 101.3 100.0 101 98.42 94.2 99.7
## pm2.5 33.0 164.0 167.0 180.0 163.0 159.0 113.0 137 92.00 47.0 83.0
## CV residual -55.0 65.4 67.4 79.4 62.5 57.7 13.0 36 -6.42 -47.2 -16.7
## 34413 34417 34419 34423 34424 34426 34428 34429 34432 34438 34439
## Predicted 100.6 100 100.7 97.4 97.4 94.5 93.0 94.0 94.9 94.5 94.5
## cvpred 101.2 101 101.3 98.1 98.1 95.2 93.8 94.8 95.7 95.2 95.2
## pm2.5 130.0 83 162.0 25.0 39.0 27.0 12.0 9.0 11.0 59.0 66.0
## CV residual 28.8 -18 60.7 -73.1 -59.1 -68.2 -81.8 -85.8 -84.7 -36.2 -29.2
## 34440 34443 34445 34446 34448 34449 34450 34451 34459 34460 34461
## Predicted 99.0 98.7 98.3 99.0 99.0 98.7 99.7 98.7 102 102.1 101.4
## cvpred 99.7 99.3 99.0 99.7 99.7 99.3 100.3 99.3 103 102.6 101.9
## pm2.5 77.0 112.0 139.0 155.0 141.0 182.0 138.0 119.0 115 124.0 152.0
## CV residual -22.7 12.7 40.0 55.3 41.3 82.7 37.7 19.7 12 21.4 50.1
## 34462 34464 34468 34472 34479 34481 34482 34484 34486 34495 34498
## Predicted 103.3 102 102 100.7 102 105 104 104 105 106 105
## cvpred 103.8 103 102 101.3 102 105 104 104 106 106 105
## pm2.5 170.0 294 415 197.0 366 421 450 429 460 435 346
## CV residual 66.2 191 313 95.7 264 316 346 325 354 329 241
## 34508 34509 34510 34511 34512 34513 34515 34517 34519 34520 34521
## Predicted 76.8 71.6 67.1 63.5 60.6 57.8 52.6 47.4 39.2 36.3 33.4
## cvpred 77.6 72.5 68.0 64.5 61.6 58.8 53.6 48.4 40.3 37.4 34.6
## pm2.5 17.0 11.0 15.0 12.0 14.0 12.0 8.0 7.0 8.0 8.0 11.0
## CV residual -60.6 -61.5 -53.0 -52.5 -47.6 -46.8 -45.6 -41.4 -32.3 -29.4 -23.6
## 34522 34523 34525 34526 34527 34530 34537 34551 34555 34557 34563
## Predicted 29.8 25.6 17.02 14.49 11.619 3.55 96.3 81.3 58.8 52.1 30.5
## cvpred 31.0 26.8 18.32 15.77 12.915 4.89 97.0 82.3 60.0 53.3 31.7
## pm2.5 12.0 11.0 9.00 17.00 12.000 14.00 63.0 14.0 10.0 11.0 6.0
## CV residual -19.0 -15.8 -9.32 1.23 -0.915 9.11 -34.0 -68.3 -50.0 -42.3 -25.7
## 34565 34566 34568 34569 34572 34577 34587 34589 34591 34595 34597
## Predicted 27.2 93.9 93.1 93.8 84.3 79.2 96.1 94.7 97.0 69.2 62.0
## cvpred 28.5 94.7 93.9 94.5 85.2 80.2 96.9 95.4 97.7 70.5 63.3
## pm2.5 5.0 11.0 8.0 23.0 30.0 29.0 53.0 48.0 39.0 10.0 12.0
## CV residual -23.5 -83.7 -85.9 -71.5 -55.2 -51.2 -43.9 -47.4 -58.7 -60.5 -51.3
## 34598 34600 34603 34604 34606 34612 34614 34619 34625 34627 34629
## Predicted 54.5 46.0 40.7 87.6 89.7 89.8 91.8 92.30 85.59 92.5 90.50
## cvpred 55.9 47.5 42.1 88.8 90.8 90.8 92.7 93.21 86.66 93.4 91.43
## pm2.5 8.0 13.0 9.0 16.0 12.0 45.0 43.0 87.00 79.00 114.0 101.00
## CV residual -47.9 -34.5 -33.1 -72.8 -78.8 -45.8 -49.7 -6.21 -7.66 20.6 9.57
## 34632 34633 34634 34635 34641 34643 34656 34658 34661 34666 34667
## Predicted 91.5 91.5 90.3 89.7 89.6 91.2 92.5 92.8 89.2 91.5 90.4
## cvpred 92.4 92.4 91.1 90.5 90.5 92.2 93.4 93.7 90.2 92.4 91.4
## pm2.5 69.0 71.0 123.0 118.0 53.0 28.0 80.0 39.0 42.0 27.0 24.0
## CV residual -23.4 -21.4 31.9 27.5 -37.5 -64.2 -13.4 -54.7 -48.2 -65.4 -67.4
## 34669 34681 34682 34683 34688 34689 34692 34693 34694 34697 34699
## Predicted 89.4 97.0 95.4 95.2 92.9 90.93 96.25 93.3 93.0 95.2 97.0
## cvpred 90.5 97.7 96.2 96.0 93.6 91.74 96.98 94.2 93.8 96.0 97.7
## pm2.5 44.0 271.0 331.0 291.0 66.0 88.00 89.00 117.0 135.0 174.0 194.0
## CV residual -46.5 173.3 234.8 195.0 -27.6 -3.74 -7.98 22.8 41.2 78.0 96.3
## 34702 34703 34705 34706 34709 34717 34720 34722 34726 34730 34732
## Predicted 98.3 99.0 98.0 96.6 94.6 91.9 89.4 88.8 81.2 73.7 70.8
## cvpred 99.0 99.7 98.6 97.3 95.3 92.8 90.4 89.7 82.2 74.7 71.8
## pm2.5 284.0 281.0 310.0 280.0 198.0 19.0 30.0 28.0 17.0 12.0 11.0
## CV residual 185.0 181.3 211.4 182.7 102.7 -73.8 -60.4 -61.7 -65.2 -62.7 -60.8
## 34735 34736 34742 34746 34748 34749 34754 34756 34758 34759 34760
## Predicted 90.7 92.5 90.4 89.8 89.04 93.5 91.5 92.6 91.9 89.6 89.0
## cvpred 91.6 93.4 91.4 90.7 89.94 94.4 92.4 93.5 92.8 90.5 89.9
## pm2.5 12.0 27.0 20.0 78.0 97.00 97.0 41.0 11.0 9.0 8.0 10.0
## CV residual -79.6 -66.4 -71.4 -12.7 7.06 2.6 -51.4 -82.5 -83.8 -82.5 -79.9
## 34763 34765 34766 34768 34769 34771 34774 34779 34784 34785 34786
## Predicted 89.0 85.5 84.2 80.9 80.9 92.8 94.54 91.4 88.8 88.8 88.9
## cvpred 89.9 86.4 85.2 81.9 81.9 93.7 95.36 92.3 89.7 89.7 89.7
## pm2.5 26.0 31.0 27.0 27.0 33.0 43.0 93.00 40.0 36.0 40.0 24.0
## CV residual -63.9 -55.4 -58.2 -54.9 -48.9 -50.7 -2.36 -52.3 -53.7 -49.7 -65.7
## 34789 34791 34792 34797 34801 34802 34805 34806 34813 34816 34818
## Predicted 91.9 91.8 91.2 95.2 91.2 89.9 85.5 92.6 91.8 91.1 92.4
## cvpred 92.9 92.7 92.2 96.0 92.1 90.8 86.4 93.5 92.7 92.0 93.3
## pm2.5 17.0 15.0 20.0 57.0 37.0 28.0 17.0 21.0 42.0 45.0 121.0
## CV residual -75.9 -77.7 -72.2 -39.0 -55.1 -62.8 -69.4 -72.5 -50.7 -47.0 27.7
## 34826 34833 34836 34837 34838 34839 34842 34848 34851 34858 34860
## Predicted 97.1 90.6 95.9 95.6 93.8 93.5 95.5 97.7 94.7 87.08 92.4
## cvpred 97.9 91.4 96.7 96.3 94.7 94.3 96.3 98.4 95.4 87.83 93.2
## pm2.5 177.0 62.0 80.0 112.0 144.0 139.0 118.0 334.0 337.0 93.00 66.0
## CV residual 79.1 -29.4 -16.7 15.7 49.3 44.7 21.7 235.6 241.6 5.17 -27.2
## 34865 34870 34872 34873 34877 34880 34881 34883 34884 34885 34889
## Predicted 83.5 96.6 96.6 97.0 96.3 97.0 97.3 98.0 99.0 99.4 97.3
## cvpred 84.4 97.3 97.3 97.7 97.0 97.7 98.0 98.6 99.7 100.0 97.9
## pm2.5 33.0 202.0 216.0 247.0 457.0 346.0 332.0 211.0 201.0 235.0 362.0
## CV residual -51.4 104.7 118.7 149.3 360.0 248.3 234.0 112.4 101.3 135.0 264.1
## 34890 34891 34892 34893 34894 34897 34899 34904 34905 34906 34910
## Predicted 99.7 99.4 99.7 99.4 100 99.4 97.2 92.4 91.2 90.9 85.8
## cvpred 100.3 100.0 100.3 100.0 101 100.0 97.9 93.1 91.9 91.6 86.5
## pm2.5 333.0 312.0 309.0 332.0 294 267.0 329.0 247.0 265.0 262.0 286.0
## CV residual 232.7 212.0 208.7 232.0 193 167.0 231.1 153.9 173.1 170.4 199.5
## 34912 34913 34914 34915 34920 34921 34924 34930 34932 34934 34935
## Predicted 79.8 73.8 67.8 64.2 38.6 34.5 22.6 2.94 -4.22 -14.4 -18.2
## cvpred 80.6 74.8 68.9 65.4 39.9 35.7 24.0 4.40 -2.74 -12.7 -16.5
## pm2.5 58.0 43.0 36.0 26.0 20.0 13.0 13.0 17.00 16.00 15.0 14.0
## CV residual -22.6 -31.8 -32.9 -39.4 -19.9 -22.7 -11.0 12.60 18.74 27.7 30.5
## 34938 34943 34945 34946 34949 34956 34960 34968 34976 34978 34980
## Predicted -29.3 -44.7 -47.6 -50.3 -57.3 -71.7 -80.6 93.2 74.4 68.5 59.3
## cvpred -27.6 -43.0 -45.9 -48.6 -55.5 -69.9 -78.7 94.0 75.4 69.6 60.4
## pm2.5 11.0 17.0 13.0 23.0 12.0 21.0 15.0 45.0 15.0 21.0 14.0
## CV residual 38.6 60.0 58.9 71.6 67.5 90.9 93.7 -49.0 -60.4 -48.6 -46.4
## 34986 34988 34991 34995 34997 34998 34999 35000 35001 35004 35006
## Predicted 40.3 37.44 32.96 86.5 80.8 79.1 77.5 90.8 91.1 90.4 87.4
## cvpred 41.7 38.81 34.35 87.6 81.8 80.2 78.6 91.8 92.1 91.4 88.5
## pm2.5 20.0 30.00 38.00 74.0 32.0 27.0 24.0 33.0 60.0 67.0 42.0
## CV residual -21.7 -8.81 3.65 -13.6 -49.8 -53.2 -54.6 -58.8 -32.1 -24.4 -46.5
## 35009 35028 35030 35033 35034 35040 35044 35045 35047 35048 35061
## Predicted 81.9 60.7 53.5 42.7 41.1 90.53 95.2 94.5 92.6 89.1 44.5
## cvpred 83.0 61.8 54.6 44.0 42.3 91.48 96.0 95.3 93.5 90.0 45.7
## pm2.5 68.0 34.0 27.0 25.0 25.0 88.00 129.0 109.0 83.0 71.0 18.0
## CV residual -15.0 -27.8 -27.6 -19.0 -17.3 -3.48 33.0 13.7 -10.5 -19.0 -27.7
## 35065 35068 35072 35073 35080 35086 35087 35088 35089 35091 35094
## Predicted 35.7 31.7 87.4 85.8 66.8 96.6 98.3 98.0 97.7 98.2 99.4
## cvpred 36.9 32.9 88.3 86.7 67.7 97.3 99.0 98.6 98.4 98.8 100.0
## pm2.5 24.0 70.0 75.0 58.0 24.0 70.0 81.0 111.0 144.0 174.0 149.0
## CV residual -12.9 37.1 -13.3 -28.7 -43.7 -27.3 -18.0 12.4 45.6 75.2 49.0
## 35095 35097 35098 35104 35105 35107 35110 35122 35123 35124 35127
## Predicted 100.7 99.52 100.2 97.9 97.8 98.4 101 93.5 90.2 89.0 93.9
## cvpred 101.2 100.09 100.7 98.5 98.4 99.0 102 94.2 91.0 89.8 94.7
## pm2.5 166.0 107.00 114.0 128.0 146.0 173.0 232 36.0 36.0 23.0 26.0
## CV residual 64.8 6.91 13.3 29.5 47.6 74.0 130 -58.2 -55.0 -66.8 -68.7
## 35134 35135 35141 35146 35150 35151 35154 35159 35160 35163 35166
## Predicted 96.9 98.7 100.6 102.48 101.8 101.4 101 101 100 97.2 90.9
## cvpred 97.6 99.3 101.2 102.95 102.3 101.9 101 101 101 97.7 91.6
## pm2.5 68.0 60.0 77.0 101.00 178.0 176.0 224 203 221 175.0 155.0
## CV residual -29.6 -39.3 -24.2 -1.95 75.7 74.1 123 102 120 77.3 63.4
## 35169 35170 35175 35177 35178 35181 35185 35188 35189 35190 35191
## Predicted 87.5 85.5 92.9 95.4 94.7 98.0 101.8 102.3 103.2 103.2 102.8
## cvpred 88.1 86.1 93.6 96.1 95.4 98.7 102.3 102.7 103.6 103.6 103.3
## pm2.5 109.0 140.0 32.0 29.0 37.0 53.0 128.0 157.0 144.0 138.0 128.0
## CV residual 20.9 53.9 -61.6 -67.1 -58.4 -45.7 25.7 54.3 40.4 34.4 24.7
## 35199 35206 35208 35209 35211 35215 35221 35222 35228 35234 35237
## Predicted 93.1 102.1 102 102 102 97.9 93.74 92.1 92.4 80 75.8
## cvpred 93.6 102.6 103 103 102 98.4 94.48 92.9 93.2 81 76.8
## pm2.5 145.0 177.0 201 217 204 203.0 102.00 77.0 35.0 12 15.0
## CV residual 51.4 74.4 98 114 102 104.6 7.52 -15.9 -58.2 -69 -61.8
## 35239 35242 35246 35247 35249 35254 35259 35263 35265 35266 35270
## Predicted 91.8 91.2 81.9 81.0 76.3 66.4 89.7 82.2 80.9 78.6 65.6
## cvpred 92.7 92.2 83.1 82.1 77.4 67.6 90.7 83.3 82.0 79.8 67.0
## pm2.5 15.0 18.0 23.0 16.0 18.0 21.0 30.0 11.0 20.0 22.0 14.0
## CV residual -77.7 -74.2 -60.1 -66.1 -59.4 -46.6 -60.7 -72.3 -62.0 -57.8 -53.0
## 35274 35275 35277 35284 35285 35286 35287 35290 35295 35299 35301
## Predicted 87.1 87.2 86.6 90.4 89.66 88.25 87.7 91.8 86.2 85.8306 92.8
## cvpred 88.2 88.3 87.6 91.4 90.64 89.27 88.7 92.7 87.4 86.9492 93.7
## pm2.5 44.0 53.0 56.0 104.0 88.00 85.00 66.0 61.0 63.0 87.0000 126.0
## CV residual -44.2 -35.3 -31.6 12.6 -2.64 -4.27 -22.7 -31.7 -24.4 0.0508 32.3
## 35302 35303 35305 35307 35308 35311 35316 35319 35320 35323 35326
## Predicted 89.7 93.2 93.5 93.2 92.8 92.8 91.07 89.0 87.6 88 92.8
## cvpred 90.8 94.0 94.4 94.0 93.7 93.7 92.02 90.1 88.8 89 93.7
## pm2.5 126.0 106.0 118.0 199.0 262.0 177.0 85.00 81.0 111.0 189 218.0
## CV residual 35.2 12.0 23.6 105.0 168.3 83.3 -7.02 -9.1 22.2 100 124.3
## 35328 35335 35338 35341 35343 35344 35345 35351 35358 35364 35365
## Predicted 93.522 74.5 91.1 88.7 85.1 83.5 81.6 91.2 91 93.9 92.8
## cvpred 94.405 75.6 92.1 89.8 86.3 84.7 82.7 92.2 92 94.7 93.7
## pm2.5 95.000 12.0 33.0 10.0 12.0 12.0 8.0 62.0 105 118.0 106.0
## CV residual 0.595 -63.6 -59.1 -79.8 -74.3 -72.7 -74.7 -30.2 13 23.3 12.3
## 35366 35367 35368 35369 35372 35373 35375 35376 35381 35385 35386
## Predicted 89.69 90.03 90.4 90.8 93.2 95.2 94.9 93.2 86.2 93.9 95.2
## cvpred 90.71 91.01 91.4 91.8 94.0 96.0 95.7 94.0 87.2 94.7 96.0
## pm2.5 96.00 82.00 63.0 79.0 115.0 131.0 287.0 299.0 49.0 170.0 180.0
## CV residual 5.29 -9.01 -28.4 -12.8 21.0 35.0 191.3 205.0 -38.2 75.3 84.0
## 35392 35393 35396 35398 35400 35404 35405 35408 35412 35413 35416
## Predicted 91.1 92.6 90.2 95.56 95.5 93.5 92.7 93.31 89.0 92.5 89.7
## cvpred 92.1 93.5 91.1 96.32 96.3 94.3 93.6 94.17 89.9 93.4 90.6
## pm2.5 111.0 133.0 103.0 93.00 122.0 213.0 196.0 90.00 52.0 55.0 48.0
## CV residual 18.9 39.5 11.9 -3.32 25.7 118.7 102.4 -4.17 -37.9 -38.4 -42.6
## 35417 35422 35425 35426 35427 35430 35431 35432 35437 35439 35441
## Predicted 88.6 98.7 99.4 100 100 101 102 101 97.1 98.7 95.2
## cvpred 89.6 99.3 100.0 101 101 102 102 102 97.7 99.3 95.9
## pm2.5 60.0 513.0 569.0 659 648 623 618 532 457.0 161.0 298.0
## CV residual -29.6 413.7 469.0 558 547 521 516 430 359.3 61.7 202.1
## 35446 35462 35467 35469 35471 35472 35473 35475 35476 35477 35482
## Predicted 103 99.0 79.7 77.1 76.7 71.2 70 67.1 67.8 65.9 94.1
## cvpred 104 99.7 80.7 78.2 77.6 72.3 71 68.1 68.8 66.8 94.9
## pm2.5 422 77.0 195.0 293.0 381.0 296.0 38 22.0 20.0 14.0 42.0
## CV residual 318 -22.7 114.3 214.8 303.4 223.7 -33 -46.1 -48.8 -52.8 -52.9
## 35490 35491 35494 35495 35499 35502 35505 35512 35518 35521 35523
## Predicted 88.1 86.71 95.0 95.7 92.9 101.4 101.4 98.8 80.5 73.8 64.5
## cvpred 89.0 87.63 95.7 96.3 93.4 101.9 101.9 99.4 81.5 74.8 65.6
## pm2.5 87.0 95.00 145.0 184.0 133.0 114.0 143.0 195.0 22.0 16.0 7.0
## CV residual -2.0 7.37 49.3 87.7 39.6 12.1 41.1 95.6 -59.5 -58.8 -58.6
## 35526 35527 35532 35534 35535 35538 35540 35543 35547 35548 35553
## Predicted 48.8 46.4 21.8 12.4740 7.28 -5.98 -12.5 -18.1 -31.1 -32.7 91.2
## cvpred 49.9 47.6 23.2 13.9069 8.74 -4.46 -10.9 -16.6 -29.5 -31.1 92.2
## pm2.5 8.0 7.0 7.0 14.0000 13.00 14.00 8.0 9.0 15.0 13.0 22.0
## CV residual -41.9 -40.6 -16.2 0.0931 4.26 18.46 18.9 25.6 44.5 44.1 -70.2
## 35555 35556 35559 35564 35567 35571 35579 35582 35583 35584 35587
## Predicted 91.2 88.6 88.5 83.4 94.2 94.2 93.31 92.5 92.1 91.1 92.5
## cvpred 92.2 89.6 89.6 84.5 95.1 95.1 94.17 93.4 93.1 92.1 93.4
## pm2.5 24.0 24.0 42.0 67.0 112.0 164.0 101.00 119.0 115.0 125.0 184.0
## CV residual -68.2 -65.6 -47.6 -17.5 16.9 68.9 6.83 25.6 21.9 32.9 90.6
## 35590 35597 35598 35600 35604 35610 35613 35614 35621 35622 35623
## Predicted 94.5 96.3 95.8 94.9 95.2 97.0 99.0 98.0 93.5 91.9 89.9
## cvpred 95.3 97.0 96.6 95.7 96.0 97.7 99.7 98.6 94.2 92.6 90.6
## pm2.5 237.0 350.0 321.0 239.0 311.0 282.0 301.0 325.0 270.0 252.0 234.0
## CV residual 141.7 253.0 224.4 143.3 215.0 184.3 201.3 226.4 175.8 159.4 143.4
## 35628 35630 35631 35632 35634 35637 35640 35642 35644 35646 35648
## Predicted 93.3 89.7 90.5 88.2 83.3 78.8 90.9 93.2 94.5 95.2 88.6
## cvpred 94.1 90.5 91.5 89.2 84.3 79.9 91.8 94.0 95.4 96.0 89.5
## pm2.5 210.0 142.0 122.0 59.0 40.0 32.0 43.0 55.0 60.0 42.0 32.0
## CV residual 115.9 51.5 30.5 -30.2 -44.3 -47.9 -48.8 -39.0 -35.4 -54.0 -57.5
## 35649 35651 35659 35661 35664 35667 35672 35674 35678 35679 35682
## Predicted 88.0 91.6 90.8 90.2 98.0 100 94.6 93.8 86.3 84.7 80.09
## cvpred 88.9 92.5 91.8 91.2 98.6 101 95.3 94.5 87.1 85.4 80.87
## pm2.5 14.0 18.0 14.0 45.0 59.0 30 26.0 29.0 38.0 49.0 74.00
## CV residual -74.9 -74.5 -77.8 -46.2 -39.6 -71 -69.3 -65.5 -49.1 -36.4 -6.87
## 35683 35685 35686 35687 35693 35696 35697 35702 35714 35716 35717
## Predicted 97.7 96.19 96.9 97.0 99.4 96.7 96.0 88.3 91.2 88.4 87.1
## cvpred 98.4 96.87 97.5 97.5 100.0 97.3 96.6 89.0 92.2 89.3 88.1
## pm2.5 80.0 106.00 113.0 139.0 111.0 119.0 125.0 149.0 9.0 13.0 13.0
## CV residual -18.4 9.13 15.5 41.5 11.0 21.7 28.4 60.0 -83.2 -76.3 -75.1
## 35718 35721 35724 35729 35730 35731 35739 35742 35750 35752 35755
## Predicted 91.5 92.1 94.0 86.5 84.22 82.27 100.7 99.7 100.1 100.1 101
## cvpred 92.4 93.1 94.8 87.2 84.98 83.07 101.3 100.3 100.6 100.6 102
## pm2.5 14.0 18.0 15.0 64.0 81.00 75.00 74.0 81.0 163.0 190.0 217
## CV residual -78.4 -75.1 -79.8 -23.2 -3.98 -8.07 -27.3 -19.3 62.4 89.4 115
## 35757 35760 35761 35766 35771 35775 35777 35787 35788 35790 35792
## Predicted 100 101 99.4 93.7 88.8 87.1 84.8 84.2 83.5 100 100.0
## cvpred 101 102 100.0 94.5 89.9 88.2 85.9 84.8 84.1 101 100.6
## pm2.5 226 213 229.0 20.0 26.0 12.0 17.0 344.0 281.0 150 133.0
## CV residual 125 111 129.0 -74.5 -63.9 -76.2 -68.9 259.2 196.9 49 32.4
## 35795 35796 35799 35805 35807 35808 35811 35814 35822 35824 35827
## Predicted 96.8 95.2 102 102.1 102 101.9 102.1 101.7 104.2 104.2 102
## cvpred 97.3 95.7 103 102.5 102 102.3 102.6 102.1 104.6 104.5 102
## pm2.5 103.0 81.0 117 148.0 167 180.0 172.0 179.0 124.0 143.0 120
## CV residual 5.7 -14.7 14 45.5 65 77.7 69.4 76.9 19.4 38.5 18
## 35828 35830 35831 35840 35842 35854 35860 35863 35865 35869 35872
## Predicted 100.4 97.9 96.2 102.0 95.5 77.6 87.3 73.7 68.6 53.7 41.6
## cvpred 100.7 98.2 96.6 102.4 95.9 79.0 88.5 75.1 70.0 55.2 43.3
## pm2.5 135.0 132.0 141.0 162.0 141.0 7.0 9.0 7.0 6.0 6.0 4.0
## CV residual 34.3 33.8 44.4 59.6 45.1 -72.0 -79.5 -68.1 -64.0 -49.2 -39.3
## 35874 35878 35881 35883 35885 35889 35891 35893 35895 35898 35901
## Predicted 35.4 82.6 82.2 77.0 72.7 64.1 59.3 55.0 48.7 81.7 87.7
## cvpred 37.1 83.9 83.5 78.4 74.1 65.5 60.7 56.5 50.3 83.1 88.8
## pm2.5 6.0 11.0 3.0 6.0 6.0 10.0 12.0 11.0 6.0 18.0 71.0
## CV residual -31.1 -72.9 -80.5 -72.4 -68.1 -55.5 -48.7 -45.5 -44.3 -65.1 -17.8
## 35902 35903 35904 35905 35906 35912 35913 35915 35917 35918 35919
## Predicted 86.93 86.2 90.1 91.1 88.31 91.5 91.1 92.5 92.5 94.16 95.714
## cvpred 88.07 87.4 91.1 92.1 89.39 92.4 92.1 93.4 93.3 94.96 96.444
## pm2.5 91.00 109.0 126.0 104.0 80.00 148.0 114.0 117.0 116.0 96.00 96.000
## CV residual 2.93 21.6 34.9 11.9 -9.39 55.6 21.9 23.6 22.7 1.04 -0.444
## 35921 35932 35934 35935 35936 35937 35938 35944 35945 35947 35950
## Predicted 93.74 97.7 96.9 97.8 97.5 98.3 98.7 94.5 95.9 95.59 97.6
## cvpred 94.48 98.4 97.6 98.5 98.2 99.0 99.3 95.3 96.7 96.38 98.3
## pm2.5 99.00 203.0 187.0 168.0 158.0 155.0 154.0 125.0 121.0 102.00 155.0
## CV residual 4.52 104.6 89.4 69.5 59.8 56.0 54.7 29.7 24.3 5.62 56.7
## 35951 35954 35961 35962 35963 35965 35972 35975 35978 35980 35981
## Predicted 99.7 97.1 89.2 88.5 87.8 86.37 80.3 78.3 75.0 74.0 101.8
## cvpred 100.2 97.7 89.8 89.1 88.4 86.95 80.9 78.9 75.7 74.6 102.3
## pm2.5 131.0 86.0 105.0 105.0 112.0 94.00 107.0 108.0 95.0 88.0 115.0
## CV residual 30.8 -11.7 15.2 15.9 23.6 7.05 26.1 29.1 19.3 13.4 12.7
## 35987 35989 35991 35995 36001 36007 36009 36011 36019 36021 36022
## Predicted 102.1 95.1 95.4 86.8 70.3 58.8 55.9 51.7 89.6 86.7 85.5
## cvpred 102.6 95.9 96.1 87.7 71.3 60.0 57.1 52.8 90.6 87.7 86.4
## pm2.5 79.0 20.0 10.0 10.0 9.0 10.0 12.0 12.0 11.0 15.0 26.0
## CV residual -23.6 -75.9 -86.1 -77.7 -62.3 -50.0 -45.1 -40.8 -79.6 -72.7 -60.4
## 36023 36030 36033 36034 36038 36039 36041 36045 36046 36047 36049
## Predicted 84.7 74.2 92.6 91.2 91.1 91.1 89.1 86.0 95.6 95.2 95.6
## cvpred 85.7 75.3 93.5 92.1 92.1 92.0 90.1 86.9 96.4 96.0 96.4
## pm2.5 24.0 9.0 13.0 13.0 20.0 20.0 24.0 47.0 53.0 64.0 66.0
## CV residual -61.7 -66.3 -80.5 -79.1 -72.1 -72.0 -66.1 -39.9 -43.4 -32.0 -30.4
## 36055 36056 36059 36060 36062 36063 36064 36072 36074 36077 36078
## Predicted 93.8 92.42 92.3 95.6 95.23 94.0 93.6 97.7 96.6 93.6 92.3
## cvpred 94.6 93.28 93.1 96.4 96.02 94.8 94.5 98.4 97.3 94.3 93.1
## pm2.5 112.0 100.00 64.0 73.0 103.00 126.0 146.0 177.0 268.0 181.0 146.0
## CV residual 17.4 6.72 -29.1 -23.4 6.98 31.2 51.5 78.6 170.7 86.7 52.9
## 36079 36081 36085 36086 36087 36088 36090 36093 36094 36100 36103
## Predicted 89.7 87.5 86.6 91.1 91.1 92.5 91.37 90.5 91.4 85.0 80.4
## cvpred 90.5 88.2 87.7 92.1 92.0 93.4 92.26 91.3 92.1 85.7 81.2
## pm2.5 141.0 124.0 36.0 39.0 55.0 114.0 95.00 229.0 175.0 193.0 176.0
## CV residual 50.5 35.8 -51.7 -53.1 -37.0 20.6 2.74 137.7 82.9 107.3 94.8
## 36104 36105 36107 36109 36112 36118 36123 36126 36130 36133 36135
## Predicted 79.2 77.2 76.3 72.7 71.4 98.6 99.0 99.0 101 100 99.3
## cvpred 79.9 78.0 77.0 73.5 72.1 99.3 99.7 99.7 102 101 99.9
## pm2.5 181.0 185.0 205.0 214.0 208.0 250.0 261.0 259.0 206 218 264.0
## CV residual 101.1 107.0 128.0 140.5 135.9 150.7 161.3 159.3 104 117 164.1
## 36140 36148 36151 36153 36155 36157 36159 36160 36161 36162 36169
## Predicted 100 99.3 97.9 100 102 100 98.6 97.9 101 101 101
## cvpred 101 99.9 98.4 101 103 101 99.1 98.4 102 101 101
## pm2.5 327 466.0 322.0 319 277 279 348.0 418.0 423 366 382
## CV residual 226 366.1 223.6 218 174 178 248.9 319.6 321 265 281
## 36170 36171 36176 36177 36178 36180 36181 36182 36183 36185 36186
## Predicted 98.8 98.1 90.2 89.7 91.0 98.7 96.3 95.6 95.2 95.7 95.6
## cvpred 99.3 98.6 90.9 90.3 91.5 99.3 97.0 96.3 96.0 96.3 96.3
## pm2.5 393.0 388.0 328.0 323.0 297.0 267.0 259.0 177.0 161.0 185.0 211.0
## CV residual 293.7 289.4 237.1 232.7 205.5 167.7 162.0 80.7 65.0 88.7 114.7
## 36190 36194 36196 36198 36202 36204 36211 36217 36218 36219 36222
## Predicted 93.9 99.5 99.1 99.7 99.7 92.4 84.0 78.7 79.0 78.3 96.6
## cvpred 94.4 100.1 99.7 100.3 100.3 93.2 84.9 79.4 79.7 79.0 97.3
## pm2.5 238.0 142.0 117.0 52.0 70.0 78.0 71.0 45.0 28.0 27.0 65.0
## CV residual 143.6 41.9 17.3 -48.3 -30.3 -15.2 -13.9 -34.4 -51.7 -52.0 -32.3
## 36223 36226 36228 36229 36232 36236 36238 36241 36242 36244 36250
## Predicted 95.9 93.5 91.7 89.74 84.9 99.0 98.68 98.7 98.0 98.7 99.49
## cvpred 96.6 94.2 92.3 90.44 85.6 99.7 99.31 99.3 98.6 99.3 100.03
## pm2.5 60.0 71.0 76.0 82.00 63.0 80.0 93.00 118.0 116.0 119.0 103.00
## CV residual -36.6 -23.2 -16.3 -8.44 -22.6 -19.7 -6.31 18.7 17.4 19.7 2.97
## 36251 36256 36258 36259 36260 36265 36268 36269 36270 36277 36280
## Predicted 94.79 93.9 91.7 91.7 91.4 90.1 88.0 88.3 102 97.8 94.8
## cvpred 95.49 94.7 92.6 92.5 92.2 90.7 88.6 88.9 103 98.4 95.3
## pm2.5 89.00 18.0 16.0 15.0 34.0 152.0 160.0 173.0 174 221.0 273.0
## CV residual -6.49 -76.7 -76.6 -77.5 -58.2 61.3 71.4 84.1 71 122.6 177.7
## 36281 36286 36287 36292 36293 36296 36299 36300 36305 36313 36314
## Predicted 93.5 102 103 101 101 102 101 100 101 103 102
## cvpred 94.0 103 103 102 102 103 101 101 102 104 102
## pm2.5 327.0 394 448 357 367 328 268 247 326 384 383
## CV residual 233.0 291 345 255 265 225 167 146 224 280 281
## 36315 36319 36320 36323 36328 36330 36333 36334 36337 36341 36342
## Predicted 101 98.4 97.1 95.1 102 104 103 103 99.2 94.9 102
## cvpred 102 98.9 97.6 95.6 103 104 104 104 99.6 95.5 103
## pm2.5 399 296.0 333.0 305.0 360 339 352 355 287.0 245.0 228
## CV residual 297 197.1 235.4 209.4 257 235 248 251 187.4 149.5 125
## 36346 36347 36351 36353 36355 36364 36378 36379 36383 36387 36396
## Predicted 101 102 101 101 103 103 101 101 103 103 104
## cvpred 102 103 102 101 103 104 102 101 104 104 104
## pm2.5 246 252 283 336 348 339 391 425 353 453 374
## CV residual 144 149 181 235 245 235 289 324 249 349 270
## 36397 36399 36400 36401 36404 36408 36409 36410 36413 36417 36420
## Predicted 103 103 103 104 103 104 103 104 102 104 107
## cvpred 104 103 103 104 104 104 104 104 103 105 107
## pm2.5 397 389 410 436 501 577 541 532 483 519 557
## CV residual 293 286 307 332 397 473 437 428 380 414 450
## 36425 36427 36428 36429 36430 36436 36440 36443 36449 36451 36455
## Predicted 106 104.1 102.08 100.5 107.1 81.8 68.6 62.1 93.2 93.2 98.0
## cvpred 107 104.3 102.33 100.7 107.3 82.6 69.6 63.1 94.0 94.0 98.7
## pm2.5 525 188.0 111.00 82.0 58.0 17.0 11.0 13.0 17.0 17.0 42.0
## CV residual 418 83.7 8.67 -18.7 -49.3 -65.6 -58.6 -50.1 -77.0 -77.0 -56.7
## 36460 36461 36462 36464 36466 36471 36475 36480 36486 36490 36499
## Predicted 100.3 99.6 102 100.4 102 95.9 98.6 101.4 100.9 92.7 89.5
## cvpred 100.8 100.0 103 100.9 103 96.5 99.3 101.9 101.3 93.3 90.5
## pm2.5 114.0 61.0 48 54.0 63 108.0 118.0 172.0 181.0 45.0 29.0
## CV residual 13.2 -39.0 -55 -46.9 -40 11.5 18.7 70.1 79.7 -48.3 -61.5
## 36501 36502 36506 36508 36510 36511 36516 36517 36522 36528 36533
## Predicted 88.4 88.1 90.7 102.1 102 102.1 100.1 100.1 93.0 99.9 102
## cvpred 89.3 89.0 91.2 102.6 103 102.6 100.6 100.6 93.7 100.3 103
## pm2.5 48.0 74.0 133.0 124.0 143 139.0 157.0 174.0 144.0 257.0 182
## CV residual -41.3 -15.0 41.8 21.4 40 36.4 56.4 73.4 50.3 156.7 79
## 36535 36536 36539 36542 36543 36546 36547 36549 36550 36553 36556
## Predicted 102 103 104 101 101 99.5 98.9 97.1 95.8 90.0 88.2
## cvpred 102 103 105 102 102 100.0 99.4 97.6 96.4 90.6 88.7
## pm2.5 209 225 269 295 322 240.0 230.0 242.0 241.0 266.0 226.0
## CV residual 107 122 164 193 220 140.0 130.6 144.4 144.6 175.4 137.3
## 36558 36561 36563 36567 36569 36572 36577 36578 36579 36581 36584
## Predicted 102.1 94.8 81.3 69.3 60.8 54.0 47.5 46.6 46.1 94.9 95.4
## cvpred 102.6 95.5 82.4 70.5 62.1 55.3 48.7 47.8 47.2 95.7 96.2
## pm2.5 75.0 7.0 14.0 13.0 7.0 12.0 14.0 10.0 9.0 14.0 30.0
## CV residual -27.6 -88.5 -68.4 -57.5 -55.1 -43.3 -34.7 -37.8 -38.2 -81.7 -66.2
## 36591 36592 36595 36596 36599 36600 36601 36607 36610 36614 36615
## Predicted 83.3 80.9 74.3 72.6 85.1 83.2 80.2 89.7 87.1 85.0 85.4
## cvpred 84.3 82.0 75.3 73.7 86.3 84.3 81.4 90.8 88.3 86.3 86.6
## pm2.5 25.0 27.0 39.0 49.0 16.0 12.0 12.0 12.0 23.0 15.0 12.0
## CV residual -59.3 -55.0 -36.3 -24.7 -70.3 -72.3 -69.4 -78.8 -65.3 -71.3 -74.6
## 36617 36620 36628 36629 36630 36631 36635 36637 36649 36652 36653
## Predicted 79.1 86.4 99.36 98.65 98.3 100.59 88.9 85.5 93.8 95.1 96.4
## cvpred 80.4 87.5 99.96 99.25 98.9 101.16 89.9 86.6 94.6 95.7 97.0
## pm2.5 12.0 27.0 91.00 99.00 97.0 100.00 64.0 26.0 111.0 110.0 143.0
## CV residual -68.4 -60.5 -8.96 -0.25 -1.9 -1.16 -25.9 -60.6 16.4 14.3 46.0
## 36659 36663 36665 36674 36675 36679 36683 36685 36688 36696 36698
## Predicted 103.9 100.7 97.5 100 100 99.1 98.7 99.2 94.9 87.24 84.6
## cvpred 104.3 101.3 98.1 101 101 99.7 99.3 99.7 95.6 87.79 85.2
## pm2.5 188.0 201.0 201.0 131 154 143.0 119.0 145.0 147.0 78.00 40.0
## CV residual 83.7 99.7 102.9 30 53 43.3 19.7 45.3 51.4 -9.79 -45.2
## 36699 36703 36705 36709 36714 36715 36717 36718 36719 36721 36723
## Predicted 83.0 101.1 101.8 101.8 99.0 98.4 102.7 103.2 102.1 103 102
## cvpred 83.6 101.6 102.3 102.3 99.5 98.9 103.1 103.6 102.6 103 103
## pm2.5 36.0 78.0 76.0 96.0 122.0 135.0 159.0 183.0 187.0 224 260
## CV residual -47.6 -23.6 -26.3 -6.3 22.5 36.1 55.9 79.4 84.4 121 157
## 36726 36727 36730 36733 36736 36738 36742 36747 36753 36758 36760
## Predicted 103 104 100 103 102 102 88.8 95.5 82.8 87.2 87.6
## cvpred 103 104 101 104 103 103 89.5 96.1 83.7 88.3 88.7
## pm2.5 260 259 245 272 225 209 18.0 14.0 11.0 10.0 13.0
## CV residual 157 155 144 168 122 106 -71.5 -82.1 -72.7 -78.3 -75.7
## 36764 36767 36768 36769 36774 36776 36777 36778 36789 36790 36792
## Predicted 90.0 92.5 90.4 89.1 95.9 96.3 93.2 89.7 80.1 94.2 83.9
## cvpred 91.1 93.4 91.4 90.1 96.7 97.0 94.0 90.7 81.0 95.1 85.0
## pm2.5 20.0 52.0 66.0 36.0 15.0 21.0 32.0 21.0 40.0 39.0 37.0
## CV residual -71.1 -41.4 -25.4 -54.1 -81.7 -76.0 -62.0 -69.7 -41.0 -56.1 -48.0
## 36794 36797 36800 36801 36804 36810 36812 36814 36815 36816 36820
## Predicted 78.4 71.6 67.4 66.2 61.9 84.9 82.4 79.5 80.2 79.2 98.3
## cvpred 79.6 72.7 68.5 67.3 63.1 85.9 83.3 80.4 81.0 80.0 99.0
## pm2.5 19.0 11.0 12.0 15.0 7.0 20.0 32.0 52.0 63.0 66.0 78.0
## CV residual -60.6 -61.7 -56.5 -52.3 -56.1 -65.9 -51.3 -28.4 -18.0 -14.0 -21.0
## 36821 36822 36825 36830 36833 36839 36846 36858 36859 36869 36870
## Predicted 98.0 100 99.9 98.0 94.8 93.3 99.3 93.0 92.1 103.5 103.9
## cvpred 98.6 101 100.5 98.6 95.5 93.9 99.9 93.6 92.7 103.9 104.3
## pm2.5 85.0 82 116.0 110.0 136.0 189.0 141.0 121.0 137.0 144.0 150.0
## CV residual -13.6 -19 15.5 11.4 40.5 95.1 41.1 27.4 44.3 40.1 45.7
## 36877 36880 36884 36889 36896 36899 36900 36902 36903 36904 36911
## Predicted 88.5 78.4 61.8 49.8 97.6 97.4 97.9 94.6 93.0 89.4 72.0
## cvpred 89.1 79.1 62.6 50.6 98.2 98.1 98.4 95.2 93.5 90.0 72.8
## pm2.5 36.0 30.0 24.0 23.0 14.0 16.0 27.0 67.0 76.0 79.0 47.0
## CV residual -53.1 -49.1 -38.6 -27.6 -84.2 -82.1 -71.4 -28.2 -17.5 -11.0 -25.8
## 36914 36923 36925 36937 36938 36944 36945 36947 36956 36961 36962
## Predicted 70.7 100.72 98.3 82.4 81.1 70.6 67.6 62.4 94.9 94.3 92.4
## cvpred 71.4 101.23 98.8 83.2 82.0 71.5 68.6 63.4 95.7 95.1 93.2
## pm2.5 29.0 96.00 79.0 10.0 7.0 11.0 9.0 13.0 12.0 6.0 5.0
## CV residual -42.4 -5.23 -19.8 -73.2 -75.0 -60.5 -59.6 -50.4 -83.7 -89.1 -88.2
## 36963 36965 36967 36968 36969 36971 36973 36975 36976 36979 36981
## Predicted 89.7 88.8 98.0 99.0 98.0 95.2 92.7 93.9 93.0 88.4 86.9
## cvpred 90.5 89.5 98.6 99.7 98.7 96.0 93.6 94.7 93.8 89.2 87.7
## pm2.5 7.0 13.0 16.0 26.0 18.0 21.0 20.0 18.0 19.0 36.0 49.0
## CV residual -83.5 -76.5 -82.6 -73.7 -80.7 -75.0 -73.6 -76.7 -74.8 -53.2 -38.7
## 36983 36985 36986 36989 36993 36998 36999 37003 37005 37009
## Predicted 84.2 81.5 99.7 100.84 94.6 90.5 89.5 81.6 95.7 100.05
## cvpred 84.9 82.2 100.3 101.29 95.2 91.5 90.5 82.6 96.4 100.62
## pm2.5 55.0 71.0 76.0 93.00 109.0 21.0 17.0 11.0 31.0 98.00
## CV residual -29.9 -11.2 -24.3 -8.29 13.8 -70.5 -73.5 -71.6 -65.4 -2.62
## 37010 37011 37014 37016 37020 37028 37031 37039 37041 37045 37050
## Predicted 99.73 101.4 103.5 103.5 102.8 92.3 88.9 107 107 105 104
## cvpred 100.32 101.9 103.9 103.9 103.3 92.7 89.3 108 108 105 104
## pm2.5 96.00 119.0 147.0 150.0 166.0 155.0 214.0 270 260 270 167
## CV residual -4.32 17.1 43.1 46.1 62.7 62.3 124.7 162 152 165 63
## 37052 37055 37057 37062 37064 37066 37067 37070 37072 37073 37074
## Predicted 101.8 101 108 106 104 100 106 107 106.4 104.1 103.2
## cvpred 102.1 101 108 106 104 101 106 107 106.7 104.4 103.5
## pm2.5 184.0 252 290 279 228 233 239 223 206.0 189.0 188.0
## CV residual 81.9 151 182 173 124 132 133 116 99.3 84.6 84.5
## 37075 37076 37082 37086 37095 37096 37098 37102 37105 37107 37113
## Predicted 102.6 103.0 109.4 109 110 110 107 112 111 111 112
## cvpred 102.9 103.2 109.5 109 110 110 107 112 111 112 112
## pm2.5 163.0 165.0 201.0 275 327 286 269 387 465 435 340
## CV residual 60.1 61.8 91.5 166 217 176 162 275 354 323 228
## 37123 37125 37126 37129 37135 37138 37139 37141 37142 37145 37150
## Predicted 106.4 105.816 105.1 108.0 110.4 110.9 109.6 109.5 107.2 107.2 102.5
## cvpred 106.7 106.016 105.3 108.2 110.4 110.9 109.6 109.6 107.3 107.3 102.6
## pm2.5 95.0 107.000 111.0 145.0 194.0 194.0 165.0 100.0 83.0 60.0 183.0
## CV residual -11.7 0.984 5.7 36.8 83.6 83.1 55.4 -9.6 -24.3 -47.3 80.4
## 37151 37153 37156 37170 37171 37173 37174 37177 37180 37182 37183
## Predicted 112 112 110.8 105.2 105.6 102.5 102 108.0 107.5 105.0 105.0
## cvpred 112 112 110.8 105.6 105.9 102.9 102 108.2 107.7 105.3 105.2
## pm2.5 217 222 22.0 25.0 26.0 36.0 47 61.0 63.0 39.0 42.0
## CV residual 105 110 -88.8 -80.6 -79.9 -66.9 -55 -47.2 -44.7 -66.3 -63.2
## 37190 37191 37205 37206 37209 37218 37219 37224 37229 37230 37232
## Predicted 98.6 96.7 90.2 90.3 109.4 102.5 100.9 105.7 109.0 108.8 110
## cvpred 99.3 97.3 90.5 90.6 109.5 102.8 101.2 105.7 109.1 108.9 110
## pm2.5 14.0 11.0 153.0 116.0 180.0 72.0 27.0 175.0 174.0 180.0 214
## CV residual -85.3 -86.3 62.5 25.4 70.5 -30.8 -74.2 69.3 64.9 71.1 104
## 37234 37237 37240 37244 37245 37246 37247 37251 37256 37259 37260
## Predicted 111 107.6 102 94.4 94.1 106.6 108.3 109.38 109.3 101.8 100.5
## cvpred 111 107.8 102 94.8 94.5 106.9 108.5 109.53 109.5 102.1 100.8
## pm2.5 216 121.0 63 69.0 65.0 83.0 90.0 103.00 138.0 119.0 80.0
## CV residual 105 13.2 -39 -25.8 -29.5 -23.9 -18.5 -6.53 28.5 16.9 -20.8
## 37270 37271 37273 37280 37282 37283 37284 37285 37294 37295 37298
## Predicted 93.54 93.0 88.4 93.6 86.5 80.6 76 70.0 92.4 92.8 95.0
## cvpred 93.88 93.3 88.8 94.4 87.3 81.6 77 71.1 93.3 93.7 95.6
## pm2.5 87.00 72.0 64.0 15.0 6.0 9.0 14 14.0 22.0 20.0 35.0
## CV residual -6.88 -21.3 -24.8 -79.4 -81.3 -72.6 -63 -57.1 -71.3 -73.7 -60.6
## 37301 37302 37307 37309 37316 37319 37322 37324 37325 37326 37327
## Predicted 94.4 95.1 101.4 101.4 86.0 101 101.2 103.2 102.8 102.5 101.4
## cvpred 94.9 95.5 101.9 101.9 86.9 101 101.7 103.6 103.3 102.9 101.9
## pm2.5 32.0 36.0 53.0 41.0 14.0 31 33.0 28.0 32.0 37.0 36.0
## CV residual -62.9 -59.5 -48.9 -60.9 -72.9 -70 -68.7 -75.6 -71.3 -65.9 -65.9
## 37330 37332 37334 37338 37341 37344 37348 37350 37352 37353 37355
## Predicted 93.3 87.9 94.5 93.1 92.7 103.3 105.2 105.2 105.93 101.8 97.7
## cvpred 94.1 88.8 95.4 93.9 93.3 103.8 105.6 105.6 106.24 102.3 98.4
## pm2.5 8.0 11.0 4.0 10.0 37.0 49.0 65.0 61.0 102.00 91.0 51.0
## CV residual -86.1 -77.8 -91.4 -83.9 -56.3 -54.8 -40.6 -44.6 -4.24 -11.3 -47.4
## 37357 37366 37371 37377 37378 37379 37382 37386 37388 37390
## Predicted 93.0 80.11 104.5 107.31 107.0 105.91 104.6 99.7 99.15 107.3
## cvpred 93.8 80.72 104.9 107.56 107.2 106.19 104.9 100.2 99.52 107.6
## pm2.5 39.0 82.00 63.0 105.00 92.0 103.00 92.0 88.0 105.00 123.0
## CV residual -54.8 1.28 -41.9 -2.56 -15.2 -3.19 -12.9 -12.2 5.48 15.4
## 37391 37392 37393 37398 37401 37407 37410 37415 37418 37424 37426
## Predicted 108.0 107.1 106.5 109.4 109.4 104.1 98.6 95.1 92.3 111.8 111.8
## cvpred 108.2 107.3 106.7 109.5 109.5 104.4 98.9 95.3 92.5 111.8 111.8
## pm2.5 147.0 155.0 166.0 195.0 181.0 158.0 139.0 136.0 136.0 196.0 162.0
## CV residual 38.8 47.7 59.3 85.5 71.5 53.6 40.1 40.7 43.5 84.2 50.2
## 37435 37441 37442 37443 37447 37449 37450 37451 37454 37462 37475
## Predicted 89.3 96.6 95.3 94.6 104.98 101.96 99.3 97.4 94.0 104.9 105.9
## cvpred 89.9 96.9 95.6 94.9 105.24 102.26 99.7 97.8 94.5 105.2 106.2
## pm2.5 73.0 165.0 175.0 112.0 106.00 101.00 88.0 125.0 74.0 65.0 47.0
## CV residual -16.9 68.1 79.4 17.1 0.76 -1.26 -11.7 27.2 -20.5 -40.2 -59.2
## 37478 37479 37480 37489 37490 37497 37498 37500 37503 37504 37508
## Predicted 102.8 102.8 101.6 97.3 105.9 105.2 104.9 103.1 98.4 97.1 104.3
## cvpred 103.3 103.3 102.1 97.7 106.2 105.5 105.2 103.6 98.9 97.6 104.7
## pm2.5 43.0 36.0 41.0 78.0 82.0 143.0 190.0 187.0 78.0 75.0 119.0
## CV residual -60.3 -67.3 -61.1 -19.7 -24.2 37.5 84.8 83.4 -20.9 -22.6 14.3
## 37509 37514 37518 37521 37533 37535 37537 37539 37541 37545 37548
## Predicted 103.1 100.5 106.6 109.7 96.8 95.9 95.1 111 111 111 112
## cvpred 103.4 100.8 106.8 109.8 97.0 96.0 95.2 112 112 111 112
## pm2.5 119.0 128.0 150.0 157.0 136.0 186.0 254.0 262 280 244 274
## CV residual 15.6 27.2 43.2 47.2 39.0 90.0 158.8 150 168 133 162
## 37550 37551 37557 37563 37564 37573 37575 37578 37582 37594 37603
## Predicted 109 111 106 109.8 108.6 105.1 92.2 86.2 78.8 106.3 100.0
## cvpred 109 111 106 109.9 108.6 105.1 92.6 86.7 79.4 106.5 100.5
## pm2.5 266 239 252 55.0 57.0 93.0 53.0 38.0 54.0 52.0 67.0
## CV residual 157 128 146 -54.9 -51.6 -12.1 -39.6 -48.7 -25.4 -54.5 -33.5
## 37605 37609 37611 37614 37615 37620 37622 37625 37626 37629
## Predicted 99.97 105.2 104.49 109.4 110.40 110 111.23 111.9 111.21 109.7
## cvpred 100.46 105.6 104.81 109.5 110.49 110 111.27 111.9 111.21 109.7
## pm2.5 91.00 127.0 112.00 124.0 107.00 93 103.00 101.0 117.00 127.0
## CV residual -9.46 21.4 7.19 14.5 -3.49 -17 -8.27 -10.9 5.79 17.3
## 37630 37633 37636 37637 37640 37641 37643 37647 37650 37653 37654
## Predicted 109 106.3 105.2 114.2 114.9 114.5 113.1 110.8 106.3 96.62 94.7
## cvpred 109 106.3 105.2 114.1 114.8 114.4 113.1 110.7 106.3 96.81 94.9
## pm2.5 141 152.0 156.0 143.0 150.0 162.0 179.0 158.0 162.0 92.00 83.0
## CV residual 32 45.7 50.8 28.9 35.2 47.6 65.9 47.3 55.7 -4.81 -11.9
## 37656 37657 37658 37660 37665 37672 37673 37677 37678 37679 37680
## Predicted 90.43 90.40 110.1 108.7 107.6 98.3 95.9 90.2 90.2 110.1 109.7
## cvpred 90.74 90.68 110.2 108.8 107.7 98.5 96.2 90.4 90.4 110.2 109.8
## pm2.5 86.00 83.00 84.0 77.0 72.0 46.0 55.0 59.0 67.0 72.0 78.0
## CV residual -4.74 -7.68 -26.2 -31.8 -35.7 -52.5 -41.2 -31.4 -23.4 -38.2 -31.8
## 37682 37683 37690 37697 37700 37701 37704 37705 37708 37711 37712
## Predicted 110.75 109.71 103.6 104.0 101.2 100.3 109.7 108.3 108.0 105.1 108.7
## cvpred 110.85 109.83 103.8 104.3 101.4 100.5 109.8 108.5 108.2 105.4 108.9
## pm2.5 105.00 112.00 64.0 33.0 56.0 59.0 72.0 76.0 90.0 46.0 49.0
## CV residual -5.85 2.17 -39.8 -71.3 -45.4 -41.5 -37.8 -32.5 -18.2 -59.4 -59.9
## 37716 37719 37720 37724 37727 37731 37740 37741 37749 37751 37753
## Predicted 102.8 104 102.0 93.9 107.1 108.33 106.3 105.5 95.0 91.8 91.5
## cvpred 103.3 104 102.4 94.3 107.3 108.51 106.5 105.8 95.1 92.0 91.6
## pm2.5 39.0 24 25.0 32.0 66.0 106.00 36.0 56.0 73.0 60.0 73.0
## CV residual -64.3 -80 -77.4 -62.3 -41.3 -2.51 -70.5 -49.8 -22.1 -32.0 -18.6
## 37758 37760 37761 37762 37763 37774 37776 37777 37782 37784 37791
## Predicted 86.6 86.0 84.8 83.5 83 112.6 109.4 109.5 104.70 102.19 113.4
## cvpred 86.7 86.1 84.8 83.6 83 112.6 109.4 109.5 104.68 102.18 113.3
## pm2.5 99.0 129.0 136.0 151.0 162 71.0 80.0 82.0 96.00 109.00 135.0
## CV residual 12.3 42.9 51.2 67.4 79 -41.6 -29.4 -27.5 -8.68 6.82 21.7
## 37793 37799 37802 37804 37805 37806 37816 37817 37819 37820
## Predicted 109.5 113.30 112.8 112.8 112.8 112.47 109.62 107.3 106.81 106.58
## cvpred 109.4 113.24 112.8 112.8 112.8 112.46 109.66 107.4 106.92 106.63
## pm2.5 121.0 121.00 136.0 155.0 141.0 110.00 102.00 90.0 112.00 101.00
## CV residual 11.6 7.76 23.2 42.2 28.2 -2.46 -7.66 -17.4 5.08 -5.63
## 37824 37833 37834 37835 37836 37842 37843 37847 37853 37854 37855
## Predicted 95.2 110 111.2 108 108.5 110.1 108.5 103.7 112.5 111.2 109.6
## cvpred 95.2 110 111.3 108 108.6 110.1 108.5 103.7 112.5 111.2 109.6
## pm2.5 55.0 31 38.0 39 61.0 48.0 52.0 35.0 72.0 80.0 58.0
## CV residual -40.2 -79 -73.3 -69 -47.6 -62.1 -56.5 -68.7 -40.5 -31.2 -51.6
## 37859 37863 37864 37870 37871 37874 37880 37883 37886 37888 37892
## Predicted 104.8 104.9 106.3 103.38 103.5 111.4 110.3 110.5 106 106 103.5
## cvpred 105.1 105.2 106.5 103.48 103.5 111.5 110.3 110.6 106 106 103.7
## pm2.5 35.0 72.0 84.0 98.00 116.0 37.0 80.0 132.0 51 41 63.0
## CV residual -70.1 -33.2 -22.5 -5.48 12.5 -74.5 -30.3 21.4 -55 -65 -40.7
## 37898 37903 37904 37905 37910 37915 37917 37922 37925 37928 37930
## Predicted 109.3 111.4 111.4 109.02 110.4 101.6 99.79 97.05 112.8 112.44 113.8
## cvpred 109.4 111.5 111.5 109.18 110.5 101.8 99.91 97.12 112.8 112.41 113.8
## pm2.5 92.0 83.0 96.0 113.00 136.0 99.0 95.00 89.00 97.0 115.00 156.0
## CV residual -17.4 -28.5 -15.5 3.82 25.5 -2.8 -4.91 -8.12 -15.8 2.59 42.2
## 37932 37933 37934 37935 37936 37937 37942 37946 37963 37969 37973
## Predicted 113.3 112.6 111.6 110 108 106 98.99 93.95 103.3 77.0 59.7
## cvpred 113.2 112.6 111.6 110 108 106 99.03 93.99 103.5 77.4 60.2
## pm2.5 170.0 135.0 98.0 86 81 79 90.00 97.00 130.0 47.0 34.0
## CV residual 56.8 22.4 -13.6 -24 -27 -27 -9.03 3.01 26.5 -30.4 -26.2
## 37974 37989 37992 37993 37997 37998 37999 38005 38013 38015 38017
## Predicted 55.1 108.0 108.7 109.7 110.1 109.4 110.1 101.2 71.5 61.5 54.06
## cvpred 55.7 108.2 108.9 109.8 110.2 109.5 110.2 101.5 72.2 62.2 54.75
## pm2.5 34.0 21.0 42.0 42.0 42.0 39.0 64.0 121.0 96.0 50.0 52.00
## CV residual -21.7 -87.2 -66.9 -67.8 -68.2 -70.5 -46.2 19.5 23.8 -12.2 -2.75
## 38021 38022 38023 38025 38026 38027 38028 38033 38036 38041 38042
## Predicted 39.96 37.42 35.1 27.1 21.1 14.9 10.7 -14.9 -23.7 105.2 103.0
## cvpred 40.78 38.22 35.9 28.0 22.2 16.0 11.9 -13.6 -22.4 105.6 103.4
## pm2.5 38.00 41.00 46.0 51.0 59.0 57.0 56.0 43.0 26.0 67.0 82.0
## CV residual -2.78 2.78 10.1 23.0 36.8 41.0 44.1 56.6 48.4 -38.6 -21.4
## 38045 38049 38050 38052 38053 38054 38056 38058 38059 38065 38067
## Predicted 103.3 97.7 94.7 98.7 98.6 98.6 97.2 97.2 95.5 105.6 105.0
## cvpred 103.8 98.2 95.3 99.3 99.3 99.2 97.8 97.7 96.1 105.9 105.2
## pm2.5 63.0 49.0 35.0 52.0 31.0 39.0 33.0 38.0 32.0 59.0 63.0
## CV residual -40.8 -49.2 -60.3 -47.3 -68.3 -60.2 -64.8 -59.7 -64.1 -46.9 -42.2
## 38071 38072 38074 38077 38083 38087 38090 38091 38099 38101 38106
## Predicted 105.9 106.3 108.3 109.01 110.75 111.4 111.8 111.6 103.5 94.9 75.4
## cvpred 106.2 106.5 108.5 109.17 110.85 111.5 111.8 111.6 103.7 95.3 76.0
## pm2.5 71.0 61.0 97.0 103.00 106.00 134.0 126.0 127.0 105.0 84.0 12.0
## CV residual -35.2 -45.5 -11.5 -6.17 -4.85 22.5 14.2 15.4 1.3 -11.3 -64.0
## 38107 38115 38118 38119 38131 38132 38134 38142 38147 38148 38149
## Predicted 73.8 111.90 112.8 112.5 97.3 95.4 92.1 109.7 106.6 104.6 102.7
## cvpred 74.4 111.87 112.8 112.5 97.5 95.6 92.4 109.8 106.7 104.7 102.8
## pm2.5 12.0 109.00 125.0 126.0 67.0 80.0 63.0 75.0 83.0 79.0 69.0
## CV residual -62.4 -2.87 12.2 13.5 -30.5 -15.6 -29.4 -34.8 -23.7 -25.7 -33.8
## 38152 38156 38162 38167 38173 38175 38183 38184 38189 38190 38192
## Predicted 98.4 89.1 110.1 110.4 110.2 110.4 103.1 104.5 110.8 108.9 106
## cvpred 98.5 89.4 110.2 110.5 110.3 110.4 103.3 104.6 110.9 108.9 106
## pm2.5 74.0 45.0 50.0 50.0 62.0 63.0 40.0 42.0 49.0 46.0 39
## CV residual -24.5 -44.4 -60.2 -60.5 -48.3 -47.4 -63.3 -62.6 -61.9 -62.9 -67
## 38195 38199 38202 38204 38208 38209 38210 38213 38214 38216 38222
## Predicted 100.8 106 100.8 112.5 108.7 113.5 113.5 112.6 112.1 113.5 108
## cvpred 100.8 106 100.9 112.5 108.7 113.5 113.5 112.6 112.2 113.4 108
## pm2.5 34.0 16 17.0 20.0 35.0 40.0 46.0 47.0 57.0 72.0 23
## CV residual -66.8 -90 -83.9 -92.5 -73.7 -73.5 -67.5 -65.6 -55.2 -41.4 -85
## 38223 38225 38227 38228 38229 38238 38241 38243 38246 38247 38251
## Predicted 104.3 99.3 95.4 93.8 92.2 114 114.53 113.81 112.6 109.3 86.8
## cvpred 104.5 99.4 95.5 93.9 92.2 114 114.43 113.72 112.6 109.3 87.2
## pm2.5 23.0 30.0 40.0 52.0 64.0 57 106.00 112.00 82.0 52.0 30.0
## CV residual -81.5 -69.4 -55.5 -41.9 -28.2 -57 -8.43 -1.72 -30.6 -57.3 -57.2
## 38256 38257 38259 38260 38262 38271 38273 38276 38279 38280 38283
## Predicted 69.4 66.8 61.4 58.9 51.4 19.01 104.0 108.0 102.4 108.0 109.7
## cvpred 70.0 67.4 62.0 59.5 52.0 19.76 104.3 108.2 102.7 108.2 109.8
## pm2.5 25.0 32.0 34.0 32.0 29.0 14.00 18.0 19.0 25.0 27.0 68.0
## CV residual -45.0 -35.4 -28.0 -27.5 -23.0 -5.76 -86.3 -89.2 -77.7 -81.2 -41.8
## 38288 38289 38292 38295 38302 38305 38310 38315 38316 38318 38320
## Predicted 106.7 105.3 104.8 103.88 94.3 109.0 111.1 103.6 102.0 106.1 105.7
## cvpred 106.8 105.4 105.1 104.11 94.4 109.2 111.1 103.8 102.2 106.3 105.9
## pm2.5 37.0 89.0 45.0 96.00 105.0 203.0 93.0 50.0 74.0 48.0 49.0
## CV residual -69.8 -16.4 -60.1 -8.11 10.6 93.8 -18.1 -53.8 -28.2 -58.3 -56.9
## 38321 38322 38323 38326 38328 38329 38331 38333 38342 38346 38351
## Predicted 107.1 108.3 106.4 102.7 100.72 110.8 109.7 111.4 106.5 96.1 92.1
## cvpred 107.3 108.5 106.7 102.9 100.86 110.8 109.8 111.5 106.6 96.3 92.2
## pm2.5 45.0 42.0 38.0 63.0 105.00 74.0 80.0 76.0 87.0 52.0 28.0
## CV residual -62.3 -66.5 -68.7 -39.9 4.14 -36.8 -29.8 -35.5 -19.6 -44.3 -64.2
## 38353 38355 38361 38369 38372 38380 38392 38395 38396 38397 38400
## Predicted 89.4 88.7 112.8 105.6 101.6 113.7 110.5 105.87 106.53 117.6 117.3
## cvpred 89.6 88.9 112.8 105.6 101.5 113.6 110.3 105.76 106.36 117.4 117.1
## pm2.5 34.0 64.0 89.0 77.0 146.0 61.0 143.0 102.00 97.00 104.0 167.0
## CV residual -55.6 -24.9 -23.8 -28.6 44.5 -52.6 32.7 -3.76 -9.36 -13.4 49.9
## 38402 38405 38406 38411 38414 38418 38421 38423 38424 38425 38426
## Predicted 116.6 116.6 114.7 101.0 111.4 111.2 110.5 104.5 102.4 101.83 114.9
## cvpred 116.4 116.4 114.5 101.1 111.5 111.2 110.3 104.4 102.4 101.82 114.8
## pm2.5 196.0 197.0 168.0 17.0 18.0 20.0 45.0 122.0 114.0 106.00 62.0
## CV residual 79.6 80.6 53.5 -84.1 -93.5 -91.2 -65.3 17.6 11.6 4.18 -52.8
## 38429 38432 38433 38434 38436 38441 38448 38451 38458 38463 38467
## Predicted 114.5 115.2 114.0 113.4 114.9 113.19 106.7 103.3 119 104.1 92.8
## cvpred 114.4 115.1 113.9 113.3 114.7 113.02 106.5 103.2 119 104.1 92.9
## pm2.5 80.0 79.0 80.0 79.0 85.0 115.00 144.0 165.0 259 59.0 38.0
## CV residual -34.4 -36.1 -33.9 -34.3 -29.7 1.98 37.5 61.8 140 -45.1 -54.9
## 38473 38475 38476 38480 38481 38483 38484 38489 38491 38492 38493
## Predicted 90.1 86.21 85.65 117.6 116.6 112.2 109.3 94.3 92.5 91.2 117.0
## cvpred 90.1 86.26 85.67 117.4 116.4 112.1 109.2 94.4 92.5 91.3 116.8
## pm2.5 73.0 84.00 80.00 102.0 105.0 94.0 92.0 46.0 57.0 59.0 61.0
## CV residual -17.1 -2.26 -5.67 -15.4 -11.4 -18.1 -17.2 -48.4 -35.5 -32.3 -55.8
## 38495 38497 38501 38502 38504 38510 38511 38512 38513 38518 38520
## Predicted 113.4 111.22 115.3 115.5 113.5 109.0 108 119 118.8 112.9 111.5
## cvpred 113.3 111.06 115.2 115.2 113.3 108.7 108 119 118.5 112.7 111.2
## pm2.5 87.0 104.00 99.0 98.0 83.0 88.0 78 84 99.0 91.0 92.0
## CV residual -26.3 -7.06 -16.2 -17.2 -30.3 -20.7 -30 -35 -19.5 -21.7 -19.2
## 38521 38522 38523 38532 38535 38536 38539 38540 38541 38544 38547
## Predicted 110.8 119.0 118.67 98.1 79.6 74.0 62.2 61.6 108.7 112.5 111
## cvpred 110.5 118.7 118.38 98.3 80.0 74.5 62.7 62.1 108.9 112.5 111
## pm2.5 95.0 107.0 123.00 113.0 12.0 7.0 8.0 10.0 13.0 21.0 8
## CV residual -15.5 -11.7 4.62 14.7 -68.0 -67.5 -54.7 -52.1 -95.9 -91.5 -103
## 38549 38560 38561 38567 38572 38573 38574 38575 38577 38583 38584
## Predicted 111 94.5 90.9 103.1 112.5 104 107.2 113.5 104.2 73.8 72.6
## cvpred 111 94.7 91.1 103.4 112.5 104 107.3 113.5 104.3 74.1 72.8
## pm2.5 8 26.0 27.0 29.0 39.0 39 40.0 40.0 102.0 12.0 16.0
## CV residual -103 -68.7 -64.1 -74.4 -73.5 -65 -67.3 -73.5 -2.3 -62.1 -56.8
## 38587 38589 38590 38591 38593 38597 38598 38605 38607 38608 38610
## Predicted 64.8 52.8 110 109.2 110.8 112.8 112.5 108.1 105.2 102.0 94.8
## cvpred 65.1 53.4 110 109.4 110.8 112.8 112.5 108.3 105.4 102.2 95.0
## pm2.5 12.0 11.0 8 17.0 12.0 27.0 38.0 15.0 29.0 21.0 32.0
## CV residual -53.1 -42.4 -102 -92.4 -98.8 -85.8 -74.5 -93.3 -76.4 -81.2 -63.0
## 38612 38614 38616 38624 38626 38635 38637 38638 38641 38642 38646
## Predicted 89.4 88.1 83.5 114.3 114.0 111.2 113.5 116 115.6 115.2 111.2
## cvpred 89.6 88.2 83.6 114.2 113.9 111.3 113.5 116 115.4 115.1 111.2
## pm2.5 32.0 34.0 40.0 78.0 75.0 30.0 38.0 63 79.0 71.0 73.0
## CV residual -57.6 -54.2 -43.6 -36.2 -38.9 -81.3 -75.5 -53 -36.4 -44.1 -38.2
## 38649 38650 38652 38654 38657 38661 38665 38667 38668 38672
## Predicted 114.9 114.5 111.31 108.74 103.876 97.45 93.2 116.3 115.9 116.96
## cvpred 114.8 114.4 111.22 108.62 103.748 97.39 93.2 116.1 115.8 116.76
## pm2.5 88.0 85.0 104.00 99.00 104.000 95.00 72.0 84.0 90.0 108.00
## CV residual -26.8 -29.4 -7.22 -9.62 0.252 -2.39 -21.2 -32.1 -25.8 -8.76
## 38674 38676 38688 38693 38695 38696 38699 38701 38702 38703 38716
## Predicted 114.87 115.9 115.8 118.7 114.7 112.8 106.5 116.7 114.0 113.9 113.8
## cvpred 114.74 115.7 115.5 118.4 114.5 112.5 106.4 116.5 113.8 113.8 113.7
## pm2.5 123.00 132.0 83.0 46.0 59.0 52.0 40.0 29.0 33.0 37.0 55.0
## CV residual 8.26 16.3 -32.5 -72.4 -55.5 -60.5 -66.4 -87.5 -80.8 -76.8 -58.7
## 38717 38718 38720 38721 38722 38724 38725 38733 38736 38738 38740
## Predicted 113 115.8 115.9 115.4 113.4 116.3 114.9 114.0 110.6 108 107.0
## cvpred 113 115.6 115.7 115.2 113.3 116.1 114.7 113.9 110.5 108 106.9
## pm2.5 24 21.0 25.0 25.0 18.0 24.0 20.0 44.0 48.0 53 52.0
## CV residual -89 -94.6 -90.7 -90.2 -95.3 -92.1 -94.7 -69.9 -62.5 -55 -54.9
## 38741 38748 38749 38753 38755 38756 38762 38763 38765 38766 38773
## Predicted 105.4 114.9 114.5 108.8 105.9 105.4 116.6 116 116 117.6 115.9
## cvpred 105.3 114.8 114.4 108.7 105.9 105.3 116.4 116 116 117.4 115.7
## pm2.5 37.0 33.0 25.0 43.0 54.0 56.0 48.0 62 83 87.0 48.0
## CV residual -68.3 -81.8 -89.4 -65.7 -51.9 -49.3 -68.4 -54 -33 -30.4 -67.7
## 38774 38778 38781 38782 38783 38786 38791 38792 38795 38797 38803
## Predicted 114.7 109.6 105.5 104 115.9 117.3 118.3 117.98 117.6 116.1 115.0
## cvpred 114.6 109.5 105.4 104 115.7 117.1 118.1 117.72 117.4 115.9 114.9
## pm2.5 38.0 52.0 51.0 54 54.0 53.0 95.0 108.00 76.0 43.0 55.0
## CV residual -76.6 -57.5 -54.4 -50 -61.7 -64.1 -23.1 -9.72 -41.4 -72.9 -59.9
## 38804 38811 38812 38817 38819 38821 38822 38823 38827 38831 38832
## Predicted 113.4 108.425 105.8 117.9 115.4 113.5 113 109.0 117 116 114.7
## cvpred 113.3 108.162 105.6 117.7 115.2 113.3 112 108.8 117 116 114.5
## pm2.5 59.0 108.000 109.0 101.0 104.0 88.0 9 9.0 7 10 17.0
## CV residual -54.3 -0.162 3.4 -16.7 -11.2 -25.3 -103 -99.8 -110 -106 -97.5
## 38834 38836 38839 38840 38848 38851 38852 38853 38854 38860 38861
## Predicted 115.9 114.5 113 111 92.6 112 112 111.5 112.9 115.2 114.9
## cvpred 115.8 114.4 113 111 92.7 112 112 111.5 112.7 115.1 114.7
## pm2.5 24.0 19.0 8 6 5.0 9 8 19.0 26.0 33.0 24.0
## CV residual -91.8 -95.4 -105 -105 -87.7 -103 -104 -92.5 -86.7 -82.1 -90.7
## 38862 38868 38871 38874 38876 38880 38893 38896 38898 38902 38904
## Predicted 115.9 115.9 113.8 115 112.1 115.9 113.8 110.5 113.6 108.9 115.6
## cvpred 115.7 115.7 113.8 115 111.9 115.7 113.8 110.6 113.5 108.9 115.4
## pm2.5 29.0 59.0 48.0 11 25.0 33.0 32.0 17.0 20.0 22.0 49.0
## CV residual -86.7 -56.7 -65.8 -104 -86.9 -82.7 -81.8 -93.6 -93.5 -86.9 -66.4
## 38906 38909 38911 38912 38919 38921 38925 38927 38933 38934 38936
## Predicted 115 115 116.6 117.6 114.7 117.4 117.6 118.3 116.24 114.3 116.1
## cvpred 115 115 116.4 117.4 114.5 117.2 117.4 118.1 116.05 114.1 115.9
## pm2.5 59 58 71.0 76.0 79.0 59.0 88.0 87.0 122.00 96.0 23.0
## CV residual -56 -57 -45.4 -41.4 -35.5 -58.2 -29.4 -31.1 5.95 -18.1 -92.9
## 38945 38947 38948 38953 38955 38956 38961 38963 38966 38968 38970
## Predicted 112.6 112.2 114.0 117.0 116.6 116.6 116.1 115.6 114.5 114.0 115
## cvpred 112.5 112.1 113.9 116.8 116.4 116.4 115.9 115.4 114.4 113.9 114
## pm2.5 16.0 20.0 17.0 33.0 37.0 50.0 31.0 27.0 16.0 14.0 10
## CV residual -96.5 -92.1 -96.9 -83.8 -79.4 -66.4 -84.9 -88.4 -98.4 -99.9 -104
## 38971 38975 38976 38985 38986 38995 38998 39000 39002 39004 39005
## Predicted 113.3 116.7 116.7 119.0 117.6 116.7 117.4 118.0 116.9 118.0 118.3
## cvpred 113.2 116.5 116.5 118.7 117.4 116.5 117.2 117.7 116.7 117.7 118.1
## pm2.5 20.0 38.0 50.0 78.0 93.0 19.0 22.0 30.0 35.0 38.0 35.0
## CV residual -93.2 -78.5 -66.5 -40.7 -24.4 -97.5 -95.2 -87.7 -81.7 -79.7 -83.1
## 39009 39011 39015 39016 39023 39024 39025 39027 39028 39029
## Predicted 116.0 113.9 116.2 115.5 112.9 111.64 110 119.72 119 119.0
## cvpred 115.7 113.6 115.9 115.2 112.6 111.36 110 119.39 119 118.7
## pm2.5 25.0 24.0 46.0 47.0 90.0 106.00 128 111.00 131 153.0
## CV residual -90.7 -89.6 -69.9 -68.2 -22.6 -5.36 18 -8.39 12 34.3
## 39034 39035 39036 39040 39045 39047 39050 39052 39053 39054
## Predicted 117.980 118.7 117.9 112.9 114.9 119.7 120.4 120.40 119.7 118
## cvpred 117.724 118.4 117.7 112.7 114.6 119.4 120.1 120.05 119.3 118
## pm2.5 117.000 101.0 94.0 130.0 84.0 80.0 134.0 112.00 130.0 148
## CV residual -0.724 -17.4 -23.7 17.3 -30.6 -39.4 13.9 -8.05 10.7 30
## 39059 39066 39068 39069 39073 39081 39082 39083 39088 39091
## Predicted 119.7 115.59 113.77 120.4 117.9 118.1 118.7 119.0 116.10 111.5
## cvpred 119.4 115.29 113.45 120.1 117.6 117.8 118.4 118.7 115.77 111.2
## pm2.5 155.0 111.00 105.00 108.0 176.0 24.0 32.0 40.0 119.00 38.0
## CV residual 35.6 -4.29 -8.45 -12.1 58.4 -93.8 -86.4 -78.7 3.23 -73.2
## 39092 39098 39102 39104 39105 39107 39109 39112 39118 39119 39121
## Predicted 110.9 118.0 117.4 117.4 116.5 118.7 117 116.7 109.139 107.9 120.4
## cvpred 110.7 117.7 117.2 117.2 116.2 118.4 117 116.5 108.872 107.6 120.1
## pm2.5 60.0 67.0 79.0 53.0 46.0 45.0 11 47.0 108.000 121.0 143.0
## CV residual -50.7 -50.7 -38.2 -64.2 -70.2 -73.4 -106 -69.5 -0.872 13.4 22.9
## 39122 39130 39131 39133 39135 39136 39138 39142 39143 39146 39150
## Predicted 119.7 117.2 115.6 111.7 109.15 107.17 104.3 99.7 119.0 117.4 118.7
## cvpred 119.4 116.9 115.3 111.4 108.88 106.92 104.1 99.5 118.7 117.1 118.4
## pm2.5 151.0 191.0 200.0 181.0 106.00 114.00 87.0 73.0 72.0 89.0 48.0
## CV residual 31.6 74.1 84.7 69.6 -2.88 7.08 -17.1 -26.5 -46.7 -28.1 -70.4
## 39153 39154 39159 39161 39162 39172 39175 39182 39183 39184 39185
## Predicted 117.4 115.8 117 117 118.0 110.6 118.7 118.0 116.7 114.8 113.4
## cvpred 117.1 115.5 117 117 117.7 110.4 118.4 117.7 116.5 114.6 113.2
## pm2.5 59.0 35.0 10 17 20.0 71.0 60.0 61.0 54.0 51.0 53.0
## CV residual -58.1 -80.5 -107 -100 -97.7 -39.4 -58.4 -56.7 -62.5 -63.6 -60.2
## 39187 39189 39197 39202 39203 39205 39208 39211 39212 39215 39216
## Predicted 110.9 116 118.3 119.7 118.7 116.9 117.4 112.7 116 117.6 116.6
## cvpred 110.7 116 118.1 119.4 118.4 116.7 117.2 112.5 116 117.4 116.4
## pm2.5 66.0 15 23.0 51.0 49.0 40.0 38.0 34.0 13 39.0 42.0
## CV residual -44.7 -101 -95.1 -68.4 -69.4 -76.7 -79.2 -78.5 -103 -78.4 -74.4
## 39221 39224 39230 39232 39233 39236 39237 39238 39246 39247 39248
## Predicted 111.9 107.4 116.6 114 112.7 114 113.4 113.7 119.2 118.3 119.0
## cvpred 111.7 107.3 116.4 114 112.6 114 113.3 113.6 118.9 118.1 118.7
## pm2.5 23.0 18.0 17.0 17 16.0 28 27.0 34.0 66.0 66.0 63.0
## CV residual -88.7 -89.3 -99.4 -97 -96.6 -86 -86.3 -79.6 -52.9 -52.1 -55.7
## 39249 39253 39263 39264 39267 39271 39276 39278 39279 39281 39287
## Predicted 118.7 116.4 104.2 103.6 101.3 118.7 114.7 112.9 110.9 106.63 101.4
## cvpred 118.4 116.2 104.1 103.5 101.1 118.4 114.5 112.6 110.7 106.37 101.1
## pm2.5 64.0 47.0 64.0 54.0 62.0 89.0 75.0 93.0 96.0 98.00 133.0
## CV residual -54.4 -69.2 -40.1 -49.5 -39.1 -29.4 -39.5 -19.6 -14.7 -8.37 31.9
## 39291 39297 39300 39301 39308 39311 39320 39321 39323 39324 39325
## Predicted 97.4 120 119.3 117.9 119.5 120 117 115 109.8 106.5 113
## cvpred 97.2 120 118.9 117.6 119.1 120 116 115 109.7 106.5 113
## pm2.5 178.0 168 91.0 87.0 75.0 68 4 15 16.0 7.0 11
## CV residual 80.8 48 -27.9 -30.6 -44.1 -52 -112 -100 -93.7 -99.5 -102
## 39329 39332 39333 39336 39343 39348 39349 39350 39351 39352 39355
## Predicted 113 110 108.1 116.6 107.7 99.6 96.3 94.7 93.4 113.3 114
## cvpred 113 110 108.1 116.4 107.5 99.6 96.3 94.7 93.5 113.2 114
## pm2.5 11 11 18.0 25.0 17.0 13.0 14.0 9.0 15.0 15.0 15
## CV residual -102 -99 -90.1 -91.4 -90.5 -86.6 -82.3 -85.7 -78.5 -98.2 -99
## 39356 39357 39360 39363 39365 39369 39370 39371 39376 39377 39378
## Predicted 114.1 115.2 118.3 118.0 118.3 117.3 117 116 111.9 110.7 107.7
## cvpred 113.9 115.1 118.1 117.7 118.1 117.1 117 116 111.8 110.5 107.6
## pm2.5 15.0 26.0 28.0 43.0 37.0 77.0 45 36 61.0 59.0 31.0
## CV residual -98.9 -89.1 -90.1 -74.7 -81.1 -40.1 -72 -80 -50.8 -51.5 -76.6
## 39385 39386 39387 39388 39390 39391 39393 39398 39400 39408 39410
## Predicted 119.0 119 119.2 119.0 119.0 119.0 119.7 117.4 113.9 99.8 98.5
## cvpred 118.7 119 118.9 118.7 118.7 118.7 119.4 117.2 113.6 99.6 98.3
## pm2.5 70.0 67 59.0 68.0 104.0 94.0 65.0 104.0 74.0 57.0 58.0
## CV residual -48.7 -52 -59.9 -50.7 -14.7 -24.7 -54.4 -13.2 -39.6 -42.6 -40.3
## 39412 39414 39417 39421 39426 39428 39429 39430 39434 39436 39437
## Predicted 97.2 96.4 118.8 114.2 108.2 106 104.1 102.8 119.7 119.7 120.4
## cvpred 97.0 96.3 118.5 113.9 107.9 106 103.8 102.5 119.3 119.3 120.1
## pm2.5 63.0 86.0 108.0 102.0 121.0 163 168.0 149.0 30.0 43.0 45.0
## CV residual -34.0 -10.3 -10.5 -11.9 13.1 57 64.2 46.5 -89.3 -76.3 -75.1
## 39438 39439 39440 39441 39443 39453 39454 39455 39457 39459
## Predicted 120.4 120.4 119.7 120.4 121.1 118.04 117.33 121.1 119.84 117.9
## cvpred 120.1 120.1 119.3 120.1 120.7 117.67 116.96 120.7 119.46 117.5
## pm2.5 65.0 59.0 58.0 57.0 33.0 110.00 114.00 101.0 110.00 169.0
## CV residual -55.1 -61.1 -61.3 -63.1 -87.7 -7.67 -2.96 -19.7 -9.46 51.5
## 39461 39467 39468 39470 39471 39472 39476 39477 39478 39482 39484
## Predicted 121.1 119 118 121 120.7 120.0 116.7 114.8 122 122 122
## cvpred 120.7 118 117 121 120.3 119.6 116.3 114.4 122 122 122
## pm2.5 214.0 277 274 232 212.0 177.0 150.0 153.0 206 291 303
## CV residual 93.3 159 157 111 91.7 57.4 33.7 38.6 84 169 181
## 39486 39489 39492 39504 39514 39519 39520 39525 39536 39538 39541
## Predicted 121 121 122.1 121 120.68 114.8 113.5 116.9 108 106 102.8
## cvpred 120 121 121.7 121 120.24 114.4 113.2 116.6 108 106 102.4
## pm2.5 281 201 145.0 156 112.00 71.0 67.0 91.0 233 218 180.0
## CV residual 161 80 23.3 35 -8.24 -43.4 -46.2 -25.6 125 112 77.6
## 39545 39549 39551 39558 39559 39560 39562 39563 39566 39569 39572
## Predicted 98.6 93.1 91.1 120.7 120.0 119 116.9 116.2 113.7 108.5 104.0
## cvpred 98.2 92.8 90.8 120.4 119.6 119 116.5 115.8 113.3 108.1 103.6
## pm2.5 150.0 184.0 181.0 99.0 94.0 84 80.0 88.0 151.0 191.0 189.0
## CV residual 51.8 91.2 90.2 -21.4 -25.6 -35 -36.5 -27.8 37.7 82.9 85.4
## 39573 39577 39579 39582 39583 39586 39587 39589 39596 39597 39598
## Predicted 102.1 121.1 121.1 121 121.1 120.0 118.79 115.0 118 118 118.3
## cvpred 101.7 120.7 120.7 121 120.7 119.6 118.44 114.8 118 118 118.1
## pm2.5 188.0 196.0 192.0 156 163.0 131.0 115.00 26.0 10 16 49.0
## CV residual 86.3 75.3 71.3 35 42.3 11.4 -3.44 -88.8 -108 -102 -69.1
## 39599 39606 39608 39610 39613 39616 39617 39632 39635 39637 39639
## Predicted 119 116.0 112.8 108 115 115 116 115.6 110.9 114.5 111.5
## cvpred 119 115.7 112.5 108 115 115 116 115.4 110.8 114.4 111.5
## pm2.5 45 21.0 17.0 16 14 10 14 25.0 28.0 15.0 18.0
## CV residual -74 -94.7 -95.5 -92 -101 -105 -102 -90.4 -82.8 -99.4 -93.5
## 39641 39642 39644 39650 39651 39658 39663 39666 39667 39668 39671
## Predicted 108.6 106.6 103.4 119.0 118.7 112.7 115 115.6 116 114.7 117.6
## cvpred 108.5 106.6 103.3 118.7 118.4 112.6 114 115.4 116 114.5 117.4
## pm2.5 17.0 17.0 24.0 52.0 53.0 18.0 9 16.0 9 18.0 33.0
## CV residual -91.5 -89.6 -79.3 -66.7 -65.4 -94.6 -105 -99.4 -107 -96.5 -84.4
## 39673 39677 39681 39682 39684 39685 39696 39698 39699 39700 39702
## Predicted 115.4 110.6 105.2 103.6 100 97.7 115.9 116.1 116.1 116 115.4
## cvpred 115.2 110.6 105.2 103.6 100 97.7 115.7 115.9 115.9 116 115.2
## pm2.5 46.0 12.0 10.0 10.0 7 6.0 20.0 35.0 30.0 13 20.0
## CV residual -69.2 -98.6 -95.2 -93.6 -93 -91.7 -95.7 -80.9 -85.9 -103 -95.2
## 39703 39706 39708 39711 39720 39722 39724 39728 39732 39733 39734
## Predicted 117.0 115 113 113 118 119.0 117.6 114.0 115.9 115 116.1
## cvpred 116.8 115 113 113 118 118.7 117.4 113.8 115.7 115 115.9
## pm2.5 18.0 10 13 12 45 58.0 46.0 24.0 19.0 21 22.0
## CV residual -98.8 -105 -100 -101 -73 -60.7 -71.4 -89.8 -96.7 -94 -93.9
## 39744 39745 39747 39760 39761 39763 39764 39765 39768 39769 39770
## Predicted 115.1 117.4 110.0 109.0 107.0 103.1 101.5 100 98.0 120.0 120.0
## cvpred 114.9 117.2 109.8 108.8 106.8 102.9 101.3 100 97.8 119.7 119.7
## pm2.5 19.0 30.0 40.0 55.0 57.0 51.0 49.0 54 81.0 93.0 108.0
## CV residual -95.9 -87.2 -69.8 -53.8 -49.8 -51.9 -52.3 -46 -16.8 -26.7 -11.7
## 39779 39786 39787 39790 39794 39795 39808 39814 39817 39820
## Predicted 120.7 116.07 113.8 110.2 119.5 120.04 115.1 122 122.1 121.1
## cvpred 120.4 115.72 113.5 109.9 119.2 119.69 114.8 122 121.7 120.7
## pm2.5 148.0 111.00 90.0 70.0 82.0 111.00 162.0 172 220.0 158.0
## CV residual 27.6 -4.72 -23.5 -39.9 -37.2 -8.69 47.2 50 98.3 37.3
## 39825 39826 39831 39840 39841 39843 39844 39846 39850 39853 39860
## Predicted 119.66 119.09 122.1 122.8 122.1 120.0 119.6 118.2 122.8 118.7 112.1
## cvpred 119.28 118.69 121.7 122.3 121.6 119.5 119.2 117.7 122.3 118.3 111.7
## pm2.5 122.00 113.00 143.0 81.0 87.0 73.0 72.0 77.0 60.0 66.0 53.0
## CV residual 2.72 -5.69 21.3 -41.3 -34.6 -46.5 -47.2 -40.7 -62.3 -52.3 -58.7
## 39862 39864 39866 39870 39872 39873 39876 39877 39880 39882 39884
## Predicted 110.6 109.2 122.1 122 120.9 119.6 116.0 114 108.5 102.6 99.4
## cvpred 110.2 108.8 121.7 122 120.4 119.2 115.6 114 108.1 102.3 99.0
## pm2.5 72.0 66.0 46.0 64 55.0 52.0 52.0 55 87.0 60.0 59.0
## CV residual -38.2 -42.8 -75.7 -58 -65.4 -67.2 -63.6 -59 -21.1 -42.3 -40.0
## 39886 39889 39891 39895 39898 39900 39901 39903 39906 39912 39918
## Predicted 96.5 93.6 91.6 116.5 112.0 108.7 120 114.0 119 114 116.0
## cvpred 96.2 93.3 91.3 116.2 111.6 108.4 120 113.8 118 114 115.8
## pm2.5 55.0 56.0 60.0 53.0 20.0 15.0 12 14.0 11 9 16.0
## CV residual -41.2 -37.3 -31.3 -63.2 -91.6 -93.4 -108 -99.8 -107 -105 -99.8
## 39922 39923 39926 39932 39935 39936 39942 39944 39948 39949 39950
## Predicted 110.7 118 115.5 118 113 111.6 119 117.3 114.4 112.5 116.1
## cvpred 110.5 118 115.2 118 113 111.4 119 117.1 114.2 112.3 115.9
## pm2.5 15.0 12 18.0 8 21 17.0 12 19.0 19.0 13.0 22.0
## CV residual -95.5 -106 -97.2 -110 -92 -94.4 -107 -98.1 -95.2 -99.3 -93.9
## 39952 39953 39954 39955 39963 39965 39966 39971 39972 39974 39975
## Predicted 114.7 114 113.4 112 121.3 120.4 120.4 121.1 120.7 118.9 120.4
## cvpred 114.6 114 113.3 112 120.9 120.1 120.1 120.7 120.4 118.6 120.1
## pm2.5 16.0 20 21.0 21 52.0 74.0 73.0 90.0 103.0 67.0 85.0
## CV residual -98.6 -94 -92.3 -91 -68.9 -46.1 -47.1 -30.7 -17.4 -51.6 -35.1
## 39978 39979 39981 39988 39994 39997 39998 39999 40001 40002 40009
## Predicted 119 117.4 114.7 119.72 112.9 118.0 117.4 115.1 113.3 110.7 102.4
## cvpred 119 117.1 114.5 119.39 112.7 117.7 117.2 114.9 113.1 110.5 102.3
## pm2.5 69 51.0 33.0 127.00 61.0 31.0 27.0 32.0 31.0 38.0 72.0
## CV residual -50 -66.1 -81.5 7.61 -51.7 -86.7 -90.2 -82.9 -82.1 -72.5 -30.3
## 40016 40019 40021 40024 40029 40031 40032 40035 40038 40044
## Predicted 120.4 119.334 120.04 115.5 104.6 101.7 99.8 97.2 95.22 118.64
## cvpred 120.1 118.987 119.69 115.2 104.4 101.6 99.6 97.1 95.08 118.33
## pm2.5 142.0 119.000 112.00 67.0 57.0 59.0 57.0 76.0 102.00 114.00
## CV residual 21.9 0.013 -7.69 -48.2 -47.4 -42.6 -42.6 -21.1 6.92 -4.33
## 40059 40063 40064 40065 40066 40071 40072 40073 40074 40076 40081
## Predicted 98.9 95.5 94.7 94.0 121.42 111.9 109.0 106 103.8 101.6 96.361
## cvpred 98.6 95.2 94.5 93.8 121.01 111.7 108.8 106 103.6 101.3 96.102
## pm2.5 113.0 138.0 141.0 143.0 125.00 73.0 61.0 67 80.0 77.0 96.000
## CV residual 14.4 42.8 46.5 49.2 3.99 -38.7 -47.8 -39 -23.6 -24.3 -0.102
## 40084 40085 40089 40090 40092 40093 40097 40100 40102 40104 40106
## Predicted 92.78 92.1 86.7 86.1 81.5 78.1 67.6 64.1 60.2 58.0 55.3
## cvpred 92.54 91.8 86.5 85.9 81.3 78.0 67.6 64.1 60.1 57.8 55.2
## pm2.5 101.00 114.0 179.0 151.0 101.0 92.0 89.0 92.0 85.0 82.0 69.0
## CV residual 8.46 22.2 92.5 65.1 19.7 14.0 21.4 27.9 24.9 24.2 13.8
## 40109 40110 40112 40123 40130 40134 40135 40136 40140 40141 40143
## Predicted 121.8 121.42 120.9 114.1 121.1 122 122.1 121 117.8 116.6 114.1
## cvpred 121.4 121.01 120.5 113.7 120.7 122 121.7 121 117.4 116.2 113.7
## pm2.5 88.0 117.00 142.0 144.0 193.0 192 208.0 219 176.0 180.0 163.0
## CV residual -33.4 -4.01 21.5 30.3 72.3 70 86.3 98 58.6 63.8 49.3
## 40144 40147 40148 40151 40156 40158 40167 40168 40175 40177 40182
## Predicted 112.5 108.9 108.2 106.0 121.8 120.7 121 120.2 122.8 122.8 122
## cvpred 112.1 108.5 107.8 105.7 121.4 120.3 121 119.8 122.3 122.3 122
## pm2.5 155.0 122.0 125.0 187.0 135.0 136.0 103 98.0 137.0 78.0 78
## CV residual 42.9 13.5 17.2 81.3 13.6 15.7 -18 -21.8 14.7 -44.3 -44
## 40186 40188 40191 40198 40199 40201 40210 40215 40229 40234 40239
## Predicted 123.2 123.1 120.7 122.11 123.34 122 122.8 121.9 123.2 115 119
## cvpred 122.7 122.6 120.2 121.67 122.86 122 122.3 121.4 122.7 115 119
## pm2.5 77.0 97.0 109.0 115.00 121.00 138 88.0 95.0 82.0 12 7
## CV residual -45.7 -25.6 -11.2 -6.67 -1.86 16 -34.3 -26.4 -40.7 -103 -112
## 40242 40244 40245 40246 40249 40250 40252 40255 40256 40260 40261
## Predicted 118 119 119 117 115 118 119 115 114.2 119 117.6
## cvpred 118 118 118 117 115 118 118 115 113.9 119 117.4
## pm2.5 7 4 2 2 6 14 10 11 14.0 25 31.0
## CV residual -111 -114 -116 -115 -109 -104 -108 -104 -99.9 -94 -86.4
## 40263 40267 40268 40270 40271 40279 40281 40282 40287 40289 40291
## Predicted 115 114.2 113.6 113.2 112.8 116.5 113.6 116.4 107 115 111
## cvpred 115 113.9 113.3 112.9 112.5 116.2 113.3 116.2 107 114 111
## pm2.5 26 32.0 25.0 27.0 28.0 62.0 63.0 50.0 3 5 8
## CV residual -89 -81.9 -88.3 -85.9 -84.5 -54.2 -50.3 -66.2 -104 -109 -103
## 40292 40296 40297 40298 40301 40303 40305 40307 40313 40315 40318
## Predicted 114.7 110.9 119.72 119.7 119.7 116.5 113.5 116.7 112.5 110.7 107.6
## cvpred 114.5 110.7 119.39 119.4 119.4 116.2 113.3 116.5 112.4 110.5 107.4
## pm2.5 15.0 71.0 125.00 142.0 89.0 85.0 40.0 62.0 43.0 37.0 48.0
## CV residual -99.5 -39.7 5.61 22.6 -30.4 -31.2 -73.3 -54.5 -69.4 -73.5 -59.4
## 40319 40320 40321 40323 40324 40325 40328 40339 40344 40345 40346
## Predicted 106.9 106 104.9 118.7 119.0 118.7 119.7 103.5 101.5 100.7 100.0
## cvpred 106.7 106 104.7 118.4 118.7 118.4 119.4 103.4 101.3 100.5 99.8
## pm2.5 56.0 41 48.0 40.0 42.0 47.0 79.0 49.0 60.0 72.0 71.0
## CV residual -50.7 -65 -56.7 -78.4 -76.7 -71.4 -40.4 -54.4 -41.3 -28.5 -28.8
## 40348 40350 40351 40353 40357 40358 40359 40365 40367 40369 40370
## Predicted 98.0 118.8 119.7 119 118.8 116.9 113.9 105.3 117 119 118.7
## cvpred 97.9 118.6 119.4 119 118.5 116.6 113.7 105.1 116 119 118.4
## pm2.5 120.0 132.0 144.0 160 72.0 70.0 58.0 42.0 15 17 22.0
## CV residual 22.1 13.4 24.6 41 -46.5 -46.6 -55.7 -63.1 -101 -102 -96.4
## 40371 40372 40376 40377 40380 40381 40385 40391 40392 40395 40396
## Predicted 118.7 119.0 119 119.7 118.7 117.4 116.4 120.0 119 115.8 113.8
## cvpred 118.4 118.7 119 119.4 118.4 117.2 116.2 119.7 119 115.5 113.6
## pm2.5 22.0 24.0 31 24.0 38.0 37.0 23.0 53.0 78 58.0 53.0
## CV residual -96.4 -94.7 -88 -95.4 -80.4 -80.2 -93.2 -66.7 -41 -57.5 -60.6
## 40397 40398 40401 40406 40407 40413 40417 40419 40421 40422 40423
## Predicted 112.6 111.3 106.9 114 113 117.1 118.5 115.9 113 112.3 114.0
## cvpred 112.3 111.1 106.7 114 113 116.9 118.3 115.7 113 112.2 113.9
## pm2.5 26.0 20.0 12.0 6 11 22.0 50.0 29.0 23 18.0 15.0
## CV residual -86.3 -91.1 -94.7 -108 -102 -94.9 -68.3 -86.7 -90 -94.2 -98.9
## 40426 40434 40438 40441 40443 40449 40450 40456 40457 40458 40462
## Predicted 112 113.2 117.6 117.1 118 118.8 117.4 118 117 118.7 119.0
## cvpred 112 113.1 117.4 116.8 118 118.5 117.1 118 117 118.4 118.7
## pm2.5 8 24.0 64.0 23.0 15 36.0 53.0 17 15 19.0 26.0
## CV residual -104 -89.1 -53.4 -93.8 -103 -82.5 -64.1 -101 -102 -99.4 -92.7
## 40466 40471 40473 40476 40481 40484 40485 40501 40503 40506 40513
## Predicted 117.6 117.5 116.2 118.0 110.8 105.3 104.7 117.0 115 112.5 117.4
## cvpred 117.4 117.2 115.9 117.7 110.6 105.1 104.5 116.8 115 112.3 117.1
## pm2.5 19.0 35.0 25.0 26.0 27.0 32.0 38.0 26.0 12 48.0 55.0
## CV residual -98.4 -82.2 -90.9 -91.7 -83.6 -73.1 -66.5 -90.8 -103 -64.3 -62.1
## 40516 40522 40525 40526 40527 40535 40536 40537 40538 40539 40542
## Predicted 118.7 117.9 118 118.6 116.7 119.7 120.4 120.9 119.5 118.2 110.6
## cvpred 118.4 117.7 118 118.3 116.4 119.3 120.1 120.5 119.1 117.9 110.4
## pm2.5 88.0 49.0 48 44.0 38.0 89.0 97.0 172.0 209.0 72.0 31.0
## CV residual -30.4 -68.7 -70 -74.3 -78.4 -30.3 -23.1 51.5 89.9 -45.9 -79.4
## 40543 40545 40547 40548 40549 40550 40551 40555 40562 40563 40566
## Predicted 118.0 118.0 118.7 117 118.0 117.4 114.8 109.7 119 119.7 117.4
## cvpred 117.7 117.7 118.4 117 117.7 117.2 114.6 109.5 119 119.4 117.2
## pm2.5 27.0 38.0 39.0 44 37.0 36.0 28.0 20.0 91 51.0 34.0
## CV residual -90.7 -79.7 -79.4 -73 -80.7 -81.2 -86.6 -89.5 -28 -68.4 -83.2
## 40567 40570 40572 40573 40576 40592 40593 40598 40602 40604 40607
## Predicted 116.7 117 119 118.6 114.9 119.72 118.8 118.5 109.9 107.4 105
## cvpred 116.5 117 119 118.3 114.6 119.39 118.5 118.1 109.8 107.2 105
## pm2.5 35.0 39 38 59.0 74.0 111.00 107.0 69.0 13.0 74.0 78
## CV residual -81.5 -78 -81 -59.3 -40.6 -8.39 -11.5 -49.1 -96.8 -33.2 -27
## 40612 40613 40615 40616 40622 40623 40646 40647 40649 40651
## Predicted 101.6 101.26 100.18 119.72 115.4 112.8 120.0 119.3 115.71 112.69
## cvpred 101.4 101.03 99.96 119.39 115.2 112.5 119.6 118.9 115.36 112.38
## pm2.5 88.0 99.00 106.00 115.00 69.0 69.0 141.0 137.0 123.00 115.00
## CV residual -13.4 -2.03 6.04 -4.39 -46.2 -43.5 21.4 18.1 7.64 2.62
## 40652 40655 40657 40659 40661 40664 40670 40671 40673 40678 40679
## Predicted 112.7 114.1 114.7 116.7 119 117.9 119 118.1 118.8 121.09 121.27
## cvpred 112.3 113.9 114.5 116.5 118 117.6 119 117.8 118.5 120.71 120.89
## pm2.5 123.0 19.0 22.0 21.0 18 19.0 41 56.0 76.0 124.00 123.00
## CV residual 10.7 -94.9 -92.5 -95.5 -100 -98.6 -78 -61.8 -42.5 3.29 2.11
## 40680 40681 40682 40683 40687 40690 40693 40694 40696 40702
## Predicted 121.1 120 120.019 119 121.09 119.7 120.04 119 118.8 122
## cvpred 120.7 120 119.641 119 120.71 119.3 119.69 119 118.5 122
## pm2.5 110.0 115 120.000 149 120.00 153.0 116.00 106 83.0 151
## CV residual -10.7 -5 0.359 30 -0.71 33.7 -3.69 -13 -35.5 29
## 40707 40708 40710 40711 40715 40719 40721 40725 40726 40727 40732
## Predicted 118.1 116.8 119.5 119.1 109 113 112 115.6 114.9 112.8 118.0
## cvpred 117.8 116.5 119.2 118.8 109 113 112 115.3 114.6 112.5 117.7
## pm2.5 25.0 31.0 39.0 45.0 7 6 7 17.0 46.0 44.0 24.0
## CV residual -92.8 -85.5 -80.2 -73.8 -102 -107 -105 -98.3 -68.6 -68.5 -93.7
## 40733 40734 40736 40743 40750 40751 40759 40761 40767 40769 40773
## Predicted 116.6 115.9 114.0 112 106.9 105.2 112.0 109.7 110 107.0 108.9
## cvpred 116.3 115.6 113.8 112 106.8 105.2 111.9 109.6 110 107.2 108.9
## pm2.5 27.0 19.0 16.0 7 21.0 30.0 27.0 19.0 6 10.0 27.0
## CV residual -89.3 -96.6 -97.8 -105 -85.8 -75.2 -84.9 -90.6 -104 -97.2 -81.9
## 40776 40780 40781 40783 40784 40785 40793 40800 40802 40806 40808
## Predicted 115.2 115.9 115.6 115.2 115.3 112.7 111.4 115.9 115.5 118.0 118.8
## cvpred 115.1 115.7 115.4 115.1 115.2 112.6 111.3 115.6 115.2 117.7 118.6
## pm2.5 39.0 79.0 89.0 31.0 21.0 27.0 47.0 93.0 90.0 91.0 69.0
## CV residual -76.1 -36.7 -26.4 -84.1 -94.2 -85.6 -64.3 -22.6 -25.2 -26.7 -49.6
## 40810 40813 40816 40818 40822 40833 40835 40837 40840 40841 40842
## Predicted 118.0 114.4 116.6 119 117.41 119.0 119 118 119.0 118.7 118.7
## cvpred 117.7 114.3 116.4 119 117.13 118.7 119 118 118.7 118.4 118.4
## pm2.5 67.0 66.0 80.0 84 125.00 68.0 66 49 81.0 85.0 88.0
## CV residual -50.7 -48.3 -36.4 -35 7.87 -50.7 -53 -69 -37.7 -33.4 -30.4
## 40845 40846 40849 40850 40852 40854 40858 40870 40872 40879 40881
## Predicted 120.404 120.2 119 120.0 120.0 120.0 120.4 119.7 119.5 119 120.0
## cvpred 120.052 119.9 119 119.7 119.7 119.7 120.1 119.3 119.2 119 119.7
## pm2.5 121.000 139.0 107 102.0 174.0 154.0 151.0 143.0 102.0 86 79.0
## CV residual 0.948 19.1 -12 -17.7 54.3 34.3 30.9 23.7 -17.2 -33 -40.7
## 40882 40887 40895 40896 40900 40902 40903 40906 40909 40910 40914
## Predicted 120.7 119.5 119 120.4 121.1 120.4 120.4 119.33 117.2 116.5 121.8
## cvpred 120.4 119.1 119 120.1 120.7 120.1 120.1 118.98 116.8 116.1 121.4
## pm2.5 80.0 65.0 104 104.0 87.0 102.0 101.0 123.00 144.0 153.0 149.0
## CV residual -40.4 -54.1 -15 -16.1 -33.7 -18.1 -19.1 4.02 27.2 36.9 27.6
## 40920 40922 40923 40930 40931 40937 40938 40944 40949 40950 40954
## Predicted 118.1 119 119.7 120.0 119 119 119.7 117 117 115 110.7
## cvpred 117.8 119 119.3 119.7 119 119 119.4 117 116 115 110.5
## pm2.5 21.0 50 59.0 25.0 34 24 25.0 11 9 7 17.0
## CV residual -96.8 -69 -60.3 -94.7 -85 -95 -94.4 -106 -107 -108 -93.5
## 40962 40963 40969 40972 40973 40977 40978 40984 40985 40992 40996
## Predicted 110.9 110.0 117.3 117.0 116.6 115.5 117.0 110.4 109.8 116.7 117.6
## cvpred 110.9 109.9 117.1 116.8 116.4 115.3 116.8 110.3 109.7 116.5 117.4
## pm2.5 16.0 12.0 23.0 47.0 50.0 81.0 48.0 17.0 15.0 52.0 74.0
## CV residual -94.9 -97.9 -94.1 -69.8 -66.4 -34.3 -68.8 -93.3 -94.7 -64.5 -43.4
## 40997 40998 40999 41000 41001 41002 41003 41004 41005 41008 41009
## Predicted 117.6 117.3 116.6 116.9 115.5 118.3 118.1 117.56 116 113.1 111.8
## cvpred 117.4 117.1 116.3 116.7 115.3 118.1 117.8 117.25 116 112.8 111.5
## pm2.5 80.0 76.0 70.0 73.0 86.0 93.0 96.0 109.00 109 74.0 75.0
## CV residual -37.4 -41.1 -46.3 -43.7 -29.3 -25.1 -21.8 -8.25 -7 -38.8 -36.5
## 41018 41021 41025 41031 41032 41033 41034 41035 41036 41039
## Predicted 120.4 118.6 120.4 118.1 116.8 115.20 114.5 113.1 111.136 107.7
## cvpred 120.1 118.3 120.1 117.7 116.5 114.88 114.2 112.8 110.887 107.4
## pm2.5 157.0 147.0 139.0 135.0 127.0 109.00 94.0 100.0 110.000 138.0
## CV residual 36.9 28.7 18.9 17.3 10.5 -5.88 -20.2 -12.8 -0.887 30.6
## 41040 41042 41046 41047 41048 41049 41052 41056 41060 41065 41072
## Predicted 106.4 105.0 102.5 120.4 120.7 120.7 119 112.1 109.0 116.5 109
## cvpred 106.2 104.8 102.3 120.1 120.4 120.4 119 111.8 108.7 116.2 109
## pm2.5 151.0 155.0 154.0 163.0 170.0 174.0 198 79.0 123.0 104.0 3
## CV residual 44.8 50.2 51.7 42.9 49.6 53.6 79 -32.8 14.3 -12.2 -106
## 41074 41075 41076 41077 41078 41086 41087 41093 41095 41098 41100
## Predicted 106.2 112 109 108 110 115.6 114.5 114.5 114.5 113.1 114.9
## cvpred 106.2 112 110 108 110 115.4 114.4 114.4 114.4 112.9 114.8
## pm2.5 7.0 7 3 3 4 20.0 19.0 42.0 25.0 27.0 22.0
## CV residual -99.2 -105 -107 -105 -106 -95.4 -95.4 -72.4 -89.4 -85.9 -92.8
## 41103 41114 41115 41119 41120 41122 41123 41124 41125 41126
## Predicted 115.9 116.6 116.6 116.96 117.6 116.93 116.58 117.3 116.6 113.9
## cvpred 115.7 116.4 116.3 116.76 117.4 116.71 116.36 117.1 116.3 113.8
## pm2.5 54.0 46.0 44.0 115.00 96.0 112.00 118.00 92.0 74.0 50.0
## CV residual -61.7 -70.4 -72.3 -1.76 -21.4 -4.71 1.64 -25.1 -42.3 -63.8
## 41127 41131 41132 41133 41135 41139 41141 41144 41148 41150 41153
## Predicted 111.6 106.6 107.3 106.5 117.0 117.0 116.2 116.0 116.5 118.0 119.0
## cvpred 111.5 106.5 107.1 106.4 116.8 116.8 116.1 115.8 116.3 117.7 118.7
## pm2.5 36.0 43.0 48.0 57.0 83.0 73.0 86.0 89.0 101.0 88.0 92.0
## CV residual -75.5 -63.5 -59.1 -49.4 -33.8 -43.8 -30.1 -26.8 -15.3 -29.7 -26.7
## 41156 41157 41158 41160 41163 41166 41169 41181 41183 41188
## Predicted 119.506 116.84 119.72 117.4 119 119.7 119.0 113.9 111.7 118.7
## cvpred 119.159 116.54 119.39 117.1 119 119.4 118.7 113.6 111.5 118.4
## pm2.5 120.000 124.00 113.00 106.0 135 60.0 54.0 57.0 63.0 62.0
## CV residual 0.841 7.46 -6.39 -11.1 16 -59.4 -64.7 -56.6 -48.5 -56.4
## 41192 41193 41195 41198 41201 41202 41206 41209 41214 41221 41223
## Predicted 118.7 119.0 116.6 111.1 104.8 103.2 99.4 117.6 116.9 101.9 101.4
## cvpred 118.4 118.7 116.3 110.9 104.7 103.1 99.3 117.4 116.7 102.1 101.6
## pm2.5 93.0 94.0 51.0 46.0 47.0 46.0 61.0 74.0 86.0 11.0 6.0
## CV residual -25.4 -24.7 -65.3 -64.9 -57.7 -57.1 -38.3 -43.4 -30.7 -91.1 -95.6
## 41227 41228 41229 41233 41234 41237 41238 41239 41243 41245 41246
## Predicted 114 114.9 114.9 114.9 114.9 110.6 108.7 107.4 109.2 101.8 106
## cvpred 114 114.8 114.8 114.8 114.8 110.6 108.7 107.5 109.3 102.1 107
## pm2.5 10 15.0 23.0 42.0 47.0 20.0 23.0 16.0 11.0 4.0 3
## CV residual -104 -99.8 -91.8 -72.8 -67.8 -90.6 -85.7 -91.5 -98.3 -98.1 -104
## 41248 41255 41259 41261 41270 41279 41281 41285 41290 41292 41293
## Predicted 102.7 99.7 113.5 113.2 113.5 111.3 109.2 115 113.5 114.2 114.5
## cvpred 103.1 99.9 113.5 113.1 113.5 111.2 109.1 115 113.4 114.1 114.4
## pm2.5 8.0 20.0 30.0 49.0 30.0 56.0 56.0 10 18.0 29.0 44.0
## CV residual -95.1 -79.9 -83.5 -64.1 -83.5 -55.2 -53.1 -105 -95.4 -85.1 -70.4
## 41297 41299 41304 41305 41308 41312 41316 41318 41319 41324 41325
## Predicted 113.3 111.3 114.9 115.6 114.7 109.9 113.5 114.9 111.9 107.8 107.1
## cvpred 113.2 111.2 114.8 115.4 114.6 109.8 113.5 114.8 111.9 107.8 107.1
## pm2.5 60.0 35.0 55.0 56.0 99.0 108.0 78.0 69.0 51.0 34.0 37.0
## CV residual -53.2 -76.2 -59.8 -59.4 -15.6 -1.8 -35.5 -45.8 -60.9 -73.8 -70.1
## 41328 41332 41336 41339 41341 41344 41345 41346 41347 41349 41350
## Predicted 104.5 114.2 112.8 115 114.7 112.5 111.6 110 116.1 118.0 118.3
## cvpred 104.6 114.1 112.7 115 114.5 112.4 111.4 110 115.9 117.7 118.1
## pm2.5 63.0 84.0 92.0 136 118.0 67.0 60.0 53 53.0 97.0 105.0
## CV residual -41.6 -30.1 -20.7 21 3.5 -45.4 -51.4 -57 -62.9 -20.7 -13.1
## 41351 41360 41361 41365 41367 41368 41370 41371 41374 41376
## Predicted 117.98 117.8 117.98 116.57 117.29 117.3 115.9 117.6 118.0 117
## cvpred 117.72 117.6 117.72 116.35 117.06 117.1 115.7 117.4 117.7 117
## pm2.5 119.00 110.0 116.00 115.00 113.00 89.0 78.0 140.0 180.0 228
## CV residual 1.28 -7.6 -1.72 -1.35 -4.06 -28.1 -37.7 22.6 62.3 111
## 41378 41386 41392 41397 41399 41405 41411 41412 41414 41421
## Predicted 110.5 116.3 115.1 109.9 107.4 116.6 117.98 117.26 115.8 117.77
## cvpred 110.4 116.1 114.9 109.7 107.2 116.3 117.72 117.01 115.6 117.49
## pm2.5 200.0 63.0 88.0 88.0 80.0 81.0 120.00 119.00 128.0 108.00
## CV residual 89.6 -53.1 -26.9 -21.7 -27.2 -35.3 2.28 1.99 12.4 -9.49
## 41422 41424 41433 41434 41436 41440 41442 41445 41446 41452 41453
## Predicted 116.52 119.03 112.4 110.5 116.4 118.0 118.0 118.0 117.6 115.9 115.1
## cvpred 116.24 118.74 112.2 110.3 116.2 117.7 117.7 117.7 117.4 115.6 114.9
## pm2.5 119.00 120.00 63.0 45.0 40.0 27.0 38.0 56.0 75.0 46.0 35.0
## CV residual 2.76 1.26 -49.2 -65.3 -76.2 -90.7 -79.7 -61.7 -42.4 -69.6 -79.9
## 41460 41463 41464 41467 41479 41485 41492 41493 41496 41498 41499
## Predicted 117 115 116 114.1 117.1 117 116.2 118.3 114.8 113.3 111.7
## cvpred 117 115 116 113.9 116.9 117 115.9 118.1 114.6 113.1 111.5
## pm2.5 17 14 11 31.0 103.0 148 144.0 147.0 74.0 75.0 86.0
## CV residual -100 -101 -105 -82.9 -13.9 31 28.1 28.9 -40.6 -38.1 -25.5
## 41500 41505 41506 41513 41515 41516 41520 41525 41528 41530 41531
## Predicted 117.6 112.98 112.27 117.4 117.1 116 116.0 115 112.6 112.6 110.3
## cvpred 117.4 112.78 112.07 117.2 116.8 116 115.8 115 112.5 112.6 110.3
## pm2.5 87.0 120.00 121.00 193.0 203.0 217 149.0 9 51.0 26.0 14.0
## CV residual -30.4 7.22 8.93 75.8 86.2 101 33.2 -106 -61.5 -86.6 -96.3
## 41535 41538 41541 41543 41544 41546 41547 41553 41554 41555 41556
## Predicted 111 111.1 115.0 115.6 114.5 115.2 114.9 114.9 115.6 115.9 115.9
## cvpred 111 111.1 114.9 115.4 114.4 115.1 114.8 114.8 115.4 115.8 115.7
## pm2.5 10 16.0 54.0 59.0 59.0 83.0 83.0 63.0 71.0 82.0 87.0
## CV residual -101 -95.1 -60.9 -56.4 -55.4 -32.1 -31.8 -51.8 -44.4 -33.8 -28.7
## 41558 41562 41563 41570 41573 41575 41576 41578 41583 41585 41586
## Predicted 115.9 109.8 109.1 116 115.6 116.3 116.6 116.1 98.2 107.1 104.4
## cvpred 115.6 109.6 108.9 116 115.4 116.1 116.4 115.9 98.4 107.3 104.7
## pm2.5 101.0 53.0 46.0 79 105.0 103.0 102.0 99.0 10.0 12.0 13.0
## CV residual -14.6 -56.6 -62.9 -37 -10.4 -13.1 -14.4 -16.9 -88.4 -95.3 -91.7
## 41589 41590 41591 41593 41599 41601 41603 41604 41605 41606 41607
## Predicted 109.1 107.2 104.5 102.6 96.3 108.0 106.6 106.9 105.5 106.3 106
## cvpred 109.2 107.3 104.7 102.7 96.6 108.2 106.8 107.2 105.8 106.5 106
## pm2.5 14.0 21.0 17.0 26.0 20.0 18.0 17.0 23.0 22.0 16.0 22
## CV residual -95.2 -86.3 -87.7 -76.7 -76.6 -90.2 -89.8 -84.2 -83.8 -90.5 -84
## 41608 41609 41612 41614 41615 41618 41622 41626 41627 41628 41632
## Predicted 106.3 106 105.1 110.1 110.4 110.8 111.4 111.4 111.8 111.9 109.9
## cvpred 106.5 106 105.3 110.2 110.5 110.8 111.5 111.4 111.8 111.9 109.9
## pm2.5 21.0 23 31.0 53.0 57.0 85.0 80.0 73.0 77.0 90.0 77.0
## CV residual -85.5 -83 -74.3 -57.2 -53.5 -25.8 -31.5 -38.4 -34.8 -21.9 -32.9
## 41633 41634 41637 41638 41641 41645 41650 41657 41659 41661 41663
## Predicted 108.7 107.41 112.6 112.6 112.6 108.5 114.9 115.2 113.8 115.6 113.8
## cvpred 108.7 107.41 112.6 112.5 112.5 108.5 114.8 115.1 113.7 115.4 113.7
## pm2.5 76.0 100.00 93.0 88.0 82.0 62.0 64.0 21.0 33.0 79.0 129.0
## CV residual -32.7 -7.41 -19.6 -24.5 -30.5 -46.5 -50.8 -94.1 -80.7 -36.4 15.3
## 41666 41669 41670 41671 41677 41678 41679 41682 41684 41687
## Predicted 113.84 113.84 114.4 114.89 114.5 114.9 115.2 113.8 116.3 115.4
## cvpred 113.78 113.78 114.3 114.79 114.4 114.7 115.1 113.6 116.1 115.2
## pm2.5 115.00 115.00 149.0 109.00 84.0 91.0 133.0 201.0 199.0 156.0
## CV residual 1.22 1.22 34.7 -5.79 -30.4 -23.7 17.9 87.4 82.9 40.8
## 41698 41701 41702 41704 41708 41717 41718 41720 41722 41723 41725
## Predicted 105.0 115.6 116.3 115.9 114.68 113.8 113.5 111.9 108.5 103.6 97.7
## cvpred 104.9 115.4 116.1 115.7 114.56 113.8 113.5 111.9 108.6 103.8 97.9
## pm2.5 58.0 78.0 97.0 103.0 116.00 64.0 67.0 54.0 21.0 11.0 8.0
## CV residual -46.9 -37.4 -19.1 -12.7 1.44 -49.8 -46.5 -57.9 -87.6 -92.8 -89.9
## 41729 41730 41735 41738 41744 41749 41750 41751 41752 41753 41754
## Predicted 104.4 103 110.4 110.4 107.7 106.3 106 104.5 102.9 101.2 101.9
## cvpred 104.6 103 110.5 110.5 107.9 106.5 106 104.8 103.2 101.6 102.2
## pm2.5 8.0 6 43.0 32.0 22.0 18.0 22 20.0 25.0 22.0 25.0
## CV residual -96.6 -97 -67.5 -78.5 -85.9 -88.5 -84 -84.8 -78.2 -79.6 -77.2
## 41755 41756 41762 41764 41769 41771 41777 41778 41781 41782 41785
## Predicted 102.6 103.6 110.0 111.4 111.8 110.4 111.2 111.5 115 114 114
## cvpred 102.8 103.7 110.1 111.5 111.8 110.4 111.2 111.5 115 114 114
## pm2.5 33.0 50.0 94.0 114.0 75.0 66.0 179.0 182.0 245 255 301
## CV residual -69.8 -53.7 -16.1 2.5 -36.8 -44.4 67.8 70.5 130 141 187
## 41786 41788 41790 41794 41797 41799 41800 41801 41808 41811 41812
## Predicted 113 113 112 112 115 115 114 116 115 115 114
## cvpred 113 113 112 112 114 115 114 116 115 114 114
## pm2.5 289 249 222 224 272 280 320 364 406 355 349
## CV residual 176 136 110 112 158 165 206 248 291 241 235
## 41814 41816 41817 41818 41821 41824 41825 41829 41830 41831 41832
## Predicted 114 114 116 116 116 117 117 117 116 116 116
## cvpred 114 114 115 116 116 116 117 117 116 116 116
## pm2.5 345 337 342 342 343 373 385 443 438 420 454
## CV residual 231 223 227 226 227 257 268 326 322 304 338
## 41833 41839 41841 41843 41844 41846 41847 41848 41852 41855 41856
## Predicted 115 114 116 117 115 116 115 114 117 116 116
## cvpred 115 114 116 116 115 116 115 114 116 116 116
## pm2.5 430 338 324 331 332 310 298 267 302 308 322
## CV residual 315 224 208 215 217 194 183 153 186 192 206
## 41858 41865 41866 41868 41869 41871 41873 41875 41894 41897 41903
## Predicted 116 115.9 115 114 113 117 115 107.09 104 100.7 92.1
## cvpred 116 115.7 115 114 113 116 115 107.11 104 101.1 92.5
## pm2.5 303 202.0 196 256 246 237 239 108.00 5 4.0 10.0
## CV residual 187 86.3 81 142 133 121 124 0.89 -99 -97.1 -82.5
## 41904 41905 41906 41907 41912 41917 41918 41919 41920 41921 41922
## Predicted 89.5 88.1 86.8 85.5 104.0 92.4 90.9 100.1 100.4 100.7 102.1
## cvpred 89.9 88.5 87.3 86.0 104.3 93.0 91.6 100.6 100.9 101.3 102.5
## pm2.5 10.0 7.0 5.0 3.0 5.0 9.0 9.0 8.0 10.0 10.0 8.0
## CV residual -79.9 -81.5 -82.3 -83.0 -99.3 -84.0 -82.6 -92.6 -90.9 -91.3 -94.5
## 41925 41928 41929 41931 41932 41937 41939 41940 41941 41943 41944
## Predicted 108.0 106.9 107.4 108.0 106.4 105.7 105.9 106.3 105.5 104.1 102.5
## cvpred 108.2 107.1 107.6 108.2 106.7 105.9 106.2 106.5 105.8 104.4 102.8
## pm2.5 35.0 59.0 61.0 42.0 45.0 22.0 26.0 28.0 31.0 49.0 37.0
## CV residual -73.2 -48.1 -46.6 -66.2 -61.7 -83.9 -80.2 -78.5 -74.8 -55.4 -65.8
## 41946 41947 41948 41949 41950 41951 41952 41953 41963 41966 41968
## Predicted 99.6 98.4 97.1 96.2 108 109.5 109.1 108.8 102 90.5 78.0
## cvpred 99.9 98.7 97.4 96.4 108 109.6 109.2 108.9 102 91.0 78.6
## pm2.5 31.0 54.0 67.0 75.0 88 114.0 128.0 141.0 23 9.0 9.0
## CV residual -68.9 -44.7 -30.4 -21.4 -20 4.4 18.8 32.1 -79 -82.0 -69.6
## 41970 41972 41974 41975 41976 41980 41983 41986 41993 41996 41997
## Predicted 70.1 61.6 60.1 102.1 104.6 107.0 106.1 105.0 88.1 86.0 84.8
## cvpred 70.8 62.4 60.8 102.6 104.9 107.2 106.3 105.2 88.6 86.4 85.2
## pm2.5 9.0 7.0 20.0 17.0 20.0 29.0 36.0 44.0 36.0 57.0 55.0
## CV residual -61.8 -55.4 -40.8 -85.6 -84.9 -78.2 -70.3 -61.2 -52.6 -29.4 -30.2
## 42000 42001 42010 42011 42012 42016 42028 42029 42032 42036 42037
## Predicted 108.3 108.7 108.0 107.3 108.7 107.22 110.4 110.8 108.3 111.78 111.4
## cvpred 108.5 108.9 108.2 107.4 108.9 107.39 110.5 110.8 108.4 111.81 111.5
## pm2.5 80.0 85.0 76.0 80.0 87.0 116.00 197.0 193.0 110.0 110.00 155.0
## CV residual -28.5 -23.9 -32.2 -27.4 -21.9 8.61 86.5 82.2 1.6 -1.81 43.5
## 42045 42046 42048 42053 42054 42055 42058 42059 42060 42061 42062
## Predicted 114 114 115 115 115 115 115 115 114 112 110
## cvpred 114 114 115 115 115 115 115 114 114 112 110
## pm2.5 296 315 382 413 373 362 352 357 353 292 213
## CV residual 182 201 267 298 258 247 237 243 239 180 103
## 42065 42066 42069 42071 42078 42080 42084 42085 42088 42090 42092
## Predicted 107.2 106.5 115.6 113.6 114.2 114.9 114 112 109 108 116
## cvpred 107.1 106.4 115.4 113.5 114.1 114.8 114 112 109 108 115
## pm2.5 161.0 153.0 200.0 178.0 189.0 192.0 265 268 253 239 253
## CV residual 53.9 46.6 84.6 64.5 74.9 77.2 151 156 144 131 138
## 42093 42094 42096 42099 42111 42118 42125 42127 42128 42130 42134
## Predicted 115 114 109.4 105.0 104.2 108.0 109.4 107.97 108 106.4 109.68
## cvpred 115 114 109.4 105.1 104.6 108.2 109.5 108.16 108 106.6 109.77
## pm2.5 262 239 71.0 36.0 36.0 84.0 73.0 104.00 90 79.0 100.00
## CV residual 147 125 -38.4 -69.1 -68.6 -24.2 -36.5 -4.16 -18 -27.6 -9.77
## 42136 42137 42138 42141 42143 42144 42149 42150 42151 42154
## Predicted 107.2 107.1 106.4 111.4 111 110.7 112.1 111.78 112.133 110.5
## cvpred 107.3 107.2 106.5 111.5 111 110.8 112.2 111.81 112.161 110.6
## pm2.5 86.0 85.0 83.0 124.0 132 130.0 102.0 110.00 113.000 130.0
## CV residual -21.3 -22.2 -23.5 12.5 21 19.2 -10.2 -1.81 0.839 19.4
## 42158 42159 42170 42171 42172 42176 42178 42179 42182 42184 42188
## Predicted 110.7 111.1 113 111.8 111.1 107.5 106.9 106.3 114 114 115
## cvpred 110.8 111.1 113 111.8 111.1 107.6 106.9 106.3 114 114 115
## pm2.5 149.0 133.0 217 195.0 183.0 183.0 192.0 199.0 281 317 341
## CV residual 38.2 21.9 104 83.2 71.9 75.4 85.1 92.7 167 203 226
## 42190 42194 42200 42201 42209 42210 42214 42217 42225 42226 42228
## Predicted 114 113 111 110 113 113 115 115 99.0 96.2 86.6
## cvpred 113 113 111 110 113 113 115 115 99.5 96.6 87.3
## pm2.5 356 352 312 310 402 423 453 395 14.0 16.0 10.0
## CV residual 243 239 201 200 289 310 338 280 -85.5 -80.6 -77.3
## 42229 42232 42233 42240 42243 42246 42253 42255 42263 42265 42267
## Predicted 81.3 76.1 72.4 93.5 89.1 100 99.5 96.7 92.6 106.9 107.3
## cvpred 82.1 76.8 73.3 94.2 89.8 101 100.1 97.2 93.0 107.2 107.6
## pm2.5 9.0 9.0 10.0 9.0 12.0 14 35.0 30.0 51.0 50.0 43.0
## CV residual -73.1 -67.8 -63.3 -85.2 -77.8 -87 -65.1 -67.2 -42.0 -57.2 -64.6
## 42269 42272 42273 42274 42279 42280 42281 42284 42285 42290 42294
## Predicted 106.6 107.0 107.97 107.3 107.1 107.1 107.6 103.9 108.7 110.07 109.0
## cvpred 106.9 107.2 108.16 107.6 107.3 107.3 107.9 104.1 108.9 110.19 109.2
## pm2.5 87.0 91.0 99.00 92.0 60.0 53.0 51.0 47.0 47.0 101.00 127.0
## CV residual -19.9 -16.2 -9.16 -15.6 -47.3 -54.3 -56.9 -57.1 -61.9 -9.19 17.8
## 42297 42302 42306 42308 42313 42314 42316 42317 42321 42323 42325
## Predicted 107.56 108.66 110.8 111.1 111 110.7 111 111 112 110.7 110.4
## cvpred 107.69 108.82 110.8 111.1 111 110.8 111 111 112 110.8 110.5
## pm2.5 102.00 108.00 141.0 170.0 215 210.0 214 272 158 156.0 163.0
## CV residual -5.69 -0.82 30.2 58.9 104 99.2 103 161 46 45.2 52.5
## 42327 42328 42332 42333 42334 42335 42336 42340 42352 42354 42360
## Predicted 111.4 110.4 111.4 112 112.1 111.8 112.1 113 110.3 113.5 111.2
## cvpred 111.5 110.5 111.4 112 112.2 111.8 112.1 113 110.3 113.5 111.2
## pm2.5 180.0 179.0 208.0 212 193.0 205.0 206.0 223 145.0 165.0 184.0
## CV residual 68.5 68.5 96.6 100 80.8 93.2 93.9 110 34.7 51.5 72.8
## 42363 42365 42368 42371 42373 42376 42378 42379 42381 42391 42393
## Predicted 112 110.8 110.1 106.4 94.8 87.1 81.2 79.6 77.4 40.9 37.7
## cvpred 112 110.8 110.2 106.6 95.3 87.7 81.8 80.2 77.9 41.8 38.5
## pm2.5 215 81.0 26.0 14.0 12.0 12.0 10.0 10.0 18.0 2.0 8.0
## CV residual 103 -29.8 -84.2 -92.6 -83.3 -75.7 -71.8 -70.2 -59.9 -39.8 -30.5
## 42396 42397 42399 42401 42404 42407 42411 42414 42417 42418 42424
## Predicted 29.1 26.2 17.3 11.25 5.31 103.2 102 103.0 105.6 103.9 97.7
## cvpred 30.1 27.2 18.4 12.35 6.41 103.6 102 103.4 105.9 104.3 98.2
## pm2.5 8.0 6.0 8.0 10.00 10.00 7.0 28 25.0 28.0 39.0 10.0
## CV residual -22.1 -21.2 -10.4 -2.35 3.59 -96.6 -74 -78.4 -77.9 -65.3 -88.2
## 42425 42428 42435 42438 42445 42446 42450 42451 42452 42458 42461
## Predicted 96.4 103.2 105.6 106.6 104.8 102.9 107.5 108.5 108.1 107 106.6
## cvpred 97.0 103.6 105.9 106.9 105.1 103.2 107.7 108.7 108.3 108 106.9
## pm2.5 10.0 34.0 68.0 80.0 118.0 141.0 152.0 157.0 159.0 232 174.0
## CV residual -87.0 -69.6 -37.9 -26.9 12.9 37.8 44.3 48.3 50.7 124 67.1
## 42464 42468 42470 42472 42477 42480 42483 42486 42487 42493 42497
## Predicted 103.60 103.5 95.5 89.5 101 101.4 97.5 99.5 97.9 82.2 71.6
## cvpred 103.92 103.9 96.1 90.0 101 101.9 98.1 100.0 98.4 83.0 72.5
## pm2.5 98.00 14.0 8.0 9.0 7 6.0 4.0 9.0 7.0 7.0 7.0
## CV residual -5.92 -89.9 -88.1 -81.0 -94 -95.9 -94.1 -91.0 -91.4 -76.0 -65.5
## 42501 42506 42508 42509 42514 42518 42521 42523 42525 42526 42530
## Predicted 102.5 103.9 102.5 102.8 102 101.7 103.9 103.8 102.9 105.6 104.9
## cvpred 102.9 104.3 102.9 103.2 103 102.2 104.3 104.2 103.3 105.9 105.2
## pm2.5 40.0 44.0 79.0 76.0 66 41.0 18.0 46.0 57.0 37.0 56.0
## CV residual -62.9 -60.3 -23.9 -27.2 -37 -61.2 -86.3 -58.2 -46.3 -68.9 -49.2
## 42531 42532 42535 42538 42539 42540 42547 42548 42551 42553 42558
## Predicted 103.5 105.9 101.2 100.0 98.6 98.6 105.6 105.2 105.9 104.9 101.2
## cvpred 103.9 106.2 101.6 100.4 99.0 99.0 105.9 105.5 106.2 105.2 101.6
## pm2.5 69.0 79.0 69.0 78.0 87.0 82.0 74.0 84.0 92.0 92.0 87.0
## CV residual -34.9 -27.2 -32.6 -22.4 -12.0 -17.0 -31.9 -21.5 -14.2 -13.2 -14.6
## 42564 42569 42570 42571 42573 42577 42578 42579 42580 42581
## Predicted 90.9 99.8 99.7 99.7 106.3 105.57 105.929 104.88 102.8 101.4
## cvpred 91.5 100.2 100.2 100.1 106.5 105.89 106.242 105.23 103.2 101.8
## pm2.5 39.0 45.0 39.0 44.0 77.0 104.00 106.000 108.00 98.0 79.0
## CV residual -52.5 -55.2 -61.2 -56.1 -29.5 -1.89 -0.242 2.77 -5.2 -22.8
## 42588 42589 42590 42591 42594 42595 42597 42598 42606 42609 42610
## Predicted 101.8 100.7 102.8 100.9 104.0 105.1 105.3 106.6 104.3 94.6 91.8
## cvpred 102.3 101.3 103.3 101.3 104.4 105.4 105.6 106.9 104.7 95.2 92.3
## pm2.5 34.0 38.0 41.0 56.0 79.0 79.0 147.0 153.0 28.0 9.0 11.0
## CV residual -68.3 -63.3 -62.3 -45.3 -25.4 -26.4 41.4 46.1 -76.7 -86.2 -81.3
## 42611 42612 42613 42614 42616 42617 42620 42624 42625 42628 42630
## Predicted 87.8 85.3 80.8 78.3 69.7 65.1 58.6 43.0 40.9 31.1 26.2
## cvpred 88.4 85.9 81.4 78.8 70.4 65.8 59.4 44.1 41.9 32.2 27.4
## pm2.5 15.0 13.0 14.0 17.0 16.0 11.0 13.0 8.0 9.0 2.0 3.0
## CV residual -73.4 -72.9 -67.4 -61.8 -54.4 -54.8 -46.4 -36.1 -32.9 -30.2 -24.4
## 42632 42633 42635 42641 42648 42652 42655 42656 42657 42659 42660
## Predicted 17.7 12.5 0.759 -20.3 95.0 96.3 99.4 100 101.4 97.4 96.0
## cvpred 18.9 13.8 2.194 -18.8 95.8 97.0 100.0 101 101.9 98.1 96.7
## pm2.5 4.0 4.0 6.000 3.0 17.0 12.0 15.0 21 21.0 40.0 20.0
## CV residual -14.9 -9.8 3.806 21.8 -78.8 -85.0 -85.0 -80 -80.9 -58.1 -76.7
## 42661 42664 42668 42669 42671 42679 42683 42686 42687 42696 42697
## Predicted 93.4 83.7 95.1 93.5 91.3 94.9 98.7 95.8 94.8 98.6 100.1
## cvpred 94.1 84.5 95.8 94.2 92.0 95.4 99.3 96.5 95.5 99.2 100.6
## pm2.5 16.0 25.0 30.0 33.0 53.0 49.0 24.0 22.0 20.0 90.0 138.0
## CV residual -78.1 -59.5 -65.8 -61.2 -39.0 -46.4 -75.3 -74.5 -75.5 -9.2 37.4
## 42698 42700 42702 42704 42706 42707 42711 42713 42718 42720 42725
## Predicted 103.3 103 102.1 103.2 102.0 101.6 103.2 104 99.4 103 104
## cvpred 103.8 104 102.6 103.6 102.5 102.1 103.6 104 99.9 104 104
## pm2.5 182.0 208 122.0 62.0 52.0 59.0 167.0 227 250.0 283 206
## CV residual 78.2 104 19.4 -41.6 -50.5 -43.1 63.4 123 150.1 179 102
## 42727 42734 42736 42744 42747 42752 42753 42757 42758 42759 42760
## Predicted 105 94.1 87.6 64.9 57.6 101.4 101.4 93.8 91.9 89.9 87.2
## cvpred 105 94.6 88.2 65.6 58.4 101.9 101.9 94.5 92.5 90.6 87.9
## pm2.5 299 15.0 18.0 13.0 12.0 11.0 17.0 14.0 15.0 15.0 8.0
## CV residual 194 -79.6 -70.2 -52.6 -46.4 -90.9 -84.9 -80.5 -77.5 -75.6 -79.9
## 42769 42771 42772 42780 42783 42785 42789 42792 42793 42797 42798
## Predicted 102 101.4 101.4 101.1 99.0 99.5 102.8 102.8 103 103 104
## cvpred 103 101.9 101.8 101.6 99.5 100.0 103.3 103.3 104 103 104
## pm2.5 81 121.0 78.0 53.0 59.0 59.0 136.0 203.0 221 354 273
## CV residual -22 19.1 -23.8 -48.6 -40.5 -41.0 32.7 99.7 117 251 169
## 42800 42801 42804 42812 42815 42821 42822 42825 42826 42829 42831
## Predicted 104.6 105.2 106 106 106 106 106 106 105 106 106
## cvpred 104.9 105.6 106 106 106 106 106 106 106 107 106
## pm2.5 165.0 198.0 284 351 409 334 334 324 299 314 306
## CV residual 60.1 92.4 178 245 303 228 228 218 193 207 200
## 42833 42834 42855 42857 42861 42863 42865 42866 42868 42870 42871
## Predicted 103 103 101.4 92.3 98.7 96.7 93.7 91.7 98.8 96.7 96.8
## cvpred 104 103 101.8 93.1 99.3 97.3 94.4 92.5 99.4 97.3 97.4
## pm2.5 315 332 86.0 33.0 31.0 38.0 17.0 9.0 12.0 10.0 13.0
## CV residual 211 229 -15.8 -60.1 -68.3 -59.3 -77.4 -83.5 -87.4 -87.3 -84.4
## 42872 42874 42875 42878 42880 42881 42882 42884 42889 42890 42892
## Predicted 96.1 93.2 91.3 98.0 96.8 96.2 96.2 95.4 97.65 97.29 106.6
## cvpred 96.7 93.8 91.9 98.6 97.5 96.9 96.8 96.0 97.98 97.62 106.9
## pm2.5 15.0 31.0 37.0 26.0 26.0 38.0 48.0 79.0 107.00 106.00 100.0
## CV residual -81.7 -62.8 -54.9 -72.6 -71.5 -58.9 -48.8 -17.0 9.02 8.38 -6.9
## 42896 42901 42903 42905 42906 42907 42914 42918 42921 42932 42934
## Predicted 105.03 106.59 107.6 106.2 107.3 107.0 104 96.9 99.5 96.1 103.2
## cvpred 105.35 106.84 107.9 106.5 107.6 107.2 104 97.4 100.1 96.6 103.6
## pm2.5 110.00 111.00 119.0 149.0 134.0 143.0 289 150.0 42.0 46.0 80.0
## CV residual 4.65 4.16 11.1 42.5 26.4 35.8 185 52.6 -58.1 -50.6 -23.6
## 42935 42936 42938 42941 42942 42944 42945 42946 42949 42951 42957
## Predicted 102.8 103.1 103.9 104.2 103.1 103.50 103.8 104.6 104.5 103.4 107
## cvpred 103.3 103.6 104.3 104.6 103.6 103.91 104.2 104.9 104.8 103.7 107
## pm2.5 129.0 118.0 78.0 144.0 121.0 111.00 146.0 159.0 157.0 199.0 280
## CV residual 25.7 14.4 -26.3 39.4 17.4 7.09 41.8 54.1 52.2 95.3 173
## 42958 42961 42966 42967 42969 42973 42976 42979 42982 42985 42994
## Predicted 106 103 105 105 105 106 106 106 107 106 91.7
## cvpred 106 104 105 105 105 106 107 106 108 107 92.6
## pm2.5 266 323 236 241 215 241 289 350 436 470 14.0
## CV residual 160 219 131 136 110 135 182 244 328 363 -78.6
## 42999 43000 43001 43007 43009 43012 43023 43026 43028 43030 43033
## Predicted 91.0 89.3 88.8 99.0 99.8 97.4 102.3 98.84 97.4 95.2 94.1
## cvpred 91.8 90.2 89.6 99.7 100.4 97.9 102.7 99.27 97.7 95.7 94.5
## pm2.5 14.0 18.0 17.0 37.0 34.0 51.0 70.0 91.00 129.0 200.0 219.0
## CV residual -77.8 -72.2 -72.6 -62.7 -66.4 -46.9 -32.7 -8.27 31.3 104.3 124.5
## 43036 43039 43041 43044 43045 43046 43050 43052 43056 43058 43062
## Predicted 105 103 106 106 107 106 107 108 105 108 104
## cvpred 105 104 106 107 107 107 107 109 105 108 105
## pm2.5 254 277 287 325 301 311 344 343 264 254 242
## CV residual 149 173 181 218 194 204 237 234 159 146 137
## 43063 43064 43065 43066 43075 43080 43086 43090 43096 43104 43106
## Predicted 104 102.4 96.1 92.2 40.1 17.2 -0.492 -20.0 -46.5 -62.6 -64.9
## cvpred 104 102.7 96.5 92.7 41.5 18.6 0.950 -18.5 -44.8 -60.9 -63.2
## pm2.5 235 168.0 20.0 18.0 18.0 33.0 13.000 11.0 9.0 8.0 11.0
## CV residual 131 65.3 -76.5 -74.7 -23.5 14.4 12.050 29.5 53.8 68.9 74.2
## 43107 43117 43120 43121 43123 43124 43127 43128 43129 43132 43134
## Predicted 91.2 92.8 91.8 92.2 89.91 94.9 96.3 94.0 92.6 94.9 87.2
## cvpred 92.2 93.7 92.7 93.1 90.78 95.7 97.0 94.8 93.5 95.7 88.3
## pm2.5 13.0 52.0 40.0 67.0 96.00 108.0 120.0 125.0 123.0 26.0 13.0
## CV residual -79.2 -41.7 -52.7 -26.1 5.22 12.3 23.0 30.2 29.5 -69.7 -75.3
## 43137 43139 43141 43147 43148 43151 43152 43154 43155 43156 43169
## Predicted 80.7 75.9 69.0 53.5 51.5 47.3 45.0 39.5 37.5 36.3 62.3
## cvpred 81.8 77.0 70.1 54.6 52.7 48.5 46.2 40.7 38.8 37.5 63.5
## pm2.5 13.0 16.0 11.0 15.0 14.0 6.0 8.0 9.0 11.0 9.0 8.0
## CV residual -68.8 -61.0 -59.1 -39.6 -38.7 -42.5 -38.2 -31.7 -27.8 -28.5 -55.5
## 43174 43179 43184 43186 43190 43194 43195 43196 43197 43200 43208
## Predicted 89.5 75.1 91.2 88.0 76.6 91.1 94.2 92.80 96.3 94.5 93.5
## cvpred 90.5 76.2 92.2 88.9 77.7 92.1 95.1 93.69 97.0 95.3 94.3
## pm2.5 9.0 9.0 12.0 11.0 9.0 11.0 32.0 97.00 115.0 158.0 32.0
## CV residual -81.5 -67.2 -80.2 -77.9 -68.7 -81.1 -63.1 3.31 18.0 62.7 -62.3
## 43209 43211 43212 43213 43218 43220 43223 43225 43226 43227 43228
## Predicted 94.1 90.7 89.2 92.5 92.4 90.95 98.35 97.3 97.6 98.0 100
## cvpred 94.9 91.6 90.2 93.4 93.2 91.79 99.01 98.0 98.3 98.6 101
## pm2.5 44.0 31.0 30.0 16.0 66.0 83.00 95.00 102.0 174.0 137.0 80
## CV residual -50.9 -60.6 -60.2 -77.4 -27.2 -8.79 -4.01 4.0 75.7 38.4 -21
## 43230 43233 43234 43239 43240 43241 43242 43245 43246 43249 43250
## Predicted 101.8 102.1 102.8 81.5 79.4 77.9 76.2 70.0 66.1 63.3 96.6
## cvpred 102.3 102.5 103.1 82.5 80.3 78.8 77.1 70.9 67.1 64.2 97.3
## pm2.5 72.0 72.0 79.0 18.0 22.0 21.0 15.0 17.0 18.0 18.0 16.0
## CV residual -30.3 -30.5 -24.1 -64.5 -58.3 -57.8 -62.1 -53.9 -49.1 -46.2 -81.3
## 43251 43252 43254 43256 43257 43260 43262 43273 43291 43295 43299
## Predicted 96.6 95.4 92.2 90.2 97.7 96.3 95.53 98.7 102 102 103
## cvpred 97.3 96.1 92.9 91.0 98.4 97.0 96.26 99.3 103 102 103
## pm2.5 15.0 17.0 15.0 20.0 21.0 31.0 102.00 180.0 352 361 331
## CV residual -82.3 -79.1 -77.9 -71.0 -77.4 -66.0 5.74 80.7 249 259 228
## 43301 43305 43314 43317 43319 43323 43324 43325 43330 43334 43335
## Predicted 102 102 66.3 59.7 52.6 39 37.3 35.4 94.7 89.4 86.3
## cvpred 102 103 67.2 60.7 53.6 40 38.4 36.5 95.5 90.2 87.3
## pm2.5 301 325 13.0 14.0 16.0 17 9.0 16.0 13.0 14.0 14.0
## CV residual 199 222 -54.2 -46.7 -37.6 -23 -29.4 -20.5 -82.5 -76.2 -73.3
## 43338 43339 43341 43342 43350 43351 43352 43354 43355 43356 43358
## Predicted 94.0 93.62 94.7 86 70 68.4 66.5 63.2 59 54.3 47.5
## cvpred 94.8 94.42 95.4 87 71 69.4 67.5 64.2 60 55.5 48.7
## pm2.5 40.0 92.00 81.0 32 14 9.0 7.0 12.0 13 9.0 18.0
## CV residual -54.8 -2.42 -14.4 -55 -57 -60.4 -60.5 -52.2 -47 -46.5 -30.7
## 43360 43367 43370 43374 43376 43377 43379 43383 43385 43390 43392
## Predicted 42.0 96.3 94.5 96.3 96.6 95.4 95.2 93.5 90.7 97.0 96.6
## cvpred 43.2 97.0 95.3 97.0 97.3 96.1 96.0 94.4 91.6 97.7 97.3
## pm2.5 10.0 18.0 16.0 16.0 13.0 33.0 36.0 43.0 44.0 86.0 112.0
## CV residual -33.2 -79.0 -79.3 -81.0 -84.3 -63.1 -60.0 -51.4 -47.6 -11.7 14.7
## 43398 43401 43403 43404 43409 43411 43413 43415 43417 43425 43426
## Predicted 95.17 91.9 95.2 92.6 92.4 93.8 97.1 97.6 99.0 88.4 84.5
## cvpred 95.91 92.6 96.0 93.5 93.3 94.5 97.9 98.3 99.7 89.2 85.3
## pm2.5 86.00 71.0 75.0 58.0 50.0 110.0 123.0 132.0 167.0 24.0 17.0
## CV residual -9.91 -21.6 -21.0 -35.5 -43.3 15.5 25.1 33.7 67.3 -65.2 -68.3
## 43427 43428 43434 43435 43436 43437 43438 43440 43442 43445 43447
## Predicted 80.5 75.4 45.9 40.7 35.9 31.4 28.2 22.1 18.8 14.66 12.13
## cvpred 81.4 76.3 47.0 41.9 37.1 32.6 29.4 23.4 20.1 15.94 13.39
## pm2.5 12.0 9.0 12.0 10.0 9.0 18.0 10.0 11.0 6.0 10.00 11.00
## CV residual -69.4 -67.3 -35.0 -31.9 -28.1 -14.6 -19.4 -12.4 -14.1 -5.94 -2.39
## 43448 43452 43455 43457 43458 43460 43463 43468 43471 43474 43477
## Predicted 9.109 -2.54 -15.6 -21.5 -23.1 -27.0 -31.2 95.2 90.6 95.57 94.9
## cvpred 10.418 -1.17 -14.1 -20.0 -21.6 -25.5 -29.6 96.0 91.4 96.33 95.7
## pm2.5 11.000 11.00 23.0 8.0 10.0 12.0 10.0 17.0 57.0 88.00 152.0
## CV residual 0.582 12.17 37.1 28.0 31.6 37.5 39.6 -79.0 -34.4 -8.33 56.3
## 43481 43484 43487 43489 43492 43493 43494 43501 43509 43510 43513
## Predicted 92.2 95.20 96.3 97.3 95.5 94.3 94.6 99.4 101 102 102
## cvpred 93.0 95.96 97.0 98.0 96.3 95.0 95.3 100.0 101 102 102
## pm2.5 65.0 104.00 225.0 180.0 146.0 125.0 130.0 132.0 240 235 274
## CV residual -28.0 8.04 128.0 82.0 49.7 30.0 34.7 32.0 139 133 172
## 43514 43518 43522 43523 43524 43528 43532 43537 43540 43554 43557
## Predicted 100 97.3 80.9 78.0 74.4 55.6 36.7 20.9 14.28 -17.0 -20.5
## cvpred 101 97.9 81.7 78.8 75.3 56.7 37.9 22.1 15.54 -15.6 -19.1
## pm2.5 253 198.0 19.0 16.0 11.0 12.0 7.0 9.0 12.00 12.0 7.0
## CV residual 152 100.1 -62.7 -62.8 -64.3 -44.7 -30.9 -13.1 -3.54 27.6 26.1
## 43563 43564 43565 43571 43572 43575 43577 43580 43581 43582 43583
## Predicted -43.0 -47.0 -49.3 -59.7 -61.9 -72.3 -78.4 91.9 90.7 91.3 91.3
## cvpred -41.4 -45.3 -47.6 -58.0 -60.2 -70.6 -76.7 92.8 91.5 92.1 92.1
## pm2.5 6.0 8.0 7.0 11.0 17.0 20.0 13.0 32.0 33.0 46.0 53.0
## CV residual 47.4 53.3 54.6 69.0 77.2 90.6 89.7 -60.8 -58.5 -46.1 -39.1
## 43588 43591 43592 43596 43599 43602 43606 43607 43609 43613 43614
## Predicted 95.54 96.8 97.3 97.66 96.1 92.6 98.3 98.7 98.3 96.7 95.3
## cvpred 96.27 97.5 98.0 98.35 96.8 93.4 99.0 99.3 99.0 97.4 96.0
## pm2.5 95.00 117.0 117.0 95.00 67.0 80.0 125.0 115.0 142.0 145.0 114.0
## CV residual -1.27 19.5 19.0 -3.35 -29.8 -13.4 26.0 15.7 43.0 47.6 18.0
## 43619 43623 43624 43626 43627 43632 43633 43636 43637 43638 43643
## Predicted 92.25 86.24 82.6 97.0 97.0 96.6 96.3 92.8 90.5 89.3 94.6
## cvpred 92.94 87.04 83.5 97.7 97.7 97.3 97.0 93.6 91.3 90.0 95.4
## pm2.5 90.00 89.00 95.0 62.0 234.0 14.0 13.0 11.0 9.0 15.0 17.0
## CV residual -2.94 1.96 11.5 -35.7 136.3 -83.3 -84.0 -82.6 -82.3 -75.0 -78.4
## 43646 43651 43653 43655 43658 43660 43671 43673 43674 43680 43691
## Predicted 91.8 79.2 75.3 71.0 65.4 62.5 96.6 96.6 97.7 98.3 100.1
## cvpred 92.6 80.0 76.1 71.8 66.3 63.4 97.3 97.3 98.4 99.0 100.6
## pm2.5 14.0 12.0 23.0 17.0 22.0 10.0 9.0 18.0 31.0 69.0 118.0
## CV residual -78.6 -68.0 -53.1 -54.8 -44.3 -53.4 -88.3 -79.3 -67.4 -30.0 17.4
## 43692 43693 43695 43701 43712 43715 43716 43722 43733 43735 43737
## Predicted 100.7 100 99.7 101 94.7 91.6 89.7 96.7 97.0 95.0 100.1
## cvpred 101.3 101 100.3 101 95.3 92.2 90.3 97.2 97.6 95.6 100.6
## pm2.5 116.0 131 163.0 244 227.0 185.0 191.0 249.0 334.0 264.0 160.0
## CV residual 14.7 30 62.7 143 131.7 92.8 100.7 151.8 236.4 168.4 59.4
## 43738 43742 43748 43749 43752 43760 43765 43766 43767 43769 43775
## Predicted 100.0 95.7 82.8 97.7 98.8 96.7 97.4 93.9 90.3 83.6 97.4
## cvpred 100.6 96.4 83.6 98.4 99.4 97.4 98.1 94.6 91.1 84.4 98.1
## pm2.5 160.0 48.0 110.0 175.0 341.0 136.0 56.0 48.0 27.0 20.0 164.0
## CV residual 59.4 -48.4 26.4 76.6 241.6 38.6 -42.1 -46.6 -64.1 -64.4 65.9
## 43777 43780 43784 43786 43792 43795 43796 43799 43804 43810 43811
## Predicted 98.3 93.7 97.7 97.3 92.7 96.6 99.1 79.8 62.5 29.3 26.4
## cvpred 99.0 94.4 98.4 98.0 93.4 97.3 99.7 80.8 63.4 30.6 27.7
## pm2.5 189.0 28.0 13.0 16.0 55.0 79.0 35.0 8.0 9.0 8.0 7.0
## CV residual 90.0 -66.4 -85.4 -82.0 -38.4 -18.3 -64.7 -72.8 -54.4 -22.6 -20.7
## 43815 43817 43819 43820 43821 43824
## Predicted 9.70 5.29 1.14 -1.879 -3.52 -7.67
## cvpred 11.23 6.73 2.57 -0.402 -2.06 -6.22
## pm2.5 9.00 8.00 10.00 8.000 10.00 12.00
## CV residual -2.23 1.27 7.43 8.402 12.06 18.22
##
## Sum of squares = 1.09e+08 Mean square = 7798 n = 13919
##
## Overall (Sum over all 13919 folds)
## ms
## 7864cv.lm(df_clean, model2, m=3) ## Analysis of Variance Table
##
## Response: pm2.5
## Df Sum Sq Mean Sq F value Pr(>F)
## DEWP 1 1.04e+07 10397039 1565 <2e-16 ***
## TEMP 1 5.91e+07 59142104 8902 <2e-16 ***
## Iws 1 6.87e+06 6868929 1034 <2e-16 ***
## Residuals 41753 2.77e+08 6644
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Warning in cv.lm(df_clean, model2, m = 3):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 13919
## 32 35 40 42 43 44 57 62 66 70 79
## Predicted 153 151.3 137.6 141.0 140.1 139.61 138.9 128 124.1 162.3 112.9
## cvpred 153 151.2 137.3 140.7 139.8 139.34 138.4 128 123.5 162.1 112.4
## pm2.5 124 140.0 154.0 164.0 170.0 149.00 82.0 90 70.0 72.0 20.0
## CV residual -29 -11.2 16.7 23.3 30.2 9.66 -56.4 -38 -53.5 -90.1 -92.4
## 84 85 87 89 91 94 106 107 115 116 117
## Predicted 92.1 93.3 83.0 73.5 71.4 71.3 117.4 115.3 114.8 128.6 122.6
## cvpred 91.5 92.7 82.3 72.8 70.6 70.4 116.9 114.8 114.4 128.2 122.2
## pm2.5 25.0 29.0 28.0 30.0 28.0 33.0 29.0 36.0 59.0 60.0 84.0
## CV residual -66.5 -63.7 -54.3 -42.8 -42.6 -37.4 -87.9 -78.8 -55.4 -68.2 -38.2
## 118 124 125 131 134 138 142 147 148 151 152
## Predicted 143.8 115.2 114.1 99.4 114.9 114 139.97 157 136.2 129 116.9
## cvpred 143.3 114.8 113.7 98.9 114.6 114 139.61 156 135.8 129 116.5
## pm2.5 106.0 44.0 27.0 34.0 36.0 56 132.00 43 37.0 24 23.0
## CV residual -37.3 -70.8 -86.7 -64.9 -78.6 -58 -7.61 -113 -98.8 -105 -93.5
## 155 158 161 164 166 172 175 176 179 180 185
## Predicted 117.6 104 116.1 138.2 149.60 154.61 158.7 157.5 137.71 142.1 131
## cvpred 117.2 104 115.7 137.9 149.27 154.27 158.4 157.2 137.42 141.8 131
## pm2.5 40.0 55 57.0 67.0 159.00 164.00 81.0 71.0 135.00 155.0 250
## CV residual -77.2 -49 -58.7 -70.9 9.73 9.73 -77.4 -86.2 -2.42 13.2 119
## 186 187 192 193 195 197 198 201 206 207 208
## Predicted 127.4 132.7 145.6 153.1 157.1 150.7 156.185 147.0 108.9 106.8 110.1
## cvpred 127.2 132.4 145.3 152.8 156.8 150.3 155.811 146.6 108.6 106.5 109.8
## pm2.5 212.0 219.0 169.0 165.0 167.0 169.0 155.000 93.0 49.0 50.0 49.0
## CV residual 84.8 86.6 23.7 12.2 10.2 18.7 -0.811 -53.6 -59.6 -56.5 -60.8
## 211 214 220 223 226 227 229 230 231 235 236
## Predicted 130.5 125.3 151.1 140 142 125.8 129.6 128.0 127.1 133.7 118.7
## cvpred 130.2 125.1 150.8 140 141 125.6 129.3 127.7 126.9 133.4 118.4
## pm2.5 45.0 50.0 83.0 23 35 50.0 75.0 58.0 70.0 84.0 83.0
## CV residual -85.2 -75.1 -67.8 -117 -106 -75.6 -54.3 -69.7 -56.9 -49.4 -35.4
## 238 244 245 246 247 249 252 259 260 261 262 263
## Predicted 106.2 127 124 125 125 107.1 106.2 87.0 77.1 81.1 86.5 101.4
## cvpred 105.9 127 124 125 125 106.7 105.8 86.4 76.5 80.6 85.9 100.8
## pm2.5 27.0 17 17 16 16 20.0 26.0 13.0 17.0 20.0 27.0 20.0
## CV residual -78.9 -110 -107 -109 -109 -86.7 -79.8 -73.4 -59.5 -60.6 -58.9 -80.8
## 268 276 282 284 287 293 296 299 300 302 303 305
## Predicted 148 102.6 82.5 82.2 80.7 56.9 48.6 40.89 38.55 23.4 20.4 12.7
## cvpred 147 102.1 81.8 81.5 80.0 56.0 47.7 39.89 37.54 22.3 19.4 11.6
## pm2.5 26 21.0 23.0 25.0 22.0 12.0 27.0 33.00 36.00 49.0 52.0 47.0
## CV residual -121 -81.1 -58.8 -56.5 -58.0 -44.0 -20.7 -6.89 -1.54 26.7 32.6 35.4
## 307 309 310 311 313 314 317 319 321 325 326 328
## Predicted 118.8 128.7 144 143 153.6 150 154.62 146.8 150.6 114.6 104.6 106.8
## cvpred 118.5 128.4 144 143 153.3 149 154.26 146.4 150.2 114.3 104.2 106.5
## pm2.5 59.0 96.0 95 68 75.0 257 161.00 92.0 87.0 79.0 75.0 86.0
## CV residual -59.5 -32.4 -49 -75 -78.3 108 6.74 -54.4 -63.2 -35.3 -29.2 -20.5
## 331 333 334 340 346 351 355 356 358 359 361
## Predicted 113.6 110 109.9 125 111.1 106.2 125.9 125.7 139.9 150.9 151.12
## cvpred 113.4 110 109.6 125 110.7 105.9 125.7 125.5 139.6 150.6 150.85
## pm2.5 94.0 49 33.0 18 30.0 35.0 83.0 91.0 102.0 94.0 141.00
## CV residual -19.4 -61 -76.6 -107 -80.7 -70.9 -42.7 -34.5 -37.6 -56.6 -9.85
## 367 372 376 378 380 383 385 388 392 393 394 395 396
## Predicted 145.99 134.7 123 133 144.0 160 155 160.884 143.5 151.4 140 139 138
## cvpred 145.72 134.5 123 133 143.8 160 155 160.618 143.2 151.2 140 139 138
## pm2.5 147.00 120.0 140 150 197.0 269 263 160.000 209.0 183.0 161 182 230
## CV residual 1.28 -14.5 17 17 53.2 109 108 -0.618 65.8 31.8 21 43 92
## 397 398 401 402 409 410 412 416 418 421 427 430 431
## Predicted 132.8 127.5 122 132 160 160 154 155.14 141.0 127.0 140.5 144 143
## cvpred 132.7 127.3 122 132 159 160 153 154.87 140.8 126.9 140.4 144 143
## pm2.5 170.0 172.0 177 191 282 282 349 149.00 184.0 146.0 233.0 403 360
## CV residual 37.3 44.7 55 59 123 122 196 -5.87 43.2 19.1 92.6 259 217
## 434 438 440 442 443 449 452 458 463 464 466 469 474 475
## Predicted 143 146 145 143 143 137 137 153 118.9 105.2 102.0 82.7 102.1 100.6
## cvpred 143 146 145 143 143 137 137 153 118.7 104.9 101.7 82.3 101.8 100.4
## pm2.5 383 302 367 331 323 336 426 389 51.0 49.0 45.0 27.0 22.0 11.0
## CV residual 240 156 222 188 180 199 289 236 -67.7 -55.9 -56.7 -55.3 -79.8 -89.4
## 476 480 483 484 485 487 489 495 500 501 504
## Predicted 99.4 85.5 83.3 77.4 70.9 66.9 52.3 89.1 87.4 86.3 127.5
## cvpred 99.1 85.0 82.7 76.9 70.2 66.3 51.5 88.8 87.0 85.9 127.2
## pm2.5 25.0 18.0 17.0 17.0 15.0 16.0 18.0 15.0 51.0 45.0 38.0
## CV residual -74.1 -67.0 -65.7 -59.9 -55.2 -50.3 -33.5 -73.8 -36.0 -40.9 -89.2
## 505 506 516 518 519 520 525 529 532 534 536
## Predicted 111.0 89.2 75.3 68.8 56.6 58.3 60.7 59.9 110.8 108.6 111.5
## cvpred 110.7 88.9 74.8 68.3 56.1 57.7 60.1 59.3 110.5 108.3 111.2
## pm2.5 35.0 29.0 22.0 32.0 30.0 32.0 47.0 49.0 20.0 16.0 24.0
## CV residual -75.7 -59.9 -52.8 -36.3 -26.1 -25.7 -13.1 -10.3 -90.5 -92.3 -87.2
## 537 540 622 623 624 625 626 627 628 629 633 642 644
## Predicted 105.9 73.7 134 138 133 132 122 131 130.6 120.6 127.5 57.4 73.7
## cvpred 105.6 73.4 134 138 133 132 122 131 130.4 120.4 127.3 57.2 73.4
## pm2.5 24.0 19.0 340 298 268 299 300 240 213.0 171.0 147.0 29.0 49.0
## CV residual -81.6 -54.4 206 160 135 167 178 109 82.6 50.6 19.7 -28.2 -24.4
## 645 647 649 652 653 655 656 657 662 664 665
## Predicted 73.3 65.7 88.2 101 99.9 109.9 108.6 102.8 36.1 26.55 28.24
## cvpred 73.0 65.4 87.8 101 99.6 109.7 108.3 102.6 35.6 26.05 27.72
## pm2.5 56.0 37.0 20.0 34 27.0 28.0 28.0 18.0 12.0 23.00 21.00
## CV residual -17.0 -28.4 -67.8 -67 -72.6 -81.7 -80.3 -84.6 -23.6 -3.05 -6.72
## 669 670 671 673 675 676 680 681 683 685 689
## Predicted 45.4 89.4 78.2 66.5 89.4 118.4 78.2 71.5 33.9 19.48 9.65
## cvpred 44.9 89.1 78.0 66.2 89.1 118.1 78.0 71.2 33.5 19.08 9.20
## pm2.5 16.0 25.0 20.0 19.0 25.0 20.0 11.0 16.0 13.0 12.00 36.00
## CV residual -28.9 -64.1 -58.0 -47.2 -64.1 -98.1 -67.0 -55.2 -20.5 -7.08 26.80
## 691 696 699 700 702 706 709 713 714 715 716 720
## Predicted 20.4 33.4 100.0 105.4 109.1 94.3 28.75 9.91 17.8 25.8 24.2 48.8
## cvpred 19.9 32.9 99.8 105.2 108.8 94.1 28.45 9.52 17.4 25.4 23.7 48.4
## pm2.5 52.0 47.0 65.0 70.0 37.0 35.0 32.00 32.00 36.0 37.0 45.0 94.0
## CV residual 32.1 14.1 -34.8 -35.2 -71.8 -59.1 3.55 22.48 18.6 11.6 21.3 45.6
## 731 735 737 743 755 756 759 761 764 765 767
## Predicted 26.90 49.5 56.1 137.79 131.7 126.3 90.6 103.1 120.3 129.5 132.2
## cvpred 26.33 49.2 55.9 137.63 131.6 126.2 90.4 102.9 120.1 129.3 131.9
## pm2.5 18.00 18.0 19.0 145.00 72.0 78.0 54.0 49.0 64.0 63.0 64.0
## CV residual -8.33 -31.2 -36.9 7.37 -59.6 -48.2 -36.4 -53.9 -56.1 -66.3 -67.9
## 769 770 773 777 780 781 783 785 786 793 798
## Predicted 141.5 153.7 159.6 152.8 84.8 79.2 73.0 58.6 87.6 112 152.9
## cvpred 141.2 153.5 159.4 152.6 84.5 78.9 72.7 58.3 87.4 112 152.6
## pm2.5 62.0 56.0 104.0 85.0 36.0 27.0 28.0 35.0 43.0 69 94.0
## CV residual -79.2 -97.5 -55.4 -67.6 -48.5 -51.9 -44.7 -23.3 -44.4 -43 -58.6
## 802 803 805 812 816 817 818 821 836 845
## Predicted 122.81 97.5 61.4 69.3 104.89 104.53 108.80 128.7 76.05 120.6
## cvpred 122.52 97.2 61.1 68.9 104.58 104.21 108.47 128.4 75.71 120.3
## pm2.5 120.00 72.0 34.0 87.0 114.00 103.00 99.00 78.0 79.00 87.0
## CV residual -2.52 -25.2 -27.1 18.1 9.42 -1.21 -9.47 -50.4 3.29 -33.3
## 852 853 855 859 862 863 865 866 868 871 878
## Predicted 119.07 109.06 104.4 127.4 131.5 136.2 144.7 149.3 148 137.0 124.2
## cvpred 118.86 108.84 104.2 127.1 131.3 135.9 144.5 149.1 148 136.7 123.9
## pm2.5 114.00 100.00 68.0 70.0 62.0 69.0 51.0 51.0 45 78.0 77.0
## CV residual -4.86 -8.84 -36.2 -57.1 -69.3 -66.9 -93.5 -98.1 -103 -58.7 -46.9
## 879 880 881 882 885 887 891 893 894 897 902
## Predicted 113.5 112.7 111.8 110.7 140.8 149.0 155.9 161.0 161.0 160.0 145
## cvpred 113.3 112.4 111.6 110.5 140.6 148.7 155.7 160.9 160.9 159.9 145
## pm2.5 67.0 84.0 77.0 83.0 189.0 71.0 69.0 71.0 77.0 90.0 105
## CV residual -46.3 -28.4 -34.6 -27.5 48.4 -77.7 -86.7 -89.9 -83.9 -69.9 -40
## 904 905 907 911 913 914 915 917 921 928 933 934
## Predicted 144.6 144 150.8 154.39 155 160 161.0 160.3 153 113 148.5 149.0
## cvpred 144.5 144 150.6 154.27 155 160 160.9 160.1 153 113 148.4 148.9
## pm2.5 125.0 141 164.0 156.00 178 187 181.0 197.0 136 163 227.0 210.0
## CV residual -19.5 -3 13.4 1.73 23 27 20.1 36.9 -17 50 78.6 61.1
## 940 943 944 947 948 952 959 960 961 963 966
## Predicted 154.4 159.5 159.4 82.9 70.4 83.1 88.0 73.8 69.1 67.3 64.1
## cvpred 154.3 159.4 159.3 82.7 70.1 83.0 87.8 73.5 68.7 67.0 63.7
## pm2.5 253.0 229.0 199.0 176.0 91.0 51.0 156.0 27.0 16.0 21.0 8.0
## CV residual 98.7 69.6 39.7 93.3 20.9 -32.0 68.2 -46.5 -52.7 -46.0 -55.7
## 971 972 977 979 980 981 983 986 991 992 994
## Predicted 60.5 45.0 59.9 56.7 59.2 62.7 59.5 60.1 84.4 92.8 79.8
## cvpred 60.0 44.5 59.6 56.4 58.8 62.3 59.1 59.6 84.0 92.5 79.5
## pm2.5 14.0 16.0 12.0 8.0 11.0 18.0 11.0 10.0 10.0 9.0 11.0
## CV residual -46.0 -28.5 -47.6 -48.4 -47.8 -44.3 -48.1 -49.6 -74.0 -83.5 -68.5
## 997 999 1000 1010 1015 1018 1019 1024 1026 1028 1034
## Predicted 76.9 69.5 68.6 91.5 107.8 94.4 88.4 65.0 64.5 89.4 137.0
## cvpred 76.6 69.2 68.3 91.1 107.5 94.1 88.1 64.6 64.2 89.1 136.7
## pm2.5 12.0 18.0 13.0 22.0 9.0 21.0 26.0 13.0 11.0 22.0 51.0
## CV residual -64.6 -51.2 -55.3 -69.1 -98.5 -73.1 -62.1 -51.6 -53.2 -67.1 -85.7
## 1039 1041 1047 1048 1049 1053 1055 1056 1057 1061 1062
## Predicted 129 131 57.58 57.2081 56.11 89.3 129 134 140 122.6 97.9
## cvpred 129 131 57.32 56.9518 55.84 89.0 129 134 140 122.4 97.6
## pm2.5 27 24 53.00 57.0000 51.00 136.0 259 267 351 39.0 7.0
## CV residual -102 -107 -4.32 0.0482 -4.84 47.0 130 133 211 -83.4 -90.6
## 1065 1066 1068 1069 1071 1075 1078 1080 1083 1086 1088
## Predicted 86.4 80.4 78.5 69.2 67.9 74.3 104.4 102.7 97.1 110.0 114.9
## cvpred 86.1 80.1 78.2 68.9 67.5 74.0 104.1 102.3 96.7 109.7 114.6
## pm2.5 7.0 7.0 19.0 15.0 18.0 16.0 51.0 46.0 24.0 17.0 16.0
## CV residual -79.1 -73.1 -59.2 -53.9 -49.5 -58.0 -53.1 -56.3 -72.7 -92.7 -98.6
## 1091 1097 1099 1104 1112 1120 1121 1129 1132 1133 1139
## Predicted 82.7 46.4 75.2 133.1 133 73.4 76.7 134.7 132 120.9 52.4
## cvpred 82.3 46.1 74.9 132.8 133 73.2 76.5 134.5 132 120.7 52.0
## pm2.5 25.0 15.0 13.0 116.0 30 99.0 118.0 207.0 227 176.0 15.0
## CV residual -57.3 -31.1 -61.9 -16.8 -103 25.8 41.5 72.5 95 55.3 -37.0
## 1140 1141 1143 1149 1152 1154 1155 1159 1164 1165 1166
## Predicted 45.0 27.76 16.86 97.7 120.7 113.5 132.6 138.2 58.3 53.0 41.8
## cvpred 44.5 27.22 16.27 97.4 120.4 113.2 132.3 137.9 58.1 52.7 41.6
## pm2.5 18.0 18.00 11.00 31.0 48.0 38.0 36.0 74.0 36.0 34.0 19.0
## CV residual -26.5 -9.22 -5.27 -66.4 -72.4 -75.2 -96.3 -63.9 -22.1 -18.7 -22.6
## 1172 1173 1175 1180 1183 1187 1188 1191 1193 1194 1196 1201
## Predicted 61.9 55.6 87.7 135 141.1 89.0 65.8 33.7 30.0 35.2 43.48 127.9
## cvpred 61.6 55.3 87.4 135 140.8 88.8 65.6 33.5 29.8 35.0 43.25 127.6
## pm2.5 47.0 115.0 236.0 168 185.0 112.0 107.0 82.0 40.0 45.0 49.00 205.0
## CV residual -14.6 59.7 148.6 33 44.2 23.2 41.4 48.5 10.2 10.0 5.75 77.4
## 1203 1205 1207 1210 1211 1217 1220 1222 1225 1227 1229
## Predicted 114.9 138.4 144 108.0 92.6 79.6 99.1 135.4 140 144 140.0
## cvpred 114.7 138.1 144 107.9 92.5 79.5 98.9 135.2 140 144 139.9
## pm2.5 204.0 174.0 120 158.0 178.0 150.0 184.0 211.0 261 233 214.0
## CV residual 89.3 35.9 -24 50.1 85.5 70.5 85.1 75.8 121 89 74.1
## 1231 1232 1236 1238 1241 1244 1248 1250 1251 1252 1253
## Predicted 149.7 143.3 67.75 18.7 9.29 83.1 126.5 138.86 144.6 134.25 139.6
## cvpred 149.5 143.1 67.61 18.5 9.03 83.0 126.4 138.76 144.5 134.11 139.5
## pm2.5 206.0 220.0 65.00 35.0 30.00 30.0 154.0 136.00 143.0 132.00 100.0
## CV residual 56.5 76.9 -2.61 16.5 20.97 -53.0 27.6 -2.76 -1.5 -2.11 -39.5
## 1256 1262 1263 1268 1276 1287 1288 1290 1292 1294 1299
## Predicted 143.3 92.5 86.2 116.4 151.3 99.4 98.4 97.9 115 135 144
## cvpred 143.1 92.2 86.0 116.1 151.1 99.3 98.3 97.9 115 134 144
## pm2.5 90.0 72.0 76.0 95.0 129.0 179.0 183.0 195.0 218 264 227
## CV residual -53.1 -20.2 -10.0 -21.1 -22.1 79.7 84.7 97.1 103 130 83
## 1301 1302 1304 1312 1315 1317 1318 1319 1323 1334 1335 1338
## Predicted 139.5 148.5 142 95.7 119 138 143 137 149.3 105 104 115.2
## cvpred 139.4 148.4 142 95.7 119 138 143 137 149.3 105 104 115.1
## pm2.5 227.0 227.0 243 298.0 353 309 284 244 135.0 248 180 138.0
## CV residual 87.6 78.6 101 202.3 234 171 141 107 -14.3 143 76 22.9
## 1340 1342 1344 1348 1349 1350 1352 1357 1358 1359 1361
## Predicted 114.2 99.3 107.2 114.7 118.6 118.1 117.4 113.8 108.2 108 106.6
## cvpred 114.1 99.1 106.9 114.4 118.3 117.8 117.1 113.7 108.1 108 106.5
## pm2.5 136.0 118.0 55.0 45.0 51.0 53.0 46.0 81.0 91.0 93 79.0
## CV residual 21.9 18.9 -51.9 -69.4 -67.3 -64.8 -71.1 -32.7 -17.1 -15 -27.5
## 1362 1366 1370 1372 1374 1379 1380 1384 1389 1396 1399
## Predicted 110.9 101.04 99.1 97.2 136 153.6 153.4 137.4 139.0 153.6 152.3
## cvpred 110.8 100.84 98.8 96.9 136 153.5 153.3 137.3 138.9 153.5 152.2
## pm2.5 79.0 103.00 35.0 29.0 29 89.0 138.0 105.0 98.0 128.0 139.0
## CV residual -31.8 2.16 -63.8 -67.9 -107 -64.5 -15.3 -32.3 -40.9 -25.5 -13.2
## 1400 1405 1414 1415 1418 1420 1421 1425 1427 1436 1438 1443
## Predicted 141.7 63.1 148.7 158.0 156.5 155 159 152 140 131.1 129.4 149.3
## cvpred 141.5 62.8 148.5 157.9 156.3 155 159 151 139 130.8 129.1 149.1
## pm2.5 119.0 20.0 108.0 128.0 59.0 35 35 17 39 91.0 89.0 108.0
## CV residual -22.5 -42.8 -40.5 -29.9 -97.3 -120 -124 -134 -100 -39.8 -40.1 -41.1
## 1448 1457 1459 1462 1464 1465 1467 1472 1473 1477 1482
## Predicted 156.4 46.5 49.2 86.8 134.60 118.95 149.3 131.7 135.4 121.3 102
## cvpred 156.2 46.2 48.9 86.6 134.49 118.86 149.1 131.6 135.2 121.2 102
## pm2.5 125.0 30.0 28.0 116.0 129.00 109.00 92.0 114.0 121.0 165.0 227
## CV residual -31.2 -16.2 -20.9 29.4 -5.49 -9.86 -57.1 -17.6 -14.2 43.8 125
## 1483 1487 1490 1491 1493 1494 1499 1501 1502 1506 1508 1511
## Predicted 114 138.0 132.3 131.4 143.4 147.5 125.6 119 108 134.8 136 140
## cvpred 114 137.9 132.1 131.3 143.3 147.4 125.5 119 108 134.7 136 140
## pm2.5 224 123.0 101.0 108.0 125.0 121.0 156.0 220 237 222.0 261 263
## CV residual 110 -14.9 -31.1 -23.3 -18.3 -26.4 30.5 101 129 87.3 125 123
## 1513 1515 1519 1524 1526 1529 1535 1538 1541 1544 1548
## Predicted 143 86.5 84.1 10.87 2.18 40.0 63.5 73.3 70.0 66.2 69.3
## cvpred 142 86.3 83.7 10.28 1.56 39.7 63.1 72.9 69.6 65.7 69.0
## pm2.5 248 15.0 16.0 17.00 17.00 16.0 20.0 16.0 15.0 16.0 26.0
## CV residual 106 -71.3 -67.7 6.72 15.44 -23.7 -43.1 -56.9 -54.6 -49.7 -43.0
## 1550 1551 1553 1566 1571 1574 1575 1578 1580 1582 1584
## Predicted 67.5 75.8 93.40 132.7 126.2 107.3 116.3 106.3 117.6 121.95 127.3
## cvpred 67.2 75.5 93.22 132.4 126.1 107.1 116.2 106.1 117.4 121.79 127.2
## pm2.5 52.0 65.0 103.00 62.0 57.0 92.0 100.0 132.0 128.0 116.00 70.0
## CV residual -15.2 -10.5 9.78 -70.4 -69.1 -15.1 -16.2 25.9 10.6 -5.79 -57.2
## 1587 1591 1597 1604 1605 1612 1615 1616 1617 1619 1626
## Predicted 158.3 156.0 137 132.8 136.6 94.5 91.4 99.0 87.7 73.8 14.442
## cvpred 158.2 155.8 137 132.6 136.4 94.1 90.8 98.5 87.1 73.3 13.744
## pm2.5 74.0 61.0 26 63.0 47.0 10.0 13.0 20.0 18.0 14.0 14.000
## CV residual -84.2 -94.8 -111 -69.6 -89.4 -84.1 -77.8 -78.5 -69.1 -59.3 0.256
## 1631 1635 1636 1642 1649 1650 1652 1657 1658 1659 1662
## Predicted 129 138.6 139.1 108.56 50.4 49.5 76.1 131.0 131.0 146.49 146
## cvpred 129 138.4 138.9 108.36 50.2 49.3 75.9 130.8 130.8 146.34 146
## pm2.5 27 48.0 61.0 105.00 40.0 34.0 33.0 101.0 106.0 144.00 158
## CV residual -102 -90.4 -77.9 -3.36 -10.2 -15.3 -42.9 -29.8 -24.8 -2.34 12
## 1663 1664 1665 1670 1671 1675 1677 1678 1680 1681 1683
## Predicted 150.8 150.51 139.2 78.8 77.2 103.6 113 117.4 121 105 65.33
## cvpred 150.6 150.36 139.1 78.7 77.1 103.5 113 117.3 121 105 65.12
## pm2.5 135.0 145.00 161.0 167.0 162.0 189.0 222 216.0 223 213 59.00
## CV residual -15.6 -5.36 21.9 88.3 84.9 85.5 109 98.7 102 108 -6.12
## 1686 1690 1695 1696 1702 1712 1715 1718 1719 1727 1728
## Predicted 65.8 64.5 23.2 35.2 125.8 122 91.2 71.2294 74.51 80.9 101.7
## cvpred 65.5 64.3 22.9 35.0 125.7 122 91.0 71.0504 74.33 80.6 101.5
## pm2.5 27.0 14.0 12.0 16.0 54.0 50 79.0 71.0000 73.00 53.0 41.0
## CV residual -38.5 -50.3 -10.9 -19.0 -71.7 -72 -12.0 -0.0504 -1.33 -27.6 -60.5
## 1731 1733 1734 1735 1737 1738 1748 1753 1758 1759 1764
## Predicted 109.6 111 120.8 128.9 154.9 154.4 157 151.9 104.0 94.4 84.5
## cvpred 109.4 111 120.7 128.7 154.8 154.4 157 151.8 103.8 94.1 84.3
## pm2.5 65.0 75 80.0 80.0 86.0 93.0 108 103.0 132.0 69.0 26.0
## CV residual -44.4 -36 -40.7 -48.7 -68.8 -61.4 -49 -48.8 28.2 -25.1 -58.3
## 1765 1767 1770 1771 1773 1775 1777 1783 1788 1790 1791
## Predicted 81.2 79.1 60.5 63.4 71.5 80.8 132.5 152.8 82.79 77.5 67.50
## cvpred 80.9 78.8 60.1 63.0 71.0 80.3 132.3 152.6 82.57 77.3 67.32
## pm2.5 21.0 21.0 17.0 25.0 30.0 38.0 61.0 55.0 73.00 56.0 60.00
## CV residual -59.9 -57.8 -43.1 -38.0 -41.0 -42.3 -71.3 -97.6 -9.57 -21.3 -7.32
## 1796 1805 1810 1813 1819 1823 1828 1830 1832 1835 1839
## Predicted 98.7 100.0 69.8 59.1 73.9 135.4 144.1 153.4 147.8 146.53 131.6
## cvpred 98.6 99.8 69.5 58.8 73.7 135.2 143.9 153.3 147.7 146.44 131.6
## pm2.5 62.0 41.0 28.0 22.0 28.0 66.0 91.0 83.0 90.0 144.00 227.0
## CV residual -36.6 -58.8 -41.5 -36.8 -45.7 -69.2 -52.9 -70.3 -57.7 -2.44 95.4
## 1843 1845 1846 1851 1855 1856 1857 1863 1864 1874 1880 1881
## Predicted 140.5 137.5 141.9 145 154 158.7 153 133.5 133 148.1 110 93.6
## cvpred 140.5 137.4 141.8 145 154 158.7 153 133.5 134 148.2 110 93.5
## pm2.5 205.0 209.0 226.0 248 222 221.0 214 232.0 243 180.0 473 201.0
## CV residual 64.5 71.6 84.2 103 68 62.3 61 98.5 109 31.8 363 107.5
## 1884 1885 1886 1889 1892 1893 1899 1903 1906 1914 1915
## Predicted 70.3 52.9 36.7 -3.23 27.84 26.98 128.5 133.9 88.8 31.8 40.2
## cvpred 70.0 52.6 36.3 -3.76 27.29 26.42 128.4 133.8 88.7 31.6 40.0
## pm2.5 343.0 156.0 64.0 37.00 19.00 23.00 46.0 51.0 50.0 90.0 106.0
## CV residual 273.0 103.4 27.7 40.76 -8.29 -3.42 -82.4 -82.8 -38.7 58.4 66.0
## 1922 1923 1929 1930 1932 1937 1943 1948 1952 1954 1965
## Predicted 121.5 117.0 126.5 121 50.7 13.8 41.6 115.5 125 103.2 65.7
## cvpred 121.4 116.9 126.4 121 50.5 13.5 41.2 115.3 125 103.1 65.5
## pm2.5 87.0 90.0 112.0 315 761.0 128.0 18.0 24.0 60 58.0 55.0
## CV residual -34.4 -26.9 -14.4 194 710.5 114.5 -23.2 -91.3 -65 -45.1 -10.5
## 1968 1969 1974 1976 1977 1978 1979 1982 1983 1990 1991
## Predicted 77.84 81.1 113.8 121.7 96.0 75.338 59.6 27.91 37.8 149.3 154
## cvpred 77.55 80.8 113.7 121.7 95.9 75.215 59.5 27.69 37.7 149.3 154
## pm2.5 69.00 70.0 70.0 63.0 67.0 76.000 65.0 29.00 20.0 63.0 36
## CV residual -8.55 -10.8 -43.7 -58.7 -28.9 0.785 5.5 1.31 -17.7 -86.3 -118
## 1992 1995 1996 1999 2000 2001 2002 2005 2006 2013 2016
## Predicted 154 147 142.3 145.7 95.5 69.8 67.1 23.3 42.2 91.2 118.7
## cvpred 154 147 142.2 145.6 95.3 69.6 66.9 23.0 41.9 91.0 118.6
## pm2.5 22 43 44.0 54.0 10.0 12.0 10.0 12.0 18.0 29.0 59.0
## CV residual -132 -104 -98.2 -91.6 -85.3 -57.6 -56.9 -11.0 -23.9 -62.0 -59.6
## 2017 2022 2023 2024 2026 2027 2028 2033 2034 2050 2053 2059
## Predicted 120.0 126.6 136 139.7 68.5 44.7 28.9 22.8 17.1 91.0 67.66 82.4
## cvpred 119.8 126.4 136 139.6 68.3 44.5 28.7 22.7 16.9 90.8 67.47 82.3
## pm2.5 63.0 70.0 57 61.0 44.0 37.0 43.0 70.0 65.0 79.0 62.00 61.0
## CV residual -56.8 -56.4 -79 -78.6 -24.3 -7.5 14.3 47.3 48.1 -11.8 -5.47 -21.3
## 2062 2065 2066 2071 2073 2079 2080 2081 2083 2084 2086
## Predicted 99.9 107.5 116.5 150.0 124 56.7 50.3 35.8 43.57 67.6 70.9
## cvpred 99.7 107.3 116.3 149.9 124 56.7 50.2 35.7 43.45 67.5 70.8
## pm2.5 54.0 41.0 48.0 68.0 88 99.0 100.0 63.0 46.00 48.0 57.0
## CV residual -45.7 -66.3 -68.3 -81.9 -36 42.3 49.8 27.3 2.55 -19.5 -13.8
## 2090 2091 2093 2094 2095 2097 2098 2100 2103 2105 2106
## Predicted 93.4 98.0 116.3 133.10 127.7 120.3 104.8 88.5 99.8 135 142
## cvpred 93.2 97.8 116.1 133.03 127.7 120.3 104.8 88.4 99.8 135 142
## pm2.5 100.0 117.0 132.0 142.00 147.0 208.0 198.0 218.0 237.0 260 259
## CV residual 6.8 19.2 15.9 8.97 19.3 87.7 93.2 129.6 137.2 125 117
## 2110 2114 2118 2158 2165 2166 2167 2174 2176 2182 2186
## Predicted 145 151 149 58.8 35.68 26.056 30.33 -15.6 -26.3 -18.1 110.6
## cvpred 145 151 149 58.6 35.27 25.612 29.87 -16.1 -26.9 -18.8 110.4
## pm2.5 366 288 271 85.0 31.00 26.000 24.00 35.0 15.0 20.0 52.0
## CV residual 221 137 122 26.4 -4.27 0.388 -5.87 51.1 41.9 38.8 -58.4
## 2188 2189 2195 2197 2201 2202 2204 2213 2215 2217 2224
## Predicted 86.9 105.1 29.0 5.84 -22.3 -19.6 11.63 120.8 121.2 100.7 45.5
## cvpred 86.7 104.9 28.7 5.45 -22.7 -20.1 11.13 120.7 121.1 100.5 45.4
## pm2.5 35.0 44.0 14.0 17.00 18.0 12.0 21.00 58.0 60.0 133.0 128.0
## CV residual -51.7 -60.9 -14.7 11.55 40.7 32.1 9.87 -62.7 -61.1 32.5 82.6
## 2231 2232 2233 2235 2237 2246 2257 2260 2261 2265 2268
## Predicted 75.1 78.9 105.2 120.6 120.6 8.29 99.6 109.6 119.6 118.1 83.7
## cvpred 74.9 78.7 105.2 120.6 120.6 8.22 99.6 109.6 119.6 118.1 83.7
## pm2.5 168.0 164.0 184.0 194.0 191.0 44.00 199.0 187.0 166.0 166.0 171.0
## CV residual 93.1 85.3 78.8 73.4 70.4 35.78 99.4 77.4 46.4 47.9 87.3
## 2272 2274 2275 2277 2278 2279 2281 2284 2285 2289 2291
## Predicted 87.3 95.1 135.41 137 137 148 139 96.8 91.4 43.4 14.32
## cvpred 87.3 95.1 135.44 137 137 148 139 96.7 91.2 43.2 14.02
## pm2.5 121.0 132.0 126.00 25 23 20 30 18.0 19.0 28.0 19.00
## CV residual 33.7 36.9 -9.44 -112 -114 -128 -109 -78.7 -72.2 -15.2 4.98
## 2292 2295 2299 2302 2306 2325 2326 2329 2330 2332 2333 2337
## Predicted 2.84 2.89 16.41 56.0 90.8 33.8 41.0 64.0 68.1 76.4 75.27 80.36
## cvpred 2.52 2.73 16.21 55.9 90.7 33.6 40.8 63.8 67.8 76.1 74.99 80.07
## pm2.5 16.00 16.00 15.00 19.0 55.0 84.0 96.0 97.0 84.0 74.0 67.00 78.00
## CV residual 13.48 13.27 -1.21 -36.9 -35.7 50.4 55.2 33.2 16.2 -2.1 -7.99 -2.07
## 2338 2339 2340 2341 2342 2346 2348 2351 2353 2355 2356
## Predicted 69.2 63.2 56.8 40.3 29.4 12.4 25.7 101.2 96.4 94.5 74.6
## cvpred 68.9 63.0 56.5 40.0 29.1 12.0 25.3 101.3 96.5 94.5 74.6
## pm2.5 91.0 107.0 107.0 127.0 132.0 105.0 144.0 124.0 150.0 128.0 103.0
## CV residual 22.1 44.0 50.5 87.0 102.9 93.0 118.7 22.7 53.5 33.5 28.4
## 2357 2359 2360 2363 2366 2367 2369 2370 2373 2378 2380
## Predicted 96.7 95.9 103.8 118.5 115 113.6 116.6 116.5 128.4 136.8 116.9
## cvpred 96.7 95.9 103.8 118.6 115 113.6 116.5 116.4 128.4 136.8 116.9
## pm2.5 60.0 63.0 77.0 77.0 81 77.0 66.0 60.0 90.0 89.0 49.0
## CV residual -36.7 -32.9 -26.8 -41.6 -34 -36.6 -50.5 -56.4 -38.4 -47.8 -67.9
## 2381 2382 2383 2386 2390 2391 2392 2393 2396 2398 2402
## Predicted 83.4 78.4 77.1 60.7 30.20 21.162 20.06 23.23 56.0 75.3 90.1
## cvpred 83.3 78.3 76.9 60.6 30.07 21.054 19.94 23.09 55.9 75.1 89.9
## pm2.5 14.0 14.0 16.0 17.0 24.00 22.000 22.00 32.00 29.0 58.0 40.0
## CV residual -69.3 -64.3 -60.9 -43.6 -6.07 0.946 2.06 8.91 -26.9 -17.1 -49.9
## 2403 2406 2407 2408 2412 2418 2419 2422 2428 2429 2430
## Predicted 98.6 99.9 103.4 112.1 112.5 133.5 133 138.6 142.5 141.3 145.9
## cvpred 98.3 99.6 103.2 111.8 112.3 133.5 133 138.6 142.5 141.3 145.9
## pm2.5 44.0 73.0 89.0 80.0 67.0 63.0 81 87.0 108.0 116.0 105.0
## CV residual -54.3 -26.6 -14.2 -31.8 -45.3 -70.5 -52 -51.6 -34.5 -25.3 -40.9
## 2438 2440 2441 2446 2448 2451 2453 2454 2455 2456 2461
## Predicted 23.1 30.39 12.7 34.7 36.3 40.7 39.2 33.7 32.9 25.9 -52.2
## cvpred 22.8 30.03 12.3 34.2 35.7 40.1 38.6 33.1 32.2 25.2 -53.1
## pm2.5 40.0 29.00 31.0 11.0 7.0 14.0 13.0 16.0 14.0 14.0 14.0
## CV residual 17.2 -1.03 18.7 -23.2 -28.7 -26.1 -25.6 -17.1 -18.2 -11.2 67.1
## 2462 2464 2467 2468 2474 2476 2477 2478 2479 2492 2493
## Predicted -55.6 -57.7 -43.1 49.4 102.9 120.7 125 102.4 120.2 82.9 90.41
## cvpred -56.4 -58.6 -44.0 49.3 102.7 120.6 125 102.3 120.1 82.8 90.33
## pm2.5 13.0 11.0 13.0 17.0 81.0 48.0 42 39.0 26.0 94.0 84.00
## CV residual 69.4 69.6 57.0 -32.3 -21.7 -72.6 -83 -63.3 -94.1 11.2 -6.33
## 2498 2500 2503 2505 2506 2509 2512 2513 2515 2517 2522
## Predicted 111.4 113.8 125.88 118.0 112.0 114 97.4 123.5 128.4 133.5 145.3
## cvpred 111.2 113.6 125.68 117.8 111.8 114 97.1 123.5 128.4 133.5 145.2
## pm2.5 81.0 97.0 130.00 171.0 196.0 203 193.0 194.0 200.0 212.0 239.0
## CV residual -30.2 -16.6 4.32 53.2 84.2 89 95.9 70.5 71.6 78.5 93.8
## 2526 2533 2534 2535 2540 2542 2543 2552 2553 2555 2556
## Predicted 148 107 101 94.6 117.7 125.2 119.5 124.6 123.5 111.5 100.4
## cvpred 148 107 101 94.7 117.6 125.2 119.4 124.5 123.3 111.4 100.2
## pm2.5 253 286 289 285.0 143.0 102.0 96.0 152.0 154.0 165.0 149.0
## CV residual 105 179 188 190.3 25.4 -23.2 -23.4 27.5 30.7 53.6 48.8
## 2560 2565 2566 2569 2580 2581 2584 2593 2595 2599 2600 2602
## Predicted 90.1 96.4 126.4 131.5 115.1 105 89.1 122 138 122 122 121
## cvpred 89.9 96.2 126.4 131.6 115.2 105 89.2 123 138 122 122 122
## pm2.5 144.0 138.0 184.0 206.0 200.0 207 248.0 389 382 342 324 272
## CV residual 54.1 41.8 57.6 74.4 84.8 102 158.8 266 244 220 202 150
## 2609 2611 2612 2613 2618 2620 2625 2630 2632 2634 2636
## Predicted 111 109.4 127.4 131.6 134.3 145.1 134.4 70.7 67.51 72.03 76.195
## cvpred 111 109.5 127.4 131.7 134.4 145.2 134.5 70.7 67.58 72.09 76.215
## pm2.5 170 121.0 198.0 184.0 94.0 100.0 94.0 90.0 73.00 77.00 76.000
## CV residual 59 11.5 70.6 52.3 -40.4 -45.2 -40.5 19.3 5.42 4.91 -0.215
## 2637 2644 2649 2650 2651 2658 2659 2661 2663 2666 2668 2678
## Predicted 92.7 103.7 114.4 112.4 110.8 100 98.9 111.4 124.3 141 146 127
## cvpred 92.7 103.7 114.4 112.5 110.8 100 98.9 111.4 124.3 141 146 127
## pm2.5 80.0 38.0 50.0 51.0 48.0 26 32.0 34.0 44.0 31 37 40
## CV residual -12.7 -65.7 -64.4 -61.5 -62.8 -74 -66.9 -77.4 -80.3 -110 -109 -87
## 2686 2688 2689 2691 2695 2697 2698 2699 2708 2709 2712
## Predicted 121.4 140.7 148 152.8 147 114.5 85.1 74.9 16.32 32.32 52.9
## cvpred 121.4 140.7 148 152.8 147 114.5 85.1 74.9 16.19 32.28 52.9
## pm2.5 47.0 47.0 37 60.0 24 51.0 41.0 39.0 20.00 23.00 38.0
## CV residual -74.4 -93.7 -111 -92.8 -123 -63.5 -44.1 -35.9 3.81 -9.28 -14.9
## 2713 2715 2716 2720 2724 2725 2726 2727 2729 2731 2739
## Predicted 51.6 79.5 83.1 114.1 64.1 51.1 43.7 42.1 47.2 59.0 84.6
## cvpred 51.5 79.4 83.0 114.1 64.1 51.2 43.8 42.2 47.3 58.9 84.4
## pm2.5 45.0 56.0 54.0 81.0 122.0 114.0 111.0 112.0 117.0 85.0 96.0
## CV residual -6.5 -23.4 -29.0 -33.1 57.9 62.8 67.2 69.8 69.7 26.1 11.6
## 2743 2744 2749 2753 2755 2756 2758 2763 2764 2766 2767 2774
## Predicted 100.43 94.4 51.8 102 138 137 144 123 102.9 92.7 91.1 72.3
## cvpred 100.26 94.3 51.6 102 138 137 144 123 102.8 92.5 90.9 72.2
## pm2.5 110.00 129.0 133.0 135 15 19 9 5 9.0 8.0 7.0 26.0
## CV residual 9.74 34.7 81.4 33 -123 -118 -135 -118 -93.8 -84.5 -83.9 -46.2
## 2775 2776 2778 2783 2791 2794 2795 2798 2808 2812 2816
## Predicted 61.4 59.3 118 62.9 55.0 38.99 36.38 25.8 13.85 29.7 3.9
## cvpred 61.3 59.2 118 62.6 54.6 38.56 35.98 25.4 13.19 29.0 3.1
## pm2.5 25.0 20.0 15 11.0 19.0 31.00 42.00 45.0 11.00 13.0 13.0
## CV residual -36.3 -39.2 -103 -51.6 -35.6 -7.56 6.02 19.6 -2.19 -16.0 9.9
## 2819 2821 2822 2825 2826 2828 2830 2831 2834 2837 2840
## Predicted -23.9 -40.3 -44.6 -60.9 -58.8 -58.8 -40.7 -42.9 107.2 87.3 72.9
## cvpred -24.7 -41.2 -45.5 -61.9 -59.8 -59.9 -41.8 -44.0 107.1 87.2 72.8
## pm2.5 14.0 14.0 13.0 20.0 16.0 17.0 15.0 38.0 16.0 20.0 21.0
## CV residual 38.7 55.2 58.5 81.9 75.8 76.9 56.8 82.0 -91.1 -67.2 -51.8
## 2841 2844 2852 2855 2856 2857 2860 2863 2865 2870 2871
## Predicted 60.4 22.99 2.72 27.5 30.5 29.16 27.6 23.79 -3.83 -56.4 -59.1
## cvpred 60.3 22.81 2.32 27.1 30.1 28.73 27.1 23.26 -4.37 -57.0 -59.7
## pm2.5 20.0 16.00 22.00 15.0 19.0 27.00 32.0 20.00 28.00 16.0 20.0
## CV residual -40.3 -6.81 19.68 -12.1 -11.1 -1.73 4.9 -3.26 32.37 73.0 79.7
## 2872 2873 2876 2877 2880 2881 2882 2883 2884 2889 2890 2891
## Predicted -62.0 -68.6 23 35.4 44.80 70.00 94.2 119.1 124 78.8 63.1 47.2
## cvpred -62.7 -69.3 23 35.4 44.72 70.02 94.2 119.1 124 78.8 63.2 47.3
## pm2.5 15.0 20.0 37 34.0 54.00 62.00 70.0 66.0 70 89.0 90.0 86.0
## CV residual 77.7 89.3 14 -1.4 9.28 -8.02 -24.2 -53.1 -54 10.2 26.8 38.7
## 2895 2898 2907 2909 2910 2912 2913 2915 2918 2921 2922
## Predicted -0.684 -19.4 66.7 104.08 109.46 117.2 107.0 67.0 -26.4 -33.8 -35.5
## cvpred -0.583 -19.3 66.6 104.21 109.58 117.4 107.1 67.2 -26.3 -33.8 -35.6
## pm2.5 69.000 35.0 77.0 102.00 111.00 132.0 146.0 142.0 63.0 55.0 45.0
## CV residual 69.583 54.3 10.4 -2.21 1.42 14.6 38.9 74.8 89.3 88.8 80.6
## 2924 2925 2931 2933 2934 2949 2950 2951 2953 2957 2958
## Predicted 4.85 -23.8 79.2 107.1 84.7 82.6 70.6 84.4 74.9 127.7 128.50
## cvpred 4.81 -23.9 79.2 107.1 84.7 82.7 70.8 84.5 75.0 127.9 128.63
## pm2.5 32.00 32.0 43.0 45.0 44.0 142.0 142.0 150.0 118.0 120.0 129.00
## CV residual 27.19 55.9 -36.2 -62.1 -40.7 59.3 71.2 65.5 43.0 -7.9 0.37
## 2964 2968 2975 2978 2981 2982 2983 2984 2985 2986 2990
## Predicted 77.7 95.51 123 125 127.4 126.9 122 125.9 125.0 119 69.709
## cvpred 77.8 95.75 123 125 127.4 126.9 122 125.9 125.1 119 69.858
## pm2.5 128.0 104.00 142 182 202.0 202.0 198 215.0 216.0 261 70.000
## CV residual 50.2 8.25 19 57 74.6 75.1 76 89.1 90.9 142 0.142
## 2994 2995 2997 3001 3003 3004 3006 3007 3009 3012 3015
## Predicted 48.1 47.0 47.3 40.5 47.8 98.7 92.2 95.7 66.9 39.3 -5.36
## cvpred 48.1 46.9 47.1 40.2 47.5 98.7 92.2 95.7 66.9 39.3 -5.43
## pm2.5 7.0 11.0 14.0 16.0 10.0 10.0 13.0 12.0 15.0 16.0 14.00
## CV residual -41.1 -35.9 -33.1 -24.2 -37.5 -88.7 -79.2 -83.7 -51.9 -23.3 19.43
## 3016 3018 3022 3023 3025 3026 3028 3030 3031 3035 3036
## Predicted -7.57 -1.61 49.1 53.2 54.76 58.8 70.7 99.9 118.7 86.431 30.4
## cvpred -7.66 -1.72 49.2 53.2 54.79 58.8 70.7 100.1 118.9 86.623 30.4
## pm2.5 18.00 16.00 35.0 35.0 48.00 50.0 57.0 66.0 73.0 87.000 165.0
## CV residual 25.66 17.72 -14.2 -18.2 -6.79 -8.8 -13.7 -34.1 -45.9 0.377 134.6
## 3037 3044 3046 3050 3052 3058 3066 3068 3069 3072 3073
## Predicted 13.8 26.4 50.3 110.7 120.2 97.4 65.9 64 63.6 89.7 131.88
## cvpred 13.8 26.3 50.2 110.8 120.3 97.6 66.0 64 63.6 89.8 132.04
## pm2.5 219.0 58.0 30.0 71.0 67.0 201.0 114.0 150 154.0 133.0 139.00
## CV residual 205.2 31.7 -20.2 -39.8 -53.3 103.4 48.0 86 90.4 43.2 6.96
## 3074 3080 3085 3093 3095 3098 3100 3113 3115 3119 3120
## Predicted 136.27 74.3 31.7 27.9 75.1 88.2 117.3 26.40 26.1 36.7 38.9
## cvpred 136.44 74.3 31.5 27.8 75.2 88.2 117.4 26.26 25.9 36.4 38.6
## pm2.5 129.00 55.0 20.0 82.0 117.0 125.0 40.0 32.00 15.0 11.0 11.0
## CV residual -7.44 -19.3 -11.5 54.2 41.8 36.8 -77.4 5.74 -10.9 -25.4 -27.6
## 3124 3127 3128 3138 3140 3144 3145 3149 3152 3153 3157
## Predicted 42.1 62.4 41.8 55.4 66.0 98.7 107 130.7 114.7 113.6 78.3
## cvpred 41.7 62.0 41.4 55.5 66.1 98.8 107 130.8 114.8 113.7 78.4
## pm2.5 5.0 4.0 6.0 20.0 19.0 54.0 49 38.0 55.0 51.0 44.0
## CV residual -36.7 -58.0 -35.4 -35.5 -47.1 -44.8 -58 -92.8 -59.8 -62.7 -34.4
## 3158 3163 3165 3166 3167 3172 3173 3176 3178 3179 3184
## Predicted 69.6 63.9 81.5 85.5 94.9 121.2 121.0 115.1 92.83 92.6 55.56
## cvpred 69.8 64.0 81.5 85.5 94.9 121.3 121.1 115.2 92.96 92.7 55.69
## pm2.5 44.0 43.0 44.0 43.0 46.0 69.0 75.0 78.0 83.00 82.0 57.00
## CV residual -25.8 -21.0 -37.5 -42.5 -48.9 -52.3 -46.1 -37.2 -9.96 -10.7 1.31
## 3185 3191 3192 3193 3195 3196 3197 3198 3199 3205 3214
## Predicted 54.7 85 93.7 98.3 119.7 110.0 114.85 114.0 117.89 86.7 130.6
## cvpred 54.8 85 93.7 98.3 119.8 110.1 114.95 114.1 117.98 86.8 130.8
## pm2.5 66.0 69 64.0 60.0 61.0 83.0 112.00 99.0 108.00 147.0 193.0
## CV residual 11.2 -16 -29.7 -38.3 -58.8 -27.1 -2.95 -15.1 -9.98 60.2 62.2
## 3219 3220 3222 3223 3227 3229 3233 3235 3237 3238 3240
## Predicted 135.0 140.4 140.2 143.3 101.0 83.6 69.2 63.3 77.4 86.4 94.5
## cvpred 135.2 140.6 140.3 143.5 101.2 83.8 69.4 63.5 77.5 86.6 94.6
## pm2.5 231.0 237.0 235.0 222.0 191.0 181.0 170.0 126.0 113.0 122.0 113.0
## CV residual 95.8 96.4 94.7 78.5 89.8 97.2 100.6 62.5 35.5 35.4 18.4
## 3247 3248 3249 3252 3255 3259 3260 3265 3268 3273 3278
## Predicted 114.5 108.2 106.4 89.1 81.4 106.6 115.6 113.2 146 146 121.3
## cvpred 114.5 108.3 106.5 89.2 81.5 106.6 115.6 113.1 146 146 121.5
## pm2.5 185.0 182.0 178.0 145.0 100.0 70.0 87.0 51.0 44 53 76.0
## CV residual 70.5 73.7 71.5 55.8 18.5 -36.6 -28.6 -62.1 -102 -93 -45.5
## 3281 3287 3288 3293 3298 3301 3304 3307 3308 3309 3311
## Predicted 114.6 127.2 131.0 144.7 122 75.1 64.58 120.4 106.6 82.8 114.3
## cvpred 114.8 127.4 131.1 144.9 122 75.1 64.73 120.6 106.8 82.9 114.5
## pm2.5 89.0 74.0 84.0 89.0 13 53.0 60.00 41.0 56.0 33.0 41.0
## CV residual -25.8 -53.4 -47.1 -55.9 -109 -22.1 -4.73 -79.6 -50.8 -49.9 -73.5
## 3313 3315 3316 3324 3325 3327 3328 3333 3334 3337 3339
## Predicted 133.6 128 122.6 28.2 18.9 -9.63 -16.7 6.79 6.44 75.2 118.2
## cvpred 133.8 128 122.7 28.4 19.1 -9.54 -16.7 6.89 6.51 75.3 118.4
## pm2.5 49.0 41 34.0 44.0 36.0 27.00 30.0 28.00 32.00 61.0 66.0
## CV residual -84.8 -87 -88.7 15.6 16.9 36.54 46.7 21.11 25.49 -14.3 -52.4
## 3340 3343 3351 3357 3358 3361 3362 3365 3367 3368 3369
## Predicted 129.0 122.1 -7.07 -7.29 9.89 63.7 77.8 100.527 111.5 110.48 104.96
## cvpred 129.1 122.3 -6.93 -7.28 9.93 63.7 77.9 100.579 111.7 110.68 105.19
## pm2.5 89.0 104.0 39.00 43.00 54.00 93.0 91.0 101.000 95.0 105.00 110.00
## CV residual -40.1 -18.3 45.93 50.28 44.07 29.3 13.1 0.421 -16.7 -5.68 4.81
## 3370 3373 3375 3376 3385 3387 3388 3390 3396 3397 3399
## Predicted 94.2 77.3 49.4 47.6 126 131.1 126.8 131.4 87.8 78.3 41.4
## cvpred 94.4 77.6 49.6 47.7 126 131.3 126.9 131.6 88.1 78.6 41.6
## pm2.5 116.0 120.0 72.0 79.0 229 229.0 198.0 119.0 182.0 174.0 128.0
## CV residual 21.6 42.4 22.4 31.3 103 97.7 71.1 -12.6 93.9 95.4 86.4
## 3403 3404 3407 3410 3415 3421 3424 3426 3432 3437 3438
## Predicted 65.3 60.5 116.0 125.5 131.4 45.6 -1.48 -10.6 99.11 127.0 122.4
## cvpred 65.4 60.7 116.2 125.7 131.6 45.8 -1.29 -10.4 99.23 127.2 122.5
## pm2.5 118.0 116.0 106.0 163.0 165.0 115.0 70.00 53.0 93.00 85.0 98.0
## CV residual 52.6 55.3 -10.2 37.3 33.4 69.2 71.29 63.4 -6.23 -42.2 -24.5
## 3440 3441 3442 3447 3450 3460 3461 3463 3468 3469 3471
## Predicted 77.7 61.6 53.5 28.742 25.186 75.6 74.5 67 39.81 37.7 27.1
## cvpred 77.8 61.7 53.6 28.805 25.217 75.6 74.5 67 39.92 37.9 27.3
## pm2.5 45.0 40.0 35.0 28.000 26.000 28.0 16.0 14 46.00 39.0 55.0
## CV residual -32.8 -21.7 -18.6 -0.805 0.783 -47.6 -58.5 -53 6.08 1.1 27.7
## 3472 3475 3477 3480 3485 3491 3494 3495 3501 3510 3512 3514
## Predicted 19.1 27.6 45.0 57.9 101.59 67.8 48.4 47.0 55.8 105.5 109.1 112.1
## cvpred 19.2 27.8 45.2 58.1 101.76 68.0 48.6 47.2 55.9 105.7 109.3 112.4
## pm2.5 45.0 57.0 43.0 39.0 92.00 118.0 79.0 62.0 40.0 74.0 67.0 92.0
## CV residual 25.8 29.2 -2.2 -19.1 -9.76 50.0 30.4 14.8 -15.9 -31.7 -42.3 -20.4
## 3516 3520 3521 3522 3523 3531 3535 3538 3545 3547 3548
## Predicted 104.2 118 126.4 125.6 130 144 144 136.7 117.12 135.43 132.2
## cvpred 104.5 118 126.6 125.8 130 144 144 136.9 117.39 135.69 132.4
## pm2.5 92.0 96 70.0 72.0 85 100 111 152.0 108.00 142.00 180.0
## CV residual -12.5 -22 -56.6 -53.8 -45 -44 -33 15.1 -9.39 6.31 47.6
## 3556 3558 3559 3560 3566 3569 3574 3575 3577 3580 3581
## Predicted 144 144.5 139.2 143.3 35.74 30.8 118.6 124 105.6 73.5 71.5
## cvpred 144 144.7 139.4 143.5 35.94 31.0 118.9 124 105.8 73.6 71.6
## pm2.5 205 214.0 230.0 242.0 28.00 19.0 214.0 314 33.0 33.0 22.0
## CV residual 61 69.3 90.6 98.5 -7.94 -12.0 95.1 190 -72.8 -40.6 -49.6
## 3583 3587 3588 3591 3593 3596 3599 3600 3601 3607 3608
## Predicted 100.7 61.7 65.8 55.2 97.4 98.5 118.3 122.3 132.1 129.9 123.75
## cvpred 100.9 61.9 65.9 55.3 97.6 98.7 118.5 122.5 132.3 130.1 123.98
## pm2.5 25.0 23.0 54.0 18.0 39.0 97.0 83.0 94.0 77.0 98.0 118.00
## CV residual -75.9 -38.9 -11.9 -37.3 -58.6 -1.7 -35.5 -28.5 -55.3 -32.1 -5.98
## 3611 3612 3614 3620 3621 3624 3628 3630 3631 3635 3637
## Predicted 108.4 94.5 60.65 86.39 109.3 121.4 134.3 133.5 135.0 113.51 103.11
## cvpred 108.6 94.7 60.85 86.58 109.6 121.6 134.5 133.7 135.2 113.72 103.34
## pm2.5 77.0 76.0 69.00 79.00 61.0 179.0 94.0 92.0 86.0 106.00 110.00
## CV residual -31.6 -18.7 8.15 -7.58 -48.6 57.4 -40.5 -41.7 -49.2 -7.72 6.66
## 3639 3640 3644 3666 3672 3676 3681 3685 3688 3689 3690
## Predicted 91.5 93.33 102.61 97.6 124 133.546 124 87.6 73.5 73.4 77.0
## cvpred 91.7 93.58 102.85 97.8 124 133.738 124 87.8 73.8 73.7 77.2
## pm2.5 103.0 98.00 100.00 74.0 159 134.000 152 122.0 108.0 101.0 92.0
## CV residual 11.3 4.42 -2.85 -23.8 35 0.262 28 34.2 34.2 27.3 14.8
## 3691 3694 3697 3698 3699 3701 3703 3705 3707 3708 3783 3787
## Predicted 72.23 94.9 118 122.5 127.4 136 136 109.6 93.7 83.21 56.0 78.4
## cvpred 72.42 95.1 118 122.7 127.5 136 136 109.8 93.9 83.44 56.2 78.6
## pm2.5 82.00 90.0 79 71.0 64.0 76 101 82.0 79.0 76.00 107.0 108.0
## CV residual 9.58 -5.1 -39 -51.7 -63.5 -60 -35 -27.8 -14.9 -7.44 50.8 29.4
## 3789 3791 3793 3794 3795 3834 3836 3841 3844 3848 3849
## Predicted 77.7 86.2 89.6 93.9 109.3 53.4 70.2 95.2 108.9 126.4 130.5
## cvpred 77.8 86.3 89.7 94.0 109.6 53.6 70.5 95.4 109.1 126.6 130.7
## pm2.5 157.0 148.0 128.0 148.0 176.0 70.0 41.0 42.0 63.0 46.0 41.0
## CV residual 79.2 61.7 38.3 54.0 66.4 16.4 -29.5 -53.4 -46.1 -80.6 -89.7
## 3852 3855 3859 3866 3870 3872 3874 3876 3877 3882 3883
## Predicted 112.5 113.1 104.9 134.3 138.4 133.3 118.9 107.9 102.2 95.88 100.52
## cvpred 112.7 113.4 105.1 134.5 138.6 133.5 119.1 108.1 102.5 96.11 100.75
## pm2.5 36.0 36.0 46.0 97.0 81.0 72.0 71.0 73.0 85.0 89.00 95.00
## CV residual -76.7 -77.4 -59.1 -37.5 -57.6 -61.5 -48.1 -35.1 -17.5 -7.11 -5.75
## 3884 3886 3888 3889 3893 3895 3897 3898 3900 3905 3907
## Predicted 104 112.7 128.4 128.1 126.4 120.9 119.2 113.6 97.3 65.8 87.78
## cvpred 104 112.9 128.6 128.4 126.6 121.1 119.4 113.8 97.6 66.1 88.04
## pm2.5 93 93.0 99.0 101.0 105.0 94.0 91.0 98.0 115.0 89.0 96.00
## CV residual -11 -19.9 -29.6 -27.4 -21.6 -27.1 -28.4 -15.8 17.4 22.9 7.96
## 3908 3910 3920 3923 3925 3926 3930 3933 3946 3947 3948
## Predicted 91.1 95.7 126.0 108 96.2 94.6 86.5 137 121.5 115.9 106.1
## cvpred 91.4 96.0 126.2 108 96.4 94.8 86.7 137 121.8 116.2 106.4
## pm2.5 119.0 125.0 141.0 137 147.0 143.0 173.0 37 82.0 68.0 56.0
## CV residual 27.6 29.0 14.8 29 50.6 48.2 86.3 -100 -39.8 -48.2 -50.4
## 3959 3965 3966 3973 3974 3981 3982 3985 3995 3996 3999
## Predicted 116.7 136.2 136.4 94.3 84.8 100.2 79.7 125.4 99.7 93.51 92.1
## cvpred 116.9 136.4 136.7 94.7 85.2 100.5 80.0 125.7 100.0 93.79 92.5
## pm2.5 137.0 198.0 175.0 148.0 136.0 152.0 183.0 105.0 81.0 95.00 125.0
## CV residual 20.1 61.6 38.3 53.3 50.8 51.5 103.0 -20.7 -19.0 1.21 32.5
## 4003 4004 4005 4006 4007 4008 4012 4013 4014 4015 4018 4019
## Predicted 90.7 113.6 117.5 113 132 141 136.4 136.3 135.4 134.3 130.9 143
## cvpred 91.0 113.8 117.8 113 132 141 136.7 136.6 135.7 134.6 131.2 143
## pm2.5 109.0 20.0 20.0 22 27 30 50.0 46.0 42.0 35.0 43.0 30
## CV residual 18.0 -93.8 -97.8 -91 -105 -111 -86.7 -90.6 -93.7 -99.6 -88.2 -113
## 4020 4022 4027 4032 4034 4038 4039 4041 4042 4047 4048 4050
## Predicted 137 138 132 137.3 136 138.4 137.7 126.4 119.7 91.5 106.1 113.7
## cvpred 137 138 132 137.5 136 138.6 137.9 126.6 119.9 91.7 106.4 113.9
## pm2.5 27 35 29 49.0 34 40.0 41.0 49.0 61.0 74.0 79.0 69.0
## CV residual -110 -103 -103 -88.5 -102 -98.6 -96.9 -77.6 -58.9 -17.7 -27.4 -44.9
## 4054 4056 4058 4059 4064 4068 4069 4081 4085 4087 4091
## Predicted 127.9 137.9 138.5 138.7 141.3 95.6 90.7 129.0 134.4 118 71.6
## cvpred 128.1 138.2 138.8 138.9 141.6 95.9 91.0 129.4 134.7 118 71.8
## pm2.5 88.0 69.0 89.0 98.0 92.0 109.0 74.0 205.0 124.0 95 48.0
## CV residual -40.1 -69.2 -49.8 -40.9 -49.6 13.1 -17.0 75.6 -10.7 -23 -23.8
## 4092 4094 4096 4098 4099 4104 4105 4107 4110 4114 4117
## Predicted 57.4 34.6 38.7 60.3 64.1 88.6 92.7 119.6 124.0 93.2 87.3
## cvpred 57.7 34.9 39.0 60.6 64.4 88.8 92.8 119.8 124.2 93.5 87.6
## pm2.5 21.0 11.0 10.0 49.0 49.0 70.0 61.0 66.0 42.0 63.0 85.0
## CV residual -36.7 -23.9 -29.0 -11.6 -15.4 -18.8 -31.8 -53.8 -82.2 -30.5 -2.6
## 4119 4124 4127 4128 4131 4132 4165 4167 4169 4172
## Predicted 76.43 81.94 105.25 105 120.756 115.62 44.64 41.69 43.87 66.58
## cvpred 76.73 82.23 105.54 105 121.053 115.93 44.85 41.89 44.06 66.74
## pm2.5 85.00 92.00 107.00 132 122.000 121.00 48.00 39.00 40.00 62.00
## CV residual 8.27 9.77 1.46 27 0.947 5.07 3.15 -2.89 -4.06 -4.74
## 4174 4175 4179 4181 4182 4185 4188 4190 4192 4194 4198
## Predicted 83.8 83.0 109.5 118.7 135.0 108.2 73.1 51.6 44.46 39.48 80.246
## cvpred 84.1 83.2 109.6 118.9 135.2 108.5 73.3 51.8 44.68 39.74 80.475
## pm2.5 66.0 68.0 63.0 76.0 68.0 120.0 106.0 70.0 49.00 48.00 81.000
## CV residual -18.1 -15.2 -46.6 -42.9 -67.2 11.5 32.7 18.2 4.32 8.26 0.525
## 4200 4201 4202 4203 4207 4218 4220 4227 4228 4233 4235
## Predicted 104.22 108.4 113.0 113 127.0 63.9 82.3 126.9 122 116.4 96.6
## cvpred 104.45 108.6 113.2 113 127.3 64.1 82.5 127.2 122 116.7 96.9
## pm2.5 98.00 114.0 169.0 231 191.0 171.0 150.0 204.0 251 205.0 205.0
## CV residual -6.45 5.4 55.8 118 63.7 106.9 67.5 76.8 129 88.3 108.1
## 4236 4237 4238 4242 4244 4245 4247 4248 4249 4251 4252
## Predicted 91.5 80.3 79.5 69.6 73.5 87.3 86.8 91.477 96.12 91.50 95.40
## cvpred 91.7 80.6 79.8 69.9 73.7 87.5 87.0 91.651 96.28 91.63 95.53
## pm2.5 184.0 160.0 150.0 133.0 127.0 119.0 102.0 91.000 92.00 100.00 97.00
## CV residual 92.3 79.4 70.2 63.1 53.3 31.5 15.0 -0.651 -4.28 8.37 1.47
## 4254 4255 4256 4258 4264 4266 4267 4271 4272 4274
## Predicted 113.9 127.02 118.1 102.1 56.0 67.5 75.9 119.90 104.39 125.889
## cvpred 114.1 127.28 118.4 102.4 56.3 67.8 76.2 120.19 104.67 126.182
## pm2.5 94.0 121.00 153.0 163.0 117.0 117.0 116.0 112.00 97.00 126.000
## CV residual -20.1 -6.28 34.6 60.6 60.7 49.2 39.8 -8.19 -7.67 -0.182
## 4275 4277 4278 4279 4281 4282 4283 4284 4285 4290 4292
## Predicted 131.0 136.16 135.8 135.3 113.4 111 101.0 94.6 85.2 74.8 87.7
## cvpred 131.3 136.44 136.1 135.6 113.7 111 101.3 94.9 85.5 75.1 88.0
## pm2.5 151.0 134.00 118.0 124.0 101.0 131 137.0 166.0 152.0 174.0 198.0
## CV residual 19.7 -2.44 -18.1 -11.6 -12.7 20 35.7 71.1 66.5 98.9 110.0
## 4294 4295 4296 4297 4299 4300 4301 4303 4307 4312 4313
## Predicted 101.0 105.7 100.4 105.1 113.6 113.9 131.4 135 109.3 76.7 75.6
## cvpred 101.3 105.9 100.6 105.3 113.8 114.1 131.7 136 109.6 77.1 75.9
## pm2.5 194.0 200.0 190.0 196.0 199.0 201.0 215.0 249 181.0 170.0 194.0
## CV residual 92.7 94.1 89.4 90.7 85.2 86.9 83.3 113 71.4 92.9 118.1
## 4314 4316 4317 4318 4322 4323 4325 4328 4330 4332 4341
## Predicted 79.9 88.5 92.7 109.2 117.3 117.6 115.9 125.4 119.5 115.1 111
## cvpred 80.2 88.7 93.0 109.6 117.6 117.8 116.2 125.7 119.8 115.4 111
## pm2.5 196.0 166.0 174.0 158.0 155.0 158.0 160.0 197.0 195.0 159.0 230
## CV residual 115.8 77.3 81.0 48.4 37.4 40.2 43.8 71.3 75.2 43.6 119
## 4344 4350 4353 4357 4360 4361 4365 4366 4367 4369 4370
## Predicted 125 131.1 133.9 134.2 126.2 129.2 122.6 130.3 135 124.2 132.6
## cvpred 125 131.4 134.2 134.5 126.5 129.5 122.9 130.6 135 124.4 132.9
## pm2.5 219 225.0 174.0 121.0 92.0 38.0 40.0 36.0 27 46.0 43.0
## CV residual 94 93.6 39.8 -13.5 -34.5 -91.5 -82.9 -94.6 -108 -78.4 -89.9
## 4371 4373 4380 4387 4389 4392 4393 4395 4396 4398 4404
## Predicted 127.1 130.3 75.1 31.7 69.7 110.5 115.9 125.1 125.4 125.4 78.9
## cvpred 127.4 130.5 75.4 32.0 70.0 110.8 116.2 125.5 125.7 125.7 79.3
## pm2.5 37.0 45.0 40.0 15.0 34.0 41.0 34.0 54.0 73.0 90.0 93.0
## CV residual -90.4 -85.5 -35.4 -17.0 -36.0 -69.8 -82.2 -71.5 -52.7 -35.7 13.7
## 4407 4409 4410 4412 4419 4422 4425 4431 4434 4440 4441 4442
## Predicted 44.0 32.5 41.0 55.01 114.1 114.9 99.5 35.3 42.8 92.48 109.99 114.9
## cvpred 44.4 32.9 41.3 55.29 114.5 115.2 99.8 35.6 43.1 92.75 110.31 115.2
## pm2.5 88.0 68.0 72.0 48.00 127.0 161.0 119.0 47.0 56.0 87.00 105.00 117.0
## CV residual 43.6 35.1 30.7 -7.29 12.5 45.8 19.2 11.4 12.9 -5.75 -5.31 1.8
## 4446 4455 4457 4458 4459 4461 4464 4471 4475 4476 4481
## Predicted 124.8 -21.2 -35.1 -36.5 -36.2 33.4 93.1 83.8 10.93 -8.11 -21.4
## cvpred 125.1 -21.0 -35.0 -36.3 -36.1 33.6 93.3 84.1 11.17 -7.88 -21.2
## pm2.5 104.0 8.0 13.0 12.0 9.0 20.0 44.0 24.0 19.00 4.00 21.0
## CV residual -21.1 29.0 48.0 48.3 45.1 -13.6 -49.3 -60.1 7.83 11.88 42.2
## 4482 4483 4484 4486 4488 4496 4498 4508 4511 4512 4515
## Predicted -13.5 -0.2142 12.6 39.8 87.9 87.8 80.7 91.0 94.6 99.3 101.9
## cvpred -13.3 -0.0256 12.8 40.0 88.0 88.1 81.0 91.3 94.9 99.5 102.2
## pm2.5 23.0 17.0000 25.0 50.0 59.0 46.0 39.0 76.0 67.0 61.0 45.0
## CV residual 36.3 17.0256 12.2 10.0 -29.0 -42.1 -42.0 -15.3 -27.9 -38.5 -57.2
## 4519 4520 4521 4522 4523 4529 4531 4532 4540 4547 4554
## Predicted 121.6 106.0 96.6 85.83 71.301 18.58 19.3 32.385 91.9 89.74 109.24
## cvpred 121.9 106.3 96.9 86.13 71.599 18.85 19.6 32.629 92.1 90.02 109.58
## pm2.5 46.0 63.0 74.0 77.00 71.000 14.00 31.0 32.000 67.0 96.00 105.00
## CV residual -75.9 -43.3 -22.9 -9.13 -0.599 -4.85 11.4 -0.629 -25.1 5.98 -4.58
## 4562 4563 4572 4575 4580 4581 4592 4594 4598 4608 4617
## Predicted 141 136.2 129.3 132.2 123.3 126.8 124.1 118.0 135 129.9 134.9
## cvpred 142 136.4 129.5 132.4 123.6 127.1 124.3 118.2 135 130.2 135.2
## pm2.5 40 43.0 83.0 117.0 77.0 72.0 165.0 155.0 178 161.0 69.0
## CV residual -102 -93.4 -46.5 -15.4 -46.6 -55.1 40.7 36.8 43 30.8 -66.2
## 4618 4621 4624 4625 4626 4630 4631 4635 4637 4640 4641
## Predicted 129.3 129.5 129.03 129.5 123.9 135 134.9 130.3 134.4 134.3 128.3
## cvpred 129.6 129.8 129.35 129.8 124.2 135 135.2 130.6 134.7 134.6 128.6
## pm2.5 83.0 100.0 122.00 155.0 184.0 185 186.0 145.0 107.0 58.0 61.0
## CV residual -46.6 -29.8 -7.35 25.2 59.8 50 50.8 14.4 -27.7 -76.6 -67.6
## 4642 4644 4646 4654 4657 4659 4661 4662 4665 4671 4676
## Predicted 127.8 123.9 124.0 107.39 134.2 134.66 134 139.3 134.2 113.1 120.33
## cvpred 128.1 124.2 124.3 107.64 134.5 134.98 134 139.6 134.5 113.5 120.64
## pm2.5 72.0 105.0 92.0 99.00 122.0 141.00 120 103.0 124.0 95.0 130.00
## CV residual -56.1 -19.2 -32.3 -8.64 -12.5 6.02 -14 -36.6 -10.5 -18.5 9.36
## 4678 4685 4686 4689 4693 4695 4696 4703 4710 4711 4714
## Predicted 128.9 133.4 128.5 129.3 127.3 131.5 134.2 134 139.0 138.6 131
## cvpred 129.2 133.7 128.9 129.6 127.6 131.8 134.5 134 139.4 138.9 132
## pm2.5 167.0 162.0 141.0 175.0 167.0 196.0 172.0 264 231.0 209.0 310
## CV residual 37.8 28.3 12.1 45.4 39.4 64.2 37.5 130 91.6 70.1 178
## 4715 4716 4717 4718 4719 4720 4723 4726 4727 4728 4733
## Predicted 120 118 113 107 105.9 104.3 102.2 111.26 113.0 114.1 133.4
## cvpred 121 118 113 107 106.3 104.7 102.5 111.56 113.4 114.5 133.7
## pm2.5 304 290 283 212 185.0 195.0 178.0 116.00 127.0 61.0 53.0
## CV residual 183 172 170 105 78.7 90.3 75.5 4.44 13.6 -53.5 -80.7
## 4734 4735 4736 4739 4741 4744 4746 4750 4751 4755 4759
## Predicted 134.2 138.3 133.4 116.8 105.5 96.0 85.3 103 106.3 119 134.4
## cvpred 134.5 138.6 133.8 117.1 105.9 96.4 85.6 103 106.5 119 134.7
## pm2.5 68.0 60.0 73.0 154.0 186.0 120.0 90.0 143 145.0 267 122.0
## CV residual -66.5 -78.6 -60.8 36.9 80.1 23.6 4.4 40 38.5 148 -12.7
## 4762 4763 4764 4765 4775 4777 4780 4781 4783 4784 4788 4789
## Predicted 123.644 113.1 107.0 97.2 114 107.6 111 115 114 114 110 110
## cvpred 123.986 113.5 107.4 97.6 114 107.9 111 115 114 114 110 110
## pm2.5 123.000 167.0 153.0 149.0 142 147.0 227 236 258 250 263 270
## CV residual -0.986 53.5 45.6 51.4 28 39.1 116 121 144 136 153 160
## 4791 4795 4797 4799 4800 4809 4811 4814 4815 4821 4823
## Predicted 109 134.2 134.5 134.9 135.4 121.2 95.3 84.3 83.7 112 121.1
## cvpred 109 134.5 134.8 135.2 135.7 121.5 95.6 84.7 84.1 112 121.3
## pm2.5 212 47.0 55.0 36.0 50.0 43.0 46.0 27.0 34.0 39 49.0
## CV residual 103 -87.5 -79.8 -99.2 -85.7 -78.5 -49.6 -57.7 -50.1 -73 -72.3
## 4825 4827 4829 4830 4831 4835 4838 4846 4855 4859 4860
## Predicted 130.1 125.2 140.0 136 139.8 108.5 87.6 109.8 134.2 121.9 111.9
## cvpred 130.3 125.4 140.3 136 140.1 108.8 88.0 110.1 134.5 122.3 112.3
## pm2.5 47.0 75.0 101.0 92 99.0 70.0 54.0 70.0 209.0 197.0 202.0
## CV residual -83.3 -50.4 -39.3 -44 -41.1 -38.8 -34.0 -40.1 74.5 74.7 89.7
## 4861 4862 4864 4867 4868 4869 4870 4873 4876 4879 4881
## Predicted 106.7 100 90.4 97.7 102.3 111.0 115.3 119.3 137.8 133.2 122
## cvpred 107.1 101 90.7 98.0 102.7 111.3 115.6 119.6 138.2 133.5 122
## pm2.5 206.0 201 130.0 139.0 153.0 194.0 176.0 189.0 172.0 227.0 245
## CV residual 98.9 100 39.3 41.0 50.3 82.7 60.4 69.4 33.8 93.5 123
## 4883 4889 4891 4892 4894 4898 4901 4907 4908 4911 4912
## Predicted 115 81.8 80.3 84.6 92.42 105.1 118.3 104.519 102 75.11 74.01
## cvpred 116 82.2 80.7 84.9 92.71 105.4 118.5 104.914 102 75.48 74.37
## pm2.5 226 132.0 102.0 110.0 99.00 84.0 105.0 104.000 85 77.00 71.00
## CV residual 110 49.8 21.3 25.1 6.29 -21.4 -13.5 -0.914 -17 1.52 -3.37
## 4916 4919 4923 4927 4932 4934 4937 4938 4939 4942 4943
## Predicted 84.7 103.06 105 133.4 106.0 90.7 82.5 81.9 76.2 97.9 102.6
## cvpred 85.0 103.34 106 133.8 106.4 91.1 82.9 82.3 76.5 98.2 102.8
## pm2.5 71.0 111.00 211 201.0 201.0 113.0 111.0 118.0 128.0 138.0 150.0
## CV residual -14.0 7.66 105 67.2 94.6 21.9 28.1 35.7 51.5 39.8 47.2
## 4944 4945 4949 4953 4954 4957 4959 4960 4962 4963 4970 4973
## Predicted 107.5 107.0 132.4 122 116 111 105 99.4 88.2 96.8 121 124.3
## cvpred 107.7 107.2 132.8 122 117 112 105 99.8 88.5 97.2 121 124.7
## pm2.5 146.0 161.0 204.0 227 244 249 262 269.0 194.0 174.0 193 208.0
## CV residual 38.3 53.8 71.2 105 127 137 157 169.2 105.5 76.8 72 83.3
## 4974 4977 4981 4982 4988 4990 4991 4992 4993 4994 4995
## Predicted 129.2 117 88.8 83.0 85.2 93.6 92.8 102 100.9 105.2 104.7
## cvpred 129.6 117 89.2 83.4 85.5 93.9 93.0 102 101.2 105.4 104.9
## pm2.5 225.0 230 176.0 192.0 140.0 126.0 139.0 138 152.0 150.0 157.0
## CV residual 95.4 113 86.8 108.6 54.5 32.1 46.0 36 50.8 44.6 52.1
## 5004 5009 5011 5013 5016 5017 5019 5021 5023 5025 5030
## Predicted 83.1 79.0 86.1 95.0 112.9 112.1 111 114.5 118.7 111.8 107.1
## cvpred 83.2 79.4 86.4 95.3 113.2 112.4 111 114.8 118.9 112.1 107.5
## pm2.5 178.0 193.0 189.0 194.0 188.0 159.0 149 131.0 149.0 156.0 204.0
## CV residual 94.8 113.6 102.6 98.7 74.8 46.6 38 16.2 30.1 43.9 96.5
## 5031 5033 5040 5042 5046 5059 5060 5061 5070 5071 5072 5073
## Predicted 106.2 104 124 129 121.6 125 126.0 125.8 131 135 136 135
## cvpred 106.6 105 125 129 121.9 125 126.4 126.2 131 136 136 135
## pm2.5 178.0 210 285 230 199.0 267 205.0 188.0 242 259 234 248
## CV residual 71.4 105 160 101 77.1 142 78.6 61.8 111 123 98 113
## 5082 5083 5085 5090 5092 5094 5096 5104 5114 5115 5116
## Predicted 67.9 62.7 86.7 117.8 132 126.6 128.9 56.4 116.2 122 126.1
## cvpred 68.1 62.9 87.0 118.1 132 126.9 129.2 56.7 116.4 122 126.4
## pm2.5 18.0 18.0 13.0 22.0 53 48.0 45.0 30.0 105.0 78 64.0
## CV residual -50.1 -44.9 -74.0 -96.1 -79 -78.9 -84.2 -26.7 -11.4 -44 -62.4
## 5118 5121 5124 5127 5128 5135 5142 5144 5147 5149 5152
## Predicted 126.4 116.1 86.10 62.90 53.6 97.8 108.7 121.014 115.3 101.0 95.1
## cvpred 126.7 116.4 86.37 63.18 53.9 98.0 108.8 121.291 115.6 101.3 95.4
## pm2.5 41.0 100.0 90.00 65.00 44.0 52.0 96.0 121.000 184.0 163.0 161.0
## CV residual -85.7 -16.4 3.63 1.82 -9.9 -46.0 -12.8 -0.291 68.4 61.7 65.6
## 5158 5159 5162 5165 5167 5169 5173 5177 5180 5181 5184
## Predicted 114.4 119.5 124.4 124.8 134.2 128.5 126.6 126.8 119.3 118.2 124.8
## cvpred 114.7 119.8 124.7 125.1 134.5 128.9 126.9 127.1 119.6 118.5 125.1
## pm2.5 174.0 199.0 202.0 178.0 178.0 159.0 137.0 35.0 36.0 38.0 43.0
## CV residual 59.3 79.2 77.3 52.9 43.5 30.1 10.1 -92.1 -83.6 -80.5 -82.1
## 5187 5188 5193 5194 5198 5211 5215 5216 5218 5226 5231
## Predicted 130 129 114.2 46.9 32.34 83.3 89.4 68.5 46.0 69.2 109.6
## cvpred 130 129 114.5 47.1 32.41 83.2 89.2 68.4 45.9 69.5 109.8
## pm2.5 28 19 33.0 24.0 30.00 10.0 13.0 25.0 23.0 20.0 38.0
## CV residual -102 -110 -81.5 -23.1 -2.41 -73.2 -76.2 -43.4 -22.9 -49.5 -71.8
## 5233 5237 5239 5240 5241 5252 5254 5257 5258 5260 5261
## Predicted 114 122 132.0 126.9 121.5 82.0 89.8 130.7 142 136.5 136.3
## cvpred 114 122 132.3 127.2 121.8 82.2 90.0 130.9 142 136.8 136.6
## pm2.5 62 76 92.0 105.0 90.0 39.0 39.0 45.0 40 44.0 55.0
## CV residual -52 -46 -40.3 -22.2 -31.8 -43.2 -51.0 -85.9 -102 -92.8 -81.6
## 5265 5267 5268 5271 5272 5274 5276 5278 5285 5287 5293
## Predicted 124.4 108 105.6 87.86 82.2 95.3 113.4 117.1 128 134.2 108.2
## cvpred 124.7 108 105.9 88.19 82.6 95.6 113.7 117.4 129 134.5 108.6
## pm2.5 68.0 71 66.0 98.00 114.0 125.0 124.0 157.0 231 208.0 207.0
## CV residual -56.7 -37 -39.9 9.81 31.4 29.4 10.3 39.6 102 73.5 98.4
## 5295 5298 5302 5303 5304 5308 5311 5313 5314 5315 5316 5319
## Predicted 96.6 94.4 123 128 123 133 106.6 85.1 74.5 64.5 59.3 77.71
## cvpred 97.0 94.8 123 129 123 134 106.9 85.3 74.7 64.8 59.5 78.06
## pm2.5 245.0 209.0 297 275 295 271 123.0 32.0 34.0 45.0 17.0 83.00
## CV residual 148.0 114.2 174 146 172 137 16.1 -53.3 -40.7 -19.8 -42.5 4.94
## 5320 5324 5325 5326 5330 5334 5336 5341 5346 5349 5353
## Predicted 77.2 108.2 107.4 116.4 133.2 131.9 125.8 120.9 106.9 105 134.4
## cvpred 77.6 108.5 107.7 116.7 133.5 132.3 126.1 121.2 107.1 105 134.7
## pm2.5 110.0 154.0 160.0 175.0 194.0 101.0 92.0 181.0 79.0 69 83.0
## CV residual 32.4 45.5 52.3 58.3 60.5 -31.3 -34.1 59.8 -28.1 -36 -51.7
## 5356 5357 5359 5361 5364 5366 5368 5371 5373 5382 5383
## Predicted 136.4 140.9 140.5 133.9 104.1 83.3 83.3 94.7 118.2 128.7 128.5
## cvpred 136.7 141.2 140.8 134.2 104.5 83.7 83.7 95.0 118.5 129.1 128.8
## pm2.5 70.0 74.0 111.0 117.0 93.0 111.0 105.0 71.0 47.0 88.0 87.0
## CV residual -66.7 -67.2 -29.8 -17.2 -11.5 27.3 21.3 -24.0 -71.5 -41.1 -41.8
## 5385 5386 5387 5465 5467 5468 5470 5475 5476 5477 5482
## Predicted 133 127.5 126.5 48.8 65.4 65.80 73.1 114.2 113.7497 118.4 103.4
## cvpred 133 127.9 126.9 49.1 65.7 66.02 73.3 114.4 113.9301 118.6 103.7
## pm2.5 96 132.0 141.0 112.0 45.0 69.00 92.0 97.0 114.0000 140.0 188.0
## CV residual -37 4.1 14.1 62.9 -20.7 2.98 18.7 -17.4 0.0699 21.4 84.3
## 5484 5489 5495 5498 5500 5502 5503 5505 5509 5514 5515 5516
## Predicted 81.4 60.0 93.0 115 114 112 111 104 118 124.5 124.2 129.6
## cvpred 81.7 60.2 93.1 115 114 112 111 104 118 124.8 124.6 129.9
## pm2.5 174.0 118.0 156.0 249 285 318 326 312 246 140.0 140.0 152.0
## CV residual 92.3 57.8 62.9 134 171 206 215 208 128 15.2 15.4 22.1
## 5523 5524 5526 5527 5531 5534 5535 5537 5539 5542 5544
## Predicted 139.8 139.3 137.6 137 124 109.2 114.1 108 116.2 129.02 134.2
## cvpred 140.1 139.6 137.9 137 124 109.6 114.5 108 116.5 129.36 134.5
## pm2.5 89.0 85.0 88.0 97 100 75.0 93.0 124 129.0 137.00 210.0
## CV residual -51.1 -54.6 -49.9 -40 -24 -34.6 -21.5 16 12.5 7.64 75.5
## 5546 5550 5551 5552 5559 5560 5561 5562 5563 5564 5570
## Predicted 134.2 139.0 133.8 137.32 87.96 97.0 105.4 105.1 113.5 117.7 120.7
## cvpred 134.5 139.4 134.1 137.63 88.32 97.4 105.8 105.4 113.8 118.1 120.9
## pm2.5 154.0 126.0 121.0 132.00 93.00 116.0 146.0 138.0 144.0 151.0 62.0
## CV residual 19.5 -13.4 -13.1 -5.63 4.68 18.6 40.2 32.6 30.2 32.9 -58.9
## 5578 5579 5584 5586 5591 5592 5595 5596 5597 5601 5604 5606
## Predicted 129.4 128.2 131.5 140 132 132 128 132 126 122.1 95.9 85.6
## cvpred 129.7 128.5 131.7 140 132 132 128 132 126 122.4 96.1 85.9
## pm2.5 50.0 35.0 44.0 21 13 9 17 4 8 23.0 12.0 17.0
## CV residual -79.7 -93.5 -87.7 -119 -119 -123 -111 -128 -118 -99.4 -84.1 -68.9
## 5609 5612 5613 5620 5628 5630 5631 5632 5636 5639 5640
## Predicted 70.8 106.1 115.9 137.9 103.5 95.1 90.5 90.3 106.8 130.2 130
## cvpred 71.1 106.3 116.1 138.2 103.8 95.4 90.8 90.6 107.1 130.5 130
## pm2.5 15.0 38.0 45.0 56.0 62.0 63.0 57.0 65.0 70.0 169.0 157
## CV residual -56.1 -68.3 -71.1 -82.2 -41.8 -32.4 -33.8 -25.6 -37.1 38.5 27
## 5643 5645 5648 5653 5655 5656 5657 5660 5665 5666 5668 5670
## Predicted 134 135.4 139.8 112.0 100.5 90.4 84.4 101 137.4 136.9 141.3 144
## cvpred 134 135.7 140.1 112.4 100.9 90.7 84.7 101 137.7 137.2 141.5 144
## pm2.5 173 190.0 182.0 202.0 127.0 117.0 87.0 34 61.0 72.0 77.0 83
## CV residual 39 54.3 41.9 89.6 26.1 26.3 2.3 -67 -76.7 -65.2 -64.5 -61
## 5671 5675 5676 5678 5679 5682 5684 5690 5695 5697 5698
## Predicted 143.5 110.9 111 90.96 95.1 80.09 108.7 137.2 134.7 112.2 99.8
## cvpred 143.8 111.2 111 91.26 95.4 80.37 108.9 137.4 134.9 112.4 100.1
## pm2.5 76.0 74.0 81 82.00 75.0 71.00 81.0 124.0 81.0 71.0 57.0
## CV residual -67.8 -37.2 -30 -9.26 -20.4 -9.37 -27.9 -13.4 -53.9 -41.4 -43.1
## 5700 5707 5709 5710 5714 5718 5722 5732 5736 5737 5739
## Predicted 81.3 94.8 102.10 87.3 108.6 115 101.5 92.0 117.4 132.5 137.9
## cvpred 81.6 95.2 102.37 87.6 108.8 115 101.6 92.2 117.6 132.8 138.2
## pm2.5 44.0 45.0 101.00 26.0 33.0 46 41.0 42.0 44.0 44.0 127.0
## CV residual -37.6 -50.2 -1.37 -61.6 -75.8 -69 -60.6 -50.2 -73.6 -88.8 -11.2
## 5745 5752 5754 5756 5757 5760 5762 5763 5766 5767 5773
## Predicted 112.7 62.9 75.1 93.5 112.8 124.9 136.4 136.403 140.8 140.8 99.47
## cvpred 112.9 63.2 75.4 93.8 113.1 125.1 136.7 136.687 141.1 141.1 99.81
## pm2.5 47.0 16.0 35.0 44.0 55.0 97.0 110.0 136.000 191.0 160.0 98.00
## CV residual -65.9 -47.2 -40.4 -49.8 -58.1 -28.1 -26.7 -0.687 49.9 18.9 -1.81
## 5777 5781 5783 5785 5787 5788 5789 5791 5793 5795 5796
## Predicted 67.48 93.61 112.4 130.8 131.3 136.2 136.9 136.41 125.9 104.01 88.50
## cvpred 67.77 93.85 112.6 131.1 131.6 136.4 137.2 136.67 126.2 104.31 88.79
## pm2.5 60.00 99.00 88.0 102.0 107.0 100.0 103.0 130.00 77.0 95.00 83.00
## CV residual -7.77 5.15 -24.6 -29.1 -24.6 -36.4 -34.2 -6.67 -49.2 -9.31 -5.79
## 5800 5801 5803 5805 5806 5811 5812 5813 5814 5815 5825
## Predicted 94.0 97.50 106.8 120.5 120 135.4 136.2 136.4 137.2 136.7 105.6
## cvpred 94.3 97.84 107.1 120.8 120 135.7 136.4 136.7 137.4 136.9 105.9
## pm2.5 58.0 88.00 70.0 217.0 224 60.0 59.0 45.0 65.0 72.0 80.0
## CV residual -36.3 -9.84 -37.1 96.2 104 -75.7 -77.4 -91.7 -72.4 -64.9 -25.9
## 5826 5830 5832 5833 5834 5837 5844 5845 5849 5851 5853
## Predicted 100.6913 130.5 130.5 131.3 136 136.3 117.3 111.3 93.2 96.4 126.1
## cvpred 100.9622 130.8 130.8 131.6 136 136.6 117.6 111.6 93.5 96.6 126.4
## pm2.5 101.0000 107.0 100.0 99.0 105 95.0 61.0 52.0 55.0 37.0 59.0
## CV residual 0.0378 -23.8 -30.8 -32.6 -31 -41.6 -56.6 -59.6 -38.5 -59.6 -67.4
## 5854 5855 5857 5859 5864 5866 5870 5876 5877 5878 5879
## Predicted 116.0 126.9 126.6 136.2 126.6 115.1 96.1 123.4 128.3 133.2 134
## cvpred 116.3 127.2 126.9 136.4 126.9 115.4 96.4 123.7 128.6 133.5 134
## pm2.5 53.0 73.0 82.0 105.0 36.0 59.0 39.0 143.0 191.0 211.0 224
## CV residual -63.3 -54.2 -44.9 -31.4 -90.9 -56.4 -57.4 19.3 62.4 77.5 90
## 5881 5884 5887 5889 5893 5902 5905 5908 5910 5911 5916
## Predicted 136 134.918 135.5 129.7 111.1 130.9 132 138.0 137.7 137.9 97.3
## cvpred 136 135.212 135.8 129.9 111.3 131.2 132 138.3 137.9 138.2 97.6
## pm2.5 254 135.000 93.0 100.0 52.0 118.0 155 81.0 101.0 93.0 74.0
## CV residual 118 -0.212 -42.8 -29.9 -59.3 -13.2 23 -57.3 -36.9 -45.2 -23.6
## 5924 5926 5930 5933 5935 5936 5938 5945 5948 5956 5958
## Predicted 104.5 108.7 135.9 137.2 141.8 140.8 124.9 98.25 111.2 136.9 141.3
## cvpred 104.8 108.9 136.2 137.4 142.1 141.1 125.2 98.57 111.5 137.2 141.6
## pm2.5 89.0 90.0 88.0 103.0 91.0 161.0 170.0 96.00 97.0 168.0 177.0
## CV residual -15.8 -18.9 -48.2 -34.4 -51.1 19.9 44.8 -2.57 -14.5 30.8 35.4
## 5960 5962 5963 5967 5968 5969 5973 5974 5976 5979 5981
## Predicted 140.5 120.0 109.4 90.0 93.848 93.36 126.8 129 134.2 134 139.3
## cvpred 140.8 120.3 109.7 90.3 94.184 93.69 127.1 129 134.5 134 139.6
## pm2.5 177.0 150.0 131.0 103.0 95.000 99.00 224.0 232 229.0 278 201.0
## CV residual 36.2 29.7 21.3 12.7 0.816 5.31 96.9 103 94.5 144 61.4
## 5992 5995 5997 5998 5999 6002 6005 6006 6011 6013 6014
## Predicted 83.9 111.3 102.3 127.6 127.4 138 139.4 139.2 93.8 65.53 65.5
## cvpred 84.1 111.5 102.5 127.9 127.6 138 139.6 139.4 94.1 65.74 65.7
## pm2.5 41.0 54.0 58.0 61.0 64.0 102 81.0 79.0 58.0 67.00 81.0
## CV residual -43.1 -57.5 -44.5 -66.9 -63.6 -36 -58.6 -60.4 -36.1 1.26 15.3
## 6018 6020 6022 6027 6028 6031 6032 6033 6034 6035 6036 6039
## Predicted 76.0 108.7 113.5 131.2 126.3 139.4 134.3 129.1 119 108 103 100
## cvpred 76.2 108.9 113.7 131.4 126.5 139.6 134.5 129.4 119 109 104 101
## pm2.5 111.0 100.0 125.0 142.0 122.0 154.0 213.0 216.0 227 210 220 204
## CV residual 34.8 -8.9 11.3 10.6 -4.5 14.4 78.5 86.6 108 101 116 103
## 6052 6053 6054 6062 6064 6065 6066 6068 6070 6074 6078
## Predicted 138.7 138.7 144.5 39.5 31.67 34.71 28.97 61.57 128.5 93.7 131
## cvpred 138.9 138.9 144.7 39.6 31.78 34.82 29.06 61.63 128.8 93.9 132
## pm2.5 200.0 189.0 108.0 24.0 27.00 38.00 39.00 66.00 198.0 170.0 18
## CV residual 61.1 50.1 -36.7 -15.6 -4.78 3.18 9.94 4.37 69.2 76.1 -114
## 6096 6101 6105 6108 6111 6113 6116 6126 6127 6128 6133
## Predicted 123.3 138.2 117.38 67.4 43.9 46.9 74.5 138.7 138.4 137 76.3
## cvpred 123.5 138.4 117.63 67.7 44.1 47.2 74.7 138.9 138.6 137 76.6
## pm2.5 72.0 164.0 119.00 91.0 85.0 103.0 123.0 206.0 117.0 111 141.0
## CV residual -51.5 25.6 1.37 23.3 40.9 55.8 48.3 67.1 -21.6 -26 64.4
## 6136 6138 6139 6142 6147 6148 6149 6151 6156 6157 6158
## Predicted 51.5 60.2 69.4 106.5 137 138 137 141.56 81.2 75.6 62.2
## cvpred 51.8 60.5 69.6 106.7 138 138 138 141.79 81.5 75.9 62.4
## pm2.5 129.0 124.0 121.0 180.0 277 310 242 136.00 182.0 177.0 183.0
## CV residual 77.2 63.5 51.4 73.3 139 172 104 -5.79 100.5 101.1 120.6
## 6160 6162 6171 6177 6178 6183 6188 6192 6193 6196 6197 6198
## Predicted 56.8 64.3 136 131 125 85.4 98.9 99.8 104.4 113 112.4 112
## cvpred 57.1 64.6 137 131 125 85.7 99.2 100.0 104.6 113 112.5 112
## pm2.5 128.0 166.0 360 334 333 190.0 240.0 254.0 203.0 200 181.0 176
## CV residual 70.9 101.4 223 203 208 104.3 140.8 154.0 98.4 87 68.5 64
## 6202 6204 6211 6213 6219 6224 6225 6233 6235 6236 6241 6244 6251
## Predicted 110 99.3 110 102.5 101 144 138.4 140 146 146 140 142 138
## cvpred 110 99.4 110 102.5 101 144 138.6 140 146 146 140 142 138
## pm2.5 226 247.0 224 170.0 112 61 53.0 9 30 14 26 16 20
## CV residual 116 147.6 114 67.5 11 -83 -85.6 -131 -116 -132 -114 -126 -118
## 6252 6254 6255 6258 6261 6271 6275 6279 6280 6289 6290 6295
## Predicted 141 136 130 128 135.5 144.5 120.9 88.9 93.6 133.5 138.4 144.5
## cvpred 141 136 131 128 135.7 144.7 121.1 89.2 93.8 133.7 138.6 144.7
## pm2.5 23 21 3 23 54.0 55.0 87.0 79.0 70.0 84.0 91.0 115.0
## CV residual -118 -115 -128 -105 -81.7 -89.7 -34.1 -10.2 -23.8 -49.7 -47.6 -29.7
## 6296 6297 6299 6301 6302 6555 6556 6557 6558 6560 6562
## Predicted 139.2 133.5 127.41 126.43 125.6 147 146.9 141.5 147.5 147.04 130.6
## cvpred 139.4 133.7 127.63 126.63 125.8 147 147.1 141.7 147.7 147.18 130.8
## pm2.5 121.0 109.0 121.00 124.00 143.0 258 196.0 192.0 165.0 155.00 211.0
## CV residual -18.4 -24.7 -6.63 -2.63 17.2 111 48.9 50.3 17.3 7.82 80.2
## 6563 6566 6574 6576 6577 6581 6584 6585 6587 6589 6591 6594
## Predicted 120 99.1 123 132 131.7 148.7 142.1 141.2 105 85.8 76.5 79.9
## cvpred 120 99.3 123 132 131.9 148.9 142.3 141.4 105 85.9 76.5 79.8
## pm2.5 274 194.0 243 256 168.0 75.0 51.0 47.0 22 11.0 11.0 5.0
## CV residual 154 94.7 120 124 36.1 -73.9 -91.3 -94.4 -83 -74.9 -65.5 -74.8
## 6595 6598 6600 6608 6613 6614 6615 6616 6619 6620 6622
## Predicted 82.6 83.1 97.1 49.2 2.06 -14.3 -26.0 -19.7 -7.54 -4.62 37.3
## cvpred 82.5 82.9 96.9 48.9 1.63 -14.8 -26.5 -20.2 -8.09 -5.19 36.7
## pm2.5 7.0 13.0 12.0 13.0 11.00 11.0 10.0 8.0 6.00 8.00 7.0
## CV residual -75.5 -69.9 -84.9 -35.9 9.37 25.8 36.5 28.2 14.09 13.19 -29.7
## 6624 6626 6631 6632 6633 6636 6637 6638 6639 6640 6641
## Predicted 30.4 131 138 141 115.1 79.9 69.2 68.2 68.9 68.0 71.6
## cvpred 29.8 131 138 142 115.2 80.0 69.3 68.3 69.0 68.2 71.7
## pm2.5 7.0 23 22 27 22.0 15.0 17.0 21.0 24.0 24.0 26.0
## CV residual -22.8 -108 -116 -115 -93.2 -65.0 -52.3 -47.3 -45.0 -44.2 -45.7
## 6644 6646 6647 6660 6661 6663 6666 6668 6672 6677 6678
## Predicted 117.5 138.0 142 96.2 82.3 70.7 87.2 125.5 146.0 147.28 147.5
## cvpred 117.6 138.2 143 96.4 82.5 70.9 87.4 125.7 146.2 147.43 147.7
## pm2.5 27.0 47.0 41 44.0 39.0 55.0 72.0 99.0 192.0 151.00 136.0
## CV residual -90.6 -91.2 -102 -52.4 -43.5 -15.9 -15.4 -26.7 45.8 3.57 -11.7
## 6679 6684 6690 6691 6692 6693 6697 6698 6704 6706 6710 6711 6712
## Predicted 148.3 104 110 130 139 149 145 146 147 140 105 104 97.9
## cvpred 148.4 105 111 130 140 149 145 146 147 140 105 104 98.1
## pm2.5 115.0 263 264 320 372 435 505 465 388 384 355 348 344.0
## CV residual -33.4 158 153 190 232 286 360 319 241 244 250 244 245.9
## 6713 6715 6717 6718 6719 6723 6725 6727 6728 6730 6732 6733 6735
## Predicted 97.0 134 140 145 150 148 152 153 156 145 129 124 103
## cvpred 97.2 134 140 145 151 148 152 153 156 145 129 124 103
## pm2.5 330.0 252 327 365 391 458 431 387 349 348 344 369 422
## CV residual 232.8 118 187 220 240 310 279 234 193 203 215 245 319
## 6737 6741 6746 6749 6752 6753 6758 6759 6763 6765 6769 6776 6778
## Predicted 78.7 146 146 147 148 147 115 119 135 145 150 151 145
## cvpred 78.9 146 146 147 148 147 115 119 135 145 151 151 145
## pm2.5 175.0 400 290 283 311 318 350 374 449 411 434 385 397
## CV residual 96.1 254 144 136 163 171 235 255 314 266 283 234 252
## 6779 6780 6782 6783 6790 6793 6797 6802 6811 6815 6817 6818 6823
## Predicted 140 139 129 125 143 137 118 117 90.9 136 146 142 151
## cvpred 140 139 129 125 143 137 118 117 91.0 136 146 142 151
## pm2.5 392 408 420 399 394 32 4 4 13.0 21 37 30 33
## CV residual 252 269 291 274 251 -105 -114 -113 -78.0 -115 -109 -112 -118
## 6824 6828 6836 6841 6842 6845 6846 6847 6848 6849 6850
## Predicted 151 99.0 116.0 144.2 149.0 153.8 150.5 155.7 150.3 144.2 133.6
## cvpred 151 99.1 116.1 144.3 149.1 153.9 150.6 155.7 150.4 144.3 133.8
## pm2.5 48 31.0 55.0 168.0 187.0 118.0 111.0 99.0 86.0 66.0 56.0
## CV residual -103 -68.1 -61.1 23.7 37.9 -35.9 -39.6 -56.7 -64.4 -78.3 -77.8
## 6851 6852 6856 6859 6861 6862 6864 6867 6868 6869 6873
## Predicted 118.0 108.7 76.5 103 141.6 132.1 135.5 79.5 117 102.6 75.9
## cvpred 118.1 108.8 76.6 103 141.8 132.3 135.7 79.5 117 102.6 75.8
## pm2.5 55.0 63.0 107.0 114 164.0 193.0 118.0 13.0 13 10.0 22.0
## CV residual -63.1 -45.8 30.4 11 22.2 60.7 -17.7 -66.5 -104 -92.6 -53.8
## 6874 6875 6883 6884 6891 6902 6908 6913 6916 6919 6922
## Predicted 64.5 48.2 36.7 40.2 48.4 51.2 53.3 141.0 146.5 152.9 91.8
## cvpred 64.5 48.2 36.5 40.0 48.1 51.2 53.2 141.1 146.6 152.9 91.9
## pm2.5 12.0 22.0 21.0 16.0 15.0 24.0 67.0 111.0 134.0 97.0 34.0
## CV residual -52.5 -26.2 -15.5 -24.0 -33.1 -27.2 13.8 -30.1 -12.6 -55.9 -57.9
## 6924 6926 6927 6930 6934 6939 6940 6942 6945 6955 6956
## Predicted 98.24 94.5 97.8 100.6 102.9 81.8 77.3 72.0 73.8 106.7 115.2
## cvpred 98.32 94.6 97.9 100.7 102.8 81.6 77.1 71.7 73.5 106.7 115.2
## pm2.5 106.00 79.0 50.0 47.0 46.0 27.0 24.0 23.0 44.0 59.0 64.0
## CV residual 7.68 -15.6 -47.9 -53.7 -56.8 -54.6 -53.1 -48.7 -29.5 -47.7 -51.2
## 6959 6961 6975 6976 6977 6980 6981 6982 6983 6985 6987 6991
## Predicted 128.6 124.2 148.7 147.6 151.1 156 156 151 156 147 151 151.3
## cvpred 128.6 124.2 148.7 147.6 151.1 156 156 151 156 147 151 151.3
## pm2.5 80.0 81.0 79.0 75.0 68.0 47 47 41 38 42 40 61.0
## CV residual -48.6 -43.2 -69.7 -72.6 -83.1 -109 -109 -110 -118 -105 -111 -90.3
## 6994 6995 6996 6997 7000 7001 7003 7013 7015 7016 7021
## Predicted 150.5 150.3 145 140.0 140.0 135.1 144.6 146 150.5 146.1 136
## cvpred 150.6 150.4 145 140.1 140.1 135.2 144.7 146 150.6 146.2 136
## pm2.5 73.0 60.0 81 79.0 87.0 93.0 79.0 92 79.0 86.0 74
## CV residual -77.6 -90.4 -64 -61.1 -53.1 -42.2 -65.7 -54 -71.6 -60.2 -62
## 7022 7023 7025 7026 7040 7041 7044 7048 7050 7052 7053
## Predicted 135.6 135.4 140.0 139.8 149.8 144.6 139.27 138.5 133.1 142.2 148.3
## cvpred 135.7 135.5 140.1 139.9 149.9 144.7 139.37 138.6 133.3 142.3 148.4
## pm2.5 87.0 79.0 78.0 73.0 100.0 103.0 140.00 127.0 105.0 115.0 161.0
## CV residual -48.7 -56.5 -62.1 -66.9 -49.9 -41.7 0.63 -11.6 -28.3 -27.3 12.6
## 7054 7059 7062 7066 7069 7073 7077 7080 7081 7085 7087
## Predicted 144 144.0 148.8 143.90 138.5 137.8 143.1 142.0 141.6 142.7 147.5
## cvpred 144 144.1 148.9 144.01 138.6 137.9 143.3 142.2 141.7 142.8 147.7
## pm2.5 180 164.0 142.0 147.00 165.0 201.0 204.0 174.0 178.0 158.0 164.0
## CV residual 36 19.9 -6.9 2.99 26.4 63.1 60.7 31.8 36.3 15.2 16.3
## 7093 7099 7102 7106 7107 7109 7110 7111 7113 7114 7119 7122
## Predicted 136.3 146 146 146 150 149 148 147.7 144.9 140.5 125 110.9
## cvpred 136.4 146 146 146 150 149 148 147.9 145.1 140.5 124 110.8
## pm2.5 225.0 271 275 256 251 260 252 234.0 218.0 63.0 8 11.0
## CV residual 88.6 125 129 110 101 111 104 86.1 72.9 -77.5 -116 -99.8
## 7123 7128 7131 7134 7137 7141 7142 7143 7146 7149 7151
## Predicted 110.3 121 95.7 73.0 76.7 44.0 36.4 19.16 15.86 24.15 90.5
## cvpred 110.2 121 95.6 72.8 76.5 43.7 36.1 18.82 15.38 23.59 90.4
## pm2.5 13.0 15 10.0 7.0 17.0 11.0 12.0 12.00 8.00 14.00 9.0
## CV residual -97.2 -106 -85.6 -65.8 -59.5 -32.7 -24.1 -6.82 -7.38 -9.59 -81.4
## 7155 7156 7158 7164 7165 7170 7182 7185 7186 7187 7188
## Predicted 87.4 91.2 113 76.6 61.6 68.1 152.6 147.0 136.7 117.5 93
## cvpred 87.2 91.0 113 76.5 61.5 67.9 152.6 146.9 136.7 117.4 93
## pm2.5 7.0 4.0 4 9.0 10.0 8.0 76.0 92.0 82.0 69.0 73
## CV residual -80.2 -87.0 -109 -67.5 -51.5 -59.9 -76.6 -54.9 -54.7 -48.4 -20
## 7190 7193 7201 7203 7204 7207 7208 7209 7210 7212 7215
## Predicted 81.80 84.1 150.8 156.5 150.8 152.0 150.4 138.5 117.2 90.1 73.0
## cvpred 81.73 84.0 150.7 156.5 150.7 151.9 150.3 138.5 117.1 90.1 73.1
## pm2.5 89.00 97.0 176.0 174.0 107.0 89.0 82.0 76.0 83.0 67.0 37.0
## CV residual 7.27 13.0 25.3 17.5 -43.7 -62.9 -68.3 -62.5 -34.1 -23.1 -36.1
## 7216 7223 7228 7230 7232 7238 7240 7245 7246 7248 7251
## Predicted 67.8 124.2 154.4 149.2 145.3 49.7 38.0 71.2 75.2 134 142
## cvpred 67.8 124.2 154.4 149.1 145.2 49.7 37.9 71.2 75.2 134 142
## pm2.5 44.0 41.0 79.0 88.0 76.0 34.0 19.0 42.0 49.0 51 75
## CV residual -23.8 -83.2 -75.4 -61.1 -69.2 -15.7 -18.9 -29.2 -26.2 -83 -67
## 7252 7253 7258 7264 7265 7266 7267 7270 7277 7280 7282
## Predicted 136.4 136.7 108.2 40.2 53.9 69.8 122.7 133.7 137.7 136.2 102.2
## cvpred 136.4 136.6 108.2 40.2 53.9 69.8 122.8 133.8 137.6 136.1 102.2
## pm2.5 69.0 57.0 38.0 9.0 15.0 24.0 45.0 92.0 117.0 57.0 47.0
## CV residual -67.4 -79.6 -70.2 -31.2 -38.9 -45.8 -77.8 -41.8 -20.6 -79.1 -55.2
## 7284 7286 7288 7289 7290 7299 7301 7302 7303 7305 7362
## Predicted 75.9 54.42 59 45 53.4 125.2 134.5 123.7 138.8 99.7 92.3
## cvpred 75.9 54.38 59 45 53.4 125.2 134.4 123.7 138.7 99.7 92.4
## pm2.5 64.0 60.00 30 22 24.0 71.0 86.0 61.0 58.0 41.0 61.0
## CV residual -11.9 5.62 -29 -23 -29.4 -54.2 -48.4 -62.7 -80.7 -58.7 -31.4
## 7363 7364 7365 7372 7374 7375 7377 7379 7385 7386 7387
## Predicted 108.8 124.1 133.37 138.3 142 132 114.2 77.3 51.78 61.2 75
## cvpred 108.9 124.1 133.39 138.2 142 132 114.1 77.2 51.79 61.2 75
## pm2.5 75.0 109.0 143.00 51.0 85 53 55.0 41.0 44.00 39.0 43
## CV residual -33.9 -15.1 9.61 -87.2 -57 -79 -59.1 -36.2 -7.79 -22.2 -32
## 7394 7395 7396 7399 7402 7404 7405 7413 7415 7416 7421
## Predicted 143.41 149.1 149.6 138.5 111 74.9 72.9 137.4 137.6 142.5 147.9
## cvpred 143.39 149.1 149.6 138.5 111 74.8 73.0 137.4 137.7 142.5 147.9
## pm2.5 148.00 130.0 98.0 79.0 54 49.0 51.0 154.0 187.0 232.0 122.0
## CV residual 4.61 -19.1 -51.6 -59.5 -57 -25.8 -22.0 16.6 49.3 89.5 -25.9
## 7423 7438 7439 7442 7443 7448 7450 7452 7454 7455 7457 7458
## Predicted 155 146 151 145 144 111.9 80.5 60.1 58.9 51.2 45.0 47.9
## cvpred 155 146 151 145 144 111.9 80.4 60.0 58.7 50.9 44.7 47.5
## pm2.5 147 419 463 479 343 14.0 11.0 16.0 11.0 15.0 13.0 16.0
## CV residual -8 273 312 334 199 -97.9 -69.4 -44.0 -47.7 -35.9 -31.7 -31.5
## 7461 7462 7465 7470 7472 7474 7477 7485 7489 7506 7509
## Predicted 48.3 47.0 49.3 58.2 45.5 101.7 54.2 86.8 145 98.7 138.0
## cvpred 47.9 46.6 48.8 57.7 44.9 101.6 54.1 86.6 144 98.6 137.9
## pm2.5 9.0 10.0 18.0 7.0 9.0 7.0 10.0 21.0 21 66.0 111.0
## CV residual -38.9 -36.6 -30.8 -50.7 -35.9 -94.6 -44.1 -65.6 -123 -32.6 -26.9
## 7523 7524 7529 7530 7537 7538 7542 7545 7547 7549 7550
## Predicted 116.7 101.8 99.5 114.61 130.9 125.5 134.99 101.9 96.5 91.1 88.4
## cvpred 116.7 101.8 99.4 114.57 130.8 125.5 134.98 101.8 96.4 91.0 88.2
## pm2.5 59.0 77.0 122.0 118.00 213.0 193.0 138.00 153.0 17.0 10.0 12.0
## CV residual -57.7 -24.8 22.6 3.43 82.2 67.5 3.02 51.2 -79.4 -81.0 -76.2
## 7557 7564 7565 7566 7567 7569 7578 7580 7581 7586 7587
## Predicted 105.5 102.1 101.6 101.1 110.4 104.3 114.20 59.2 56.7 45.2 42.7
## cvpred 105.1 101.6 101.1 100.6 109.9 103.8 114.09 59.0 56.5 44.9 42.4
## pm2.5 11.0 9.0 12.0 30.0 37.0 43.0 120.00 115.0 125.0 16.0 12.0
## CV residual -94.1 -92.6 -89.1 -70.6 -72.9 -60.8 5.91 56.0 68.5 -28.9 -30.4
## 7589 7596 7598 7600 7603 7605 7608 7613 7614 7616 7617
## Predicted 48.3 46.1 44.4 42.7 54.7 80.4 79.0 76.5 76.0 75.0 74.6
## cvpred 47.9 45.6 43.8 42.1 54.2 79.9 78.4 75.9 75.4 74.4 74.0
## pm2.5 10.0 8.0 15.0 14.0 10.0 31.0 29.0 21.0 41.0 27.0 22.0
## CV residual -37.9 -37.6 -28.8 -28.1 -44.2 -48.9 -49.4 -54.9 -34.4 -47.4 -52.0
## 7620 7621 7622 7632 7636 7640 7642 7645 7646 7650 7654
## Predicted 73.1 72.6 72.1 67.2 65.2 63.3 62.3 60.8 60.32 81.0 79.1
## cvpred 72.5 72.0 71.5 66.5 64.5 62.6 61.6 60.1 59.58 80.3 78.3
## pm2.5 44.0 25.0 24.0 12.0 17.0 20.0 21.0 45.0 50.00 68.0 124.0
## CV residual -28.5 -47.0 -47.5 -54.5 -47.5 -42.6 -40.6 -15.1 -9.58 -12.3 45.7
## 7656 7658 7660 7661 7663 7664 7665 7667 7668 7669 7672 7673
## Predicted 78.1 77.1 76.1 75.6 74.6 74.1 73.7 72.7 72.2 71.7 70.2 69.73
## cvpred 77.3 76.3 75.4 74.9 73.9 73.4 72.9 71.9 71.4 70.9 69.4 68.91
## pm2.5 152.0 213.0 208.0 191.0 124.0 108.0 94.0 94.0 105.0 90.0 66.0 77.00
## CV residual 74.7 136.7 132.6 116.1 50.1 34.6 21.1 22.1 33.6 19.1 -3.4 8.09
## 7674 7676 7678 7682 7683 7684 7689 7691 7692 7695 7696
## Predicted 69.2 68.3 67.3 65.3 70.0 69.7 152.7 132.4 117.5 101 105
## cvpred 68.4 67.4 66.4 64.4 69.1 68.8 152.5 132.3 117.4 101 105
## pm2.5 116.0 135.0 196.0 276.0 275.0 255.0 133.0 154.0 197.0 331 400
## CV residual 47.6 67.6 129.6 211.6 205.9 186.2 -19.5 21.7 79.6 230 295
## 7705 7707 7708 7714 7716 7717 7719 7727 7728 7731 7733 7735 7736
## Predicted 153 152 151 142 121 120 122 148 149 155 154 158 153
## cvpred 153 152 151 142 121 120 122 148 149 155 154 158 153
## pm2.5 521 391 354 325 346 299 304 480 482 562 488 453 466
## CV residual 368 239 203 183 225 179 182 332 333 407 334 295 313
## 7739 7740 7741 7743 7745 7746 7747 7751 7752 7753 7757 7760
## Predicted 138 119 113 83.7 109.6 115.5 135.7 139 150 156 151 149
## cvpred 138 119 113 83.7 109.6 115.4 135.7 139 150 156 151 149
## pm2.5 559 557 540 230.0 135.0 95.0 106.0 277 371 454 296 271
## CV residual 421 438 427 146.3 25.4 -20.4 -29.7 138 221 298 145 122
## 7761 7764 7765 7766 7768 7775 7778 7780 7783 7784 7785 7787
## Predicted 137 99.1 95.4 90 84.4 149 155 150 141 105 70.9 48.1
## cvpred 137 99.0 95.4 90 84.4 149 155 149 141 105 70.8 47.9
## pm2.5 262 202.0 219.0 214 207.0 432 462 398 287 210 139.0 28.0
## CV residual 125 103.0 123.6 124 122.6 283 307 249 146 105 68.2 -19.9
## 7790 7792 7793 7798 7802 7804 7811 7815 7824 7825 7827
## Predicted 32.6 26.4 23.4 50.8 136 141.0 84.9 47.9 135.4 145.6 131
## cvpred 32.2 26.0 22.9 50.3 136 140.8 84.8 47.8 135.2 145.5 131
## pm2.5 14.0 8.0 10.0 19.0 25 49.0 46.0 24.0 223.0 228.0 236
## CV residual -18.2 -18.0 -12.9 -31.3 -111 -91.8 -38.8 -23.8 87.8 82.5 105
## 7828 7829 7834 7838 7842 7843 7848 7850 7855 7856 7860 7861
## Predicted 126.1 135.4 114.8 89.7 109 128 117 137 143.0 84.3 47.8 44.7
## cvpred 125.9 135.2 114.7 89.6 109 128 117 137 142.9 84.2 47.5 44.4
## pm2.5 218.0 222.0 203.0 213.0 217 258 264 238 88.0 27.0 17.0 18.0
## CV residual 92.1 86.8 88.3 123.4 108 130 147 101 -54.9 -57.2 -30.5 -26.4
## 7862 7865 7870 7872 7873 7883 7884 7885 7889 7894 7902
## Predicted 37.4 35.4 64.6 118.7 123 107.1 92.9 82.1 64.6 136.37 147.9
## cvpred 37.1 35.0 64.1 118.5 123 106.9 92.7 82.0 64.4 136.19 147.7
## pm2.5 17.0 13.0 22.0 23.0 16 80.0 55.0 49.0 52.0 146.00 62.0
## CV residual -20.1 -22.0 -42.1 -95.5 -107 -26.9 -37.7 -33.0 -12.4 9.81 -85.7
## 7906 7907 7910 7911 7914 7921 7925 7929 7938 7940 7942
## Predicted 139.9 129.5 92.6 87.8 92.6 25.5 41.9 40.3 71.9 95.2 103.7
## cvpred 139.7 129.3 92.5 87.6 92.5 25.2 41.4 39.7 71.6 94.9 103.4
## pm2.5 93.0 96.0 137.0 127.0 127.0 43.0 30.0 19.0 18.0 43.0 35.0
## CV residual -46.7 -33.3 44.5 39.4 34.5 17.8 -11.4 -20.7 -53.6 -51.9 -68.4
## 7943 7956 7957 7958 7961 7962 7965 7966 7969 7970 7971 7973
## Predicted 107.6 94.1 84.1 78.8 87.0 103 137 132 147 152 132 142
## cvpred 107.3 94.0 83.9 78.6 86.9 103 136 132 146 152 132 142
## pm2.5 45.0 173.0 136.0 141.0 202.0 229 316 354 443 418 376 248
## CV residual -62.3 79.0 52.1 62.4 115.1 126 180 222 297 266 244 106
## 7980 7984 7986 7989 7991 7992 7996 7999 8004 8005 8008
## Predicted 132.4 136 145.8 156.8 157.5 156.3 155.5 159.5 156.3 155 145.5
## cvpred 132.3 136 145.7 156.7 157.4 156.2 155.3 159.4 156.2 155 145.5
## pm2.5 121.0 98 130.0 173.0 172.0 213.0 236.0 159.0 240.0 256 242.0
## CV residual -11.3 -38 -15.7 16.3 14.6 56.8 80.7 -0.4 83.8 101 96.5
## 8015 8018 8019 8020 8023 8026 8028 8030 8038 8039 8040 8041
## Predicted 150.4 156 155.3 150.7 151.1 156.3 156 151 151 150 153 148
## cvpred 150.4 155 155.2 150.6 151.1 156.2 156 151 151 150 153 148
## pm2.5 249.0 256 252.0 248.0 239.0 233.0 258 261 288 284 275 270
## CV residual 98.6 101 96.8 97.4 87.9 76.8 102 110 137 134 122 122
## 8043 8045 8046 8051 8057 8058 8062 8069 8070 8073 8078
## Predicted 146.3 143.5 81.2 46.04 28.2 26.2 104.8 115 123 144 73.002
## cvpred 146.1 143.4 81.0 45.66 27.6 25.6 104.6 114 123 144 72.822
## pm2.5 240.0 235.0 142.0 39.00 12.0 14.0 17.0 11 13 41 73.000
## CV residual 93.9 91.6 61.0 -6.66 -15.6 -11.6 -87.6 -103 -110 -103 0.178
## 8079 8081 8086 8087 8089 8090 8091 8093 8094 8100
## Predicted 66.77 92.6 122.9 133.0 141.6 135.6 140.28 138.93 128.17 101.4
## cvpred 66.58 92.5 122.8 132.8 141.4 135.4 140.07 138.71 127.96 101.3
## pm2.5 65.00 71.0 174.0 193.0 193.0 167.0 145.00 129.00 122.00 139.0
## CV residual -1.58 -21.5 51.2 60.2 51.6 31.6 4.93 -9.71 -5.96 37.7
## 8101 8102 8112 8121 8123 8124 8125 8127 8130 8133 8135
## Predicted 86.8 81.6 146 107.96 83.2 63.4 62.3 54.8 63.1 64.6 56.6
## cvpred 86.6 81.5 145 107.77 83.1 63.3 62.2 54.7 62.9 64.3 56.2
## pm2.5 120.0 116.0 309 113.00 22.0 16.0 18.0 16.0 9.0 11.0 8.0
## CV residual 33.4 34.5 164 5.23 -61.1 -47.3 -44.2 -38.7 -53.9 -53.3 -48.2
## 8139 8141 8145 8150 8155 8156 8157 8161 8164 8165 8170
## Predicted 47.3 50.4 44.9 -15.0 -18.9 51.8 60.2 71.4 76.2 75.4 87.4
## cvpred 46.7 49.8 44.2 -15.8 -19.8 51.6 60.0 71.2 76.0 75.1 87.2
## pm2.5 9.0 10.0 15.0 13.0 16.0 20.0 32.0 61.0 43.0 43.0 68.0
## CV residual -37.7 -39.8 -29.2 28.8 35.8 -31.6 -28.0 -10.2 -33.0 -32.1 -19.2
## 8172 8175 8177 8184 8187 8190 8191 8193 8197 8198 8200
## Predicted 55.3 48.48 50.91 123.5 116.5 103.2 92.5 131 74.5 72.1 61.4
## cvpred 55.1 48.27 50.67 123.3 116.3 103.1 92.3 131 74.4 72.0 61.2
## pm2.5 27.0 41.00 46.00 67.0 73.0 62.0 29.0 19 27.0 21.0 13.0
## CV residual -28.1 -7.27 -4.67 -56.3 -43.3 -41.1 -63.3 -112 -47.4 -51.0 -48.2
## 8203 8205 8206 8210 8218 8219 8223 8227 8232 8236 8240
## Predicted 64.2 83.8 94.4 127.33 135.4 125.6 100 125 128 134.9 145.6
## cvpred 64.0 83.5 94.2 127.17 135.2 125.5 100 125 128 134.8 145.5
## pm2.5 13.0 29.0 61.0 126.00 146.0 159.0 211 243 241 212.0 231.0
## CV residual -51.0 -54.5 -33.2 -1.17 10.8 33.5 111 118 113 77.2 85.5
## 8241 8251 8261 8264 8266 8267 8268 8269 8271 8273 8280
## Predicted 123.0 34.0 116 118.0 118 98.1 77.1 70.6 67.6 69.8 133
## cvpred 122.9 33.3 116 117.7 118 97.8 76.8 70.3 67.3 69.5 133
## pm2.5 221.0 13.0 16 19.0 35 47.0 40.0 41.0 49.0 46.0 119
## CV residual 98.1 -20.3 -100 -98.7 -83 -50.8 -36.8 -29.3 -18.3 -23.5 -14
## 8282 8285 8286 8287 8289 8301 8302 8304 8305 8307 8308
## Predicted 142.7 138.3 143.4 141.8 139.3 135.98 129.9 102.6 105.7 98.7 92.8
## cvpred 142.6 138.2 143.2 141.6 139.1 135.83 129.7 102.4 105.5 98.4 92.5
## pm2.5 131.0 102.0 105.0 100.0 107.0 139.00 140.0 171.0 140.0 11.0 8.0
## CV residual -11.6 -36.2 -38.2 -41.6 -32.1 3.17 10.3 68.6 34.5 -87.4 -84.5
## 8311 8316 8317 8319 8322 8323 8336 8342 8346 8349 8354
## Predicted 87.7 57.4 55.5 42.3 49.0 95.8 116 66.5 57.6 67.4 60.1
## cvpred 87.3 56.9 54.9 41.7 48.3 95.4 115 66.1 57.0 66.8 59.4
## pm2.5 10.0 18.0 17.0 15.0 9.0 17.0 15 16.0 16.0 16.0 12.0
## CV residual -77.3 -38.9 -37.9 -26.7 -39.3 -78.4 -100 -50.1 -41.0 -50.8 -47.4
## 8356 8364 8367 8370 8373 8384 8385 8386 8388 8389 8390 8391
## Predicted 52.1 28.02 19.2 8.51 93.3 98.9 113.5 107.4 59.82 48.7 41.6 34.9
## cvpred 51.3 27.09 18.2 7.50 93.0 98.6 113.2 107.1 59.52 48.4 41.3 34.5
## pm2.5 13.0 22.00 17.0 13.00 43.0 41.0 39.0 40.0 56.00 63.0 58.0 50.0
## CV residual -38.3 -5.09 -1.2 5.50 -50.0 -57.6 -74.2 -67.1 -3.52 14.6 16.7 15.5
## 8393 8396 8400 8404 8408 8409 8411 8412 8416 8417 8418 8420
## Predicted 62.6 77.8 81.4 78.3 117.2 135.7 89.0 55.47 35.9 54.1 63.9 119.3
## cvpred 62.3 77.5 81.1 78.0 116.9 135.5 88.8 55.24 35.6 53.8 63.6 119.1
## pm2.5 81.0 60.0 95.0 36.0 40.0 71.0 64.0 65.00 93.0 87.0 136.0 145.0
## CV residual 18.7 -17.5 13.9 -42.0 -76.9 -64.5 -24.8 9.76 57.4 33.2 72.4 25.9
## 8421 8422 8425 8430 8433 8434 8435 8436 8446 8447 8448 8449
## Predicted 124.4 124 134 149.5 145.0 138 121.5 108.3 143 142 138 138
## cvpred 124.2 124 134 149.3 144.7 138 121.3 108.1 143 142 138 138
## pm2.5 205.0 282 374 231.0 242.0 249 211.0 201.0 290 308 454 528
## CV residual 80.8 158 240 81.7 97.3 111 89.7 92.9 147 166 316 390
## 8451 8455 8456 8460 8471 8472 8474 8475 8477 8478 8483
## Predicted 133 123.45 52.6 46.06 67.3 84.1 122.9 133 138.1 138.6 101
## cvpred 133 123.26 52.4 45.81 67.1 83.9 122.8 133 137.9 138.4 101
## pm2.5 489 133.00 105.0 49.00 126.0 144.0 187.0 200 233.0 221.0 352
## CV residual 356 9.74 52.6 3.19 58.9 60.1 64.2 67 95.1 82.6 251
## 8484 8485 8487 8488 8489 8490 8491 8494 8503 8506 8507 8509
## Predicted 85.4 62.6 32.9 36.5 54.9 54.8 54.3 127 132 136.8 120 118
## cvpred 85.3 62.5 32.8 36.3 54.7 54.6 54.1 127 132 136.7 120 118
## pm2.5 227.0 175.0 129.0 196.0 117.0 104.0 115.0 237 346 206.0 224 441
## CV residual 141.7 112.5 96.2 159.7 62.3 49.4 60.9 110 214 69.3 104 323
## 8510 8511 8512 8518 8522 8524 8533 8539 8540 8542 8543 8548
## Predicted 109 108 108 144 155 150 49.1 62.1 55.6 58.8 58.0 113
## cvpred 109 108 108 144 154 150 48.8 61.8 55.3 58.5 57.6 113
## pm2.5 425 439 427 611 573 397 23.0 17.0 27.0 24.0 18.0 12
## CV residual 316 331 319 467 419 247 -25.8 -44.8 -28.3 -34.5 -39.6 -101
## 8552 8554 8557 8561 8562 8566 8571 8572 8573 8574 8577
## Predicted 66.3 65.4 52.1 68.3 82.5 92.8 102.5 106.8 105.7 109.7 111.7
## cvpred 65.8 64.9 51.5 67.9 82.1 92.4 102.1 106.4 105.3 109.3 111.3
## pm2.5 17.0 17.0 24.0 24.0 21.0 52.0 26.0 27.0 28.0 19.0 21.0
## CV residual -48.8 -47.9 -27.5 -43.9 -61.1 -40.4 -76.1 -79.4 -77.3 -90.3 -90.3
## 8580 8586 8590 8591 8597 8603 8610 8616 8620 8622 8627
## Predicted 83.0 86.0 126.2 117.042 87.2 99.3 99.4 124 117.1 113.6 91.5
## cvpred 82.5 85.6 125.8 116.663 86.8 98.9 99.1 124 116.8 113.3 91.1
## pm2.5 34.0 51.0 103.0 116.000 18.0 25.0 89.0 135 26.0 22.0 32.0
## CV residual -48.5 -34.6 -22.8 -0.663 -68.8 -73.9 -10.1 11 -90.8 -91.3 -59.1
## 8632 8633 8634 8639 8642 8643 8644 8645 8651 8653
## Predicted 47.34 71.6 75.9 121.3 135.9 130.981 130.5 142.84 110.1 85.9
## cvpred 46.91 71.4 75.6 121.1 135.6 130.685 130.2 142.55 109.8 85.7
## pm2.5 55.00 43.0 34.0 58.0 92.0 130.000 161.0 151.00 130.0 119.0
## CV residual 8.09 -28.4 -41.6 -63.1 -43.6 -0.685 30.8 8.45 20.2 33.3
## 8657 8661 8662 8668 8671 8672 8673 8674 8675 8678 8679
## Predicted 56.4 40.2 57.0 62.8 58.1 57.0 54.6 48.4 40.5 10.85 9.50
## cvpred 56.0 39.7 56.5 62.2 57.4 56.3 53.9 47.7 39.8 10.09 8.73
## pm2.5 31.0 20.0 29.0 16.0 16.0 19.0 14.0 15.0 18.0 19.00 17.00
## CV residual -25.0 -19.7 -27.5 -46.2 -41.4 -37.3 -39.9 -32.7 -21.8 8.91 8.27
## 8682 8688 8693 8694 8696 8700 8703 8706 8707 8712 8713
## Predicted 82.7 132 126.7 125.7 126.4 107.3 88.0 68.1 74.6 69.7 68.5
## cvpred 82.5 132 126.4 125.5 126.2 107.1 87.7 67.7 74.1 69.1 67.8
## pm2.5 20.0 67 34.0 34.0 42.0 56.0 30.0 15.0 13.0 18.0 17.0
## CV residual -62.5 -65 -92.4 -91.5 -84.2 -51.1 -57.7 -52.7 -61.1 -51.1 -50.8
## 8714 8717 8718 8719 8722 8725 8729 8739 8743 8744 8752
## Predicted 72.3 62.4 59.3 53.6 46.7 22.45 14.45 3.13 -4.95 -2.53 -48.0
## cvpred 71.6 61.6 58.5 52.8 45.8 21.54 13.44 1.83 -6.35 -3.94 -49.5
## pm2.5 17.0 14.0 14.0 15.0 18.0 13.00 19.00 20.00 14.00 16.00 19.0
## CV residual -54.6 -47.6 -44.5 -37.8 -27.8 -8.54 5.56 18.17 20.35 19.94 68.5
## 8756 8759 8760 8785 8788 8790 8796 8798 8804 8811 8812
## Predicted -47.5 -48.5 -50.1 102.0 122 116.0 96.3 91.3 116.4 130.6 135.48
## cvpred -49.2 -50.3 -51.9 101.5 122 115.7 96.0 91.0 116.2 130.3 135.22
## pm2.5 27.0 16.0 22.0 36.0 19 17.0 24.0 37.0 63.0 85.0 143.00
## CV residual 76.2 66.3 73.9 -65.5 -103 -98.7 -72.0 -54.0 -53.2 -45.3 7.78
## 8813 8820 8821 8822 8825 8826 8829 8830 8833 8836 8837 8840
## Predicted 136 124.4 119.3 113.9 105.4 110.4 140 136.3 146.0 140 150 151.6
## cvpred 136 124.2 119.1 113.7 105.2 110.2 140 136.1 145.7 140 150 151.3
## pm2.5 181 87.0 93.0 134.0 184.0 175.0 286 225.0 233.0 121 77 67.0
## CV residual 45 -37.2 -26.1 20.3 78.8 64.8 146 88.9 87.3 -19 -73 -84.3
## 8841 8842 8843 8847 8848 8851 8852 8853 8854 8858 8861
## Predicted 147.0 145.5 129.6 88.65 82.67 87.4 81.1 85.0 82.8 80.1 78.4
## cvpred 146.7 145.2 129.4 88.45 82.45 87.1 80.8 84.6 82.4 79.6 77.8
## pm2.5 59.0 74.0 89.0 84.00 90.00 73.0 68.0 58.0 53.0 31.0 27.0
## CV residual -87.7 -71.2 -40.4 -4.45 7.55 -14.1 -12.8 -26.6 -29.4 -48.6 -50.8
## 8862 8866 8870 8871 8872 8873 8875 8876 8878 8880 8881
## Predicted 71.3 62.5 31.9 28.9 26.47 23.77 33.8 31.6 32.3 28.1 31
## cvpred 70.7 61.8 31.1 28.1 25.67 22.94 32.9 30.7 31.3 27.1 30
## pm2.5 23.0 21.0 19.0 16.0 18.00 18.00 10.0 16.0 17.0 12.0 13
## CV residual -47.7 -40.8 -12.1 -12.1 -7.67 -4.94 -22.9 -14.7 -14.3 -15.1 -17
## 8885 8887 8899 8900 8903 8908 8909 8910 8911 8914 8917
## Predicted 30.2 27.5 -19.1 -15.5 -8.09 6.93 118 133 132 103.1 85.0
## cvpred 29.1 26.4 -20.4 -16.9 -9.45 5.49 118 133 132 102.8 84.7
## pm2.5 13.0 9.0 21.0 22.0 28.00 27.00 17 13 23 24.0 43.0
## CV residual -16.1 -17.4 41.4 38.9 37.45 21.51 -101 -120 -109 -78.8 -41.7
## 8919 8921 8926 8934 8995 8999 9001 9002 9003 9005 9006
## Predicted 76.4 80.9 101.88 124.6 88.0 89.0 113 86.8 101.7 108.2 96.2
## cvpred 76.1 80.6 101.58 124.3 87.7 88.6 113 86.5 101.4 107.9 95.9
## pm2.5 48.0 56.0 92.00 181.0 70.0 115.0 105 76.0 33.0 26.0 19.0
## CV residual -28.1 -24.6 -9.58 56.7 -17.7 26.4 -8 -10.5 -68.4 -81.9 -76.9
## 9008 9009 9011 9013 9016 9017 9019 9020 9024 9025 9026
## Predicted 93.7 97.3 77.5 68.2 56.4 54.2 52.7 46.4 100.9 95.0 109.2
## cvpred 93.4 96.9 77.1 67.7 55.9 53.7 52.2 45.8 100.5 94.7 108.8
## pm2.5 13.0 14.0 18.0 21.0 18.0 12.0 19.0 21.0 54.0 45.0 24.0
## CV residual -80.4 -82.9 -59.1 -46.7 -37.9 -41.7 -33.2 -24.8 -46.5 -49.7 -84.8
## 9029 9032 9035 9038 9041 9042 9047 9048 9049 9052 9053
## Predicted 119.6 133 107.7 77.4 70.6 85.6 123.1 123.565 128.9 138.1 136.9
## cvpred 119.2 133 107.4 77.1 70.4 85.2 122.8 123.259 128.6 137.8 136.5
## pm2.5 34.0 62 61.0 56.0 89.0 45.0 100.0 124.000 144.0 204.0 166.0
## CV residual -85.2 -71 -46.4 -21.1 18.6 -40.2 -22.8 0.741 15.4 66.2 29.5
## 9054 9055 9070 9072 9074 9087 9088 9090 9095 9096 9101
## Predicted 136.6 126.6 117.07 91.64 93.8 56.6 45.2 32.7 47.5 45.5 37.7
## cvpred 136.3 126.3 116.78 91.38 93.5 56.1 44.6 32.1 46.7 44.7 36.7
## pm2.5 138.0 149.0 120.00 95.00 25.0 18.0 20.0 16.0 13.0 12.0 12.0
## CV residual 1.7 22.7 3.22 3.62 -68.5 -38.1 -24.6 -16.1 -33.7 -32.7 -24.7
## 9107 9111 9116 9118 9121 9122 9124 9128 9133 9136 9139
## Predicted 13.67 -12.0 8.42 92.1 115.8 104.7 117 122 88.0 78.9 102.8
## cvpred 12.61 -13.2 7.22 91.8 115.4 104.3 116 122 87.7 78.6 102.5
## pm2.5 22.00 17.0 21.00 17.0 29.0 24.0 14 19 31.0 40.0 60.0
## CV residual 9.39 30.2 13.78 -74.8 -86.4 -80.3 -102 -103 -56.7 -38.6 -42.5
## 9143 9146 9148 9149 9150 9157 9158 9159 9160 9168 9169
## Predicted 123.8 118.0 116.5 120.5 119.7 73.3 71.3 63.7 61.5 74.2 116
## cvpred 123.5 117.6 116.1 120.1 119.3 72.9 70.9 63.3 61.1 73.6 115
## pm2.5 73.0 130.0 50.0 41.0 40.0 18.0 20.0 23.0 14.0 10.0 12
## CV residual -50.5 12.4 -66.1 -79.1 -79.3 -54.9 -50.9 -40.3 -47.1 -63.6 -103
## 9170 9171 9172 9184 9185 9187 9189 9190 9193 9202 9206
## Predicted 115 110.5 110.5 63.5 61.6 67.9 66.0 75.1 82.9 104.4 67.4
## cvpred 115 110.2 110.2 63.1 61.1 67.4 65.4 74.6 82.3 104.1 67.0
## pm2.5 12 12.0 13.0 19.0 19.0 17.0 28.0 25.0 22.0 21.0 21.0
## CV residual -103 -98.2 -97.2 -44.1 -42.1 -50.4 -37.4 -49.6 -60.3 -83.1 -46.0
## 9209 9214 9217 9218 9220 9222 9223 9224 9227 9231 9233 9234
## Predicted 57.1 94.4 105.3 120 112.0 131 128 133 94.6 61.1 69.3 79.1
## cvpred 56.7 94.1 104.9 119 111.6 130 128 132 94.3 60.8 69.0 78.8
## pm2.5 13.0 16.0 17.0 15 13.0 17 20 20 25.0 19.0 47.0 58.0
## CV residual -43.7 -78.1 -87.9 -104 -98.6 -113 -108 -112 -69.3 -41.8 -22.0 -20.8
## 9236 9242 9245 9247 9249 9252 9253 9254 9256 9257 9259
## Predicted 94.4 114.30 117 110.3 119 86.4 77.7 71.7 58.6 61.9 87.6
## cvpred 94.1 113.97 117 109.9 119 86.1 77.5 71.5 58.3 61.6 87.4
## pm2.5 70.0 120.00 34 27.0 31 42.0 29.0 24.0 35.0 37.0 102.0
## CV residual -24.1 6.03 -83 -82.9 -88 -44.1 -48.5 -47.5 -23.3 -24.6 14.6
## 9262 9264 9266 9268 9273 9276 9279 9286 9287 9295 9298
## Predicted 117.9 118.4 126.23 133.4 129.4 100.7 86.3 66.5 79.2 76.3 64.7
## cvpred 117.6 118.1 125.92 133.2 129.1 100.4 86.1 66.0 78.7 75.7 64.0
## pm2.5 154.0 187.0 130.00 51.0 88.0 49.0 44.0 11.0 12.0 10.0 14.0
## CV residual 36.4 68.9 4.08 -82.2 -41.1 -51.4 -42.1 -55.0 -66.7 -65.7 -50.0
## 9299 9300 9301 9312 9314 9315 9319 9320 9321 9323 9324
## Predicted 57.3 50.0 42.4 40 43.2 46.7 130 139 132.8 103.4 93.1
## cvpred 56.6 49.3 41.7 39 42.2 45.7 130 139 132.4 103.1 92.8
## pm2.5 15.0 14.0 13.0 15 11.0 11.0 27 27 43.0 27.0 27.0
## CV residual -41.6 -35.3 -28.7 -24 -31.2 -34.7 -103 -112 -89.4 -76.1 -65.8
## 9327 9330 9335 9345 9347 9352 9353 9356 9357 9361 9363
## Predicted 82.1 81.3 127.7 96.7 73.5 52.1 44.6 89.5 89.0 114 113.7
## cvpred 81.9 81.0 127.4 96.3 73.0 51.7 44.0 89.2 88.7 114 113.3
## pm2.5 71.0 47.0 87.0 11.0 13.0 13.0 17.0 12.0 25.0 34 29.0
## CV residual -10.9 -34.0 -40.4 -85.3 -60.0 -38.7 -27.0 -77.2 -63.7 -80 -84.3
## 9368 9369 9370 9371 9373 9379 9383 9387 9392 9393 9394
## Predicted 131.0 128.7 123.0 107.2 93.0 102.8 128.33 119.3 113.5 107.8 96.9
## cvpred 130.6 128.3 122.7 106.8 92.7 102.5 128.01 118.9 113.1 107.5 96.6
## pm2.5 41.0 82.0 58.0 56.0 54.0 93.0 137.00 89.0 19.0 18.0 19.0
## CV residual -89.6 -46.3 -64.7 -50.8 -38.7 -9.5 8.99 -29.9 -94.1 -89.5 -77.6
## 9396 9397 9403 9406 9408 9409 9411 9414 9417 9423 9425
## Predicted 88.4 82.4 81.7 87.9 102 101.5 100.1 112.7 124 68.2 55.2
## cvpred 88.0 82.0 81.3 87.6 102 101.1 99.8 112.3 124 67.8 54.8
## pm2.5 8.0 11.0 12.0 19.0 32 32.0 13.0 20.0 27 14.0 12.0
## CV residual -80.0 -71.0 -69.3 -68.6 -70 -69.1 -86.8 -92.3 -97 -53.8 -42.8
## 9426 9429 9431 9442 9443 9444 9445 9452 9454 9455 9456
## Predicted 58.2 74.9 72.3 101.3 94.5 94.6 82.2 81.0 72.2 65.6 75.0
## cvpred 57.7 74.4 71.8 100.9 94.2 94.3 81.8 80.6 71.7 65.1 74.5
## pm2.5 12.0 16.0 10.0 9.0 16.0 27.0 19.0 12.0 9.0 10.0 9.0
## CV residual -45.7 -58.4 -61.8 -91.9 -78.2 -67.3 -62.8 -68.6 -62.7 -55.1 -65.5
## 9457 9460 9464 9465 9466 9471 9480 9483 9488 9490 9492
## Predicted 67.8 68.2 72.0 65.5 53.7 6.73 97.9 100.0 127 89.7 47.7
## cvpred 67.3 67.6 71.4 64.9 53.1 6.01 97.6 99.6 127 89.4 47.4
## pm2.5 21.0 19.0 9.0 17.0 19.0 16.00 45.0 12.0 25 23.0 19.0
## CV residual -46.3 -48.6 -62.4 -47.9 -34.1 9.99 -52.6 -87.6 -102 -66.4 -28.4
## 9493 9494 9495 9496 9500 9503 9505 9506 9508 9509 9517 9520
## Predicted 31.05 28.34 25.63 24.0 35.3 47.1 85.0 89.0 87.0 90.3 41.8 12.4
## cvpred 30.74 28.03 25.31 23.7 34.9 46.7 84.5 88.5 86.5 89.8 41.6 12.1
## pm2.5 23.00 23.00 17.00 21.0 46.0 68.0 33.0 43.0 34.0 29.0 29.0 23.0
## CV residual -7.74 -5.03 -8.31 -2.7 11.1 21.3 -51.5 -45.5 -52.5 -60.8 -12.6 10.9
## 9523 9529 9532 9533 9538 9540 9545 9550 9551 9553 9555 9561
## Predicted 23.72 66.9 106.9 98.9 87.5 41.8 49.5 50.4 53.89 77.60 64.9 115.8
## cvpred 23.37 66.5 106.6 98.6 87.2 41.5 49.2 49.9 53.41 77.07 64.3 115.6
## pm2.5 29.00 84.0 95.0 71.0 42.0 60.0 34.0 89.0 61.00 75.00 79.0 39.0
## CV residual 5.63 17.5 -11.6 -27.6 -45.2 18.5 -15.2 39.1 7.59 -2.07 14.7 -76.6
## 9566 9571 9575 9579 9580 9582 9589 9590 9591 9598 9604
## Predicted 51.9 58.0 110 126 126 109.7 85.4 74.8 67.0 117.1 153.7
## cvpred 51.7 57.8 110 125 126 109.4 85.3 74.6 66.8 116.8 153.5
## pm2.5 28.0 146.0 288 270 263 171.0 40.0 37.0 33.0 149.0 55.0
## CV residual -23.7 88.2 178 145 137 61.6 -45.3 -37.6 -33.8 32.2 -98.5
## 9609 9610 9615 9616 9617 9619 9627 9629 9630 9631 9640
## Predicted 138.3 137.6 109.2 111 110.9 126.3 147.62 131 132 126 59.9
## cvpred 138.2 137.4 109.1 111 110.8 126.2 147.43 131 131 126 59.8
## pm2.5 90.0 92.0 130.0 145 147.0 178.0 144.00 17 19 22 25.0
## CV residual -48.2 -45.4 20.9 34 36.2 51.8 -3.43 -114 -112 -104 -34.8
## 9642 9645 9646 9653 9656 9657 9658 9661 9666 9669 9670
## Predicted 64.0 102.4 91.8 131.10 131.6 131.3 125.6 110.2 87.6 132.5 133
## cvpred 63.9 102.3 91.6 130.94 131.4 131.2 125.5 110.1 87.4 132.3 132
## pm2.5 21.0 35.0 41.0 122.00 117.0 118.0 110.0 151.0 108.0 200.0 288
## CV residual -42.9 -67.3 -50.6 -8.94 -14.4 -13.2 -15.5 40.9 20.6 67.7 156
## 9674 9675 9676 9677 9681 9682 9691 9695 9701 9703 9706
## Predicted 148.0 153.0 143.7 148.0 127.9 115.57 69.5 123.5 152.3 161.8 155
## cvpred 147.8 152.8 143.5 147.8 127.7 115.35 69.3 123.3 152.1 161.6 155
## pm2.5 176.0 121.0 133.0 128.0 119.0 118.00 17.0 148.0 171.0 199.0 211
## CV residual 28.2 -31.8 -10.5 -19.8 -8.7 2.65 -52.3 24.7 18.9 37.4 56
## 9710 9713 9716 9717 9721 9723 9724 9726 9732 9739 9742
## Predicted 117.4 110.9 117.6 121.4 147 150 150 143.6 143.9 134.9 158.5
## cvpred 117.3 110.7 117.4 121.2 147 150 149 143.3 143.6 134.5 158.4
## pm2.5 151.0 68.0 82.0 43.0 31 28 30 55.0 74.0 83.0 98.0
## CV residual 33.7 -42.7 -35.4 -78.2 -116 -122 -119 -88.3 -69.6 -51.5 -60.4
## 9743 9747 9750 9752 9758 9761 9768 9773 9775 9776 9781
## Predicted 158.8 160.0 158.8 158.0 84.6 71.0 113 110.1 134 123 100.6
## cvpred 158.7 159.9 158.6 157.8 84.2 70.5 113 109.8 134 123 100.3
## pm2.5 98.0 105.0 104.0 111.0 13.0 12.0 9 12.0 10 12 23.0
## CV residual -60.7 -54.9 -54.6 -46.8 -71.2 -58.5 -104 -97.8 -124 -111 -77.3
## 9782 9784 9785 9786 9787 9789 9791 9792 9793 9799 9800
## Predicted 92.3 95.5 104.2 103.3 107.6 105.9 131.0 144.4 153 161.0 160.8
## cvpred 92.0 95.3 103.9 103.1 107.3 105.6 130.7 144.2 152 160.9 160.6
## pm2.5 27.0 49.0 41.0 48.0 43.0 39.0 47.0 58.0 50 61.0 69.0
## CV residual -65.0 -46.3 -62.9 -55.1 -64.3 -66.6 -83.7 -86.2 -102 -99.9 -91.6
## 9801 9804 9814 9815 9816 9817 9818 9820 9822 9823 9827 9833
## Predicted 160.3 154.9 145.8 128 118 114 128 123 124 133 105 76.1
## cvpred 160.1 154.8 145.6 127 117 113 128 122 124 132 105 75.9
## pm2.5 72.0 85.0 115.0 12 13 11 6 8 10 11 37 53.0
## CV residual -88.1 -69.8 -30.6 -115 -104 -102 -122 -114 -114 -121 -68 -22.9
## 9834 9843 9844 9846 9853 9854 9856 9861 9862 9864 9866 9869
## Predicted 97.9 150.62 150.37 161.1 131 121 116 146 155 152 151 159
## cvpred 97.7 150.36 150.11 160.9 131 121 116 146 155 152 151 158
## pm2.5 56.0 154.00 153.00 113.0 233 252 248 301 298 328 312 277
## CV residual -41.7 3.64 2.89 -47.9 102 131 132 155 143 176 161 119
## 9870 9872 9874 9877 9878 9879 9880 9881 9885 9888 9893 9896 9900
## Predicted 158 159 146 126 120 115 109 124 142.9 149 160 146 114.8
## cvpred 158 159 146 125 120 115 109 124 142.8 149 160 146 114.7
## pm2.5 281 269 263 281 292 289 272 234 240.0 279 315 226 195.0
## CV residual 123 110 117 156 172 174 163 110 97.2 130 155 80 80.3
## 9902 9907 9910 9912 9916 9925 9927 9930 9931 9933 9934 9936
## Predicted 93.9 104.4 107 140 158 69.2 62.2 97.0 101 109 129 145
## cvpred 93.8 104.3 106 140 157 69.0 62.1 96.8 100 109 129 145
## pm2.5 75.0 53.0 288 422 399 50.0 101.0 206.0 226 240 258 260
## CV residual -18.8 -51.3 182 282 242 -19.0 38.9 109.2 126 131 129 115
## 9937 9939 9941 9942 9944 9947 9951 9953 9954 9958 9960 9962
## Predicted 146 152 135 140.645 138.7 89.9 60.3 60.0 69.5 100 140 150
## cvpred 145 152 135 140.444 138.5 89.7 60.3 59.9 69.4 100 140 150
## pm2.5 264 253 259 140.000 154.0 138.0 127.0 131.0 153.0 273 268 297
## CV residual 119 101 124 -0.444 15.5 48.3 66.7 71.1 83.6 173 128 147
## 9964 9968 9970 9978 9979 9984 9986 9989 9993 9996 10000 10001
## Predicted 151 156.8 130.2 102 111 148 154 149 160 137 112 107
## cvpred 151 156.6 130.1 102 111 148 154 149 160 137 112 107
## pm2.5 355 108.0 126.0 492 472 480 486 595 515 508 489 477
## CV residual 204 -48.6 -4.1 390 361 332 332 446 355 371 377 370
## 10003 10007 10009 10010 10015 10017 10019 10026 10028 10029 10033
## Predicted 124 153 155 154 154 152 133 103 128 134 143
## cvpred 124 153 155 154 154 152 133 103 128 134 142
## pm2.5 407 476 499 489 423 434 347 354 394 397 399
## CV residual 283 323 344 335 269 282 214 251 266 263 257
## 10034 10036 10038 10045 10046 10047 10049 10056 10060 10061 10063
## Predicted 154 155 149 117 110 104 102 128 131 146 138.7
## cvpred 154 154 149 117 110 104 102 127 131 146 138.5
## pm2.5 373 461 415 403 406 469 397 411 404 397 215.0
## CV residual 219 307 266 286 296 365 295 284 273 251 76.5
## 10065 10067 10069 10077 10086 10088 10092 10097 10104 10105 10107
## Predicted 97.4 61.7 48.1 130.4 155.9 155.6 100.9 83.3 89.1 87.7 109.1
## cvpred 97.2 61.6 47.9 130.3 155.7 155.5 100.8 83.2 88.8 87.5 108.8
## pm2.5 119.0 16.0 17.0 52.0 75.0 106.0 79.0 53.0 52.0 42.0 39.0
## CV residual 21.8 -45.6 -30.9 -78.3 -80.7 -49.5 -21.8 -30.2 -36.8 -45.5 -69.8
## 10108 10110 10112 10113 10115 10117 10122 10125 10131 10134 10136
## Predicted 117.3 163 162 162 155.8 158.0 148.3 158.1 152.6 145.3 142.8
## cvpred 117.1 163 162 162 155.7 157.9 148.2 158.1 152.6 145.2 142.7
## pm2.5 35.0 30 52 58 79.0 71.0 108.0 115.0 127.0 105.0 66.0
## CV residual -82.1 -133 -110 -104 -76.7 -86.9 -40.2 -43.1 -25.6 -40.2 -76.7
## 10137 10141 10142 10146 10148 10149 10151 10152 10153 10154 10155
## Predicted 155.6 144 138 109.1 107.9 111.5 141 141 131 136 121.3
## cvpred 155.5 144 138 108.9 107.6 111.2 140 141 131 136 121.2
## pm2.5 59.0 26 31 26.0 29.0 29.0 32 29 25 31 29.0
## CV residual -96.5 -118 -107 -82.9 -78.6 -82.2 -108 -112 -106 -105 -92.2
## 10159 10164 10169 10170 10171 10174 10176 10188 10189 10190 10192
## Predicted 126 85.2 62.4 62.1 65.1 76.7 79.1 69.6 53.3 52.5 32.9
## cvpred 125 84.9 62.1 61.7 64.8 76.3 78.7 69.3 53.0 52.1 32.5
## pm2.5 20 20.0 15.0 20.0 16.0 8.0 8.0 28.0 16.0 16.0 19.0
## CV residual -105 -64.9 -47.1 -41.7 -48.8 -68.3 -70.7 -41.3 -37.0 -36.1 -13.5
## 10194 10195 10202 10204 10207 10209 10211 10212 10214 10215 10217
## Predicted 37.8 41.3 62.8 110.7 115 123.5 80.5 69.4 52.9 41.8 36.11
## cvpred 37.4 40.9 62.2 110.4 115 123.3 80.3 69.2 52.6 41.5 35.83
## pm2.5 15.0 14.0 11.0 11.0 29 33.0 27.0 26.0 27.0 10.0 32.00
## CV residual -22.4 -26.9 -51.2 -99.4 -86 -90.3 -53.3 -43.2 -25.6 -31.5 -3.83
## 10219 10221 10223 10224 10225 10230 10231 10233 10235 10237 10238
## Predicted 60.6 64.8 57.5 65.4 63.4 79.6 78.5 56.0 32.70 14.12 7.03
## cvpred 60.3 64.4 57.1 65.0 63.0 79.1 78.0 55.5 32.15 13.54 6.43
## pm2.5 40.0 42.0 20.0 16.0 9.0 8.0 9.0 13.0 26.00 19.00 18.00
## CV residual -20.3 -22.4 -37.1 -49.0 -54.0 -71.1 -69.0 -42.5 -6.15 5.46 11.57
## 10241 10244 10247 10249 10255 10258 10262 10266 10267 10268 10271
## Predicted -4.37 10.128 77.6 87.0 142.7 96.5 56.96 44.4 63.06 76.47 89.0
## cvpred -4.99 9.473 77.5 86.9 142.6 96.4 56.84 44.2 62.89 76.31 88.9
## pm2.5 12.00 9.000 36.0 43.0 69.0 51.0 55.00 55.0 58.00 68.00 59.0
## CV residual 16.99 -0.473 -41.5 -43.9 -73.6 -45.4 -1.84 10.8 -4.89 -8.31 -29.9
## 10276 10282 10286 10288 10299 10301 10303 10312 10314 10315 10316
## Predicted 91.8 90.770 85.9 74.9 63.5 68.4 77.5 31.3 32.8 38.5 51.5
## cvpred 91.6 90.543 85.9 74.9 63.4 68.2 77.3 31.2 32.6 38.3 51.3
## pm2.5 62.0 91.000 109.0 133.0 15.0 12.0 24.0 12.0 14.0 10.0 7.0
## CV residual -29.6 0.457 23.1 58.1 -48.4 -56.2 -53.3 -19.2 -18.6 -28.3 -44.3
## 10332 10335 10343 10349 10352 10354 10358 10359 10360 10361 10365
## Predicted 47.9 26.1 33.1 33.4 38.4 18.826 40.3 39.9 49.1 43.5 39.7
## cvpred 47.7 25.8 32.6 32.8 37.8 18.174 40.1 39.7 48.9 43.3 39.5
## pm2.5 15.0 12.0 35.0 13.0 16.0 19.000 19.0 16.0 21.0 24.0 18.0
## CV residual -32.7 -13.8 2.4 -19.8 -21.8 0.826 -21.1 -23.7 -27.9 -19.3 -21.5
## 10366 10367 10368 10370 10371 10373 10378 10379 10382 10385 10386
## Predicted 53.5 51.4 54.3 60.5 64.1 66.0 69.2 59.2 25.1 4.35 6.29
## cvpred 53.3 51.2 54.1 60.2 63.8 65.7 69.0 59.0 24.9 4.06 5.98
## pm2.5 14.0 10.0 7.0 6.0 7.0 9.0 34.0 21.0 17.0 17.00 12.00
## CV residual -39.3 -41.2 -47.1 -54.2 -56.8 -56.7 -35.0 -38.0 -7.9 12.94 6.02
## 10389 10390 10393 10396 10400 10405 10406 10413 10415 10416 10419
## Predicted 48.1 47.2 78.0 117.8 122.9 31.9 27.0446 35.04 39.93 64.1 94.1
## cvpred 47.9 47.0 77.8 117.6 122.8 31.8 26.9148 34.86 39.74 63.9 94.0
## pm2.5 34.0 35.0 66.0 79.0 83.0 36.0 27.0000 25.00 43.00 48.0 40.0
## CV residual -13.9 -12.0 -11.8 -38.6 -39.8 4.2 0.0852 -9.86 3.26 -15.9 -54.0
## 10421 10423 10427 10429 10430 10434 10435 10438 10439 10440 10442
## Predicted 108.3 122.0 57.1 45.1 34.7 56.6 78.9 108.7 112.6 109 124
## cvpred 108.1 121.8 57.0 45.0 34.6 56.5 78.8 108.6 112.5 109 124
## pm2.5 44.0 26.0 99.0 92.0 80.0 110.0 108.0 166.0 196.0 209 248
## CV residual -64.1 -95.8 42.0 47.0 45.4 53.5 29.2 57.4 83.5 100 124
## 10447 10449 10450 10453 10462 10463 10465 10470 10472 10475 10483
## Predicted 134 127 108 76.4 121 121 127 136 131 77.2 55.2
## cvpred 134 127 108 76.4 121 121 127 136 131 77.2 55.1
## pm2.5 274 271 250 241.0 416 415 379 339 339 267.0 16.0
## CV residual 140 144 142 164.6 295 294 252 203 208 189.8 -39.1
## 10484 10485 10486 10488 10491 10494 10507 10508 10513 10515 10516
## Predicted 54.0 59.9 64.8 49.3 67.8 68.8 5.14 8.18 8.98 19.22 21.6
## cvpred 53.8 59.7 64.6 49.1 67.6 68.6 4.64 7.68 8.33 18.52 20.9
## pm2.5 16.0 17.0 13.0 9.0 7.0 8.0 12.00 16.00 16.00 9.00 9.0
## CV residual -37.8 -42.7 -51.6 -40.1 -60.6 -60.6 7.36 8.32 7.67 -9.52 -11.9
## 10519 10521 10530 10534 10538 10543 10553 10561 10562 10563
## Predicted 5.90 0.992 -52.2 -27.9 90.0 109.0 43.0 103.16 110.9 118.8
## cvpred 5.09 0.135 -53.2 -28.9 89.8 108.9 42.9 102.99 110.8 118.7
## pm2.5 14.00 12.000 19.0 14.0 17.0 23.0 27.0 105.00 125.0 138.0
## CV residual 8.91 11.865 72.2 42.9 -72.8 -85.9 -15.9 2.01 14.2 19.3
## 10564 10568 10569 10573 10575 10576 10673 10681 10683 10689 10690
## Predicted 120.70 130.0 111.18 82.3 55.9 40.9 -15.9 -3.25 -2.04 47.3 35.2
## cvpred 120.57 129.8 111.05 82.2 55.8 40.8 -16.4 -3.95 -2.78 47.0 34.9
## pm2.5 128.00 104.0 107.00 132.0 123.0 112.0 13.0 17.00 12.00 13.0 12.0
## CV residual 7.43 -25.8 -4.05 49.8 67.2 71.2 29.4 20.95 14.78 -34.0 -22.9
## 10702 10710 10712 10713 10714 10717 10718 10726 10727 10728 10731
## Predicted 29.1 40.5 32.6 16.4 9.63 -8.71 -5.19 58.3 56.7 33.6 23.8
## cvpred 28.7 39.9 32.1 15.8 9.09 -9.26 -5.74 58.1 56.5 33.3 23.4
## pm2.5 41.0 20.0 20.0 30.0 25.00 16.00 19.00 23.0 24.0 15.0 13.0
## CV residual 12.3 -19.9 -12.1 14.2 15.91 25.26 24.74 -35.1 -32.5 -18.3 -10.4
## 10732 10733 10735 10745 10750 10752 10758 10760 10762 10764 10766
## Predicted 31.9 29.7 34.3 -26.0 -20.2 -18.1 65.0 71.8 42.6 29.8 31.9
## cvpred 31.5 29.2 33.8 -26.6 -21.0 -18.8 64.8 71.6 42.3 29.6 31.8
## pm2.5 10.0 8.0 8.0 15.0 4.0 4.0 23.0 18.0 31.0 17.0 16.0
## CV residual -21.5 -21.2 -25.8 41.6 25.0 22.8 -41.8 -53.6 -11.3 -12.6 -15.8
## 10767 10772 10774 10776 10782 10783 10785 10793 10796 10799 10802
## Predicted 20.07 54.4 72.8 71.8 111 119.7 104.3 25.56 40.1 29.3 34.3
## cvpred 19.93 54.2 72.7 71.7 111 119.6 104.2 25.44 40.0 29.0 34.0
## pm2.5 15.00 22.0 21.0 37.0 76 85.0 145.0 29.00 12.0 13.0 6.0
## CV residual -4.93 -32.2 -51.7 -34.7 -35 -34.6 40.8 3.56 -28.0 -16.0 -28.0
## 10812 10815 10817 10819 10820 10821 10823 10824 10840 10841
## Predicted 0.0749 10.9 10.9 30.7 31.0 29.3 91.7 82.3 38.833 38.34
## cvpred -0.3274 10.8 10.8 30.6 30.8 29.2 91.6 82.2 38.748 38.25
## pm2.5 27.0000 16.0 21.0 13.0 17.0 50.0 22.0 69.0 38.000 43.00
## CV residual 27.3274 5.2 10.2 -17.6 -13.8 20.8 -69.6 -13.2 -0.748 4.75
## 10845 10852 10853 10856 10859 10860 10867 10871 10875 10880 10883
## Predicted 98.2 133 137.6 147.0 94.21 85.9 15.8 36.6 113.8 103 67.1
## cvpred 98.2 133 137.5 146.9 94.17 85.9 15.8 36.5 113.7 103 67.1
## pm2.5 60.0 64 79.0 110.0 99.00 107.0 51.0 67.0 96.0 87 136.0
## CV residual -38.2 -69 -58.5 -36.9 4.83 21.1 35.2 30.5 -17.7 -16 68.9
## 10885 10886 10887 10890 10892 10913 10915 10925 10929 10930 10931
## Predicted 44.9 25.9 10.4 1.90 35.4 65.6 76.5 62.4 51.2 44.6 38.0
## cvpred 44.9 25.9 10.4 1.79 35.2 65.7 76.6 62.3 51.0 44.3 37.7
## pm2.5 152.0 132.0 104.0 50.00 77.0 179.0 168.0 23.0 18.0 25.0 17.0
## CV residual 107.1 106.1 93.6 48.21 41.8 113.3 91.4 -39.3 -33.0 -19.3 -20.7
## 10939 10944 10949 10950 10953 10954 10958 10960 10965 10969 10970
## Predicted 111.2 149 145.2 144.4 135.9 107.0 39.5 38.1 96.9 120.3 140.4
## cvpred 111.2 149 145.2 144.3 135.9 106.9 39.3 38.0 96.8 120.3 140.4
## pm2.5 19.0 23 56.0 46.0 89.0 79.0 178.0 108.0 24.0 79.0 124.0
## CV residual -92.2 -126 -89.2 -98.3 -46.9 -27.9 138.7 70.0 -72.8 -41.3 -16.4
## 10971 10972 10973 10975 10986 10995 11001 11004 11011 11018 11020
## Predicted 135.99 145.6 135.6 136.5 6.27 116.8 68.4 33.4 7.43 63.4 77.1
## cvpred 135.96 145.6 135.6 136.4 6.16 116.8 68.3 33.4 7.27 63.2 76.9
## pm2.5 143.00 186.0 167.0 172.0 89.00 80.0 132.0 177.0 52.00 154.0 164.0
## CV residual 7.04 40.4 31.4 35.6 82.84 -36.8 63.7 143.6 44.73 90.8 87.1
## 11021 11023 11029 11030 11035 11042 11049 11105 11113 11124 11125
## Predicted 81.7 123.6 44.2 38.5 39.9 76.6 113 3.11 46.4 50 29.3
## cvpred 81.5 123.5 44.2 38.4 39.8 76.4 113 2.96 46.2 50 29.3
## pm2.5 191.0 160.0 218.0 264.0 166.0 190.0 158 39.00 69.0 105 103.0
## CV residual 109.5 36.5 173.8 225.6 126.2 113.6 45 36.04 22.8 55 73.7
## 11129 11132 11135 11136 11138 11142 11145 11146 11154 11155 11157
## Predicted -2.90 16.3 42.9 37.8 71.1 37.8 20.1 8.63 -26.1 -27.8 -0.409
## cvpred -2.94 16.3 42.9 37.7 71.0 37.7 19.9 8.40 -26.3 -28.0 -0.699
## pm2.5 102.00 109.0 80.0 82.0 50.0 14.0 17.0 15.00 10.0 10.0 17.000
## CV residual 104.94 92.7 37.1 44.3 -21.0 -23.7 -2.9 6.60 36.3 38.0 17.699
## 11158 11160 11162 11165 11166 11169 11170 11172 11173 11175 11182
## Predicted 9.00 11.93 15.34 7.15 68.5 22.66 12.04 6.88 1.5 -8.52 16.5
## cvpred 8.69 11.59 14.99 6.77 68.3 22.52 11.88 6.77 1.4 -8.61 16.3
## pm2.5 91.00 16.00 12.00 14.00 16.0 24.00 19.00 17.00 13.0 10.00 45.0
## CV residual 82.31 4.41 -2.99 7.23 -52.3 1.48 7.12 10.23 11.6 18.61 28.7
## 11183 11194 11197 11199 11201 11202 11203 11206 11209 11212 11213
## Predicted 14.9 66.1 15.9 7.83 0.133 2.92 16.2 62.7 98.6 122.5 117.6
## cvpred 14.7 66.1 15.9 7.84 0.101 2.89 16.2 62.7 98.6 122.5 117.6
## pm2.5 49.0 101.0 99.0 101.00 73.000 94.00 88.0 171.0 196.0 188.0 189.0
## CV residual 34.3 34.9 83.1 93.16 72.899 91.11 71.8 108.3 97.4 65.5 71.4
## 11214 11215 11222 11227 11230 11231 11240 11270 11271 11272 11296
## Predicted 122.7 123 66.9 72.0 91.6 99.2 133.6 4.20 11.4 4.90 16.8
## cvpred 122.8 123 67.1 72.1 91.7 99.3 133.7 4.16 11.3 4.86 16.8
## pm2.5 201.0 231 125.0 157.0 172.0 155.0 174.0 28.00 26.0 27.00 76.0
## CV residual 78.2 108 57.9 84.9 80.3 55.7 40.3 23.84 14.7 22.14 59.2
## 11308 11318 11325 11326 11332 11334 11335 11338 11343 11345 11350
## Predicted 61.2 22.3 -12.7 -14.7 -6.49 89.7 65.7 29.7 3.53 7.54 66.1
## cvpred 61.2 22.1 -13.2 -15.2 -7.14 89.6 65.6 29.5 3.46 7.49 66.1
## pm2.5 41.0 76.0 97.0 14.0 9.00 4.0 6.0 3.0 11.00 10.00 43.0
## CV residual -20.2 53.9 110.2 29.2 16.14 -85.6 -59.6 -26.5 7.54 2.51 -23.1
## 11356 11359 11360 11361 11362 11363 11364 11367 11370 11371
## Predicted 129.1 134.2 123.2 102.9511 78.291 58.8 52.5 15 34.4 33.6
## cvpred 129.1 134.2 123.3 102.9779 78.307 58.8 52.5 15 34.3 33.5
## pm2.5 53.0 59.0 93.0 103.0000 79.000 80.0 84.0 44 86.0 99.0
## CV residual -76.1 -75.2 -30.3 0.0221 0.693 21.2 31.5 29 51.7 65.5
## 11373 11374 11375 11376 11377 11378 11384 11392 11393 11396 11403
## Predicted 45.5 64.8 69.4 78.5 87.48 87.37 117.59 71.0 70.1 88.4 109.2
## cvpred 45.4 64.7 69.3 78.4 87.39 87.25 117.64 71.1 70.2 88.5 109.3
## pm2.5 93.0 120.0 115.0 91.0 82.00 84.00 121.00 270.0 141.0 157.0 161.0
## CV residual 47.6 55.3 45.7 12.6 -5.39 -3.25 3.36 198.9 70.8 68.5 51.7
## 11404 11405 11436 11438 11440 11441 11466 11468 11470 11471 11472
## Predicted 123.4 108.2 90.7 62.0 102.4 95.7 66.5 64.7 60.6 67.0 69.5
## cvpred 123.5 108.3 90.8 62.1 102.4 95.8 66.6 64.7 60.5 66.9 69.3
## pm2.5 167.0 171.0 39.0 34.0 36.0 28.0 10.0 16.0 13.0 12.0 12.0
## CV residual 43.5 62.7 -51.8 -28.1 -66.4 -67.8 -56.6 -48.7 -47.5 -54.9 -57.3
## 11476 11477 11478 11479 11480 11481 11482 11485 11486 11488 11490
## Predicted 76.9 75.5 69.5 72.3 60.5 43.6 36.3 10.11 -0.864 21.8 21.88
## cvpred 76.7 75.3 69.3 72.1 60.2 43.3 36.0 9.77 -1.251 21.8 21.86
## pm2.5 11.0 15.0 16.0 17.0 23.0 17.0 19.0 13.00 14.000 10.0 14.00
## CV residual -65.7 -60.3 -53.3 -55.1 -37.2 -26.3 -17.0 3.23 15.251 -11.8 -7.86
## 11492 11494 11495 11498 11501 11502 11508 11516 11517 11524 11525
## Predicted 69 78.7 87.3 119.1 122.7 117.7 99.8 105.8 110.6 128.50 136.7
## cvpred 69 78.7 87.3 119.1 122.8 117.8 99.9 105.8 110.7 128.46 136.8
## pm2.5 13 32.0 37.0 99.0 78.0 96.0 162.0 90.0 93.0 126.00 101.0
## CV residual -56 -46.7 -50.3 -20.1 -44.8 -21.8 62.1 -15.8 -17.7 -2.46 -35.8
## 11526 11527 11530 11534 11535 11536 11537 11538 11539 11541 11542
## Predicted 146 141.0 108.4 59.2 108.0 109.0 102.6 91.5 90.4 122 132.2
## cvpred 146 141.1 108.5 59.2 108.1 109.1 102.7 91.6 90.4 122 132.3
## pm2.5 104 116.0 149.0 31.0 26.0 20.0 15.0 13.0 16.0 22 63.0
## CV residual -42 -25.1 40.5 -28.2 -82.1 -89.1 -87.7 -78.6 -74.4 -100 -69.3
## 11543 11547 11551 11563 11564 11571 11574 11577 11581 11601 11605
## Predicted 126.9 142.2 134.0 67.4 81.2 104.8 126.9 110.5 66.3 127.5 99.6
## cvpred 126.9 142.2 133.9 67.4 81.2 104.8 126.9 110.5 66.3 127.6 99.8
## pm2.5 68.0 46.0 42.0 47.0 62.0 59.0 64.0 93.0 99.0 166.0 172.0
## CV residual -58.9 -96.2 -91.9 -20.4 -19.2 -45.8 -62.9 -17.5 32.7 38.4 72.2
## 11610 11613 11616 11618 11620 11631 11632 11633 11635 11636 11637
## Predicted 110.3 131.7 146.8 147.0 146.0 61.85 49.0 36.70 36.6 42.5 39.5
## cvpred 110.5 131.8 146.9 147.2 146.2 61.82 48.9 36.57 36.4 42.3 39.2
## pm2.5 162.0 170.0 168.0 170.0 186.0 53.00 36.0 41.00 120.0 201.0 214.0
## CV residual 51.5 38.2 21.1 22.8 39.8 -8.82 -12.9 4.43 83.6 158.7 174.8
## 11641 11651 11658 11663 11665 11668 11670 11674 11678 11679 11681
## Predicted 22.5 -22.8 -59.9 47.7 70.9 90.5 118 26.13 -19.2 -31.3 -37.7
## cvpred 22.1 -23.3 -60.5 47.8 71.0 90.5 118 26.14 -19.3 -31.5 -37.9
## pm2.5 164.0 86.0 31.0 37.0 38.0 15.0 17 20.00 16.0 27.0 41.0
## CV residual 141.9 109.3 91.5 -10.8 -33.0 -75.5 -101 -6.14 35.3 58.5 78.9
## 11686 11687 11691 11693 11695 11697 11698 11705 11709 11711 11712
## Predicted -6.85 -2.95 37.7 43.9 70.9 49.6 44.5 37.46 49.9 66.5 74.4
## cvpred -7.22 -3.32 37.7 43.8 70.8 49.6 44.5 37.54 49.9 66.5 74.4
## pm2.5 34.00 21.00 12.0 7.0 8.0 13.0 14.0 36.00 27.0 45.0 57.0
## CV residual 41.22 24.32 -25.7 -36.8 -62.8 -36.6 -30.5 -1.54 -22.9 -21.5 -17.4
## 11713 11715 11716 11724 11725 11727 11730 11737 11738 11739 11742
## Predicted 82.8 91.8 91.3 92.2 81.8 93.5 100.8 138.8 129.0 142.7 148.0
## cvpred 82.9 91.7 91.2 92.1 81.7 93.4 100.7 138.9 129.1 142.8 148.2
## pm2.5 68.0 65.0 70.0 42.0 39.0 48.0 54.0 98.0 110.0 113.0 123.0
## CV residual -14.9 -26.7 -21.2 -50.1 -42.7 -45.4 -46.7 -40.9 -19.1 -29.8 -25.2
## 11744 11748 11749 11758 11759 11760 11761 11768 11777 11779 11784
## Predicted 147.3 121.6 116.2 87.18 67.7 89.0 116.6 111.7 -19.4 14.91 95.7
## cvpred 147.4 121.8 116.4 87.22 67.7 89.1 116.7 111.8 -19.5 14.76 95.8
## pm2.5 136.0 201.0 188.0 95.00 79.0 75.0 97.0 60.0 30.0 23.00 31.0
## CV residual -11.4 79.2 71.6 7.78 11.3 -14.1 -19.7 -51.8 49.5 8.24 -64.8
## 11786 11788 11790 11792 11804 11805 11811 11816 11818 11819 11829
## Predicted 115.8 119.5 108.3 94.9 51.57 65.4 104.2 114.1 87.84 77.1 151.7
## cvpred 115.9 119.6 108.3 95.0 51.65 65.4 104.2 114.2 87.95 77.2 151.8
## pm2.5 46.0 27.0 17.0 15.0 47.00 39.0 88.0 79.0 80.00 63.0 58.0
## CV residual -69.9 -92.6 -91.3 -80.0 -4.65 -26.4 -16.2 -35.2 -7.95 -14.2 -93.8
## 11832 11833 11836 11838 11846 11848 11849 11856 11859 11861 11865
## Predicted 146.5 146.8 150.9 145.8 71.8 77.2 49.5 61.2 72.9 114.3 82.2
## cvpred 146.7 146.9 151.1 145.9 72.0 77.3 49.6 61.2 72.9 114.5 82.3
## pm2.5 61.0 76.0 78.0 79.0 38.0 19.0 23.0 28.0 22.0 20.0 44.0
## CV residual -85.7 -70.9 -73.1 -66.9 -34.0 -58.3 -26.6 -33.2 -50.9 -94.5 -38.3
## 11870 11871 11874 11878 11891 11892 11893 11894 11896 11900
## Predicted 43.6 42.8 48.7 102 109.35 93.5 52.4 0.200 -4.95 -15.4
## cvpred 43.8 42.9 48.8 102 109.58 93.7 52.6 0.263 -4.93 -15.6
## pm2.5 28.0 32.0 29.0 35 102.00 99.0 184.0 202.000 159.00 33.0
## CV residual -15.8 -10.9 -19.8 -67 -7.58 5.3 131.4 201.737 163.93 48.6
## 11908 11911 11913 11914 11916 11922 11929 11940 11945 11947 11948
## Predicted -18.9 5.59 -23.4 -26.7 -1.15 -37.7 -23.8 2.65 -25.0 -25.1 -32.2
## cvpred -19.4 5.14 -23.8 -27.2 -1.62 -38.2 -24.4 2.58 -25.3 -25.5 -32.6
## pm2.5 77.0 63.00 60.0 56.0 24.00 63.0 27.0 27.00 24.0 31.0 35.0
## CV residual 96.4 57.86 83.8 83.2 25.62 101.2 51.4 24.42 49.3 56.5 67.6
## 11950 11955 11956 11962 11963 11966 11967 11969 11975 11977 11981
## Predicted -21.1 -26.6 73.6 10.5 7.80 -24 -21.6 4.34 35.54 80.9 115.8
## cvpred -21.5 -27.1 73.7 10.5 7.86 -24 -21.6 4.41 35.49 81.0 115.9
## pm2.5 40.0 31.0 29.0 26.0 30.00 20 16.0 22.00 39.00 53.0 63.0
## CV residual 61.5 58.1 -44.7 15.5 22.14 44 37.6 17.59 3.51 -28.0 -52.9
## 11985 11988 11989 11993 11997 12000 12002 12005 12007 12008 12010
## Predicted 39.3 10.8 5.35 27.571 57.1 84.3 113.2 122.7 130.9 100.3 76.5
## cvpred 39.3 10.8 5.30 27.646 57.1 84.3 113.2 122.8 130.9 100.4 76.6
## pm2.5 16.0 83.0 21.00 27.000 45.0 53.0 42.0 43.0 55.0 65.0 64.0
## CV residual -23.3 72.2 15.70 -0.646 -12.1 -31.3 -71.2 -79.8 -75.9 -35.4 -12.6
## 12013 12015 12017 12019 12022 12023 12026 12027 12029 12032 12033
## Predicted 39.2 14.0 1.64 22.5 49.00 46.90 64.4 73 114.3 117.2 110.5
## cvpred 39.4 14.1 1.69 22.5 48.97 46.88 64.3 73 114.5 117.4 110.7
## pm2.5 75.0 70.0 19.00 40.0 41.00 40.00 52.0 57 80.0 105.0 140.0
## CV residual 35.6 55.9 17.31 17.5 -7.97 -6.88 -12.3 -16 -34.5 -12.4 29.3
## 12036 12040 12044 12045 12046 12047 12051 12054 12057 12060 12063
## Predicted 91.4 96.1 113 123.0 123 128 119 129.6 118 102 101
## cvpred 91.6 96.3 113 123.3 123 128 119 129.8 118 102 101
## pm2.5 138.0 158.0 206 217.0 236 237 255 213.0 212 215 226
## CV residual 46.4 61.7 93 93.7 113 109 136 83.2 94 113 125
## 12064 12071 12072 12073 12077 12080 12082 12085 12094 12096 12098
## Predicted 90.6 57.4 65.0 63.4 68.1 44.4 25.9 47.0 80.2 78.5 88.3
## cvpred 90.9 57.4 64.9 63.3 68.0 44.2 25.6 47.1 80.3 78.5 88.4
## pm2.5 236.0 23.0 19.0 7.0 6.0 10.0 11.0 9.0 29.0 27.0 33.0
## CV residual 145.1 -34.4 -45.9 -56.3 -62.0 -34.2 -14.6 -38.1 -51.3 -51.5 -55.4
## 12099 12102 12106 12108 12109 12112 12113 12117 12118 12123 12128
## Predicted 91.3 35.0 38.5 33.8 27.1 44.7 45.1 81.8 81.3 117.6 71.5
## cvpred 91.5 34.9 38.3 33.6 26.8 44.7 45.1 81.8 81.3 117.6 71.4
## pm2.5 35.0 23.0 18.0 10.0 11.0 19.0 180.0 51.0 32.0 39.0 41.0
## CV residual -56.5 -11.9 -20.3 -23.6 -15.8 -25.7 134.9 -30.8 -49.3 -78.6 -30.4
## 12130 12131 12133 12134 12136 12139 12141 12143 12144 12149 12152
## Predicted 35.6 23.9 4.96 -10.4 -14.4 -6.81 44.79 60.5 59.41 137.4 105.1
## cvpred 35.6 23.8 4.86 -10.6 -14.5 -6.83 44.82 60.5 59.41 137.4 105.2
## pm2.5 52.0 55.0 91.00 25.0 34.0 9.00 51.00 29.0 56.00 53.0 122.0
## CV residual 16.4 31.2 86.14 35.6 48.5 15.83 6.18 -31.5 -3.41 -84.4 16.8
## 12153 12168 12169 12173 12179 12185 12189 12191 12194 12196 12198
## Predicted 94.8 47.6 56.6 110.2 100.6 44.9 46.1 58.6 78.2 91.3 104.9
## cvpred 94.9 47.5 56.5 110.3 100.8 45.0 46.2 58.6 78.2 91.2 104.9
## pm2.5 115.0 83.0 73.0 78.0 168.0 120.0 61.0 46.0 49.0 57.0 63.0
## CV residual 20.1 35.5 16.5 -32.3 67.2 75.0 14.8 -12.6 -29.2 -34.2 -41.9
## 12201 12203 12205 12206 12207 12208 12209 12210 12211 12213 12219
## Predicted 91.32 74.6 38.9 33.2 22.1 20.9 18.2 17.3 26.2 33.5 65.2
## cvpred 91.31 74.6 38.9 33.1 22.0 20.7 18.0 17.2 26.1 33.3 65.0
## pm2.5 86.00 106.0 102.0 107.0 77.0 57.0 63.0 50.0 46.0 67.0 45.0
## CV residual -5.31 31.4 63.1 73.9 55.0 36.3 45.0 32.8 19.9 33.7 -20.0
## 12221 12225 12227 12230 12231 12232 12233 12239 12241 12247 12250
## Predicted 69.0 49.2 31.1 -13.0 -14.9 -12.8 -14.2 96.7 108.9 110.72 85.6
## cvpred 68.8 48.9 30.8 -13.3 -15.3 -13.2 -14.6 96.9 109.1 110.84 85.8
## pm2.5 58.0 72.0 79.0 66.0 62.0 66.0 61.0 62.0 88.0 112.00 116.0
## CV residual -10.8 23.1 48.2 79.3 77.3 79.2 75.6 -34.9 -21.1 1.16 30.2
## 12251 12282 12283 12284 12285 12287 12289 12290 12294 12296 12302
## Predicted 75.0 68.4 67.79 85.7 89.8 103 121.6 120.8 138.7 132.5 43.7
## cvpred 75.1 68.6 67.98 85.9 89.9 103 121.8 120.9 138.9 132.8 43.9
## pm2.5 110.0 82.0 73.00 96.0 107.0 137 153.0 160.0 195.0 184.0 122.0
## CV residual 34.9 13.4 5.02 10.1 17.1 34 31.2 39.1 56.1 51.2 78.1
## 12314 12317 12318 12319 12323 12325 12330 12340 12348 12349 12351
## Predicted 96.01 132 131.3 125.7 101.72 96.6 95.8 117 73.17 68.0 59.3
## cvpred 96.11 132 131.5 125.9 102.01 96.9 96.1 117 73.44 68.3 59.5
## pm2.5 101.00 97 100.0 95.0 112.00 116.0 117.0 71 72.00 85.0 44.0
## CV residual 4.89 -35 -31.5 -30.9 9.99 19.1 20.9 -46 -1.44 16.7 -15.5
## 12352 12354 12359 12360 12362 12363 12366 12367 12372 12374 12376
## Predicted 13.6 44.9 44.9 64.3 64.9 68.2 71.4 64.1 41.8 33.4 58.2
## cvpred 13.7 45.1 45.0 64.4 65.0 68.3 71.5 64.2 41.8 33.4 58.2
## pm2.5 67.0 26.0 12.0 18.0 13.0 14.0 10.0 10.0 8.0 11.0 14.0
## CV residual 53.3 -19.1 -33.0 -46.4 -52.0 -54.3 -61.5 -54.2 -33.8 -22.4 -44.2
## 12379 12380 12382 12385 12389 12390 12393 12394 12395 12396 12398
## Predicted 50.7 39.8 42.2 48.7 33.5 32.4 18.31 17.21 -3.44 -9.43 22.7
## cvpred 50.6 39.6 42.0 48.4 33.2 32.1 18.01 16.89 -3.75 -9.75 22.9
## pm2.5 10.0 24.0 14.0 12.0 8.0 11.0 16.00 15.00 15.00 13.00 9.0
## CV residual -40.6 -15.6 -28.0 -36.4 -25.2 -21.1 -2.01 -1.89 18.75 22.75 -13.9
## 12402 12407 12408 12412 12416 12417 12419 12421 12423 12424 12426
## Predicted 17.588 81.9 81.4 113.9 109.9 99.58 75.4 44.6 19.3 8.23 6.06
## cvpred 17.741 82.0 81.5 114.1 110.1 99.81 75.6 44.9 19.6 8.44 6.19
## pm2.5 18.000 33.0 29.0 36.0 81.0 98.00 143.0 83.0 128.0 127.00 60.00
## CV residual 0.259 -49.0 -52.5 -78.1 -29.1 -1.81 67.4 38.1 108.4 118.56 53.81
## 12429 12430 12431 12433 12435 12437 12438 12440 12441 12442 12443
## Predicted 29.3 32.9 60.15 84.5 80.7 76.6 65.8 43.4 34.745 42.3 7.26
## cvpred 29.4 33.0 60.36 84.6 80.9 76.7 65.9 43.4 34.828 42.4 7.31
## pm2.5 116.0 74.0 64.00 69.0 37.0 32.0 23.0 25.0 34.000 9.0 12.00
## CV residual 86.6 41.0 3.64 -15.6 -43.9 -44.7 -42.9 -18.4 -0.828 -33.4 4.69
## 12450 12453 12460 12461 12474 12478 12480 12483 12487 12493 12494
## Predicted 33.0 38.48 107.2 111.7 35.83 58 102 116.5 114.76 43.4 31.5
## cvpred 33.1 38.63 107.4 111.9 36.01 58 102 116.7 114.94 43.6 31.8
## pm2.5 56.0 48.00 48.0 58.0 45.00 27 22 63.0 124.00 109.0 43.0
## CV residual 22.9 9.37 -59.4 -53.9 8.99 -31 -80 -53.7 9.06 65.4 11.2
## 12498 12504 12510 12512 12522 12523 12526 12532 12536 12538 12542
## Predicted 25.0 83.4 118.6 103.222 84.49 95.47 121.0 132.3 116.9 101 54.6
## cvpred 25.2 83.7 118.9 103.474 84.75 95.77 121.3 132.5 117.1 101 54.9
## pm2.5 60.0 67.0 74.0 103.000 91.00 99.00 145.0 201.0 206.0 237 152.0
## CV residual 34.8 -16.7 -44.9 -0.474 6.25 3.23 23.7 68.5 88.9 136 97.1
## 12544 12546 12550 12556 12563 12565 12568 12574 12576 12580 12581
## Predicted 42.8 40.9 135.4 125 80.4 54.5 51.16 103.9 111.7 136.9 142.3
## cvpred 43.1 41.1 135.7 125 80.6 54.7 51.44 104.1 111.9 137.2 142.5
## pm2.5 66.0 69.0 55.0 9 27.0 14.0 49.00 29.0 47.0 210.0 188.0
## CV residual 22.9 27.9 -80.7 -116 -53.6 -40.7 -2.44 -75.1 -64.9 72.8 45.5
## 12583 12590 12593 12607 12609 12613 12616 12618 12619 12620 12622
## Predicted 136.4 70.6 58.2 119.9 106.6 66.5 28.6 35.7 38.7 96.6 113.6
## cvpred 136.7 70.9 58.5 120.2 106.9 66.8 28.8 35.8 38.9 96.9 113.8
## pm2.5 184.0 111.0 76.0 199.0 173.0 132.0 83.0 80.0 92.0 80.0 64.0
## CV residual 47.3 40.1 17.5 78.8 66.1 65.2 54.2 44.2 53.1 -16.9 -49.8
## 12625 12627 12628 12631 12633 12635 12636 12644 12646 12648 12651
## Predicted 130.3 134.1 139 136.9 126.6 105.1 99.7 113.5 123.0 108.5 130
## cvpred 130.6 134.3 139 137.2 126.9 105.4 100.0 113.7 123.3 108.7 130
## pm2.5 96.0 53.0 52 95.0 96.0 82.0 73.0 27.0 43.0 48.0 18
## CV residual -34.6 -81.3 -87 -42.2 -30.9 -23.4 -27.0 -86.7 -80.3 -60.7 -112
## 12660 12661 12662 12663 12664 12666 12667 12675 12677 12682 12683
## Predicted 46.8 31.3 30.2 30.34 19.59 34.7 52.91 127.6 137.7 100.74 100.97
## cvpred 47.0 31.5 30.4 30.57 19.82 35.0 53.15 127.9 137.9 101.02 101.27
## pm2.5 10.0 11.0 13.0 22.00 15.00 17.0 46.00 79.0 95.0 103.00 98.00
## CV residual -37.0 -20.5 -17.4 -8.57 -4.82 -18.0 -7.15 -48.9 -42.9 1.98 -3.27
## 12685 12698 12700 12701 12709 12715 12718 12719 12726 12727
## Predicted 85.1 108.2 118.12 117.9 74.6 47.6 129.4 124.17 136.40 140.5
## cvpred 85.4 108.4 118.37 118.1 74.9 47.8 129.7 124.45 136.69 140.8
## pm2.5 98.0 147.0 125.00 100.0 205.0 146.0 142.0 123.00 135.00 167.0
## CV residual 12.6 38.6 6.63 -18.1 130.1 98.2 12.3 -1.45 -1.69 26.2
## 12730 12733 12735 12737 12741 12743 12747 12751 12754 12760 12761
## Predicted 119.1 95.3 87.7 90.2 131.2 122.3 120.6 143 132.3 113.8 118.07
## cvpred 119.5 95.6 88.0 90.4 131.4 122.5 120.8 143 132.5 114.1 118.32
## pm2.5 170.0 175.0 153.0 158.0 165.0 195.0 177.0 91 69.0 140.0 123.00
## CV residual 50.5 79.4 65.0 67.6 33.6 72.5 56.2 -52 -63.5 25.9 4.68
## 12765 12769 12771 12773 12777 12785 12790 12792 12799 12805 12806
## Predicted 121.5 126.2 124.81 127.4 112.2 76.8 117.2 121.6 141 89.2 79.3
## cvpred 121.8 126.4 125.05 127.6 112.5 77.1 117.5 121.9 142 89.6 79.7
## pm2.5 137.0 115.0 134.00 106.0 102.0 66.0 104.0 142.0 244 132.0 106.0
## CV residual 15.2 -11.4 8.95 -21.6 -10.5 -11.1 -13.5 20.1 102 42.4 26.3
## 12812 12814 12818 12820 12821 12822 12823 12825 12828 12829 12833
## Predicted 84.9 107 125.1 124.5 141.5 141 140.8 130.3 114.1 99.5 87.2
## cvpred 85.2 107 125.3 124.7 141.8 142 141.1 130.6 114.5 99.8 87.6
## pm2.5 147.0 285 221.0 195.0 205.0 242 235.0 199.0 207.0 201.0 167.0
## CV residual 61.8 178 95.7 70.3 63.2 100 93.9 68.4 92.5 101.2 79.4
## 12835 12836 12841 12843 12849 12853 12855 12864 12869 12871 12872
## Predicted 80.9 90.1 112 111.5 124.9 89.7 87.6 97.8 99.6 108.1 101.7
## cvpred 81.2 90.3 113 111.6 125.2 90.0 88.0 98.0 99.8 108.3 101.9
## pm2.5 149.0 158.0 222 207.0 192.0 173.0 165.0 183.0 161.0 176.0 176.0
## CV residual 67.8 67.7 109 95.4 66.8 83.0 77.0 85.0 61.2 67.7 74.1
## 12882 12883 12884 12885 12886 12887 12890 12894 12896 12899 12909
## Predicted 43.2 47.2 51.2 55.9 64.5 68.8 85.3 96.9 115 113.2 115
## cvpred 43.4 47.4 51.4 56.1 64.7 69.0 85.4 97.0 115 113.5 115
## pm2.5 137.0 91.0 91.0 101.0 116.0 145.0 156.0 146.0 231 194.0 399
## CV residual 93.6 43.6 39.6 44.9 51.3 76.0 70.6 49.0 116 80.5 284
## 12911 12914 12918 12927 12932 12933 12938 12944 12946 12949 12951
## Predicted 118.1 133.4 138.6 119.3 140.9 140.9 140.7 137 124 93.0 77.0
## cvpred 118.4 133.7 138.9 119.6 141.2 141.2 140.9 137 124 93.2 77.2
## pm2.5 99.0 145.0 185.0 182.0 51.0 44.0 54.0 9 11 18.0 20.0
## CV residual -19.4 11.3 46.1 62.4 -90.2 -97.2 -86.9 -128 -113 -75.2 -57.2
## 12954 12957 12958 12961 12963 12966 12969 12970 12971 12972 12973
## Predicted 83.4 91.2 95.5 126.5 135.4 133 107.2 96.5 87.8 77.6 68.4
## cvpred 83.7 91.5 95.7 126.8 135.7 134 107.5 96.7 88.1 77.8 68.7
## pm2.5 27.0 35.0 45.0 51.0 50.0 31 22.0 29.0 23.0 29.0 30.0
## CV residual -56.7 -56.5 -50.7 -75.8 -85.7 -103 -85.5 -67.7 -65.1 -48.8 -38.7
## 12974 12976 12981 12985 12987 12991 12994 12997 13002 13004 13006
## Predicted 59.5 59.3 93.2 120.5 132.5 120.4 81.2 66.3 62.0 65.5 102.0
## cvpred 59.8 59.5 93.5 120.8 132.8 120.6 81.4 66.6 62.3 65.7 102.3
## pm2.5 27.0 19.0 40.0 102.0 91.0 56.0 41.0 16.0 21.0 23.0 75.0
## CV residual -32.8 -40.5 -53.5 -18.8 -41.8 -64.6 -40.4 -50.6 -41.3 -42.7 -27.3
## 13007 13008 13009 13012 13013 13022 13034 13035 13039 13042
## Predicted 98.1 107 111.0 123.0 137.2 58.0 112.7 117.32 126.885 115.6
## cvpred 98.3 107 111.3 123.3 137.4 58.3 112.9 117.51 127.163 115.9
## pm2.5 64.0 62 72.0 47.0 57.0 30.0 94.0 112.00 127.000 127.0
## CV residual -34.3 -45 -39.3 -76.3 -80.4 -28.3 -18.9 -5.51 -0.163 11.1
## 13043 13046 13047 13050 13051 13056 13058 13059 13060 13061 13065
## Predicted 105.4 94.0 83.7 72.2 76.5 107.0 120.8 126.1 126 135 130
## cvpred 105.7 94.3 84.1 72.5 76.8 107.3 121.1 126.4 126 136 130
## pm2.5 205.0 173.0 202.0 152.0 137.0 141.0 199.0 226.0 229 242 259
## CV residual 99.3 78.7 117.9 79.5 60.2 33.7 77.9 99.6 103 106 129
## 13069 13070 13078 13079 13080 13082 13086 13087 13092 13093 13095
## Predicted 111 105 110.1 129.0 128 127 139.0 138.2 134 124.4 109.0
## cvpred 111 105 110.4 129.4 129 128 139.4 138.5 134 124.7 109.3
## pm2.5 232 208 206.0 226.0 256 242 231.0 219.0 33 48.0 47.0
## CV residual 121 103 95.6 96.6 127 114 91.6 80.5 -101 -76.7 -62.3
## 13098 13109 13110 13112 13113 13123 13124 13125 13128 13129 13132
## Predicted 113 133.9 134.2 133.4 132.3 128.3 128.0 133 133.2 138.54 138.3
## cvpred 113 134.2 134.5 133.8 132.6 128.6 128.4 133 133.5 138.88 138.6
## pm2.5 75 222.0 230.0 221.0 206.0 91.0 117.0 121 118.0 133.00 170.0
## CV residual -38 87.8 95.5 87.2 73.4 -37.6 -11.4 -12 -15.5 -5.88 31.4
## 13135 13137 13141 13144 13152 13153 13158 13162 13164 13165 13168
## Predicted 138.5 137.8 123.1 121.2 138.3 138.0 139.0 101.2 71.1 66.2 47.5
## cvpred 138.9 138.2 123.5 121.5 138.6 138.4 139.4 101.5 71.4 66.5 47.8
## pm2.5 153.0 165.0 144.0 133.0 198.0 202.0 224.0 140.0 47.0 30.0 19.0
## CV residual 14.1 26.8 20.5 11.5 59.4 63.6 84.6 38.5 -24.4 -36.5 -28.8
## 13172 13173 13174 13176 13177 13178 13180 13181 13188 13189 13199
## Predicted 79.6 74.1 77.1 85.2 110.5 125.4 134.9 130.5 71.7 61.6 79.2
## cvpred 79.9 74.4 77.4 85.4 110.8 125.7 135.2 130.8 72.0 62.0 79.5
## pm2.5 44.0 46.0 44.0 56.0 72.0 96.0 104.0 74.0 42.0 36.0 61.0
## CV residual -35.9 -28.4 -33.4 -29.4 -38.8 -29.7 -31.2 -56.8 -30.0 -26.0 -18.5
## 13200 13201 13203 13207 13210 13211 13212 13215 13218 13220 13221
## Predicted 78.1 86.5 89.7 92.1 88.8 88.3 87.1 104.0 104.1 103.1 119.5
## cvpred 78.3 86.8 89.9 92.3 89.0 88.5 87.2 104.3 104.4 103.4 119.8
## pm2.5 57.0 65.0 86.0 95.0 119.0 134.0 133.0 153.0 139.0 160.0 145.0
## CV residual -21.3 -21.8 -3.9 2.7 30.0 45.5 45.8 48.7 34.6 56.6 25.2
## 13222 13227 13228 13230 13231 13232 13235 13239 13241 13244 13252
## Predicted 124.64 124.8 134.9 135 134.4 129.0 103.4 92.0 89.5 96.2 125.4
## cvpred 124.97 125.1 135.2 135 134.7 129.4 103.7 92.3 89.9 96.5 125.7
## pm2.5 132.00 199.0 193.0 185 184.0 178.0 158.0 181.0 171.0 174.0 87.0
## CV residual 7.03 73.9 57.8 50 49.3 48.6 54.3 88.7 81.1 77.5 -38.7
## 13256 13258 13262 13263 13264 13266 13267 13269 13271 13274 13275
## Predicted 136 101 55.8 50.6 49.6 50.1 68.9 91.5 80.6 128 133
## cvpred 136 101 56.0 50.8 49.9 50.4 69.2 91.7 80.8 128 134
## pm2.5 31 10 9.0 16.0 17.0 12.0 21.0 22.0 23.0 22 31
## CV residual -105 -91 -47.0 -34.8 -32.9 -38.4 -48.2 -69.7 -57.8 -106 -103
## 13280 13285 13288 13293 13299 13301 13303 13304 13311 13312 13314
## Predicted 122.5 60.7 45.3 72.5 123.4 114.5 127 110.4 47.5 42.4 54.6
## cvpred 122.8 61.0 45.5 72.6 123.6 114.7 127 110.6 47.8 42.7 54.8
## pm2.5 40.0 18.0 12.0 16.0 34.0 21.0 25 19.0 14.0 23.0 19.0
## CV residual -82.8 -43.0 -33.5 -56.6 -89.6 -93.7 -102 -91.6 -33.8 -19.7 -35.8
## 13319 13320 13321 13322 13325 13326 13328 13334 13335 13337 13341
## Predicted 91.7 101.0 107.1 111.2 121.0 120.4 114.7 88.961 79.69 91.9 104.5
## cvpred 91.9 101.2 107.4 111.5 121.3 120.7 114.9 89.305 80.03 92.2 104.7
## pm2.5 29.0 28.0 42.0 53.0 80.0 100.0 82.0 90.000 79.00 87.0 72.0
## CV residual -62.9 -73.2 -65.4 -58.5 -41.3 -20.7 -32.9 0.695 -1.03 -5.2 -32.7
## 13344 13348 13351 13353 13354 13359 13362 13368 13371 13384 13386
## Predicted 109.0 139 144 134 132 91.1 78.8 104.21 120.4 97.0 95.3
## cvpred 109.3 140 144 134 132 91.5 79.1 104.43 120.6 97.3 95.6
## pm2.5 125.0 296 298 281 280 154.0 125.0 113.00 107.0 112.0 109.0
## CV residual 15.7 156 154 147 148 62.5 45.9 8.57 -13.6 14.7 13.4
## 13390 13391 13395 13403 13404 13408 13410 13413 13415 13416 13418
## Predicted 114.37 118.14 130 108.6 108.2 87.6 90.26 108.6 116.1 120.4 119.8
## cvpred 114.71 118.48 130 108.8 108.6 88.0 90.61 108.9 116.4 120.7 120.1
## pm2.5 117.00 117.00 87 91.0 95.0 101.0 87.00 91.0 93.0 81.0 77.0
## CV residual 2.29 -1.48 -43 -17.8 -13.6 13.0 -3.61 -17.9 -23.4 -39.7 -43.1
## 13419 13420 13422 13427 13435 13438 13444 13446 13447 13448 13449
## Predicted 129.8 129.5 129.5 121.42 112.3 104.0 135.5 132.8 135.4 139.3 134.9
## cvpred 130.1 129.8 129.8 121.76 112.6 104.3 135.8 133.1 135.7 139.6 135.2
## pm2.5 80.0 82.0 78.0 125.00 141.0 83.0 58.0 57.0 59.0 52.0 64.0
## CV residual -50.1 -47.8 -51.8 3.24 28.4 -21.3 -77.8 -76.1 -76.7 -87.6 -71.2
## 13451 13457 13458 13459 13462 13463 13467 13469 13470 13476 13477
## Predicted 119.5 104.4 109 103.5 111.3 111 119.5 117.8 122.4 93.9 93.0
## cvpred 119.8 104.8 109 103.8 111.5 111 119.7 117.9 122.6 94.2 93.3
## pm2.5 66.0 91.0 90 88.0 94.0 74 80.0 86.0 108.0 55.0 69.0
## CV residual -53.8 -13.8 -19 -15.8 -17.5 -37 -39.7 -31.9 -14.6 -39.2 -24.3
## 13480 13481 13482 13486 13489 13490 13498 13500 13505 13509 13511
## Predicted 77.60 90.65 94.68 113.7 140.2 139.8 129.77 118.8 128.2 120.4 135
## cvpred 77.92 90.98 94.99 113.9 140.5 140.1 130.09 119.1 128.5 120.6 135
## pm2.5 75.00 84.00 91.00 84.0 48.0 63.0 121.00 147.0 75.0 75.0 93
## CV residual -2.92 -6.98 -3.99 -29.9 -92.5 -77.1 -9.09 27.9 -53.5 -45.6 -42
## 13517 13519 13521 13523 13525 13530 13532 13536 13538 13539 13541
## Predicted 134 133 126.2 124.4 118.3 109.0 112.2 133.9 122.9 127.8 129.77
## cvpred 134 133 126.5 124.7 118.6 109.3 112.5 134.2 123.2 128.1 130.09
## pm2.5 54 62 74.0 69.0 101.0 144.0 134.0 157.0 181.0 174.0 126.00
## CV residual -80 -71 -52.5 -55.7 -17.6 34.7 21.5 22.8 57.8 45.9 -4.09
## 13550 13551 13552 13555 13557 13558 13559 13560 13564 13566 13567
## Predicted 106.5 108.5 113.0 117 125.0 125.2 134.2 133.9 143 145 145
## cvpred 106.9 108.8 113.4 117 125.3 125.5 134.5 134.2 143 145 145
## pm2.5 62.0 68.0 75.0 65 83.0 50.0 44.0 45.0 27 28 16
## CV residual -44.9 -40.8 -38.4 -52 -42.3 -75.5 -90.5 -89.2 -116 -117 -129
## 13569 13574 13576 13578 13584 13587 13592 13603 13606 13607 13610
## Predicted 143 128 130.8 119.6 139.3 139.0 138.3 117.4 125.1 124.6 127.9
## cvpred 144 128 131.2 119.9 139.6 139.4 138.6 117.7 125.3 124.8 128.1
## pm2.5 13 21 47.0 61.0 116.0 86.0 65.0 86.0 91.0 91.0 118.0
## CV residual -131 -107 -84.2 -58.9 -23.6 -53.4 -73.6 -31.7 -34.3 -33.8 -10.1
## 13611 13612 13613 13625 13630 13631 13633 13641 13642 13643 13646
## Predicted 127.01 126.2 126.04 125.2 132 131 137 137 136 131 121
## cvpred 127.25 126.4 126.25 125.6 132 132 137 137 137 131 121
## pm2.5 129.00 116.0 119.00 203.0 291 271 261 330 334 334 308
## CV residual 1.75 -10.4 -7.25 77.4 159 139 124 193 197 203 187
## 13647 13651 13655 13661 13665 13666 13669 13670 13672 13673 13676
## Predicted 120 124.3 128 130 131 130 120 118 110.2 125 131.4
## cvpred 120 124.7 129 131 131 130 120 119 110.5 125 131.7
## pm2.5 299 223.0 277 321 375 390 375 337 127.0 38 59.0
## CV residual 179 98.3 148 190 244 260 255 218 16.5 -87 -72.7
## 13679 13682 13683 13685 13689 13690 13692 13695 13699 13707 13710
## Predicted 142 143 142 138.3 143 137.3 137.5 126.0 121.4 142.9 143.9
## cvpred 143 143 143 138.6 143 137.7 137.9 126.4 121.8 143.3 144.2
## pm2.5 23 32 31 41.0 57 58.0 56.0 27.0 40.0 102.0 47.0
## CV residual -120 -111 -112 -97.6 -86 -79.7 -81.9 -99.4 -81.8 -41.3 -97.2
## 13718 13719 13720 13721 13723 13727 13728 13738 13739 13740 13741
## Predicted 88.5 87.7 86.8 85.7 93.3 115.5 114.1 123 127.3 122 120.8
## cvpred 88.8 88.1 87.2 86.1 93.7 115.8 114.3 123 127.6 122 121.2
## pm2.5 30.0 36.0 45.0 42.0 35.0 56.0 70.0 51 68.0 77 88.0
## CV residual -58.8 -52.1 -42.2 -44.1 -58.7 -59.8 -44.3 -72 -59.6 -45 -33.2
## 13743 13744 13746 13747 13748 13750 13751 13752 13753 13755 13760
## Predicted 118.1 112.6 110.9 105.4 110 119 118.5 122.6 117.35 121.1 123.4
## cvpred 118.4 112.9 111.2 105.7 110 119 118.7 122.9 117.63 121.4 123.7
## pm2.5 65.0 67.0 62.0 73.0 84 102 93.0 99.0 116.00 171.0 209.0
## CV residual -53.4 -45.9 -49.2 -32.7 -26 -17 -25.7 -23.9 -1.63 49.6 85.3
## 13764 13771 13772 13777 13780 13782 13785 13787 13788 13790 13796
## Predicted 126 121.7 121.2 136 137 137 141 136.5 133.3 132.3 130.0
## cvpred 126 122.1 121.6 136 137 137 141 136.8 133.6 132.6 130.3
## pm2.5 201 186.0 187.0 286 307 300 264 50.0 49.0 43.0 43.0
## CV residual 75 63.9 65.4 150 170 163 123 -86.8 -84.6 -89.6 -87.3
## 13798 13802 13807 13809 13810 13815 13816 13817 13818 13823 13824
## Predicted 132.9 145 140 133 121.4 93.3 97.5 98.0 101.9 122.8 121.6
## cvpred 133.2 145 140 133 121.8 93.7 97.8 98.3 102.2 123.1 121.9
## pm2.5 49.0 36 39 27 35.0 30.0 37.0 51.0 54.0 62.0 58.0
## CV residual -84.2 -109 -101 -106 -86.8 -63.7 -60.8 -47.3 -48.2 -61.1 -63.9
## 13825 13834 13836 13842 13844 13845 13912 13918 13920 13925 13931
## Predicted 133.4 119.5 98.3 91.7 101 114.2 89.4 104.4 107.6 124.6 113.130
## cvpred 133.8 119.8 98.6 92.1 101 114.5 89.7 104.7 107.8 124.8 113.481
## pm2.5 61.0 64.0 29.0 47.0 88 104.0 46.0 75.0 70.0 98.0 113.000
## CV residual -72.8 -55.8 -69.6 -45.1 -13 -10.5 -43.7 -29.7 -37.8 -26.8 -0.481
## 13932 13934 13943 13949 13950 13957 13958 13959 13962 13963 13965
## Predicted 112.62 106.74 129.0 136.6 141.5 115.5 105.2 104.3 101.2 101.1 114.1
## cvpred 112.99 107.13 129.4 136.9 141.8 115.9 105.5 104.6 101.6 101.4 114.3
## pm2.5 114.00 103.00 101.0 146.0 154.0 134.0 144.0 142.0 143.0 144.0 154.0
## CV residual 1.01 -4.13 -28.4 9.1 12.2 18.1 38.5 37.4 41.4 42.6 39.7
## 13967 14024 14025 14031 14036 14042 14043 14046 14048 14049 14053
## Predicted 113.09 131.4 120.1 82.08 109.3 126.1 130.8 137.8 136.8 131.2 116
## cvpred 113.34 131.8 120.4 82.46 109.7 126.5 131.1 138.2 137.2 131.5 116
## pm2.5 119.00 107.0 135.0 87.00 97.0 194.0 209.0 201.0 214.0 212.0 230
## CV residual 5.66 -24.8 14.6 4.54 -12.7 67.5 77.9 62.8 76.8 80.5 114
## 14056 14057 14060 14062 14086 14087 14092 14097 14098 14101 14102
## Predicted 99.3 94.0 130.2 139 117.2 121.9 138.5 127.5 117.0 86.957 101.1
## cvpred 99.7 94.4 130.5 139 117.6 122.2 138.9 127.9 117.4 87.354 101.5
## pm2.5 221.0 201.0 34.0 36 58.0 54.0 119.0 61.0 83.0 87.000 91.0
## CV residual 121.3 106.6 -96.5 -103 -59.6 -68.2 -19.9 -66.9 -34.4 -0.354 -10.5
## 14105 14106 14107 14110 14112 14114 14117 14118 14123 14128
## Predicted 84.6 88.2 102.33 120.3 120.0 124.19 137.8 137.5 107.49 93.9
## cvpred 85.0 88.5 102.68 120.6 120.3 124.48 138.2 137.9 107.87 94.3
## pm2.5 103.0 101.0 111.00 130.0 161.0 115.00 111.0 103.0 112.00 151.0
## CV residual 18.0 12.5 8.32 9.4 40.7 -9.48 -27.2 -34.9 4.13 56.7
## 14130 14132 14133 14142 14144 14145 14147 14148 14155 14156 14158
## Predicted 98.1 115.4 119.4 134.4 128.6 122.63 120.9 114.5 108.5 108.0 112.2
## cvpred 98.4 115.7 119.7 134.7 128.9 122.93 121.2 114.8 108.8 108.3 112.4
## pm2.5 148.0 171.0 174.0 96.0 99.0 116.00 132.0 137.0 141.0 142.0 123.0
## CV residual 49.6 55.3 54.3 -38.7 -29.9 -6.93 10.8 22.2 32.2 33.7 10.6
## 14162 14164 14169 14176 14177 14179 14182 14183 14185 14187 14188
## Predicted 110.5 142 137.5 124.1 136.3 140.8 142.2 141.6 137.5 141.8 141.0
## cvpred 110.7 143 137.9 124.4 136.7 141.2 142.5 141.9 137.9 142.2 141.3
## pm2.5 138.0 31 40.0 100.0 97.0 122.0 206.0 221.0 165.0 175.0 158.0
## CV residual 27.3 -112 -97.9 -24.4 -39.7 -19.2 63.5 79.1 27.1 32.8 16.7
## 14189 14190 14191 14192 14199 14200 14203 14205 14207 14210
## Predicted 135.33 134.84 133.98 133.49 138.3 137.8 137.5 137.5 128.2 139
## cvpred 135.67 135.18 134.31 133.82 138.6 138.2 137.9 137.9 128.5 140
## pm2.5 137.00 128.00 126.00 124.00 109.0 109.0 100.0 107.0 107.0 7
## CV residual 1.33 -7.18 -8.31 -9.82 -29.6 -29.2 -37.9 -30.9 -21.5 -133
## 14212 14216 14219 14222 14223 14224 14230 14235 14238 14239 14240
## Predicted 139 126 102.5 78.7 72.5 70.6 109.1 139.3 144.4 144.4 144
## cvpred 140 126 102.8 79.0 72.8 70.9 109.4 139.6 144.7 144.7 144
## pm2.5 9 21 13.0 11.0 7.0 4.0 32.0 67.0 63.0 74.0 74
## CV residual -131 -105 -89.8 -68.0 -65.8 -66.9 -77.4 -72.6 -81.7 -70.7 -70
## 14242 14243 14246 14248 14250 14251 14254 14260 14263 14264 14265
## Predicted 127.8 117.8 128.0 116.8 115.6 105.2 117 126 142 136 116
## cvpred 128.1 118.1 128.4 117.1 115.9 105.5 117 126 142 136 116
## pm2.5 59.0 69.0 67.0 37.0 22.0 16.0 25 7 5 10 12
## CV residual -69.1 -49.1 -61.4 -80.1 -93.9 -89.5 -92 -119 -137 -126 -104
## 14273 14276 14278 14280 14290 14292 14293 14299 14300 14303 14305
## Predicted 82.6 108.0 116.3 124.1 128.5 103.5 108 93.2 102.6 121.1 124.5
## cvpred 82.9 108.3 116.5 124.3 128.9 103.8 108 93.5 102.9 121.3 124.7
## pm2.5 23.0 37.0 49.0 47.0 77.0 87.0 81 34.0 48.0 51.0 67.0
## CV residual -59.9 -71.3 -67.5 -77.3 -51.9 -16.8 -27 -59.5 -54.9 -70.3 -57.7
## 14310 14312 14315 14317 14318 14333 14334 14336 14337 14338 14340
## Predicted 145.9 145.2 118.8 98.7 88.71 141.5 146.7 140.0 133.9 128.8 113.4
## cvpred 146.2 145.5 119.1 99.1 89.06 141.8 146.9 140.3 134.2 129.1 113.7
## pm2.5 82.0 89.0 106.0 85.0 92.00 92.0 105.0 110.0 118.0 107.0 85.0
## CV residual -64.2 -56.5 -13.1 -14.1 2.94 -49.8 -41.9 -30.3 -16.2 -22.1 -28.7
## 14344 14347 14353 14354 14357 14359 14364 14367 14369 14370 14371
## Predicted 77.0 84.2 139.8 140.5 145.92 141.05 95.09 84.5 78.6 82.64 91.30
## cvpred 77.3 84.5 140.1 140.8 146.21 141.32 95.42 84.8 78.9 82.91 91.57
## pm2.5 48.0 71.0 104.0 106.0 145.00 139.00 99.00 114.0 74.0 81.00 98.00
## CV residual -29.3 -13.5 -36.1 -34.8 -1.21 -2.32 3.58 29.2 -4.9 -1.91 6.43
## 14374 14377 14412 14416 14420 14424 14426 14433 14436 14437 14445
## Predicted 104.74 139.8 118.5 93.618 124.0 140.8 140.8 135 121.1 111 140.5
## cvpred 105.05 140.1 118.9 93.929 124.3 141.1 141.1 135 121.4 111 140.8
## pm2.5 104.00 130.0 132.0 93.000 70.0 96.0 93.0 117 91.0 80 96.0
## CV residual -1.05 -10.1 13.1 -0.929 -54.3 -45.1 -48.1 -18 -30.4 -31 -44.8
## 14446 14450 14454 14457 14458 14459 14460 14461 14464 14467 14468
## Predicted 140.8 145 144.6 140 139 139 137.2 130 112 109.9 109.4
## cvpred 141.1 145 144.9 140 140 139 137.5 130 112 110.2 109.7
## pm2.5 92.0 108 116.0 35 32 31 57.0 69 75 80.0 95.0
## CV residual -49.1 -37 -28.9 -105 -108 -108 -80.5 -61 -37 -30.2 -14.7
## 14471 14472 14473 14475 14477 14484 14489 14490 14492 14508 14510
## Predicted 139.8 140.3 145.2 145 145.9 118.77 100.6 104.6 118.7 105.6 95.5
## cvpred 140.1 140.6 145.5 145 146.2 119.09 100.8 104.8 118.9 105.9 95.8
## pm2.5 118.0 111.0 118.0 111 92.0 110.00 87.0 58.0 56.0 84.0 83.0
## CV residual -22.1 -29.6 -27.5 -34 -54.2 -9.09 -13.8 -46.8 -62.9 -21.9 -12.8
## 14513 14517 14520 14521 14522 14524 14525 14527 14535 14539 14542
## Predicted 99.0 106.2 140.3 140.8 140.8 141.2 140.9 141.5 102.1 110 129.77
## cvpred 99.3 106.5 140.6 141.1 141.1 141.4 141.2 141.8 102.5 110 130.09
## pm2.5 84.0 75.0 69.0 65.0 76.0 114.0 124.0 129.0 90.0 100 135.00
## CV residual -15.3 -31.5 -71.6 -76.1 -65.1 -27.4 -17.2 -12.8 -12.5 -10 4.91
## 14543 14546 14551 14552 14554 14558 14559 14563 14567 14568 14570
## Predicted 134.9 139.5 139.3 139.3 133.2 102.0 102.4 105.4 129.0 138.5 138.8
## cvpred 135.2 139.9 139.6 139.6 133.5 102.4 102.7 105.8 129.4 138.9 139.1
## pm2.5 179.0 184.0 171.0 171.0 172.0 143.0 141.0 147.0 155.0 172.0 205.0
## CV residual 43.8 44.1 31.4 31.4 38.5 40.6 38.3 41.2 25.6 33.1 65.9
## 14573 14577 14583 14585 14590 14591 14592 14595 14596 14597 14598
## Predicted 139.3 142.4 102 103 137 136 130 124.3 134.0 134.2 133
## cvpred 139.6 142.8 102 103 137 137 131 124.6 134.4 134.5 133
## pm2.5 204.0 204.0 233 266 309 300 341 36.0 41.0 52.0 25
## CV residual 64.4 61.2 131 163 172 163 210 -88.6 -93.4 -82.5 -108
## 14600 14601 14603 14604 14605 14607 14611 14612 14614 14615 14616
## Predicted 132 126 112.0 116.0 102 76.8 79.1 87.2 109.4 104 127.7
## cvpred 133 127 112.3 116.3 102 77.1 79.2 87.4 109.6 104 127.9
## pm2.5 13 14 27.0 22.0 27 19.0 20.0 24.0 32.0 32 31.0
## CV residual -120 -113 -85.3 -94.3 -75 -58.1 -59.2 -63.4 -77.6 -72 -96.9
## 14617 14618 14621 14623 14631 14635 14641 14645 14646 14647 14651
## Predicted 132.6 132 144 142.5 75.5 104.0 140.8 141.3 141.5 141.5 114.8
## cvpred 132.8 133 144 142.8 75.7 104.3 141.1 141.6 141.8 141.8 115.1
## pm2.5 39.0 32 43 82.0 37.0 49.0 47.0 82.0 78.0 79.0 99.0
## CV residual -93.8 -101 -101 -60.8 -38.7 -55.3 -94.1 -59.6 -63.8 -62.8 -16.1
## 14652 14653 14662 14663 14666 14668 14678 14680 14682 14683 14686
## Predicted 108.77 106.9 136 135.8 146.7 147.4 86.2 81.2 72.1 85.6 98.4
## cvpred 109.06 107.2 136 136.1 146.9 147.7 86.5 81.5 72.3 85.9 98.7
## pm2.5 107.00 89.0 102 121.0 191.0 189.0 63.0 56.0 58.0 52.0 39.0
## CV residual -2.06 -18.2 -34 -15.1 44.1 41.3 -23.5 -25.5 -14.3 -33.9 -59.7
## 14688 14691 14695 14696 14699 14704 14706 14707 14709 14713 14716
## Predicted 133 143.0 148.2 146.7 115.1 80.7 84.6 89.6 103.7 132.4 128.1
## cvpred 133 143.3 148.4 146.9 115.4 80.9 84.8 89.8 103.8 132.7 128.4
## pm2.5 48 90.0 78.0 85.0 163.0 92.0 96.0 51.0 58.0 49.0 60.0
## CV residual -85 -53.3 -70.4 -61.9 47.6 11.1 11.2 -38.8 -45.8 -83.7 -68.4
## 14718 14730 14731 14733 14736 14738 14740 14747 14754 14755 14757
## Predicted 137.9 84.8 98.6 117.1 115.2 128.9 127.9 130 97.7 127 122.4
## cvpred 138.1 85.1 98.9 117.3 115.4 129.1 128.1 130 98.0 127 122.6
## pm2.5 86.0 125.0 155.0 160.0 194.0 206.0 217.0 256 30.0 43 70.0
## CV residual -52.1 39.9 56.1 42.7 78.6 76.9 88.9 126 -68.0 -84 -52.6
## 14759 14760 14762 14766 14768 14775 14779 14780 14781 14784 14785
## Predicted 137.2 136.9 135.8 114 139 123.0 130 138.7 138.7 148 148
## cvpred 137.4 137.2 136.1 115 139 123.2 130 138.9 138.9 148 148
## pm2.5 79.0 76.0 69.0 13 10 51.0 57 58.0 58.0 48 43
## CV residual -58.4 -61.2 -67.1 -102 -129 -72.2 -73 -80.9 -80.9 -100 -105
## 14786 14787 14795 14805 14814 14815 14826 14827 14829 14830 14831
## Predicted 147.4 148.2 66.3 126.2 138 142 145 146 150 150 150
## cvpred 147.7 148.4 66.4 126.4 139 143 145 146 150 150 150
## pm2.5 58.0 54.0 7.0 32.0 22 11 17 15 27 31 31
## CV residual -89.7 -94.4 -59.4 -94.4 -117 -132 -128 -131 -123 -119 -119
## 14833 14843 14844 14847 14848 14850 14858 14859 14863 14864 14866
## Predicted 150 124.5 119.4 107.9 109.1 117.6 149.9 150.4 151.9 146 144
## cvpred 150 124.7 119.6 108.1 109.3 117.9 150.1 150.6 152.1 146 144
## pm2.5 35 36.0 37.0 58.0 67.0 61.0 71.0 75.0 100.0 94 124
## CV residual -115 -88.7 -82.6 -50.1 -42.3 -56.9 -79.1 -75.6 -52.1 -52 -20
## 14868 14880 14883 14887 14891 14894 14896 14899 14902 14903
## Predicted 133.27 129.3 127.5 147.4 134.697 128 120.9 124.2 137.15 136.91
## cvpred 133.51 129.5 127.6 147.7 134.942 128 121.1 124.4 137.42 137.17
## pm2.5 131.00 102.0 116.0 117.0 134.000 117 132.0 102.0 134.00 136.00
## CV residual -2.51 -27.5 -11.6 -30.7 -0.942 -11 10.9 -22.4 -3.42 -1.17
## 14907 14910 14912 14916 14926 14929 14931 14932 14935 14936 14937
## Predicted 142.0 147.4 142.3 126.3 143.04 143.0 147.4 143 148.9 148.2 141.8
## cvpred 142.3 147.7 142.5 126.5 143.28 143.3 147.7 143 149.1 148.4 142.1
## pm2.5 164.0 172.0 178.0 186.0 146.00 204.0 180.0 186 203.0 173.0 183.0
## CV residual 21.7 24.3 35.5 59.5 2.72 60.7 32.3 43 53.9 24.6 40.9
## 14940 14943 14947 14948 14950 14952 14954 14960 14961 14962 14966
## Predicted 120.8 110.2 118.9 128.2 126.3 134.0 138 142 136 115.9 86.4
## cvpred 121.1 110.6 119.2 128.5 126.5 134.2 138 142 137 116.1 86.6
## pm2.5 168.0 164.0 102.0 105.0 108.0 92.0 31 28 33 26.0 12.0
## CV residual 46.9 53.4 -17.2 -23.5 -18.5 -42.2 -107 -114 -104 -90.1 -74.6
## 14970 14972 14978 14979 14982 14989 14993 14994 14995 14999 15001
## Predicted 102.6 105.8 141 131 86.7 51.6 67.0 80.7 72.1 115.1 129.6
## cvpred 102.7 105.9 141 131 86.7 51.7 67.1 80.8 72.2 115.2 129.7
## pm2.5 16.0 25.0 26 24 5.0 11.0 7.0 7.0 21.0 47.0 49.0
## CV residual -86.7 -80.9 -115 -107 -81.7 -40.7 -60.1 -73.8 -51.2 -68.2 -80.7
## 15002 15003 15007 15010 15012 15015 15019 15021 15022 15027 15028
## Predicted 134 133 132 86.7 65.4 62.2 66.3 68.7 68.6 144.3 144
## cvpred 134 133 132 86.7 65.5 62.3 66.3 68.7 68.6 144.4 144
## pm2.5 35 28 31 14.0 17.0 11.0 8.0 26.0 28.0 64.0 41
## CV residual -99 -105 -101 -72.7 -48.5 -51.3 -58.3 -42.7 -40.6 -80.4 -103
## 15030 15031 15033 15039 15041 15045 15046 15049 15051 15055 15056
## Predicted 142 142 108.1 35.3 56.1 75.7 69.3 144 144.5 143 136
## cvpred 142 142 108.1 35.3 56.2 75.7 69.4 144 144.6 143 136
## pm2.5 25 28 29.0 11.0 22.0 22.0 29.0 64 78.0 25 27
## CV residual -117 -114 -79.1 -24.3 -34.2 -53.7 -40.4 -80 -66.6 -118 -109
## 15063 15070 15072 15074 15079 15083 15084 15086 15087 15089 15091
## Predicted 27.5 106.5 139 144.0 133 70.0 58.9 40.0 39.1 44.7 63.9
## cvpred 27.5 106.6 139 144.1 133 70.1 59.0 40.1 39.2 44.9 64.0
## pm2.5 16.0 49.0 24 47.0 57 38.0 31.0 14.0 18.0 18.0 28.0
## CV residual -11.5 -57.6 -115 -97.1 -76 -32.1 -28.0 -26.1 -21.2 -26.9 -36.0
## 15095 15098 15101 15103 15108 15113 15121 15127 15138 15140 15141
## Predicted 137.8 147.7 137.2 130.8 38.07 21.306 132 136.4 70.3 126.2 115.37
## cvpred 137.9 147.8 137.3 130.9 38.12 21.423 132 136.5 70.4 126.4 115.56
## pm2.5 50.0 87.0 40.0 36.0 40.00 21.000 164 57.0 113.0 115.0 120.00
## CV residual -87.9 -60.8 -97.3 -94.9 1.88 -0.423 32 -79.5 42.6 -11.4 4.44
## 15142 15145 15146 15148 15152 15156 15162 15166 15167 15168 15169
## Predicted 124.4 137.6 146.5 151.17 150.2 104.0 75.9 130.4 129.9 140.1 139.9
## cvpred 124.6 137.7 146.7 151.34 150.3 104.2 76.1 130.6 130.1 140.4 140.1
## pm2.5 179.0 227.0 197.0 152.00 139.0 150.0 141.0 163.0 176.0 177.0 181.0
## CV residual 54.4 89.3 50.3 0.66 -11.3 45.8 64.9 32.4 45.9 36.6 40.9
## 15173 15176 15180 15182 15185 15186 15188 15191 15192 15194 15198
## Predicted 151 151.3 113 97.2 89.5 104 134 142 143 144 146
## cvpred 151 151.5 113 97.5 89.7 104 134 143 143 144 146
## pm2.5 253 240.0 271 280.0 256.0 256 259 316 301 307 316
## CV residual 102 88.5 158 182.5 166.3 152 125 173 158 163 170
## 15199 15201 15204 15211 15222 15227 15228 15229 15231 15233 15235
## Predicted 150 145 108 83.5 146 128 118 98.3 89.3 82.7 106.3
## cvpred 150 145 108 83.6 146 128 118 98.6 89.6 82.9 106.5
## pm2.5 279 256 309 130.0 251 294 288 281.0 199.0 130.0 155.0
## CV residual 129 111 201 46.4 105 166 170 182.4 109.4 47.1 48.5
## 15240 15242 15243 15250 15252 15253 15254 15256 15258 15260 15261
## Predicted 135.0 140.1 144.3 133 127 132 126 127 127 143 143
## cvpred 135.2 140.4 144.5 134 127 132 127 128 127 143 143
## pm2.5 178.0 204.0 221.0 273 282 291 302 288 326 349 346
## CV residual 42.8 63.6 76.5 139 155 159 175 160 199 206 203
## 15269 15274 15277 15278 15279 15280 15285 15290 15294 15295 15297
## Predicted 90.4 44.0 32.99 30.6 14.4 13.05 52.0 87.3 80.3 84.1 71.3
## cvpred 90.5 43.9 32.87 30.5 14.3 12.91 51.8 87.3 80.2 84.0 71.2
## pm2.5 28.0 15.0 26.00 19.0 25.0 19.00 24.0 20.0 20.0 16.0 19.0
## CV residual -62.5 -28.9 -6.87 -11.5 10.7 6.09 -27.8 -67.3 -60.2 -68.0 -52.2
## 15301 15303 15305 15306 15307 15323 15325 15327 15328 15331 15334
## Predicted 59.1 50 53.5 61.7 70.3 54.9 22.5 29.3 44.1 77.7 63.9
## cvpred 59.1 50 53.5 61.7 70.3 54.9 22.4 29.3 44.1 77.7 63.9
## pm2.5 18.0 18 28.0 35.0 37.0 10.0 4.0 11.0 18.0 26.0 79.0
## CV residual -41.1 -32 -25.5 -26.7 -33.3 -44.9 -18.4 -18.3 -26.1 -51.7 15.1
## 15335 15336 15344 15345 15347 15348 15349 15352 15358 15360 15362
## Predicted 73.7 78.3 121 100.2 59.1 44.9 41.2 50 101.5 128.4 137.9
## cvpred 73.7 78.3 121 100.3 59.1 44.8 41.2 50 101.5 128.4 137.9
## pm2.5 51.0 24.0 19 8.0 18.0 19.0 22.0 11 35.0 55.0 67.0
## CV residual -22.7 -54.3 -102 -92.3 -41.1 -25.8 -19.2 -39 -66.5 -73.4 -70.9
## 15366 15371 15372 15473 15476 15477 15479 15491 15507 15508 15509
## Predicted 136 60.9 54.4 88.1 131.5 131.0 138.0 112.32 139 140 140
## cvpred 136 60.9 54.4 88.3 131.6 131.1 138.2 112.44 139 140 140
## pm2.5 36 24.0 26.0 162.0 144.0 146.0 168.0 110.00 314 349 341
## CV residual -100 -36.9 -28.4 73.7 12.4 14.9 29.8 -2.44 175 209 201
## 15513 15522 15523 15524 15528 15529 15531 15534 15536 15549 15550
## Predicted 139 116 125 130 119 127 132.1 136.3 126.8 113.8 114
## cvpred 140 116 125 130 119 127 132.3 136.4 126.9 113.9 114
## pm2.5 284 335 340 435 453 283 105.0 63.0 69.0 64.0 65
## CV residual 144 219 215 305 334 156 -27.3 -73.4 -57.9 -49.9 -49
## 15551 15552 15554 15559 15564 15566 15573 15574 15575 15583 15586
## Predicted 118.0 118.2 122.4 136.0 101.3 100.7 135.0 134.8 140.1 141.6 136
## cvpred 118.1 118.4 122.5 136.2 101.5 100.9 135.2 134.9 140.4 141.8 136
## pm2.5 65.0 59.0 38.0 90.0 87.0 109.0 188.0 198.0 197.0 205.0 216
## CV residual -53.1 -59.4 -84.5 -46.2 -14.5 8.1 52.8 63.1 56.6 63.2 80
## 15588 15589 15592 15594 15600 15603 15604 15609 15610 15612 15615
## Predicted 124 124 119 100.0 134.5 143 142 139 138 107.0 102
## cvpred 124 124 119 100.2 134.7 143 142 139 138 107.1 102
## pm2.5 238 266 296 186.0 225.0 248 259 36 8 13.0 26
## CV residual 114 142 177 85.8 90.3 105 117 -103 -130 -94.1 -76
## 15617 15619 15621 15626 15627 15628 15630 15632 15636 15637 15639
## Predicted 95.0 107.4 115.4 98.7 93.5 102.7 135 100.6 50.2 38.2 33.3
## cvpred 95.1 107.6 115.6 98.8 93.6 102.7 135 100.6 50.1 38.1 33.2
## pm2.5 43.0 40.0 46.0 23.0 32.0 21.0 15 6.0 9.0 5.0 13.0
## CV residual -52.1 -67.6 -69.6 -75.8 -61.6 -81.7 -120 -94.6 -41.1 -33.1 -20.2
## 15642 15644 15645 15646 15652 15654 15655 15656 15660 15666 15671
## Predicted 78.8 86.7 101.3 91.8 124 96.4 100.2 113.6 57.9 51.2 49.0
## cvpred 78.8 86.7 101.4 91.9 123 96.4 100.1 113.5 57.8 51.0 48.7
## pm2.5 11.0 17.0 16.0 17.0 16 21.0 23.0 16.0 11.0 9.0 11.0
## CV residual -67.8 -69.7 -85.4 -74.9 -107 -75.4 -77.1 -97.5 -46.8 -42.0 -37.7
## 15672 15674 15676 15679 15681 15685 15687 15690 15691 15694 15696
## Predicted 38.1 90.6 127 131 81.8 43.3 28.6 38.3 46.2 77.9 103.4
## cvpred 37.8 90.6 127 131 81.9 43.3 28.6 38.2 46.1 77.9 103.5
## pm2.5 20.0 16.0 9 22 20.0 8.0 7.0 3.0 6.0 54.0 14.0
## CV residual -17.8 -74.6 -118 -109 -61.9 -35.3 -21.6 -35.2 -40.1 -23.9 -89.5
## 15701 15704 15708 15710 15713 15716 15717 15718 15720 15723 15726
## Predicted 149 134 54.7 58.7 61.5 122 136.5 136.6 142.5 150.3 157.2
## cvpred 149 134 54.8 58.8 61.6 122 136.6 136.7 142.5 150.4 157.2
## pm2.5 28 23 18.0 22.0 21.0 43 65.0 76.0 78.0 96.0 102.0
## CV residual -121 -111 -36.8 -36.8 -40.6 -79 -71.6 -60.7 -64.5 -54.4 -55.2
## 15728 15740 15742 15743 15747 15749 15754 15756 15757 15758 15762
## Predicted 151.4 133.6 144.6 149.5 149.66 150.3 135.7 109.80 121.2 119.6 131.2
## cvpred 151.4 133.8 144.7 149.6 149.75 150.4 135.8 109.89 121.4 119.8 131.4
## pm2.5 78.0 98.0 122.0 123.0 154.00 100.0 99.0 103.00 133.0 157.0 209.0
## CV residual -73.4 -35.8 -22.7 -26.6 4.25 -50.4 -36.8 -6.89 11.6 37.2 77.6
## 15768 15773 15774 15775 15781 15783 15786 15789 15790 15791 15795
## Predicted 147 148 147 152 135 124 136 152 152 147 153
## cvpred 147 148 147 152 135 124 136 152 153 147 154
## pm2.5 294 258 269 263 332 293 302 299 300 308 285
## CV residual 147 110 122 111 197 169 166 147 147 161 131
## 15796 15797 15798 15801 15802 15805 15812 15815 15817 15818 15821
## Predicted 154 150 154 148 146 115.2 147 148 148 148 153
## cvpred 154 150 154 148 146 115.4 147 148 149 148 153
## pm2.5 282 273 275 251 249 175.0 269 306 318 311 248
## CV residual 128 123 121 103 103 59.6 122 158 169 163 95
## 15825 15826 15827 15833 15839 15841 15842 15844 15850 15854 15863
## Predicted 150.2 151 131 130 151 147 147 147 143 137 131
## cvpred 150.3 151 131 130 151 147 147 147 143 137 131
## pm2.5 239.0 259 270 370 395 430 414 408 390 12 16
## CV residual 88.7 108 139 240 244 283 267 261 247 -125 -115
## 15865 15866 15870 15872 15878 15881 15886 15888 15890 15896 15906
## Predicted 150 155 156 138 58.1 66 87.2 108.7 126 132.0 67.2
## cvpred 150 155 156 138 58.1 66 87.1 108.6 126 131.9 67.1
## pm2.5 7 6 15 12 7.0 9 38.0 9.0 8 35.0 55.0
## CV residual -143 -149 -141 -126 -51.1 -57 -49.1 -99.6 -118 -96.9 -12.1
## 15914 15917 15919 15923 15924 15927 15949 15960 15964 15965 15966
## Predicted 144.8 143.76 153.8 132 127.1 121.7 114.6 152 151.7 153.5 147.8
## cvpred 144.7 143.77 153.8 132 127.2 121.8 114.7 152 151.7 153.5 147.8
## pm2.5 131.0 138.00 102.0 80 101.0 110.0 199.0 273 186.0 187.0 180.0
## CV residual -13.7 -5.77 -51.8 -52 -26.2 -11.8 84.3 121 34.3 33.5 32.2
## 15968 15973 15977 15978 15979 15980 15981 15984 15985 15988 15990
## Predicted 154 91.435 90.4 110.0 136.0 146.1 150.3 153 153 157 158.0
## cvpred 154 91.508 90.5 110.1 136.1 146.2 150.4 153 153 157 158.1
## pm2.5 141 92.000 129.0 146.0 162.0 214.0 227.0 301 336 285 148.0
## CV residual -13 0.492 38.5 35.9 25.9 67.8 76.6 148 183 128 -10.1
## 15991 15994 15997 15998 16000 16001 16007 16016 16019 16021 16023
## Predicted 153.5 151 123 118 115 109.5 149 156 156 149 137
## cvpred 153.5 151 123 118 115 109.6 149 156 156 149 137
## pm2.5 139.0 161 283 302 226 207.0 267 275 291 387 460
## CV residual -14.5 10 160 184 111 97.4 118 119 135 238 323
## 16029 16033 16038 16041 16044 16046 16049 16050 16053 16054 16055
## Predicted 138.7 137 148 148 141 134.8 136.0 141.6 146 146 146
## cvpred 138.8 137 148 148 141 134.9 136.2 141.8 146 146 146
## pm2.5 217.0 257 257 264 269 214.0 208.0 214.0 252 248 248
## CV residual 78.2 120 109 116 128 79.1 71.8 72.2 106 102 102
## 16057 16058 16059 16060 16066 16067 16077 16079 16081 16084 16087
## Predicted 146 147 144.9 146.8 147 141 133.5 138 142 140 133
## cvpred 146 147 145.1 146.9 147 141 133.6 138 142 140 133
## pm2.5 266 253 245.0 246.0 284 297 44.0 32 38 34 29
## CV residual 120 106 99.9 99.1 137 156 -89.6 -106 -104 -106 -104
## 16091 16092 16106 16110 16113 16114 16118 16123 16124 16128 16130
## Predicted 79.9 69.9 135 145.4 130.4 115.5 96.1 130.0 134.4 139.6 139.0
## cvpred 79.9 69.9 135 145.5 130.5 115.6 96.1 130.1 134.5 139.7 139.1
## pm2.5 25.0 26.0 24 59.0 72.0 79.0 62.0 80.0 81.0 123.0 89.0
## CV residual -54.9 -43.9 -111 -86.5 -58.5 -36.6 -34.1 -50.1 -53.5 -16.7 -50.1
## 16133 16140 16143 16153 16154 16156 16158 16160 16162 16167 16168
## Predicted 142.7 114.6 104.34 115.3 105.5 93.5 100.3 111.8 125.5 124.1 111.8
## cvpred 142.8 114.7 104.44 115.4 105.5 93.5 100.3 111.7 125.6 124.2 111.9
## pm2.5 108.0 87.0 103.00 38.0 14.0 24.0 23.0 15.0 31.0 33.0 28.0
## CV residual -34.8 -27.7 -1.44 -77.4 -91.5 -69.5 -77.3 -96.7 -94.6 -91.2 -83.9
## 16171 16172 16174 16176 16181 16182 16183 16188 16191 16194 16196
## Predicted 126 121 136 149.4 156.2 150.0 138.1 102.8 86.7 103.2 122.5
## cvpred 126 121 136 149.5 156.2 150.1 138.2 102.8 86.7 103.2 122.5
## pm2.5 23 28 37 61.0 76.0 78.0 49.0 36.0 47.0 46.0 79.0
## CV residual -103 -93 -99 -88.5 -80.2 -72.1 -89.2 -66.8 -39.7 -57.2 -43.5
## 16197 16198 16199 16200 16205 16206 16208 16209 16215 16216 16217
## Predicted 133 138 147.8 138 143 147 140 128.0 79.3 83.2 93.2
## cvpred 133 138 147.8 138 143 147 140 127.9 79.3 83.2 93.2
## pm2.5 97 114 102.0 121 43 44 39 34.0 37.0 37.0 46.0
## CV residual -36 -24 -45.8 -17 -100 -103 -101 -93.9 -42.3 -46.2 -47.2
## 16224 16225 16226 16228 16229 16230 16231 16233 16234 16236 16237
## Predicted 133.1 137.4 141.9 131.1 135.8 116.3 120.5 107.3 101.1 93.2 88
## cvpred 133.1 137.4 141.9 131.2 135.8 116.3 120.5 107.3 101.1 93.2 88
## pm2.5 94.0 127.0 122.0 144.0 91.0 68.0 56.0 47.0 33.0 27.0 25
## CV residual -39.1 -10.4 -19.9 12.8 -44.8 -48.3 -64.5 -60.3 -68.1 -66.2 -63
## 16238 16239 16241 16244 16249 16250 16251 16252 16253 16255 16257
## Predicted 74.4 73.9 88.0 127.9 147.9 148.2 148.6 143 142 135 106.7
## cvpred 74.4 73.9 88.1 127.9 147.9 148.2 148.5 143 142 135 106.7
## pm2.5 8.0 16.0 17.0 31.0 65.0 61.0 54.0 33 33 22 32.0
## CV residual -66.4 -57.9 -71.1 -96.9 -82.9 -87.2 -94.5 -110 -109 -113 -74.7
## 16259 16261 16262 16265 16266 16268 16269 16270 16275 16282 16283
## Predicted 70.6 64.2 59.3 71.5 96.4 134.2 120.6 125.7 150.4 85.9 70.4
## cvpred 70.6 64.1 59.2 71.5 96.4 134.2 120.6 125.7 150.4 85.8 70.3
## pm2.5 21.0 23.0 24.0 21.0 25.0 44.0 43.0 66.0 113.0 44.0 43.0
## CV residual -49.6 -41.1 -35.2 -50.5 -71.4 -90.2 -77.6 -59.7 -37.4 -41.8 -27.3
## 16284 16285 16290 16291 16292 16293 16295 16296 16297 16298 16300
## Predicted 64.8 67.1 74.4 87.5 101.3 125 149.9 144.5 146 150.8 156.03
## cvpred 64.7 67.1 74.4 87.4 101.2 125 149.9 144.5 146 150.7 155.97
## pm2.5 50.0 47.0 54.0 55.0 63.0 84 113.0 139.0 135 161.0 154.00
## CV residual -14.7 -20.1 -20.4 -32.4 -38.2 -41 -36.9 -5.5 -11 10.3 -1.97
## 16305 16306 16307 16310 16315 16316 16319 16324 16325 16332 16334
## Predicted 140.5 134.1 114.7 93.43 127.9 137 136.4 101.6 105.2 38.07 23.2
## cvpred 140.5 134.1 114.7 93.45 127.9 137 136.4 101.6 105.1 37.95 23.0
## pm2.5 102.0 78.0 83.0 96.00 208.0 255 228.0 43.0 19.0 43.00 42.0
## CV residual -38.5 -56.1 -31.7 2.55 80.1 118 91.6 -58.6 -86.1 5.05 19.0
## 16338 16347 16348 16349 16351 16356 16361 16373 16377 16379 16380
## Predicted 20.8 67.1 81.4 85.4 88.4 35.2 57.7 120.5 124.09 89.9 80.1
## cvpred 20.6 66.9 81.2 85.2 88.1 34.9 57.6 120.3 123.99 89.8 80.0
## pm2.5 45.0 7.0 6.0 6.0 8.0 12.0 17.0 144.0 114.00 88.0 118.0
## CV residual 24.4 -59.9 -75.2 -79.2 -80.1 -22.9 -40.6 23.7 -9.99 -1.8 38.0
## 16381 16382 16385 16392 16394 16397 16399 16400 16401 16412 16417
## Predicted 78.9 69.1 97.7 142.4 149 152.9 157.7 154 147.0 144 152.5
## cvpred 78.8 69.0 97.6 142.3 148 152.8 157.6 154 146.9 144 152.6
## pm2.5 113.0 110.0 128.0 204.0 333 225.0 190.0 185 188.0 206 206.0
## CV residual 34.2 41.0 30.4 61.7 185 72.2 32.4 31 41.1 62 53.4
## 16418 16421 16426 16427 16434 16437 16439 16441 16443 16444
## Predicted 147.9 153 142.51 132 141 140 125.89 125.66 137.9 152.3
## cvpred 147.9 153 142.55 132 141 140 125.92 125.66 137.9 152.3
## pm2.5 187.0 184 149.00 154 342 336 132.00 127.00 93.0 103.0
## CV residual 39.1 31 6.45 22 201 196 6.08 1.34 -44.9 -49.3
## 16447 16448 16455 16456 16459 16460 16469 16470 16472 16473 16475
## Predicted 150.7 154.2 154.7 149.0 148.3 153 147.7 151 144.5 134.1 110.6
## cvpred 150.7 154.2 154.8 149.1 148.4 153 147.7 151 144.5 134.2 110.7
## pm2.5 111.0 113.0 114.0 119.0 109.0 112 127.0 95 97.0 89.0 54.0
## CV residual -39.7 -41.2 -40.8 -30.1 -39.4 -41 -20.7 -56 -47.5 -45.2 -56.7
## 16478 16480 16483 16484 16487 16493 16494 16497 16499 16501 16509
## Predicted 86.8 83.7 136.7 140.5 139.9 129.1 110 84.0 63.8 48.2 55.7
## cvpred 86.9 83.7 136.7 140.5 139.9 129.1 110 83.8 63.5 47.8 55.2
## pm2.5 59.0 40.0 55.0 70.0 91.0 34.0 13 9.0 15.0 16.0 18.0
## CV residual -27.9 -43.7 -81.7 -70.5 -48.9 -95.1 -97 -74.8 -48.5 -31.8 -37.2
## 16516 16519 16521 16524 16527 16528 16530 16532 16533 16536 16537
## Predicted 122 132 125 84.2 85.2 88.7 97.6 143.4 130.2 153.6 138.9
## cvpred 122 132 125 84.0 85.0 88.6 97.4 143.3 130.1 153.5 138.8
## pm2.5 16 20 19 42.0 55.0 55.0 48.0 52.0 77.0 249.0 226.0
## CV residual -106 -112 -106 -42.0 -30.0 -33.6 -49.4 -91.3 -53.1 95.5 87.2
## 16542 16543 16544 16548 16552 16556 16558 16559 16561 16570 16574
## Predicted 153.0 156.9 152.4 108.9 101.2 146.8 141.1 146 137 140.4 66.9
## cvpred 152.9 156.8 152.3 108.9 101.1 146.7 141.1 146 137 140.4 66.8
## pm2.5 102.0 80.0 71.0 89.0 132.0 172.0 196.0 210 380 194.0 208.0
## CV residual -50.9 -76.8 -81.3 -19.9 30.9 25.3 54.9 64 243 53.6 141.2
## 16581 16582 16584 16585 16588 16591 16592 16604 16606 16614 16619
## Predicted 62.5 54.0 53.1 55.2 51.2 54.1 47.8 117.8 97.7 152.3 130.7
## cvpred 62.1 53.5 52.6 54.6 50.6 53.4 47.0 117.6 97.5 152.1 130.6
## pm2.5 10.0 7.0 19.0 6.0 10.0 8.0 9.0 28.0 48.0 135.0 96.0
## CV residual -52.1 -46.5 -33.6 -48.6 -40.6 -45.4 -38.0 -89.6 -49.5 -17.1 -34.6
## 16620 16627 16628 16630 16632 16633 16634 16635 16636 16640 16641
## Predicted 125.8 144 144 154 150 150 149 143 143.7 150.6 144.2
## cvpred 125.7 144 144 154 150 149 149 143 143.5 150.4 144.1
## pm2.5 114.0 266 273 290 333 305 280 260 207.0 105.0 120.0
## CV residual -11.7 122 129 136 183 156 131 117 63.5 -45.4 -24.1
## 16642 16647 16652 16654 16655 16659 16663 16668 16669 16678 16679
## Predicted 144 118 138 153 153 158 150.4 110 105 122 137
## cvpred 144 118 138 153 153 158 150.3 110 105 122 137
## pm2.5 121 227 256 274 332 292 222.0 223 209 292 305
## CV residual -23 109 118 121 179 134 71.7 113 104 170 168
## 16680 16682 16685 16686 16688 16696 16700 16707 16709 16712 16716
## Predicted 143 147 153 146.9 151.07 103.5 146 151 144.5 142.85 85.2
## cvpred 143 147 153 146.8 150.93 103.4 146 151 144.5 142.73 85.1
## pm2.5 322 326 302 237.0 143.00 140.0 277 257 177.0 140.00 138.0
## CV residual 179 179 149 90.2 -7.93 36.6 131 106 32.5 -2.73 52.9
## 16720 16725 16726 16730 16731 16738 16743 16748 16753 16754 16759
## Predicted 120.4 119 127.2 122.7 125 110.2 89.8 115.2 144.7 148.9 150.9
## cvpred 120.4 119 127.2 122.6 125 110.1 89.6 115.1 144.6 148.8 150.7
## pm2.5 180.0 48 50.0 48.0 47 31.0 51.0 97.0 127.0 112.0 208.0
## CV residual 59.6 -71 -77.2 -74.6 -78 -79.1 -38.6 -18.1 -17.6 -36.8 57.3
## 16760 16765 16769 16771 16772 16779 16781 16788 16794 16800 16801
## Predicted 145.3 62.6 65.4 102.9 78.64 156.6 157 115 130 158.3 152.7
## cvpred 145.1 62.4 65.2 102.7 78.44 156.5 157 115 130 158.2 152.5
## pm2.5 163.0 20.0 31.0 40.0 70.00 174.0 215 69 301 219.0 243.0
## CV residual 17.9 -42.4 -34.2 -62.7 -8.44 17.5 58 -46 171 60.8 90.5
## 16802 16803 16807 16810 16811 16815 16818 16826 16828 16830 16831
## Predicted 154 153 158 157 157 156 156 163 163 152 156
## cvpred 154 153 158 157 157 156 155 163 163 151 156
## pm2.5 287 303 296 301 265 279 295 477 288 17 26
## CV residual 133 150 138 144 108 123 140 314 125 -134 -130
## 16833 16835 16836 16837 16838 16843 16846 16849 16850 16852 16854
## Predicted 138 129 117.7 110.3 91.2 111 149.3 149.8 154.4 153.9 155
## cvpred 138 129 117.6 110.2 91.0 111 149.1 149.6 154.3 153.8 155
## pm2.5 36 34 27.0 29.0 29.0 99 177.0 193.0 187.0 206.0 276
## CV residual -102 -95 -90.6 -81.2 -62.0 -12 27.9 43.4 32.7 52.2 121
## 16855 16859 16864 16866 16868 16869 16870 16871 16878 16883 16891
## Predicted 155.9 143.9 141.9 156 160 160 159 159 162 157 157
## cvpred 155.7 143.8 141.8 156 160 159 159 158 161 157 156
## pm2.5 250.0 54.0 221.0 472 522 469 412 372 416 282 332
## CV residual 94.3 -89.8 79.2 316 362 310 253 214 255 125 176
## 16892 16896 16898 16907 16910 16913 16915 16917 16918 16921 16923
## Predicted 157 161 160.2 155.8 149.9 150.6 155.5 160.4 162 161 161
## cvpred 156 161 160.1 155.7 149.9 150.6 155.5 160.3 162 161 161
## pm2.5 335 266 252.0 210.0 215.0 193.0 187.0 232.0 279 340 286
## CV residual 179 105 91.9 54.3 65.1 42.4 31.5 71.7 117 179 125
## 16931 16932 16933 16937 16941 16942 16943 16944 16946 16949 16951
## Predicted 144.40 102.0 94.6 76.7 74.0 71.5 69.5 72.4 67.8 62.4 62.6
## cvpred 144.36 101.8 94.5 76.4 73.6 71.0 69.0 71.9 67.2 61.7 61.9
## pm2.5 146.00 27.0 28.0 18.0 12.0 11.0 12.0 11.0 11.0 11.0 8.0
## CV residual 1.64 -74.8 -66.5 -58.4 -61.6 -60.0 -57.0 -60.9 -56.2 -50.7 -53.9
## 16954 16955 16956 16957 16959 16960 16962 16966 16975 16982 16986
## Predicted 110.4 103.7 101.9 89.6 71.3 73.4 78.5 74.1 127 75.4 80.2
## cvpred 110.2 103.4 101.6 89.4 71.0 73.0 78.1 73.5 127 75.1 79.8
## pm2.5 16.0 12.0 11.0 11.0 9.0 10.0 14.0 7.0 14 19.0 18.0
## CV residual -94.2 -91.4 -90.6 -78.4 -62.0 -63.0 -64.1 -66.5 -113 -56.1 -61.8
## 16987 16989 17002 17007 17011 17012 17013 17017 17020 17023 17025
## Predicted 79.6 80.5 55.8 30.4 87.4 91.2 94.7 132 147.4 152.75 150.5
## cvpred 79.2 80.1 55.2 29.8 87.2 91.0 94.5 132 147.2 152.56 150.4
## pm2.5 18.0 29.0 21.0 16.0 74.0 77.0 80.0 73 100.0 148.00 187.0
## CV residual -61.2 -51.1 -34.2 -13.8 -13.2 -14.0 -14.5 -59 -47.2 -4.56 36.6
## 17029 17031 17040 17041 17043 17045 17048 17050 17051 17053 17056
## Predicted 64.0 59.6 125.6 125.3 134.3 137 115.5 103.0 92.6 90.4 85.0
## cvpred 63.9 59.4 125.5 125.2 134.1 137 115.3 102.8 92.4 90.3 84.9
## pm2.5 46.0 24.0 48.0 50.0 61.0 35 16.0 25.0 29.0 43.0 61.0
## CV residual -17.9 -35.4 -77.5 -75.2 -73.1 -102 -99.3 -77.8 -63.4 -47.3 -23.9
## 17058 17060 17062 17063 17067 17068 17070 17074 17075 17079 17080
## Predicted 103.7 134.9 138.7 142.2 148.5 148.5 147.8 149.7 146.3 140.6 140.4
## cvpred 103.6 134.8 138.6 142.1 148.4 148.4 147.7 149.6 146.2 140.6 140.3
## pm2.5 57.0 91.0 62.0 62.0 90.0 100.0 79.0 93.0 121.0 186.0 200.0
## CV residual -46.6 -43.8 -76.6 -80.1 -58.4 -48.4 -68.7 -56.6 -25.2 45.4 59.7
## 17082 17083 17084 17091 17098 17100 17103 17105 17108 17109 17113
## Predicted 152.1 157 150 89.2 75.9 48.3 36.3 32.6 50.4 48.2 51.0
## cvpred 152.1 157 150 88.9 75.4 47.8 35.7 32.0 49.7 47.5 50.2
## pm2.5 238.0 247 279 14.0 13.0 18.0 17.0 11.0 17.0 20.0 16.0
## CV residual 85.9 90 129 -74.9 -62.4 -29.8 -18.7 -21.0 -32.7 -27.5 -34.2
## 17114 17116 17123 17125 17129 17145 17147 17148 17153 17158 17160
## Predicted 54.8 63.2 85.1 76.2 68.9 37.0 21.84 9.12 -5.95 131.8 142.8
## cvpred 54.0 62.4 84.8 75.9 68.4 36.1 20.93 8.19 -6.96 131.6 142.6
## pm2.5 16.0 16.0 19.0 19.0 7.0 14.0 13.00 12.00 17.00 49.0 85.0
## CV residual -38.0 -46.4 -65.8 -56.9 -61.4 -22.1 -7.93 3.81 23.96 -82.6 -57.6
## 17161 17162 17170 17171 17175 17180 17185 17187 17190 17193 17194
## Predicted 142.6 144.1 117.6 101.0 66.1 126.1 114.22 127.7 105.5 101.9 95.7
## cvpred 142.3 143.8 117.3 100.7 65.9 125.8 113.95 127.4 105.2 101.6 95.3
## pm2.5 96.0 123.0 58.0 57.0 77.0 109.0 111.00 39.0 13.0 15.0 22.0
## CV residual -46.3 -20.8 -59.3 -43.7 11.1 -16.8 -2.95 -88.4 -92.2 -86.6 -73.3
## 17202 17204 17205 17209 17214 17217 17219 17221 17224 17230 17231
## Predicted 92.3 116.43 105.67 92.5 107.8 100.7 80.5 53.2 44.4 125.7 125.7
## cvpred 92.0 116.18 105.43 92.2 107.5 100.4 80.3 52.9 44.1 125.5 125.5
## pm2.5 67.0 111.00 107.00 64.0 18.0 18.0 30.0 38.0 34.0 161.0 153.0
## CV residual -25.0 -5.18 1.57 -28.2 -89.5 -82.4 -50.3 -14.9 -10.1 35.5 27.5
## 17233 17241 17246 17249 17252 17266 17267 17268 17271 17274 17279
## Predicted 135.5 119.8 75.1 79.5 108 83.1 76.3 69.5 39.0 34.4 98.9
## cvpred 135.2 119.5 74.9 79.3 108 82.8 76.1 69.2 38.6 33.9 98.6
## pm2.5 185.0 31.0 62.0 112.0 62 12.0 18.0 17.0 19.0 13.0 14.0
## CV residual 49.8 -88.5 -12.9 32.7 -46 -70.8 -58.1 -52.2 -19.6 -20.9 -84.6
## 17280 17282 17290 17294 17295 17296 17305 17312 17315 17316 17318
## Predicted 92.4 100 80.7 40.2 43.7 42.4 136.0 146 112.3 82.2 70.2
## cvpred 92.1 100 80.4 39.7 43.3 41.9 135.7 146 112.1 82.0 70.0
## pm2.5 16.0 13 24.0 14.0 16.0 15.0 95.0 76 90.0 70.0 33.0
## CV residual -76.1 -87 -56.4 -25.7 -27.3 -26.9 -40.7 -70 -22.1 -12.0 -37.0
## 17319 17323 17329 17337 17341 17345 17347 17349 17350 17351 17352
## Predicted 54.3 59.1 94.5 132 68.5 61.4 69.6 120.6 130.0 135.22 115.0
## cvpred 54.1 58.7 94.2 132 68.3 61.1 69.3 120.3 129.7 134.98 114.8
## pm2.5 15.0 8.0 11.0 20 22.0 22.0 53.0 102.0 90.0 126.00 131.0
## CV residual -39.1 -50.7 -83.2 -112 -46.3 -39.1 -16.3 -18.3 -39.7 -8.98 16.2
## 17356 17364 17365 17366 17367 17369 17375 17383 17384 17385 17387
## Predicted 140.3 89.8 79.5 74.61 74.4 84.6 130.1 154 145.7 149.5 119.1
## cvpred 140.1 89.6 79.3 74.42 74.2 84.4 129.8 154 145.5 149.3 118.9
## pm2.5 79.0 48.0 66.0 65.00 63.0 61.0 214.0 134 95.0 79.0 49.0
## CV residual -61.1 -41.6 -13.3 -9.42 -11.2 -23.4 84.2 -20 -50.5 -70.3 -69.9
## 17389 17393 17398 17399 17412 17413 17415 17416 17417 17424 17427
## Predicted 94.4 112.45 141 147 111 107.5 106.1 105.8 126.6 152 150.7
## cvpred 94.2 112.26 141 146 111 107.4 105.9 105.7 126.4 152 150.5
## pm2.5 56.0 121.00 307 302 142 146.0 157.0 162.0 161.0 356 199.0
## CV residual -38.2 8.74 166 156 31 38.6 51.1 56.3 34.6 204 48.5
## 17438 17439 17440 17443 17444 17446 17451 17454 17464 17465 17468
## Predicted 78.0 85.7 98.463 135 139 149.0 157 137 124.5 124.0 122.5
## cvpred 77.8 85.5 98.318 135 139 148.8 157 137 124.2 123.7 122.3
## pm2.5 101.0 63.0 99.000 316 437 104.0 47 42 73.0 78.0 87.0
## CV residual 23.2 -22.5 0.682 181 298 -44.8 -110 -95 -51.2 -45.7 -35.3
## 17473 17474 17475 17476 17479 17481 17482 17486 17488 17489 17491
## Predicted 124.5 133.7 142.0 151.5 142.5 142.0 142.0 140.746 136 135.9 146.4
## cvpred 124.2 133.4 141.8 151.3 142.3 141.8 141.8 140.593 136 135.7 146.2
## pm2.5 71.0 67.0 64.0 64.0 79.0 81.0 91.0 141.000 170 190.0 211.0
## CV residual -53.2 -66.4 -77.8 -87.3 -63.3 -60.8 -50.8 0.407 34 54.3 64.8
## 17492 17493 17494 17495 17496 17498 17502 17503 17506 17510 17513
## Predicted 142.0 146.4 146.4 151.6 156.7 154.8 153 152.7 143.5 74.0 84.9
## cvpred 141.8 146.2 146.2 151.5 156.4 154.6 153 152.5 143.3 73.8 84.7
## pm2.5 218.0 222.0 207.0 208.0 195.0 196.0 128 135.0 155.0 82.0 72.0
## CV residual 76.2 75.8 60.8 56.5 38.6 41.4 -25 -17.5 11.7 8.2 -12.7
## 17515 17516 17518 17523 17524 17525 17529 17532 17533 17537 17538
## Predicted 118.3 123 139.1 149.4 148.5 123.3 109.9 80.5 70.6 90.8 81.7
## cvpred 118.1 123 138.9 149.1 148.3 123.1 109.6 80.1 70.2 90.5 81.5
## pm2.5 209.0 209 223.0 215.0 222.0 85.0 14.0 22.0 22.0 39.0 42.0
## CV residual 90.9 86 84.1 65.9 73.7 -38.1 -95.6 -58.1 -48.2 -51.5 -39.5
## 17541 17546 17547 17552 17558 17562 17566 17567 17568 17573 17574
## Predicted 120.8 134.5 138.4 158.3 79.0 72.3 71.5 63.6 65.6 61.9 65.5
## cvpred 120.6 134.3 138.2 158.1 78.8 71.9 71.0 63.0 65.1 61.3 64.8
## pm2.5 72.0 97.0 79.0 100.0 39.0 13.0 10.0 27.0 18.0 11.0 12.0
## CV residual -48.6 -37.3 -59.2 -58.1 -39.8 -58.9 -61.0 -36.0 -47.1 -50.3 -52.8
## 17584 17585 17586 17588 17596 17598 17601 17603 17604 17611 17612
## Predicted 9.92 11.75 13.81 12.32 20.70 119 111.7 83.5 81.9 86.3 86.3
## cvpred 9.02 10.81 12.84 11.28 19.47 119 111.4 83.2 81.5 86.0 86.0
## pm2.5 23.00 13.00 11.00 19.00 11.00 13 20.0 16.0 17.0 42.0 55.0
## CV residual 13.98 2.19 -1.84 7.72 -8.47 -106 -91.4 -67.2 -64.5 -44.0 -31.0
## 17616 17617 17618 17620 17623 17624 17626 17628 17629 17632 17636
## Predicted 132 137.7 142.6 143.0 146.4 151.0 113.7 91.1 72.33 57.33 111
## cvpred 132 137.4 142.3 142.7 146.1 150.7 113.4 90.8 72.02 57.08 111
## pm2.5 87 90.0 89.0 99.0 130.0 102.0 72.0 70.0 76.00 53.00 179
## CV residual -45 -47.4 -53.3 -43.7 -16.1 -48.7 -41.4 -20.8 3.98 -4.08 68
## 17639 17640 17641 17646 17647 17648 17649 17651 17652 17662 17663
## Predicted 126.7 137.5 131.5 141.8 140.6 140.1 150.9 118 113.0 120.6 120.1
## cvpred 126.4 137.2 131.2 141.6 140.3 139.8 150.6 118 112.7 120.3 119.8
## pm2.5 189.0 161.0 189.0 183.0 172.0 170.0 179.0 183 150.0 51.0 52.0
## CV residual 62.6 23.8 57.8 41.4 31.7 30.2 28.4 65 37.3 -69.3 -67.8
## 17664 17666 17667 17668 17669 17676 17678 17681 17684 17685 17690
## Predicted 124.0 123.0 126.9 126.1 125.6 160.0 164.7 158.3 159.3 155 160.3
## cvpred 123.7 122.7 126.6 125.8 125.3 159.9 164.5 158.2 159.2 155 160.1
## pm2.5 45.0 49.0 47.0 40.0 46.0 83.0 175.0 169.0 172.0 166 184.0
## CV residual -78.7 -73.7 -79.6 -85.8 -79.3 -76.9 10.5 10.8 12.8 11 23.9
## 17692 17697 17700 17703 17707 17708 17710 17712 17719 17721 17722
## Predicted 159.65 153.3 134.61 120.2 142.0 151.6 156.5 158 159.2 147.6 144.1
## cvpred 159.51 153.1 134.48 120.1 141.8 151.5 156.3 158 158.9 147.3 143.8
## pm2.5 169.00 109.0 125.00 153.0 181.0 197.0 211.0 275 63.0 126.0 100.0
## CV residual 9.49 -44.1 -9.48 32.9 39.2 45.5 54.7 117 -95.9 -21.3 -43.8
## 17724 17726 17729 17736 17740 17742 17746 17754 17755 17758 17761
## Predicted 117.8 88.77 105.3 148 162 166 162 58.5 69.7 79.3 105.9
## cvpred 117.6 88.58 105.2 148 162 166 162 58.1 69.3 78.9 105.7
## pm2.5 74.0 85.00 177.0 335 433 534 502 13.0 15.0 12.0 17.0
## CV residual -43.6 -3.58 71.8 187 271 368 340 -45.1 -54.3 -66.9 -88.7
## 17762 17763 17764 17765 17771 17773 17774 17775 17776 17779 17782
## Predicted 115 123 128 133 104.8 100.5 95.0 93.9 92.6 99.5 106.5
## cvpred 115 123 128 133 104.5 100.3 94.8 93.7 92.3 99.2 106.2
## pm2.5 14 17 13 14 31.0 47.0 57.0 47.0 46.0 68.0 120.0
## CV residual -101 -106 -115 -119 -73.5 -53.3 -37.8 -46.7 -46.3 -31.2 13.8
## 17784 17785 17790 17791 17794 17806 17807 17808 17812 17815
## Predicted 136 141.10 152.12 152.4 133.13 124.9 124 118.0 135 132.9
## cvpred 136 140.84 151.83 152.1 132.88 124.7 124 117.7 135 132.5
## pm2.5 123 138.00 148.00 137.0 123.00 156.0 230 182.0 52 47.0
## CV residual -13 -2.84 -3.83 -15.1 -9.88 31.3 106 64.3 -83 -85.5
## 17817 17821 17828 17830 17834 17837 17919 17924 17927 17928 17934
## Predicted 124.9 66.2 95.6 129.6 139.00 133.61 125 151 159 159 158
## cvpred 124.6 65.9 95.4 129.4 138.74 133.38 125 151 159 158 157
## pm2.5 37.0 45.0 72.0 73.0 133.00 125.00 301 338 385 348 394
## CV residual -87.6 -20.9 -23.4 -56.4 -5.74 -8.38 176 187 226 190 237
## 17938 17941 17944 17945 17946 17953 17958 17959 17960 17964 17968
## Predicted 151 136 129 134 140 150 145 144 144 134 129
## cvpred 151 136 129 134 140 149 145 144 143 134 129
## pm2.5 384 345 412 440 436 437 441 388 351 380 378
## CV residual 233 209 283 306 296 288 296 244 208 246 249
## 17971 17973 17974 17976 17978 17982 17984 17986 17990 17991 17994
## Predicted 150 154 155 155 148 95.0 88.7 91.1 61.2 65.0 56.2
## cvpred 150 154 155 155 148 94.7 88.3 90.7 60.7 64.5 55.7
## pm2.5 419 436 459 522 315 47.0 17.0 24.0 22.0 21.0 13.0
## CV residual 269 282 304 367 167 -47.7 -71.3 -66.7 -38.7 -43.5 -42.7
## 17998 17999 18000 18001 18002 18004 18005 18007 18017 18018 18021
## Predicted 55.4 58.6 57.4 56.6 59.7 60.9 60.1 56.5 75.8 79.9 85.9
## cvpred 54.8 58.0 56.7 55.9 59.0 60.2 59.3 55.7 75.4 79.5 85.5
## pm2.5 17.0 21.0 18.0 17.0 10.0 11.0 11.0 7.0 13.0 20.0 22.0
## CV residual -37.8 -37.0 -38.7 -38.9 -49.0 -49.2 -48.3 -48.7 -62.4 -59.5 -63.5
## 18022 18029 18032 18035 18040 18043 18050 18057 18065 18066 18078
## Predicted 89.9 108.7 123 88.8 56.3 83.0 116 147.1 53.2 57.0 94.3
## cvpred 89.5 108.2 123 88.4 55.9 82.7 116 146.7 52.8 56.5 93.9
## pm2.5 28.0 11.0 16 21.0 23.0 54.0 994 141.0 24.0 13.0 6.0
## CV residual -61.5 -97.2 -107 -67.4 -32.9 -28.7 878 -5.7 -28.8 -43.5 -87.9
## 18092 18097 18103 18107 18108 18115 18127 18135 18141 18142 18145
## Predicted 91.3 126.6 140.6 98.9 92.8 81.1 147.8 65.85 116.06 126.8 100.7
## cvpred 90.9 126.2 140.2 98.6 92.5 80.9 147.4 65.62 115.81 126.6 100.4
## pm2.5 18.0 33.0 42.0 50.0 52.0 60.0 80.0 67.00 125.00 158.0 113.0
## CV residual -72.9 -93.2 -98.2 -48.6 -40.5 -20.9 -67.4 1.38 9.19 31.4 12.6
## 18147 18148 18154 18160 18163 18165 18171 18172 18174 18176 18177
## Predicted 95.0 103 87.2 80.52 98.0 121.78 144.0 138.4 143.6 143 143.5
## cvpred 94.6 103 86.8 80.26 97.7 121.49 143.8 138.1 143.4 143 143.3
## pm2.5 25.0 18 21.0 76.00 93.0 128.00 58.0 59.0 67.0 63 60.0
## CV residual -69.6 -85 -65.8 -4.26 -4.7 6.51 -85.8 -79.1 -76.4 -80 -83.3
## 18178 18179 18187 18188 18190 18196 18199 18200 18204 18205 18206
## Predicted 142.5 137.6 140.9 146.5 146.9 127 107.1 111 77.1 74.0 73.7
## cvpred 142.3 137.4 140.7 146.3 146.7 127 106.7 111 76.8 73.7 73.4
## pm2.5 72.0 75.0 96.0 103.0 132.0 44 14.0 14 19.0 18.0 20.0
## CV residual -70.3 -62.4 -44.7 -43.3 -14.7 -83 -92.7 -97 -57.8 -55.7 -53.4
## 18207 18211 18216 18219 18226 18227 18230 18231 18232 18233
## Predicted 68.1 97.7 116.8 139.1 143.9 148.4 149.8 155.9 146 145.9
## cvpred 67.8 97.4 116.5 138.8 143.6 148.2 149.6 155.7 146 145.7
## pm2.5 20.0 38.0 87.0 77.0 99.0 112.0 133.0 129.0 134 135.0
## CV residual -47.8 -59.4 -29.5 -61.8 -44.6 -36.2 -16.6 -26.7 -12 -10.7
## 18236 18239 18246 18247 18249 18254 18256 18265 18267 18272
## Predicted 157.1397 150.28 155 154.3281 141.87 56.5 49.9 70.6 97.9 93.5
## cvpred 156.9567 150.11 155 154.0957 141.68 56.1 49.5 70.0 97.5 93.0
## pm2.5 157.0000 152.00 144 154.0000 147.00 19.0 23.0 15.0 13.0 13.0
## CV residual 0.0433 1.89 -11 -0.0957 5.32 -37.1 -26.5 -55.0 -84.5 -80.0
## 18275 18277 18279 18284 18288 18292 18295 18297 18300 18301 18302
## Predicted 73.2 76.9 78.5 106.3 97.8 101.5 92.5 89.8 50.5 48.6 51.4
## cvpred 72.8 76.5 78.2 105.9 97.4 101.1 92.0 89.3 50.0 48.0 50.8
## pm2.5 14.0 14.0 13.0 25.0 24.0 10.0 6.0 11.0 16.0 14.0 17.0
## CV residual -58.8 -62.5 -65.2 -80.9 -73.4 -91.1 -86.0 -78.3 -34.0 -34.0 -33.8
## 18309 18314 18317 18319 18323 18324 18325 18326 18328 18334 18335
## Predicted 85.0 126.7 128.9 123.1 82.0 71.3 50.3 43.81 24.1 99.4 84.7
## cvpred 84.7 126.3 128.5 122.7 81.6 70.9 50.0 43.52 23.8 99.1 84.4
## pm2.5 69.0 61.0 68.0 63.0 49.0 59.0 60.0 52.00 76.0 147.0 114.0
## CV residual -15.7 -65.3 -60.5 -59.7 -32.6 -11.9 10.0 8.48 52.2 47.9 29.6
## 18339 18340 18344 18348 18349 18352 18359 18360 18361 18363 18365
## Predicted 76.5 86.6 93.1 57.5 50.3 45.17 103 102.8 102 120.6 124.57
## cvpred 76.1 86.3 92.7 57.1 50.0 44.87 103 102.5 102 120.3 124.36
## pm2.5 9.0 9.0 9.0 19.0 20.0 40.00 82 100.0 118 140.0 119.00
## CV residual -67.1 -77.3 -83.7 -38.1 -30.0 -4.87 -21 -2.5 16 19.7 -5.36
## 18372 18376 18379 18381 18382 18396 18397 18401 18404 18410 18413
## Predicted 103 78.7 91.1 125.0 128 51.1 38.2 16.9 27.085 19.82 22.1
## cvpred 103 78.6 90.9 124.8 128 50.5 37.7 16.1 26.228 18.79 21.0
## pm2.5 82 108.0 132.0 132.0 201 10.0 12.0 13.0 27.000 17.00 7.0
## CV residual -21 29.4 41.1 7.2 73 -40.5 -25.7 -3.1 0.772 -1.79 -14.0
## 18414 18415 18416 18419 18422 18425 18431 18432 18434 18437 18439
## Predicted 13.55 16.72 25.9 83.6 60.5 44.5 71.5 69.9 60.8 62.2 71.1
## cvpred 12.41 15.55 24.7 83.2 60.1 44.0 70.9 69.3 60.2 61.5 70.4
## pm2.5 9.00 9.00 7.0 22.0 18.0 12.0 9.0 9.0 9.0 11.0 8.0
## CV residual -3.41 -6.55 -17.7 -61.2 -42.1 -32.0 -61.9 -60.3 -51.2 -50.5 -62.4
## 18441 18450 18454 18459 18464 18470 18479 18490 18491 18493 18504
## Predicted 95.8 32.5 93.9 119.5 129.7 62.5 100.9 83.2 68.2 58.1 76.22
## cvpred 95.4 32.1 93.6 119.2 129.4 62.2 100.6 83.0 67.9 57.8 75.85
## pm2.5 12.0 17.0 26.0 36.0 38.0 40.0 57.0 29.0 19.0 23.0 82.00
## CV residual -83.4 -15.1 -67.6 -83.2 -91.4 -22.2 -43.6 -54.0 -48.9 -34.8 6.15
## 18506 18507 18509 18511 18515 18520 18526 18529 18533 18534 18544
## Predicted 85.51 96.03 128.70 137.7 89.1 32.7 96.41 142.8 144 149.4 121.4
## cvpred 85.11 95.61 128.38 137.4 88.8 32.4 96.14 142.6 144 149.1 121.3
## pm2.5 95.00 102.00 121.00 112.0 121.0 39.0 87.00 175.0 74 78.0 106.0
## CV residual 9.89 6.39 -7.38 -25.4 32.2 6.6 -9.14 32.4 -70 -71.1 -15.3
## 18545 18548 18549 18550 18556 18557 18559 18562 18566 18567
## Predicted 121.2 131.0 141.98 141.23 143 147.88 146.4 128.4 100.7 95.9
## cvpred 121.1 130.8 141.82 141.09 143 147.67 146.2 128.2 100.5 95.8
## pm2.5 105.0 120.0 134.00 143.00 154 145.00 163.0 182.0 165.0 192.0
## CV residual -16.1 -10.8 -7.82 1.91 11 -2.67 16.8 53.8 64.5 96.2
## 18569 18571 18575 18576 18587 18589 18591 18594 18603 18604 18612
## Predicted 104 116 142 136 71.4 37.4 39.4 39.5 149.795 148.9 131.5
## cvpred 104 116 142 136 71.1 37.2 39.1 39.2 149.597 148.7 131.3
## pm2.5 221 228 332 352 16.0 15.0 25.0 24.0 149.000 132.0 96.0
## CV residual 117 112 190 216 -55.1 -22.2 -14.1 -15.2 -0.597 -16.7 -35.3
## 18613 18614 18620 18621 18625 18630 18631 18634 18635 18638
## Predicted 116.33 111.7 131.47 132.968 83.4 94.6 93.0 68.1 52.3 29.0
## cvpred 116.17 111.5 131.31 132.779 83.0 94.2 92.6 67.7 51.8 28.5
## pm2.5 113.00 138.0 126.00 133.000 4.0 10.0 11.0 17.0 15.0 11.0
## CV residual -3.17 26.5 -5.31 0.221 -79.0 -84.2 -81.6 -50.7 -36.8 -17.5
## 18639 18640 18643 18644 18652 18654 18656 18658 18660 18663 18669
## Predicted 27.1 30.3 58.1 57.2 68.2 56.2 52.3 30.7 9.14 -19.8 5.23
## cvpred 26.6 29.8 57.5 56.7 67.5 55.5 51.5 29.8 8.26 -20.8 4.16
## pm2.5 15.0 18.0 14.0 16.0 11.0 11.0 10.0 17.0 18.00 16.0 11.00
## CV residual -11.6 -11.8 -43.5 -40.7 -56.5 -44.5 -41.5 -12.8 9.74 36.8 6.84
## 18671 18673 18674 18677 18678 18679 18680 18683 18685 18687 18690
## Predicted 5.57 1.907 0.313 109 104.3 113 111.6 83.4 52.0 42.6 32.9
## cvpred 4.47 0.747 -0.861 109 103.9 112 111.2 83.1 51.7 42.2 32.5
## pm2.5 18.00 14.000 16.000 8 10.0 8 17.0 27.0 27.0 26.0 52.0
## CV residual 13.53 13.253 16.861 -101 -93.9 -104 -94.2 -56.1 -24.7 -16.2 19.5
## 18691 18697 18699 18700 18703 18704 18705 18707 18710 18712 18714
## Predicted 53.33 97.1 108.4 114.0 123.8 128.1 120.2 87.125 37.0 31.68 31.69
## cvpred 53.04 96.9 108.1 113.7 123.5 127.8 119.9 86.875 36.8 31.42 31.42
## pm2.5 50.00 109.0 98.0 91.0 91.0 87.0 84.0 87.000 52.0 33.00 25.00
## CV residual -3.04 12.1 -10.1 -22.7 -32.5 -40.8 -35.9 0.125 15.2 1.58 -6.42
## 18716 18717 18718 18719 18722 18723 18724 18726 18727 18729 18730
## Predicted 51.4 49.77 93.0 97.1 113 123 127.9 126.8 125.98 128.6 95.89
## cvpred 51.1 49.45 92.7 96.9 113 123 127.7 126.5 125.67 128.3 95.67
## pm2.5 41.0 52.00 64.0 64.0 81 113 163.0 152.0 129.00 99.0 94.00
## CV residual -10.1 2.55 -28.7 -32.9 -32 -10 35.3 25.5 3.33 -29.3 -1.67
## 18731 18732 18735 18737 18739 18741 18742 18743 18744 18745 18746
## Predicted 72.0 61.2 31.9 44.1 77.8 116 123 121.0 111.7 118.6 118.4
## cvpred 71.7 61.0 31.7 43.9 77.6 116 123 120.9 111.5 118.4 118.3
## pm2.5 85.0 110.0 127.0 135.0 184.0 254 260 216.0 160.0 93.0 75.0
## CV residual 13.3 49.0 95.3 91.1 106.4 138 137 95.1 48.5 -25.4 -43.3
## 18748 18751 18754 18757 18758 18759 18761 18765 18769 18773 18776
## Predicted 134.1 134.5 116.6 92.4 91.9 91.4 98.5 127 155 152.64 152.9
## cvpred 133.9 134.2 116.4 92.2 91.8 91.3 98.3 127 155 152.56 152.8
## pm2.5 68.0 83.0 125.0 123.0 117.0 140.0 143.0 138 141 153.00 174.0
## CV residual -65.9 -51.2 8.6 30.8 25.2 48.7 44.7 11 -14 0.44 21.2
## 18777 18779 18782 18783 18785 18786 18787 18789 18790 18793 18795
## Predicted 152.1 143 137.2 131.9 117 128 132 81.7 76.4 103.4 109.5
## cvpred 152.1 143 137.2 131.8 117 128 131 81.5 76.2 103.2 109.3
## pm2.5 183.0 193 203.0 208.0 235 240 241 154.0 25.0 16.0 11.0
## CV residual 30.9 50 65.8 76.2 118 112 110 72.5 -51.2 -87.2 -98.3
## 18799 18802 18803 18804 18808 18809 18813 18818 18821 18823 18824
## Predicted 108.1 93.5 73.1 67.2 41.7 41.6 81.2 120.5 127.8 126.4 142.0
## cvpred 107.8 93.3 72.8 66.8 41.4 41.3 81.0 120.2 127.5 126.2 141.8
## pm2.5 11.0 15.0 20.0 20.0 20.0 20.0 33.0 78.0 99.0 108.0 103.0
## CV residual -96.8 -78.3 -52.8 -46.8 -21.4 -21.3 -48.0 -42.2 -28.5 -18.2 -38.8
## 18829 18830 18834 18837 18843 18845 18847 18850 18854 18856 18857
## Predicted 111.7 97.0 82.4 88.2 97.6 86.8 95.4 75.9 32.7 36.5 53.2
## cvpred 111.5 96.9 82.2 88.0 97.3 86.5 95.0 75.5 32.3 36.0 52.9
## pm2.5 126.0 122.0 142.0 48.0 10.0 17.0 13.0 21.0 21.0 18.0 20.0
## CV residual 14.5 25.1 59.8 -40.0 -87.3 -69.5 -82.0 -54.5 -11.3 -18.0 -32.9
## 18863 18864 18866 18869 18871 18877 18878 18879 18880 18882 18883
## Predicted 69.7 69.5 107.7 124.5 116.2 55.6 51.7 46.1 45.6 55.71 75.0
## cvpred 69.4 69.2 107.4 124.2 115.9 55.4 51.5 45.8 45.3 55.49 74.8
## pm2.5 44.0 49.0 70.0 139.0 34.0 24.0 25.0 22.0 33.0 47.00 46.0
## CV residual -25.4 -20.2 -37.4 14.8 -81.9 -31.4 -26.5 -23.8 -12.3 -8.49 -28.8
## 18884 18890 18897 18900 18907 18909 18911 18912 18913 18916 18918
## Predicted 79.6 118.2 155.6 132 94.0 107.9 112 121 130 137 152
## cvpred 79.4 117.9 155.5 132 93.8 107.7 112 121 130 137 152
## pm2.5 42.0 161.0 191.0 233 176.0 190.0 278 286 267 287 274
## CV residual -37.4 43.1 35.5 101 82.2 82.3 166 165 137 150 122
## 18921 18924 18925 18928 18931 18935 18937 18938 18946 18959 18960
## Predicted 146 110 98.9 79.7 87.8 105.9 113.4 127 125 138 145
## cvpred 146 110 98.8 79.6 87.6 105.7 113.2 127 125 138 145
## pm2.5 259 308 281.0 140.0 99.0 129.0 175.0 173 176 318 324
## CV residual 113 198 182.2 60.4 11.4 23.3 61.8 46 51 180 179
## 18967 18969 18976 18986 18987 18993 19006 19008 19009 19014
## Predicted 142 144 132 157.09 151.85 148.3 152.1 157.39 161.5 131.7
## cvpred 142 144 132 157.04 151.77 148.2 152.1 157.32 161.5 131.5
## pm2.5 227 222 268 165.00 154.00 136.0 132.0 151.00 130.0 77.0
## CV residual 85 78 136 7.96 2.23 -12.2 -20.1 -6.32 -31.5 -54.5
## 19018 19022 19025 19031 19036 19042 19049 19051 19054 19055
## Predicted 142.9 105.25 108.1761 115.8 136.2 134.4 90.42 106.05 135.35 140.5
## cvpred 142.7 105.06 107.9574 115.5 136.1 134.2 90.28 105.92 135.23 140.4
## pm2.5 101.0 98.00 108.0000 104.0 113.0 114.0 93.00 104.00 143.00 170.0
## CV residual -41.7 -7.06 0.0426 -11.5 -23.1 -20.2 2.72 -1.92 7.77 29.6
## 19057 19059 19066 19068 19070 19072 19077 19083 19089 19090 19092
## Predicted 145.4 155 138.7 119.7 113.2 116.3 129.5 95.6 62.2 48.9 37.5
## cvpred 145.2 155 138.6 119.6 113.1 116.1 129.4 95.3 61.8 48.4 37.0
## pm2.5 201.0 220 182.0 176.0 166.0 130.0 162.0 19.0 15.0 20.0 17.0
## CV residual 55.8 65 43.4 56.4 52.9 13.9 32.6 -76.3 -46.8 -28.4 -20.0
## 19093 19095 19097 19100 19104 19108 19115 19120 19121 19126 19128
## Predicted 25.5 6.17 -2.77 8.22 89.4 98.8 65.6 19.22 12.14 32.6 38.7
## cvpred 25.0 5.64 -3.33 7.60 89.2 98.6 65.4 18.89 11.78 32.1 38.2
## pm2.5 13.0 13.00 18.00 18.00 50.0 38.0 18.0 23.00 17.00 13.0 11.0
## CV residual -12.0 7.36 21.33 10.40 -39.2 -60.6 -47.4 4.11 5.22 -19.1 -27.2
## 19130 19134 19139 19142 19143 19146 19147 19151 19156 19158 19160
## Predicted 63.7 87.9 72.1 43.8 48.9 50.8 54.2 96.6 123.0 156.4 161.8
## cvpred 63.2 87.5 71.8 43.5 48.6 50.4 53.9 96.4 122.8 156.2 161.6
## pm2.5 13.0 12.0 21.0 18.0 19.0 16.0 17.0 37.0 112.0 89.0 120.0
## CV residual -50.2 -75.5 -50.8 -25.5 -29.6 -34.4 -36.9 -59.4 -10.8 -67.2 -41.6
## 19169 19174 19183 19186 19187 19190 19192 19194 19195 19198 19204
## Predicted 71.98 78.6 145 60.2 57.0 30.74 11.72 10.98 18.55 35.4 37.4
## cvpred 71.78 78.3 145 59.9 56.7 30.37 11.23 10.41 17.94 34.7 36.6
## pm2.5 77.00 67.0 85 26.0 24.0 27.00 20.00 20.00 10.00 7.0 7.0
## CV residual 5.22 -11.3 -60 -33.9 -32.7 -3.37 8.77 9.59 -7.94 -27.7 -29.6
## 19205 19206 19209 19210 19211 19218 19220 19228 19231 19233 19235
## Predicted 22.26 29.8 28.8 16.6 9.22 -47 37.08 121.3 125.0 101.96 61.2
## cvpred 21.43 29.0 27.9 15.7 8.34 -48 36.78 121.1 124.7 101.73 61.0
## pm2.5 17.00 12.0 12.0 29.0 18.00 18 30.00 81.0 79.0 95.00 46.0
## CV residual -4.43 -17.0 -15.9 13.3 9.66 66 -6.78 -40.1 -45.7 -6.73 -15.0
## 19236 19238 19240 19243 19247 19250 19251 19254 19255 19256 19259
## Predicted 42.18 31.42 29.7 50.5 99.53 102.68 121.23 138 133.7 142.2 85.8
## cvpred 41.94 31.19 29.5 50.3 99.33 102.48 121.04 138 133.5 142.1 85.6
## pm2.5 47.00 33.00 79.0 86.0 96.00 111.00 123.00 175 175.0 172.0 160.0
## CV residual 5.06 1.81 49.5 35.7 -3.33 8.52 1.96 37 41.5 29.9 74.4
## 19260 19267 19270 19272 19273 19276 19278 19280 19283 19288 19293
## Predicted 71.4 28.1 71.90 64.5 63.1 54.4 60.9 68.0 30.87 18.67 73.9
## cvpred 71.2 27.9 71.71 64.3 62.9 54.1 60.7 67.7 30.57 18.48 73.7
## pm2.5 157.0 63.0 75.00 13.0 10.0 11.0 7.0 9.0 24.00 23.00 72.0
## CV residual 85.8 35.1 3.29 -51.3 -52.9 -43.1 -53.7 -58.7 -6.57 4.52 -1.7
## 19298 19301 19302 19309 19314 19317 19320 19321 19322 19323 19324
## Predicted 113.0 137.6 142.2 66.5 83.5 115.5 147.2 146.3 149.8 154.1 153.3
## cvpred 112.7 137.4 142.1 66.3 83.4 115.4 147.2 146.3 149.8 154.1 153.2
## pm2.5 62.0 46.0 54.0 85.0 137.0 165.0 176.0 180.0 187.0 180.0 181.0
## CV residual -50.7 -91.4 -88.1 18.7 53.6 49.6 28.8 33.7 37.2 25.9 27.8
## 19328 19330 19334 19336 19338 19339 19340 19343 19344 19349 19354
## Predicted 157.9 158 128 117 125 129 134 154 154 157.9 157.0
## cvpred 157.9 158 128 117 125 129 134 154 154 157.9 156.9
## pm2.5 222.0 263 335 360 272 315 318 302 310 214.0 175.0
## CV residual 64.1 105 207 243 147 186 184 148 156 56.1 18.1
## 19361 19367 19368 19370 19373 19378 19379 19382 19383 19384 19388
## Predicted 143.3 145.44 160.9 159.6 143 120 108.7 122.6 118.2 112.7 121.0
## cvpred 143.3 145.28 160.9 159.5 143 119 108.4 122.5 118.1 112.6 120.9
## pm2.5 195.0 137.00 120.0 107.0 18 16 15.0 26.0 26.0 39.0 76.0
## CV residual 51.7 -8.28 -40.9 -52.5 -125 -103 -93.4 -96.5 -92.1 -73.6 -44.9
## 19394 19398 19401 19404 19405 19407 19408 19409 19410 19414 19417
## Predicted 146.8 151.9 137.0 98.7 102 121.0 120.12 123.40 122.3 131.0 152.1
## cvpred 146.7 151.8 136.9 98.6 102 120.9 120.06 123.34 122.2 130.9 152.1
## pm2.5 64.0 100.0 76.0 114.0 150 154.0 128.00 114.00 101.0 100.0 125.0
## CV residual -82.7 -51.8 -60.9 15.4 48 33.1 7.94 -9.34 -21.2 -30.9 -27.1
## 19418 19422 19423 19426 19429 19436 19441 19446 19447 19448 19449
## Predicted 157.3 157.3 157.53 132.7 82.5 110.8 128.2 136.8 157.4 156.3 154.8
## cvpred 157.2 157.2 157.44 132.6 82.4 110.7 128.1 136.6 157.3 156.2 154.8
## pm2.5 137.0 166.0 164.00 155.0 107.0 82.0 187.0 180.0 193.0 217.0 252.0
## CV residual -20.2 8.8 6.56 22.4 24.6 -28.7 58.9 43.4 35.7 60.8 97.2
## 19454 19456 19457 19460 19466 19475 19478 19482 19483 19484 19486
## Predicted 118 112 117 128 133 108.24 81.41 74.7 100.42 103.5 97.4
## cvpred 118 112 118 128 133 108.21 81.36 74.6 100.35 103.4 97.2
## pm2.5 327 259 241 347 378 116.00 77.00 107.0 106.00 91.0 57.0
## CV residual 209 147 123 219 245 7.79 -4.36 32.4 5.65 -12.4 -40.2
## 19488 19492 19493 19495 19496 19497 19500 19503 19508 19511 19513
## Predicted 101.5 119.4 128.5 137.0 159.9 154 66.1 22.92 13.08 115 115
## cvpred 101.4 119.3 128.3 136.8 159.9 154 66.0 22.64 12.58 115 114
## pm2.5 39.0 40.0 50.0 56.0 67.0 81 22.0 15.00 9.00 20 14
## CV residual -62.4 -79.3 -78.3 -80.8 -92.9 -73 -44.0 -7.64 -3.58 -95 -100
## 19518 19522 19528 19532 19535 19541 19542 19543 19544 19545 19554
## Predicted 61.6 42.7 -5.61 56.1 76.7 90.9 92.9 92.7 115 76.5 39.92
## cvpred 61.3 42.4 -6.07 56.0 76.6 90.8 92.7 92.5 115 76.4 39.79
## pm2.5 16.0 13.0 12.00 11.0 46.0 15.0 13.0 16.0 25 22.0 37.00
## CV residual -45.3 -29.4 18.07 -45.0 -30.6 -75.8 -79.7 -76.5 -90 -54.4 -2.79
## 19555 19557 19558 19560 19566 19575 19579 19580 19583 19587 19589
## Predicted 48.3 62.0 80.5 108.2 127.74 46.7 68.2 82.6 121 130 119
## cvpred 48.2 61.9 80.4 108.1 127.64 46.7 68.2 82.6 121 130 119
## pm2.5 50.0 83.0 93.0 124.0 136.00 144.0 134.0 146.0 237 250 235
## CV residual 1.8 21.1 12.6 15.9 8.36 97.3 65.8 63.4 116 120 116
## 19591 19595 19598 19600 19602 19605 19609 19614 19615 19616 19618
## Predicted 128.7 39.5 -20.7 -24.8 -1.25 46.2 42.6 74.6 104.4 102 61.7
## cvpred 128.6 39.4 -20.8 -24.9 -1.29 46.2 42.5 74.5 104.3 102 61.7
## pm2.5 139.0 87.0 27.0 32.0 34.00 56.0 117.0 5.0 40.0 78 96.0
## CV residual 10.4 47.6 47.8 56.9 35.29 9.8 74.5 -69.5 -64.3 -24 34.3
## 19621 19623 19626 19628 19633 19635 19640 19646 19649 19656 19659
## Predicted 33 39.1 44.2 52.3 91.3 95.9 105.7 5.52 -16.6 18.304 15.37
## cvpred 33 39.0 44.1 52.1 91.3 95.9 105.7 5.47 -16.8 17.871 14.81
## pm2.5 58 59.0 48.0 37.0 47.0 66.0 77.0 50.00 23.0 18.000 7.00
## CV residual 25 20.0 3.9 -15.1 -44.3 -29.9 -28.7 44.53 39.8 0.129 -7.81
## 19661 19662 19663 19670 19676 19677 19678 19685 19686 19690 19698
## Predicted 15.1 22.4 25.6 -45.7 -60.7 -61.5 65.7 48.0 50.6 55.7 34.12
## cvpred 14.5 21.8 24.9 -46.5 -61.7 -62.5 65.6 47.7 50.4 55.4 33.95
## pm2.5 7.0 5.0 7.0 13.0 20.0 30.0 32.0 11.0 10.0 17.0 26.00
## CV residual -7.5 -16.8 -17.9 59.5 81.7 92.5 -33.6 -36.7 -40.4 -38.4 -7.95
## 19706 19707 19718 19720 19723 19733 19736 19737 19738 19740 19746
## Predicted 94.5 98.8 62.237 64.2 69.2 99.5 107.7 111.6 103 78.6 84.8
## cvpred 94.3 98.6 62.122 64.0 69.0 99.4 107.6 111.5 103 78.6 84.7
## pm2.5 57.0 55.0 63.000 49.0 38.0 45.0 35.0 38.0 49 60.0 58.0
## CV residual -37.3 -43.6 0.878 -15.0 -31.0 -54.4 -72.6 -73.5 -54 -18.6 -26.7
## 19748 19749 19750 19753 19754 19755 19756 19757 19759 19761 19762
## Predicted 95.8 105.1 102.7 68.6 62.5 57.3 50.0 58.7 88.5 43.6 47.6
## cvpred 95.8 105.1 102.6 68.5 62.3 57.0 49.7 58.3 88.3 43.4 47.4
## pm2.5 61.0 63.0 12.0 11.0 10.0 8.0 7.0 8.0 17.0 20.0 24.0
## CV residual -34.8 -42.1 -90.6 -57.5 -52.3 -49.0 -42.7 -50.3 -71.3 -23.4 -23.4
## 19763 19764 19765 19767 19768 19776 19777 19781 19783 19787 19788
## Predicted 31.33 24.61 21.4 4.17 1.82 9.37 52.3 53.3 19.964 9.12 -2.61
## cvpred 31.17 24.43 21.3 4.06 1.72 9.22 52.2 53.2 19.798 8.95 -2.81
## pm2.5 26.00 28.00 34.0 39.00 35.00 25.00 18.0 9.0 19.000 22.00 21.00
## CV residual -5.17 3.57 12.7 34.94 33.28 15.78 -34.2 -44.2 -0.798 13.05 23.81
## 19791 19794 19795 19796 19800 19802 19804 19806 19811 19816 19819
## Predicted -28.4 -35.2 -17.9 -14.2 30.6 19.50 39.7 51.2 4.63 -21.6 -15.3
## cvpred -28.7 -35.6 -18.3 -14.7 30.4 19.28 39.5 50.9 4.33 -22.0 -15.8
## pm2.5 18.0 10.0 11.0 11.0 11.0 22.00 11.0 11.0 13.00 13.0 13.0
## CV residual 46.7 45.6 29.3 25.7 -19.4 2.72 -28.5 -39.9 8.67 35.0 28.8
## 19820 19823 19824 19828 19830 19831 19832 19834 19836 19839 19843
## Predicted -13.2 -3.72 8.22 88.4 103.2 113.3 106.7 48.83 26.9 9.94 73.9
## cvpred -13.7 -4.28 7.66 88.3 103.1 113.2 106.7 48.78 26.9 9.92 73.9
## pm2.5 16.0 27.00 15.00 17.0 36.0 37.0 38.0 51.00 37.0 28.00 32.0
## CV residual 29.7 31.28 7.34 -71.3 -67.1 -76.2 -68.7 2.22 10.1 18.08 -41.9
## 19845 19850 19851 19854 19857 19859 19862 19864 19870 19876 19877
## Predicted 91.9 110.4 110.4 115.6 83.3 64.5 51.6 37.1 84.4 71.3 36.3
## cvpred 91.8 110.3 110.3 115.4 83.2 64.4 51.6 37.1 84.4 71.2 36.1
## pm2.5 28.0 14.0 27.0 53.0 53.0 53.0 80.0 81.0 171.0 93.0 92.0
## CV residual -63.8 -96.3 -83.3 -62.4 -30.2 -11.4 28.4 43.9 86.6 21.8 55.9
## 19881 19883 19884 19887 19890 19895 19901 19903 19906 19911 19912
## Predicted -7.67 -21.5 -23.8 -44.5 -50.4 31.1 84.5 97.5 78.5 35.3 42.7
## cvpred -7.91 -21.8 -24.1 -44.8 -50.7 31.0 84.5 97.4 78.6 35.4 42.8
## pm2.5 33.00 91.0 42.0 23.0 66.0 47.0 111.0 150.0 181.0 163.0 138.0
## CV residual 40.91 112.8 66.1 67.8 116.7 16.0 26.5 52.6 102.4 127.6 95.2
## 19913 19915 19921 19924 19932 19933 19936 19942 19945 19946 19949
## Predicted 30.5 41.9 81.773 102.61 77.6 74.9 63.78 141 96.1 88.1 73.2
## cvpred 30.6 41.9 81.745 102.72 77.7 75.0 63.77 142 96.1 88.1 73.1
## pm2.5 119.0 108.0 81.000 101.00 50.0 62.0 56.00 32 37.0 38.0 9.0
## CV residual 88.4 66.1 -0.745 -1.72 -27.7 -13.0 -7.77 -110 -59.1 -50.1 -64.1
## 19950 19952 19959 19966 19967 19970 19972 19973 19977 19978
## Predicted 82.7 56.4 -0.0651 61.0 65.0 52.0028 37.13 31.9 11.8 8.87
## cvpred 82.6 56.3 -0.2691 60.9 64.9 51.9279 37.01 31.7 11.7 8.70
## pm2.5 6.0 8.0 14.0000 32.0 40.0 52.0000 33.00 49.0 47.0 13.00
## CV residual -76.6 -48.3 14.2691 -28.9 -24.9 0.0721 -4.01 17.3 35.3 4.30
## 19981 19987 19990 19994 19995 19996 19997 20000 20003 20007 20015
## Predicted 0.612 20.30 61.3 103.2 114 114 128.4 116 60.6 3.01 28.59
## cvpred 0.432 20.32 61.3 103.2 114 114 128.4 116 60.7 3.03 28.49
## pm2.5 16.000 17.00 29.0 56.0 84 80 77.0 90 86.0 29.00 34.00
## CV residual 15.568 -3.32 -32.3 -47.2 -30 -34 -51.4 -26 25.3 25.97 5.51
## 20017 20021 20026 20029 20033 20035 20037 20040 20043 20047 20050
## Predicted 34.8 117.5 70.6 1.44 -19 -13.1 12.5 46.3 76.88 135.1 69.6
## cvpred 34.7 117.5 70.8 1.49 -19 -13.2 12.4 46.2 76.79 135.2 69.6
## pm2.5 50.0 63.0 112.0 51.00 36 22.0 34.0 69.0 84.00 114.0 112.0
## CV residual 15.3 -54.5 41.2 49.51 55 35.2 21.6 22.8 7.21 -21.2 42.4
## 20056 20058 20059 20060 20067 20072 20073 20080 20082 20085 20086
## Predicted 52.6 65.8 65.2 74.2 104.4 103.4 48.1 2.29 17.3 55.547 64.0
## cvpred 52.8 65.9 65.3 74.2 104.5 103.5 48.0 2.23 17.2 55.488 63.9
## pm2.5 28.0 16.0 115.0 93.0 20.0 17.0 15.0 23.00 47.0 56.000 56.0
## CV residual -24.8 -49.9 49.7 18.8 -84.5 -86.5 -33.0 20.77 29.8 0.512 -7.9
## 20089 20093 20097 20100 20101 20103 20104 20112 20116 20119 20123
## Predicted 74.80 99.9 87.3 75.5 69.3 51.2 44.7 90.5 106.7 113.7 91.2
## cvpred 74.72 99.8 87.2 75.6 69.4 51.3 44.8 90.6 106.8 113.7 91.2
## pm2.5 70.00 86.0 101.0 127.0 128.0 121.0 235.0 108.0 136.0 141.0 145.0
## CV residual -4.72 -13.8 13.8 51.4 58.6 69.7 190.2 17.4 29.2 27.3 53.8
## 20128 20130 20131 20132 20133 20136 20139 20140 20142 20145 20153
## Predicted 76.3 101 110 120.9 126.2 138.1 146 146 150.9 128 123.1
## cvpred 76.2 101 110 121.1 126.4 138.2 146 146 151.1 128 123.3
## pm2.5 202.0 222 219 221.0 225.0 51.0 70 59 69.0 97 154.0
## CV residual 125.8 121 109 99.9 98.6 -87.2 -76 -87 -82.1 -31 30.7
## 20158 20159 20160 20163 20166 20168 20173 20177 20181 20184 20185
## Predicted 130.4 133 123.1 136.0 137.0 140.9 136.3 137.5 151.9 150.6 151.9
## cvpred 130.5 133 123.3 136.2 137.2 141.1 136.4 137.5 152.1 150.7 152.1
## pm2.5 151.0 157 159.0 174.0 176.0 185.0 194.0 90.0 118.0 100.0 129.0
## CV residual 20.5 24 35.7 37.8 38.8 43.9 57.6 -47.5 -34.1 -50.7 -23.1
## 20186 20187 20189 20195 20196 20205 20207 20208 20209 20211
## Predicted 146.5 146.79 146.305 132.2 133.6 134.9 133.6 128.7 137.0 142.398
## cvpred 146.7 146.93 146.439 132.3 133.8 135.1 133.7 128.8 137.2 142.549
## pm2.5 142.0 148.00 147.000 168.0 155.0 200.0 161.0 147.0 150.0 143.000
## CV residual -4.7 1.07 0.561 35.7 21.2 64.9 27.3 18.2 12.8 0.451
## 20212 20214 20216 20219 20220 20222 20224 20234 20237 20238 20240
## Predicted 142.2 132.0 126.7 122.6 112.1 105.7 100.0 128 130.3 129.8 128
## cvpred 142.3 132.1 126.8 122.8 112.3 105.9 100.2 128 130.4 129.9 129
## pm2.5 131.0 115.0 113.0 144.0 160.0 167.0 172.0 199 188.0 190.0 235
## CV residual -11.3 -17.1 -13.8 21.2 47.7 61.1 71.8 71 57.6 60.1 106
## 20242 20244 20246 20250 20259 20266 20267 20273 20275 20278 20280
## Predicted 131 124 116 108 135.0 143.4 147.6 135.5 132.5 125.1 119
## cvpred 131 124 117 108 135.2 143.6 147.8 135.6 132.6 125.1 119
## pm2.5 248 266 279 277 208.0 132.0 60.0 38.0 45.0 46.0 14
## CV residual 117 142 162 169 72.8 -11.6 -87.8 -97.6 -87.6 -79.1 -105
## 20282 20284 20285 20286 20289 20296 20301 20306 20312 20314 20315
## Predicted 109.8 85.2 89.9 89.6 40.6 -22.0 9.40 133.5 123.5 97.3 96.8
## cvpred 109.7 85.0 89.7 89.3 40.3 -22.4 8.85 133.5 123.5 97.4 96.9
## pm2.5 11.0 9.0 12.0 11.0 10.0 15.0 6.00 34.0 50.0 48.0 53.0
## CV residual -98.7 -76.0 -77.7 -78.3 -30.3 37.4 -2.85 -99.5 -73.5 -49.4 -43.9
## 20318 20320 20322 20330 20332 20336 20339 20346 20348 20353 20355
## Predicted 84.68 49.6 47.19 122.0 133.4 127.0 21.4 -36.9 -26.2 26.8 38.5
## cvpred 84.79 49.7 47.25 122.1 133.5 127.2 21.4 -37.2 -26.6 26.7 38.4
## pm2.5 83.00 76.0 53.00 152.0 148.0 114.0 99.0 27.0 27.0 41.0 72.0
## CV residual -1.79 26.3 5.75 29.9 14.5 -13.2 77.6 64.2 53.6 14.3 33.6
## 20357 20360 20362 20366 20369 20371 20373 20374 20376 20379 20380
## Predicted 27.5 77.1 40.1 30.8 32.4 44.3 71.2 71.1 84.4 102.2 123.2
## cvpred 27.3 77.1 40.0 30.8 32.4 44.3 71.1 71.0 84.3 102.1 123.3
## pm2.5 141.0 108.0 90.0 90.0 114.0 97.0 160.0 188.0 182.0 195.0 190.0
## CV residual 113.7 30.9 50.0 59.2 81.6 52.7 88.9 117.0 97.7 92.9 66.7
## 20385 20386 20395 20398 20399 20403 20406 20408 20409 20410 20414
## Predicted 105.7 81.8 62.7 90.6 90.3 138.5 153.4 151.67 146.0 136 114.8
## cvpred 105.8 81.8 62.8 90.6 90.3 138.5 153.5 151.82 146.2 136 114.9
## pm2.5 198.0 205.0 120.0 162.0 170.0 107.0 115.0 144.00 166.0 312 184.0
## CV residual 92.2 123.2 57.2 71.4 79.7 -31.5 -38.5 -7.82 19.8 176 69.1
## 20417 20419 20422 20423 20425 20434 20440 20447 20449 20452 20453
## Predicted 104.6 120.4 135 135 141 115.7 102.4 90.2 113.1 133 133
## cvpred 104.8 120.6 135 135 141 115.9 102.5 90.2 113.2 133 133
## pm2.5 155.0 189.0 247 256 267 173.0 199.0 78.0 74.0 78 91
## CV residual 50.2 68.4 112 121 126 57.1 96.5 -12.2 -39.2 -55 -42
## 20454 20458 20462 20464 20467 20470 20476 20480 20482 20485
## Predicted 143 101.1 32.6 27.2 47.8 96.2 141.65 105.0 53.5 6.15
## cvpred 143 101.3 32.8 27.4 48.0 96.4 141.82 105.2 53.6 6.29
## pm2.5 100 119.0 91.0 106.0 68.0 98.0 140.00 58.0 70.0 57.00
## CV residual -43 17.7 58.2 78.6 20.0 1.6 -1.82 -47.2 16.4 50.71
## 20486 20487 20490 20491 20494 20498 20499 20501 20502 20504
## Predicted -0.2215 -4.36 26.1 43.9 96.9 131.1 127.00 141.65 136.77 124.0
## cvpred -0.0685 -4.22 26.3 44.1 97.1 131.3 127.16 141.82 136.93 124.2
## pm2.5 60.0000 46.00 9.0 18.0 49.0 106.0 123.00 132.00 128.00 84.0
## CV residual 60.0685 50.22 -17.3 -26.1 -48.1 -25.3 -4.16 -9.82 -8.93 -40.2
## 20505 20511 20512 20516 20517 20520 20523 20525 20527 20529 20531
## Predicted 109.3 48.0 46.9 55.1 62.8 69.6 104.1 118.7 123.1 53.0 9.38
## cvpred 109.6 48.3 47.2 55.3 63.0 69.8 104.2 118.9 123.3 53.1 9.40
## pm2.5 82.0 137.0 126.0 98.0 116.0 45.0 150.0 69.0 94.0 108.0 107.00
## CV residual -27.6 88.7 78.8 42.7 53.0 -24.8 45.8 -49.9 -29.3 54.9 97.60
## 20536 20538 20539 20548 20549 20550 20555 20559 20564 20568 20574
## Predicted 5.43 5.81 9.59 127.7 128.0 123.1 71.8 57.1 77.3 49.12 124
## cvpred 5.53 5.90 9.66 127.9 128.1 123.3 72.0 57.3 77.5 49.09 124
## pm2.5 47.00 286.00 205.00 70.0 80.0 79.0 118.0 96.0 136.0 58.00 98
## CV residual 41.47 280.10 195.34 -57.9 -48.1 -44.3 46.0 38.7 58.5 8.91 -26
## 20575 20576 20577 20578 20586 20591 20594 20598 20599 20600 20602
## Predicted 114 109.2 98.6 87.21 55.8 74.2 93.5 121.1 114.3 112.4 71.8
## cvpred 114 109.3 98.7 87.34 55.9 74.3 93.6 121.2 114.5 112.5 71.9
## pm2.5 76 78.0 84.0 84.00 96.0 98.0 65.0 76.0 99.0 91.0 120.0
## CV residual -38 -31.3 -14.7 -3.34 40.1 23.7 -28.6 -45.2 -15.5 -21.5 48.1
## 20615 20617 20618 20620 20621 20622 20629 20630 20631 20632 20635
## Predicted 88.40 78.53 101.09 119.0 124.6 134 55.8 40.5 44.1 33.0 47.9
## cvpred 88.51 78.61 101.18 119.1 124.7 134 56.0 40.7 44.2 33.1 48.0
## pm2.5 84.00 71.00 95.00 105.0 99.0 105 146.0 99.0 75.0 65.0 79.0
## CV residual -4.51 -7.61 -6.18 -14.1 -25.7 -29 90.0 58.3 30.8 31.9 31.0
## 20638 20643 20644 20646 20647 20651 20652 20654 20659 20664 20665
## Predicted 91.42 127.0 127.0 132.1 132 84.4 79.3 73.1 77.5 91.6 96.5
## cvpred 91.47 127.2 127.2 132.3 132 84.7 79.5 73.3 77.8 91.8 96.6
## pm2.5 96.00 153.0 163.0 184.0 312 164.0 160.0 177.0 161.0 228.0 247.0
## CV residual 4.53 25.8 35.8 51.7 180 79.3 80.5 103.7 83.2 136.2 150.4
## 20666 20669 20671 20677 20683 20688 20690 20695 20696 20699 20701
## Predicted 101 125.6 105.6 119.49 131.3 134.02 135.3 144.7 145.3 139.2 100.3
## cvpred 101 125.8 105.7 119.71 131.5 134.24 135.5 144.9 145.5 139.4 100.5
## pm2.5 265 153.0 141.0 123.00 152.0 138.00 152.0 131.0 128.0 153.0 56.0
## CV residual 164 27.2 35.3 3.29 20.5 3.76 16.5 -13.9 -17.5 13.6 -44.5
## 20702 20705 20708 20720 20721 20723 20724 20725 20727 20728 20733
## Predicted 77.2 88.6 95.6 127.1 126.0 112.8 95.8 94.2 81.2 65.2 118.4
## cvpred 77.3 88.8 95.7 127.2 126.1 112.8 95.8 94.2 81.1 65.1 118.6
## pm2.5 51.0 29.0 80.0 186.0 185.0 212.0 191.0 194.0 103.0 100.0 84.0
## CV residual -26.3 -59.8 -15.7 58.8 58.9 99.2 95.2 99.8 21.9 34.9 -34.6
## 20734 20735 20736 20737 20745 20747 20754 20757 20763 20765 20767
## Predicted 124.1 124.9 128.9 123.4 63.1 6.41 -17.9 16.116 80 84.2 117.3
## cvpred 124.3 125.1 129.1 123.6 63.2 6.39 -18.0 15.968 80 84.2 117.4
## pm2.5 164.0 94.0 99.0 96.0 31.0 52.00 16.0 15.000 36 46.0 51.0
## CV residual 39.7 -31.1 -30.1 -27.6 -32.2 45.61 34.0 -0.968 -44 -38.2 -66.4
## 20773 20775 20778 20781 20784 20791 20792 20793 20796 20797 20800
## Predicted -4.79 -1.17 -13.8 36.9 56.6 66.8 49.7 46.2 7.97 -10.0 -15.0
## cvpred -4.85 -1.25 -13.9 36.7 56.7 66.8 49.6 46.2 7.84 -10.2 -15.1
## pm2.5 27.00 37.00 22.0 12.0 31.0 15.0 15.0 19.0 22.00 18.0 30.0
## CV residual 31.85 38.25 35.9 -24.7 -25.7 -51.8 -34.6 -27.2 14.16 28.2 45.1
## 20801 20803 20813 20819 20824 20825 20826 20835 20837 20838 20847
## Predicted -22.0 -21.0 103.1 77.66 41.8 40.7 48.90 124 133.6 133.6 68.4
## cvpred -22.3 -21.2 103.2 77.83 42.0 40.9 49.04 124 133.8 133.8 68.7
## pm2.5 28.0 25.0 58.0 87.00 67.0 85.0 54.00 28 45.0 52.0 134.0
## CV residual 50.3 46.2 -45.2 9.17 25.0 44.1 4.96 -96 -88.8 -81.8 65.3
## 20848 20853 20857 20858 20860 20866 20867 20869 20922 20923 20924
## Predicted 61.7 77.9 103.2 114 118.62 108.7 103.0 90.7 105.6 104.5 104.4
## cvpred 61.9 78.2 103.5 114 118.86 108.9 103.3 90.9 105.9 104.8 104.6
## pm2.5 127.0 138.0 146.0 137 123.00 156.0 159.0 164.0 136.0 123.0 116.0
## CV residual 65.1 59.8 42.5 23 4.14 47.1 55.7 73.1 30.1 18.2 11.4
## 20927 20928 20929 20930 20934 20952 20959 20960 20961 20962 20964
## Predicted 111.0 110.1 121.9 122.3 127.4 88.1 71.9 66.4 50.6 35.1 23.65
## cvpred 111.2 110.3 122.1 122.5 127.6 88.3 72.0 66.5 50.7 35.2 23.69
## pm2.5 155.0 168.0 170.0 145.0 90.0 129.0 17.0 13.0 13.0 12.0 15.00
## CV residual 43.8 57.7 47.9 22.5 -37.6 40.7 -55.0 -53.5 -37.7 -23.2 -8.69
## 20970 20971 20974 20983 20987 20991 20993 20996 21000 21002 21004
## Predicted 16.08 24.25 60.6 88.2 12.9 14.28 13.29 41.1 91.9 90.686 108.5
## cvpred 16.15 24.31 60.7 88.3 13.0 14.35 13.37 41.2 92.0 90.775 108.6
## pm2.5 19.00 23.00 35.0 52.0 33.0 6.00 6.00 17.0 56.0 91.000 70.0
## CV residual 2.85 -1.31 -25.7 -36.3 20.0 -8.35 -7.37 -24.2 -36.0 0.225 -38.6
## 21008 21009 21011 21013 21014 21017 21018 21029 21031 21033 21039
## Predicted 73.9 69.6 48.9 31.8 35.0 47.5 34.60 141.4 146.03 114.7 18.3
## cvpred 74.0 69.8 49.0 31.9 35.2 47.7 34.72 141.6 146.21 114.9 18.4
## pm2.5 15.0 22.0 39.0 49.0 72.0 63.0 27.00 95.0 144.00 156.0 46.0
## CV residual -59.0 -47.8 -10.0 17.1 36.8 15.3 -7.72 -46.6 -2.21 41.1 27.6
## 21042 21044 21050 21053 21056 21058 21059 21065 21068 21069 21070
## Predicted -0.1633 7.67 88.1 118.2 95.9 92.4 76.6 67.2 74.8 84.0 88.0
## cvpred -0.0683 7.70 88.1 118.4 96.1 92.6 76.8 67.4 75.0 84.1 88.1
## pm2.5 32.0000 31.00 53.0 77.0 84.0 104.0 105.0 144.0 140.0 138.0 152.0
## CV residual 32.0683 23.30 -35.1 -41.4 -12.1 11.4 28.2 76.6 65.0 53.9 63.9
## 21073 21074 21078 21088 21093 21095 21098 21099 21100 21101 21104
## Predicted 110.1 114.98 116.7 62.1 58.6 93.2 97.10 101.75 106.4 110.7 97.58
## cvpred 110.3 115.19 116.9 62.4 58.8 93.5 97.35 101.98 106.6 110.9 97.78
## pm2.5 124.0 120.00 137.0 144.0 125.0 150.0 89.00 97.00 94.0 96.0 94.00
## CV residual 13.7 4.81 20.1 81.6 66.2 56.5 -8.35 -4.98 -12.6 -14.9 -3.78
## 21106 21107 21110 21115 21116 21117 21119 21123 21124 21125 21126
## Predicted 85.85 70.4 57.3 113.6 98.4 110.9 114.8 118 122 132 138
## cvpred 86.02 70.5 57.4 113.8 98.5 111.1 114.9 118 122 132 138
## pm2.5 96.00 99.0 93.0 18.0 15.0 15.0 26.0 16 12 18 14
## CV residual 9.98 28.5 35.6 -95.8 -83.5 -96.1 -88.9 -102 -110 -114 -124
## 21127 21128 21129 21130 21131 21134 21135 21137 21138 21139 21144
## Predicted 107 105.8 91.7 71.1 59.6 43.1 39.0 30.1 34.8 30.8 114.5
## cvpred 107 105.9 91.9 71.2 59.7 43.3 39.1 30.2 35.0 30.9 114.6
## pm2.5 14 9.0 6.0 5.0 5.0 8.0 11.0 12.0 14.0 15.0 43.0
## CV residual -93 -96.9 -85.9 -66.2 -54.7 -35.3 -28.1 -18.2 -21.0 -15.9 -71.6
## 21145 21152 21154 21155 21157 21158 21164 21166 21169 21180 21182
## Predicted 114.2 98.95 105.5 94.5 60.9 55.17 131.0 139.9 138.3 109.6 95.1
## cvpred 114.3 99.08 105.7 94.7 61.1 55.34 131.1 140.1 138.5 109.8 95.3
## pm2.5 68.0 103.00 88.0 80.0 68.0 53.00 46.0 48.0 50.0 55.0 55.0
## CV residual -46.3 3.92 -17.7 -14.7 6.9 -2.34 -85.1 -92.1 -88.5 -54.8 -40.3
## 21186 21187 21190 21192 21199 21200 21203 21205 21210 21216
## Predicted 104.3 108.351 137.6548 142.05 148.17 143 115.4 94.3 50.2 98.3
## cvpred 104.5 108.522 137.9033 142.29 148.41 143 115.6 94.5 50.3 98.4
## pm2.5 83.0 108.000 138.0000 151.00 155.00 189 168.0 143.0 63.0 146.0
## CV residual -21.5 -0.522 0.0967 8.71 6.59 46 52.4 48.5 12.7 47.6
## 21217 21218 21225 21227 21231 21237 21242 21245 21246 21247
## Predicted 101.8 102.1 136 136 135 140.8 148.2 144.05 148.17 148.17
## cvpred 101.9 102.1 136 136 135 141.1 148.4 144.25 148.41 148.41
## pm2.5 159.0 168.0 237 242 216 63.0 120.0 139.00 141.00 146.00
## CV residual 57.1 65.9 101 106 81 -78.1 -28.4 -5.25 -7.41 -2.41
## 21253 21257 21260 21265 21266 21276 21286 21288 21292 21293 21304
## Predicted 95.5 57.0 49.6 117.9 127.6 27.2 86.2 104.3 98.3 97.5 77.7
## cvpred 95.8 57.2 49.7 118.1 127.9 27.3 86.4 104.5 98.4 97.6 78.0
## pm2.5 141.0 75.0 74.0 69.0 70.0 13.0 57.0 166.0 148.0 141.0 204.0
## CV residual 45.2 17.8 24.3 -49.1 -57.9 -14.3 -29.4 61.5 49.6 43.4 126.0
## 21306 21308 21313 21329 21330 21332 21333 21334 21336 21338 21340
## Predicted 76.1 93.1 106.5 62.1 66.2 79.45 96.8 110.5 84.9 103.4 116.7
## cvpred 76.3 93.3 106.7 62.4 66.4 79.69 97.1 110.8 85.2 103.6 116.9
## pm2.5 168.0 49.0 48.0 91.0 101.0 87.00 80.0 108.0 29.0 23.0 99.0
## CV residual 91.7 -44.3 -58.7 28.6 34.6 7.31 -17.1 -2.8 -56.2 -80.6 -17.9
## 21342 21343 21345 21355 21358 21362 21364 21366 21369 21370 21374
## Predicted 123.0 123.3 117.4 53.4 71.5 102.3 119.6 136.4 125.4 120.0 79.6
## cvpred 123.3 123.5 117.6 53.7 71.7 102.4 119.7 136.7 125.7 120.3 79.9
## pm2.5 90.0 81.0 103.0 36.0 74.0 82.0 93.0 161.0 186.0 192.0 178.0
## CV residual -33.3 -42.5 -14.6 -17.7 2.3 -20.4 -26.7 24.3 60.3 71.7 98.1
## 21384 21385 21386 21387 21394 21397 21398 21400 21405 21406 21409
## Predicted 141 142.3 142 137 61.8 35.2 44.4 10.071 31.0 57.7 58.1
## cvpred 142 142.5 142 137 61.9 35.3 44.5 10.166 31.1 57.8 58.2
## pm2.5 34 47.0 33 24 13.0 6.0 7.0 10.000 18.0 18.0 26.0
## CV residual -108 -95.5 -109 -113 -48.9 -29.3 -37.5 -0.166 -13.1 -39.8 -32.2
## 21410 21418 21422 21427 21433 21442 21447 21450 21458 21459 21460
## Predicted 61.3 77.2 4.05 -0.0867 111 57.5 37.3 41.7 111 115 115.2
## cvpred 61.4 77.3 4.19 0.0440 111 57.6 37.5 41.9 112 115 115.4
## pm2.5 27.0 38.0 15.00 12.0000 60 11.0 6.0 5.0 10 15 29.0
## CV residual -34.4 -39.3 10.81 11.9560 -51 -46.6 -31.5 -36.9 -102 -100 -86.4
## 21461 21464 21469 21473 21476 21479 21488 21489 21492 21495 21498
## Predicted 120.4 114.24 88.20 89.3 94.1 119.7 115 114 83.8 64.8 75.0
## cvpred 120.6 114.46 88.45 89.5 94.3 119.9 116 115 84.1 65.0 75.3
## pm2.5 58.0 112.00 80.00 65.0 48.0 36.0 10 14 6.0 8.0 5.0
## CV residual -62.6 -2.46 -8.45 -24.5 -46.3 -83.9 -106 -101 -78.1 -57.0 -70.3
## 21503 21504 21505 21507 21515 21517 21518 21521 21522 21529 21531
## Predicted 129 133 123 139 70.5 65.9 54.8 53.9 67.7 108.3 122
## cvpred 129 133 123 140 70.7 66.1 55.0 54.1 67.9 108.4 122
## pm2.5 7 7 11 21 6.0 12.0 16.0 6.0 9.0 16.0 31
## CV residual -122 -126 -112 -119 -64.7 -54.1 -39.0 -48.1 -58.9 -92.4 -91
## 21532 21535 21539 21543 21544 21547 21552 21557 21563 21569 21570
## Predicted 121.8 112.6 59.6 24.5 15.312 78.3 102.4 128.1 77.6 4.03 8.31
## cvpred 121.9 112.7 59.9 24.7 15.561 78.6 102.6 128.4 77.8 4.25 8.52
## pm2.5 34.0 37.0 15.0 12.0 16.000 21.0 30.0 43.0 65.0 103.00 96.00
## CV residual -87.9 -75.7 -44.9 -12.7 0.439 -57.6 -72.6 -85.4 -12.8 98.75 87.48
## 21573 21575 21580 21581 21582 21583 21586 21587 21594 21595 21598
## Predicted 10.9 83.44 81.6 95.8 107.2 107.2 87.1 85.5 81.4 90.7 112
## cvpred 11.0 83.69 81.8 96.0 107.5 107.5 87.4 85.8 81.7 91.0 112
## pm2.5 96.0 79.00 118.0 116.0 126.0 133.0 145.0 151.0 216.0 232.0 257
## CV residual 85.0 -4.69 36.2 20.0 18.5 25.5 57.6 65.2 134.3 141.0 145
## 21599 21602 21605 21608 21609 21610 21619 21627 21628 21636 21639
## Predicted 111 116 114.4 126.89 116.4 111.5 98.7 136 136 90.1 89.6
## cvpred 112 116 114.6 127.16 116.7 111.8 99.0 136 137 90.4 89.9
## pm2.5 305 236 164.0 132.00 140.0 150.0 225.0 287 338 72.0 101.0
## CV residual 193 120 49.4 4.84 23.3 38.2 126.0 151 201 -18.4 11.1
## 21640 21643 21645 21648 21650 21653 21657 21658 21663 21674 21676
## Predicted 84.1 85.9 98.6 111.4 125.0 140.3 115.6 114.9 79.9 132.5 146
## cvpred 84.4 86.2 98.9 111.7 125.2 140.6 115.9 115.2 80.3 132.7 146
## pm2.5 113.0 306.0 175.0 202.0 209.0 191.0 193.0 183.0 153.0 65.0 83
## CV residual 28.6 219.8 76.1 90.3 83.8 50.4 77.1 67.8 72.7 -67.7 -63
## 21677 21678 21679 21680 21681 21696 21700 21703 21705 21706 21707
## Predicted 140.4 141.5 140.3 136 129.9 111.544 135.2 135.4 128.2 123.3 122.4
## cvpred 140.7 141.8 140.6 136 130.2 111.704 135.5 135.7 128.5 123.6 122.7
## pm2.5 84.0 88.0 86.0 87 85.0 111.000 164.0 187.0 159.0 140.0 136.0
## CV residual -56.7 -53.8 -54.6 -49 -45.2 -0.704 28.5 51.3 30.5 16.4 13.3
## 21711 21716 21717 21722 21724 21726 21727 21730 21735 21738 21740
## Predicted 114.0 124 123.9 139 134 132.4 131.3 122.7 139.3 138.3 132.2
## cvpred 114.3 124 124.2 140 134 132.7 131.6 122.9 139.6 138.6 132.5
## pm2.5 165.0 189 205.0 249 238 215.0 170.0 145.0 168.0 162.0 143.0
## CV residual 50.7 65 80.8 109 104 82.3 38.4 22.1 28.4 23.4 10.5
## 21741 21743 21744 21745 21749 21750 21759 21760 21763 21764
## Predicted 139.289 139.3 140.0 144.9 144.8 146 115.3 114.48 111.7 115.9
## cvpred 139.617 139.6 140.3 145.2 145.1 146 115.6 114.76 111.9 116.2
## pm2.5 140.000 144.0 69.0 75.0 73.0 75 101.0 118.00 131.0 128.0
## CV residual 0.383 4.4 -71.3 -70.2 -72.1 -71 -14.6 3.24 19.1 11.8
## 21769 21771 21775 21780 21782 21783 21784 21785 21788 21792 21795
## Predicted 117.1 115.7 135.41 117.4 121.2 118.51 118.1 107.5 121 127.9 133
## cvpred 117.3 115.9 135.71 117.7 121.5 118.86 118.5 107.8 121 128.2 133
## pm2.5 64.0 138.0 127.00 107.0 118.0 121.00 150.0 149.0 100 44.0 66
## CV residual -53.3 22.1 -8.71 -10.7 -3.5 2.14 31.5 41.2 -21 -84.2 -67
## 21801 21810 21811 21813 21819 21820 21824 21827 21828 21832 21833
## Predicted 120.26 98.9 103.2 107 124 123.3 140.8 139.6 139.1 130.3 134.2
## cvpred 120.56 99.2 103.4 107 124 123.5 141.1 139.8 139.3 130.6 134.5
## pm2.5 111.00 46.0 31.0 39 51 59.0 63.0 86.0 89.0 174.0 208.0
## CV residual -9.56 -53.2 -72.4 -68 -73 -64.5 -78.1 -53.8 -50.3 43.4 73.5
## 21834 21836 21838 21839 21841 21843 21846 21849 21852 21855 21861
## Predicted 135 144.3 139.8 140.0 145 144.9 144.9 140.8 143.9 129.8 123
## cvpred 135 144.6 140.1 140.3 145 145.2 145.2 141.1 144.2 130.1 123
## pm2.5 194 202.0 174.0 175.0 129 109.0 105.0 72.0 63.0 59.0 81
## CV residual 59 57.4 33.9 34.7 -16 -36.2 -40.2 -69.1 -81.2 -71.1 -42
## 21862 21865 21866 21871 21873 21877 21879 21883 21887 21888 21890
## Predicted 134.9 140.0 139.8 140.0 127.9 75.3 56.3 82.0 103.0 110.7 113.8
## cvpred 135.2 140.3 140.1 140.3 128.2 75.6 56.6 82.3 103.3 110.9 114.1
## pm2.5 83.0 110.0 98.0 128.0 100.0 36.0 24.0 40.0 69.0 69.0 77.0
## CV residual -52.2 -30.3 -42.1 -12.3 -28.2 -39.6 -32.6 -42.3 -34.3 -41.9 -37.1
## 21891 21892 21897 21899 21900 21902 21907 21915 21922 21924 21925
## Predicted 123.6 134.2 130.46 118.5 107.3 90.2 81.5 100.25 58.8 62.2 43.1
## cvpred 123.8 134.5 130.78 118.8 107.7 90.6 81.9 100.52 59.0 62.4 43.4
## pm2.5 90.0 104.0 135.00 138.0 140.0 129.0 122.0 104.00 19.0 9.0 13.0
## CV residual -33.8 -30.5 4.22 19.2 32.3 38.4 40.1 3.48 -40.0 -53.4 -30.4
## 21926 21930 21932 21936 21942 21945 21952 21955 21957 21961 21963
## Predicted 34.0 42.0 50.3 62.6 134.9 90.7 51.1 55.3 73.4 84.8 93.4
## cvpred 34.2 42.3 50.6 62.9 135.2 91.0 51.5 55.6 73.6 85.1 93.6
## pm2.5 13.0 16.0 21.0 23.0 48.0 29.0 26.0 24.0 24.0 115.0 45.0
## CV residual -21.2 -26.3 -29.6 -39.9 -87.2 -62.0 -25.5 -31.6 -49.6 29.9 -48.6
## 21966 21967 21970 21972 21974 21976 21985 21986 21987 21988 21992
## Predicted 116.6 120.8 95.837 85.20 83.10 84.2 109.5 108.6 130.3 129.4 139.0
## cvpred 116.9 121.1 96.145 85.52 83.42 84.5 109.7 108.8 130.6 129.7 139.4
## pm2.5 87.0 91.0 97.000 81.00 88.00 95.0 77.0 75.0 78.0 86.0 77.0
## CV residual -29.9 -30.1 0.855 -4.52 4.58 10.5 -32.7 -33.8 -52.6 -43.7 -62.4
## 21994 21998 22004 22006 22009 22015 22017 22021 22022 22026 22033
## Predicted 133.9 114.1 114.2 118.38 139 139.3 134.9 123.64 128.8 133.2 138.1
## cvpred 134.2 114.5 114.5 118.65 139 139.6 135.2 123.99 129.1 133.5 138.4
## pm2.5 105.0 92.0 149.0 124.00 34 52.0 59.0 133.00 155.0 179.0 184.0
## CV residual -29.2 -22.5 34.5 5.35 -105 -87.6 -76.2 9.01 25.9 45.5 45.6
## 22038 22039 22042 22043 22050 22053 22056 22057 22062 22063 22065
## Predicted 144 143.4 132.0 126.4 104.64 107 101.5 123.9 133.4 133.2 128.0
## cvpred 144 143.8 132.4 126.8 104.96 107 101.7 124.2 133.8 133.5 128.4
## pm2.5 187 177.0 173.0 175.0 103.00 210 163.0 171.0 169.0 177.0 186.0
## CV residual 43 33.2 40.6 48.2 -1.96 103 61.3 46.8 35.2 43.5 57.6
## 22066 22071 22074 22075 22077 22078 22080 22084 22086 22089
## Predicted 132.4 102.4 115.80 119.58 122.371 127.01 126 128.5 138.5 137.5
## cvpred 132.8 102.7 116.14 119.91 122.696 127.33 126 128.7 138.9 137.9
## pm2.5 185.0 120.0 113.00 113.00 122.000 125.00 109 95.0 92.0 127.0
## CV residual 52.2 17.3 -3.14 -6.91 -0.696 -2.33 -17 -33.7 -46.9 -10.9
## 22095 22096 22097 22099 22101 22103 22104 22105 22106 22107 22108
## Predicted 119.9 119.1 123.1 126.3 129.8 133.4 138.3 137.8 137.3 136.8 138.5
## cvpred 120.3 119.4 123.4 126.6 130.1 133.8 138.6 138.1 137.6 137.1 138.9
## pm2.5 106.0 89.0 96.0 92.0 73.0 47.0 60.0 62.0 66.0 73.0 61.0
## CV residual -14.3 -30.4 -27.4 -34.6 -57.1 -86.8 -78.6 -76.1 -71.6 -64.1 -77.9
## 22115 22127 22128 22132 22136 22141 22142 22149 22150 22151 22155
## Predicted 117.3 138 140.0 139.8 139.8 117.4 111.0 136.8 126.4 139 135
## cvpred 117.6 138 140.3 140.1 140.1 117.8 111.4 137.2 126.8 139 135
## pm2.5 35.0 33 43.0 54.0 79.0 87.0 65.0 47.0 29.0 24 19
## CV residual -82.6 -105 -97.3 -86.1 -61.1 -30.8 -46.4 -90.2 -97.8 -115 -116
## 22159 22160 22161 22163 22165 22167 22172 22180 22181 22188 22189
## Predicted 138 132 123 108.2 93.6 103.5 105.0 130 135 88.7 90.2
## cvpred 139 132 124 108.6 93.9 103.8 105.3 131 135 89.0 90.5
## pm2.5 19 24 20 55.0 35.0 20.0 14.0 17 31 8.0 7.0
## CV residual -120 -108 -104 -53.6 -58.9 -83.8 -91.3 -114 -104 -81.0 -83.5
## 22190 22196 22197 22201 22202 22204 22205 22206 22208 22210 22212
## Predicted 90.0 92.8 106.9 133.9 138.6 139.8 139.8 130.5 120.5 95.1 86.3
## cvpred 90.3 93.1 107.2 134.2 138.9 140.1 140.1 130.8 120.8 95.4 86.6
## pm2.5 11.0 36.0 38.0 46.0 47.0 57.0 54.0 48.0 25.0 21.0 17.0
## CV residual -79.3 -57.1 -69.2 -88.2 -91.9 -83.1 -86.1 -82.8 -95.8 -74.4 -69.6
## 22213 22217 22218 22219 22220 22222 22223 22226 22228 22229 22233
## Predicted 81.6 80.8 81.1 80.6 89.2 108.3 112.9 135.4 136.4 141.3 106
## cvpred 81.9 81.1 81.4 80.9 89.5 108.6 113.2 135.7 136.7 141.6 106
## pm2.5 16.0 19.0 15.0 19.0 33.0 31.0 39.0 60.0 59.0 48.0 32
## CV residual -65.9 -62.1 -66.4 -61.9 -56.5 -77.6 -74.2 -75.7 -77.7 -93.6 -74
## 22235 22236 22238 22240 22241 22248 22249 22250 22255 22256 22259
## Predicted 93.6 82.9 75.6 56.3 57.0 86.3 105.2 109 130 124.39 94.1
## cvpred 93.9 83.2 75.9 56.6 57.3 86.6 105.5 109 130 124.72 94.4
## pm2.5 31.0 29.0 29.0 25.0 26.0 58.0 60.0 84 99 130.00 112.0
## CV residual -62.9 -54.2 -46.9 -31.6 -31.3 -28.6 -45.5 -25 -31 5.28 17.6
## 22262 22268 22272 22279 22280 22282 22283 22284 22287 22294 22295
## Predicted 61.4 71.0 88.9 130.6 125.0 113.0 101.9 91.49 78.40 96.6 101
## cvpred 61.7 71.3 89.1 130.9 125.3 113.3 102.2 91.77 78.67 96.8 101
## pm2.5 76.0 46.0 53.0 110.0 94.0 95.0 92.0 85.00 76.00 64.0 72
## CV residual 14.3 -25.3 -36.1 -20.9 -31.3 -18.3 -10.2 -6.77 -2.67 -32.8 -29
## 22296 22301 22308 22310 22320 22321 22325 22331 22334 22336 22337
## Predicted 105.1 116.2 109.0 103.37 115.7 115.2 133.9 119.9 108.21 106.5 96.5
## cvpred 105.3 116.3 109.3 103.71 115.9 115.4 134.2 120.3 108.53 106.8 96.8
## pm2.5 80.0 79.0 90.0 99.00 80.0 82.0 120.0 136.0 116.00 120.0 126.0
## CV residual -25.3 -37.3 -19.3 -4.71 -35.9 -33.4 -14.2 15.7 7.47 13.2 29.2
## 22340 22341 22345 22352 22364 22368 22369 22372 22374 22376 22377
## Predicted 109.3 118.01 126 132.4 105 117 117 126 124.6 118 117
## cvpred 109.6 118.37 126 132.8 105 118 117 126 124.9 118 118
## pm2.5 133.0 124.00 160 202.0 192 219 240 227 174.0 192 233
## CV residual 23.4 5.63 34 69.2 87 101 123 101 49.1 74 115
## 22378 22380 22382 22386 22387 22388 22389 22395 22398 22399 22400
## Predicted 111 110 131 133.8 137.3 141 143 142 140 138 138
## cvpred 112 110 132 134.1 137.6 142 143 142 141 139 138
## pm2.5 256 283 318 46.0 95.0 23 29 13 12 12 24
## CV residual 144 173 186 -88.1 -42.6 -119 -114 -129 -129 -127 -114
## 22404 22407 22408 22412 22415 22419 22420 22421 22423 22429 22430
## Predicted 75.4 39.3 41.4 112.4 115.3 121 131 130 131 88.5 92.8
## cvpred 75.7 39.4 41.6 112.7 115.6 121 131 130 131 88.8 93.2
## pm2.5 9.0 9.0 9.0 15.0 27.0 17 12 20 12 30.0 25.0
## CV residual -66.7 -30.4 -32.6 -97.7 -88.6 -104 -119 -110 -119 -58.8 -68.2
## 22431 22433 22434 22436 22437 22439 22446 22450 22452 22453 22456
## Predicted 101.9 91.0 104.5 104.3 103.2 108 135 123.4 118.8 113.4 93.8
## cvpred 102.2 91.4 104.9 104.6 103.5 108 135 123.7 119.1 113.7 94.2
## pm2.5 41.0 69.0 90.0 56.0 51.0 28 55 70.0 76.0 71.0 63.0
## CV residual -61.2 -22.4 -14.9 -48.6 -52.5 -80 -80 -53.7 -43.1 -42.7 -31.2
## 22457 22462 22465 22466 22469 22479 22480 22490 22491 22492 22503
## Predicted 93.2 119.6 124.0 123.5 127.1 116.8 119.5 131.3 130.8 141.9 132
## cvpred 93.6 119.9 124.3 123.8 127.4 117.1 119.9 131.6 131.1 142.3 132
## pm2.5 75.0 81.0 109.0 103.0 60.0 70.0 60.0 70.0 77.0 75.0 40
## CV residual -18.6 -38.9 -15.3 -20.8 -67.4 -47.1 -59.9 -61.6 -54.1 -67.3 -92
## 22507 22509 22511 22515 22517 22521 22523 22525 22528 22529 22530
## Predicted 123.6 127.4 137.5 133.4 137.8 133 127.3 136.5 126.5 130.4 129.6
## cvpred 123.9 127.6 137.9 133.8 138.2 133 127.6 136.9 126.9 130.8 129.9
## pm2.5 48.0 48.0 51.0 53.0 54.0 80 101.0 91.0 89.0 86.0 90.0
## CV residual -75.9 -79.6 -86.9 -80.8 -84.2 -53 -26.6 -45.9 -37.9 -44.8 -39.9
## 22532 22533 22541 22543 22544 22547 22549 22551 22552 22598
## Predicted 136.0 131.9 141.4 135.3 134.2 131.64 123.3 106.19 104.59 102
## cvpred 136.4 132.3 141.8 135.7 134.6 131.97 123.6 106.52 104.91 102
## pm2.5 93.0 105.0 89.0 96.0 94.0 126.00 111.0 103.00 110.00 35
## CV residual -43.4 -27.3 -52.8 -39.7 -40.6 -5.97 -12.6 -3.52 5.09 -67
## 22602 22606 22607 22609 22610 22611 22621 22622 22624 22629 22631
## Predicted 137.0 139.2 139.0 143 144 146 145 141 141 141 140
## cvpred 137.4 139.5 139.4 143 144 146 145 142 141 141 140
## pm2.5 49.0 66.0 67.0 38 38 37 14 17 22 27 26
## CV residual -88.4 -73.5 -72.4 -105 -106 -109 -131 -125 -119 -114 -114
## 22633 22634 22635 22638 22642 22644 22648 22650 22651 22653 22658
## Predicted 138 137 136 146 145 145 135 129 129 127 140
## cvpred 138 137 136 146 145 145 135 130 129 127 141
## pm2.5 9 14 9 11 18 8 10 7 9 9 16
## CV residual -129 -123 -127 -135 -127 -137 -125 -123 -120 -118 -125
## 22663 22665 22669 22670 22678 22690 22700 22701 22702 22703 22705
## Predicted 141 122 99.7 98.7 139 126.8 112.2 116.3 120.9 124.9 125
## cvpred 141 122 100.1 99.1 139 127.2 112.6 116.6 121.2 125.2 125
## pm2.5 15 9 14.0 9.0 33 93.0 51.0 49.0 33.0 31.0 28
## CV residual -126 -113 -86.1 -90.1 -106 -34.2 -61.6 -67.6 -88.2 -94.2 -97
## 22707 22713 22714 22715 22716 22719 22722 22723 22727 22737 22739
## Predicted 134 111.4 103.5 101.4 90.8 92.5 99.4 99.1 115.8 136.8 112.1
## cvpred 134 111.7 103.8 101.7 91.1 92.8 99.8 99.4 116.1 137.2 112.5
## pm2.5 30 30.0 19.0 16.0 18.0 6.0 24.0 20.0 44.0 49.0 56.0
## CV residual -104 -81.7 -84.8 -85.7 -73.1 -86.8 -75.8 -79.4 -72.1 -88.2 -56.5
## 22740 22741 22742 22754 22757 22762 22763 22764 22772 22776 22779
## Predicted 98.0 107.5 102.0 137.8 137.8 116.3 111.1 97.5 106.7 119.4 137.8
## cvpred 98.3 107.9 102.4 138.2 138.2 116.7 111.5 97.9 107.1 119.7 138.2
## pm2.5 53.0 28.0 22.0 67.0 83.0 81.0 78.0 73.0 44.0 45.0 59.0
## CV residual -45.3 -79.9 -80.4 -71.2 -55.2 -35.7 -33.5 -24.9 -63.1 -74.7 -79.2
## 22780 22782 22784 22791 22792 22793 22794 22798 22799 22804 22805
## Predicted 143 138.5 136.8 106.1 105.0 108.3 107.5 115.9 126.8 129.3 128.8
## cvpred 143 138.9 137.2 106.5 105.4 108.7 107.8 116.2 127.2 129.7 129.2
## pm2.5 67 75.0 79.0 63.0 58.0 57.0 55.0 85.0 79.0 106.0 119.0
## CV residual -76 -63.9 -58.2 -43.5 -47.4 -51.7 -52.8 -31.2 -48.2 -23.7 -10.2
## 22807 22808 22813 22818 22824 22829 22830 22834 22843 22847 22852
## Predicted 137.0 137.04 114.8 98.6 132.4 140 141 117.0 86.1 109 138.5
## cvpred 137.4 137.42 115.2 98.9 132.8 140 141 117.4 86.5 109 138.9
## pm2.5 127.0 136.00 75.0 25.0 33.0 15 10 46.0 39.0 34 57.0
## CV residual -10.4 -1.42 -40.2 -73.9 -99.8 -125 -131 -71.4 -47.5 -75 -81.9
## 22856 22857 22861 22864 22865 22866 22870 22871 22875 22877 22879
## Predicted 142.9 132.4 93.8 87.5 86.6 86.1 99.59 103.9 133.4 139.3 138.6
## cvpred 143.3 132.8 94.2 87.8 87.0 86.5 99.85 104.1 133.7 139.6 138.9
## pm2.5 94.0 100.0 89.0 55.0 58.0 52.0 97.00 94.0 89.0 108.0 116.0
## CV residual -49.3 -32.8 -5.2 -32.8 -29.0 -34.5 -2.85 -10.1 -44.7 -31.6 -22.9
## 22882 22886 22888 22932 22933 22935 22942 22947 22950 22952 22954
## Predicted 128.28 109.0 114.1 86.7 67.6 64.4 132 141.3 142.3 141.0 135.4
## cvpred 128.62 109.3 114.5 87.0 67.8 64.6 132 141.6 142.5 141.3 135.7
## pm2.5 124.00 127.0 79.0 13.0 13.0 14.0 38 67.0 68.0 71.0 84.0
## CV residual -4.62 17.7 -35.5 -74.0 -54.8 -50.6 -94 -74.6 -74.5 -70.3 -51.7
## 22960 22961 22962 22964 22966 22969 22973 22976 22980 22986 22990
## Predicted 92.0 95.8 98.8 102.5 110.6 118.7 148.2 146.7 104.9 70.9 108.5
## cvpred 92.1 95.9 98.9 102.6 110.7 118.8 148.4 146.9 105.2 71.2 108.8
## pm2.5 37.0 42.0 52.0 27.0 33.0 48.0 69.0 71.0 59.0 20.0 80.0
## CV residual -55.1 -53.9 -46.9 -75.6 -77.7 -70.8 -79.4 -75.9 -46.2 -51.2 -28.8
## 22992 22993 22998 22999 23003 23005 23011 23013 23017 23021 23022
## Predicted 121.8 130.9 141.5 146 114 107.8 88.5 101.9 104.2 120.0 119.5
## cvpred 122.1 131.1 141.8 146 114 108.1 88.7 102.1 104.4 120.1 119.6
## pm2.5 89.0 91.0 65.0 83 102 60.0 64.0 64.0 70.0 78.0 96.0
## CV residual -33.1 -40.1 -76.8 -63 -12 -48.1 -24.7 -38.1 -34.4 -42.1 -23.6
## 23023 23026 23027 23030 23033 23042 23043 23044 23127 23140 23141
## Predicted 118.97 133.42 127.8 120.1 107.2 122.7 121.6 121.1 54.8 141 136
## cvpred 119.12 133.74 128.1 120.4 107.5 122.9 121.8 121.3 55.0 141 136
## pm2.5 112.00 129.00 143.0 139.0 130.0 192.0 202.0 198.0 5.0 10 9
## CV residual -7.12 -4.74 14.9 18.6 22.5 69.1 80.2 76.7 -50.0 -131 -127
## 23143 23144 23146 23148 23152 23153 23154 23155 23156 23162 23168
## Predicted 141 110 68.4 48.9 28.8 23.11 40.3 48.7 62.3 129.4 135
## cvpred 141 110 68.6 49.0 29.0 23.22 40.4 48.8 62.4 129.6 135
## pm2.5 15 21 13.0 9.0 17.0 22.00 24.0 22.0 23.0 47.0 84
## CV residual -126 -89 -55.6 -40.0 -12.0 -1.22 -16.4 -26.8 -39.4 -82.6 -51
## 23169 23171 23174 23179 23183 23188 23193 23196 23197 23203 23206
## Predicted 124.3 103.47 87.07 86.9 114.9 143 132.02 91.5 59.40 67.7 123.3
## cvpred 124.5 103.72 87.35 87.2 115.1 143 132.29 91.7 59.63 67.9 123.5
## pm2.5 91.0 100.00 97.00 76.0 62.0 81 124.00 125.0 65.00 50.0 80.0
## CV residual -33.5 -3.72 9.65 -11.2 -53.1 -62 -8.29 33.3 5.37 -17.9 -43.5
## 23212 23213 23214 23216 23217 23219 23222 23223 23230 23235 23236
## Predicted 135.2 134.7 144 137.90 127.4 111 91.5 76.9 105.6 131.77 137.2
## cvpred 135.4 134.9 144 138.15 127.6 111 91.7 77.2 105.8 132.04 137.4
## pm2.5 102.0 108.0 117 143.00 149.0 154 126.0 128.0 121.0 140.00 151.0
## CV residual -33.4 -26.9 -27 4.85 21.4 43 34.3 50.8 15.2 7.96 13.6
## 23240 23241 23252 23265 23267 23272 23274 23277 23278 23283 23284
## Predicted 136.2 125.9 102.3 138.6 129.0 105.9 104.9 122.3 126.9 139.0 139.0
## cvpred 136.4 126.2 102.5 138.9 129.4 106.2 105.2 122.5 127.2 139.4 139.4
## pm2.5 185.0 180.0 172.0 80.0 56.0 44.0 59.0 43.0 49.0 68.0 72.0
## CV residual 48.6 53.8 69.5 -58.9 -73.4 -62.2 -46.2 -79.5 -78.2 -71.4 -67.4
## 23286 23290 23293 23294 23302 23304 23308 23310 23312 23313 23315
## Predicted 145.2 123.3 93.6 88.5 128.3 132.8 139.04 134 137 111 80.1
## cvpred 145.5 123.6 93.9 88.8 128.6 133.1 139.37 134 137 111 80.4
## pm2.5 83.0 83.0 80.0 78.0 118.0 145.0 143.00 149 64 61 41.0
## CV residual -62.5 -40.6 -13.9 -10.8 -10.6 11.9 3.63 15 -73 -50 -39.4
## 23317 23325 23328 23331 23333 23342 23344 23348 23349 23351 23353
## Predicted 58.9 122.4 123 134 139 96.7 85.3 107 123 132.4 137.1
## cvpred 59.3 122.8 123 134 140 97.1 85.6 107 123 132.8 137.4
## pm2.5 29.0 160.0 229 268 281 239.0 197.0 213 224 215.0 194.0
## CV residual -30.3 37.2 106 134 141 141.9 111.4 106 101 82.2 56.6
## 23354 23363 23365 23366 23374 23376 23377 23389 23390 23392 23394
## Predicted 131.4 117 100.9 90.3 128.3 122.0 128.3 105.2 104.3 128.8 138.3
## cvpred 131.8 118 101.3 90.6 128.6 122.4 128.6 105.5 104.6 129.1 138.6
## pm2.5 188.0 230 159.0 142.0 169.0 188.0 196.0 173.0 166.0 114.0 126.0
## CV residual 56.2 112 57.7 51.4 40.4 65.6 67.4 67.5 61.4 -15.1 -12.6
## 23396 23398 23400 23403 23404 23408 23410 23411 23412 23415 23416
## Predicted 138 139.3 133.9 144 144 131 126 125 122 121 125
## cvpred 138 139.6 134.2 144 144 131 126 125 122 121 125
## pm2.5 113 106.0 108.0 124 127 6 8 9 9 14 12
## CV residual -25 -33.6 -26.2 -20 -17 -125 -118 -116 -113 -107 -113
## 23419 23422 23432 23436 23437 23438 23440 23442 23446 23447 23450
## Predicted 127 125 100.2 84.0 77.7 57.6 49.3 49.5 95.9 75.1 101.7
## cvpred 127 126 100.3 84.2 77.9 57.8 49.4 49.6 95.9 75.0 101.6
## pm2.5 15 16 8.0 9.0 10.0 12.0 10.0 12.0 9.0 11.0 12.0
## CV residual -112 -110 -92.3 -75.2 -67.9 -45.8 -39.4 -37.6 -86.9 -64.0 -89.6
## 23451 23452 23453 23454 23458 23459 23462 23464 23466 23471 23473
## Predicted 133 138 133 137 78.3 53.2 49.1 39.4 65.7 126 131.4
## cvpred 133 138 133 138 78.4 53.3 49.3 39.5 65.8 126 131.6
## pm2.5 14 8 9 12 15.0 6.0 9.0 13.0 10.0 26 34.0
## CV residual -119 -130 -124 -126 -63.4 -47.3 -40.3 -26.5 -55.8 -100 -97.6
## 23479 23480 23481 23482 23487 23488 23494 23495 23503 23508 23509
## Predicted 146 141 120 105.7 59.66 53.7 114.0 114.2 150.9 108.6 107.6
## cvpred 146 141 120 105.9 59.87 53.9 114.1 114.3 151.1 108.8 107.9
## pm2.5 21 21 19 24.0 50.00 35.0 41.0 42.0 74.0 84.0 90.0
## CV residual -125 -120 -101 -81.9 -9.87 -18.9 -73.1 -72.3 -77.1 -24.8 -17.9
## 23511 23512 23513 23515 23519 23525 23527 23528 23530 23537
## Predicted 107.5 106.63 110.9 114.7 143.04 146.68 145.9 140.32 121.01 117.6
## cvpred 107.7 106.87 111.1 114.9 143.28 146.93 146.2 140.57 121.29 117.8
## pm2.5 97.0 98.00 86.0 126.0 152.00 139.00 135.0 134.00 129.00 29.0
## CV residual -10.7 -8.87 -25.1 11.1 8.72 -7.93 -11.2 -6.57 7.71 -88.8
## 23539 23540 23546 23548 23552 23556 23559 23569 23571 23573 23576
## Predicted 121.5 133 136.9 142 133 107.1 95.6 142.0 143.0 143 142.0
## cvpred 121.7 133 137.2 142 133 107.4 95.9 142.3 143.3 143 142.3
## pm2.5 27.0 23 53.0 40 40 36.0 48.0 84.0 87.0 113 125.0
## CV residual -94.7 -110 -84.2 -102 -93 -71.4 -47.9 -58.3 -56.3 -30 -17.3
## 23577 23578 23579 23580 23582 23592 23595 23596 23598 23599 23600
## Predicted 141.5 136.40 131.0 119.8 105.4 141.5 146.2 146.67 145.9 146.7 146.4
## cvpred 141.8 136.69 131.3 120.1 105.7 141.8 146.5 146.94 146.2 146.9 146.7
## pm2.5 130.0 145.00 153.0 138.0 134.0 126.0 129.0 145.00 145.0 160.0 159.0
## CV residual -11.8 8.31 21.7 17.9 28.3 -15.8 -17.5 -1.94 -1.2 13.1 12.3
## 23610 23611 23613 23614 23619 23631 23633 23634 23636 23639 23643
## Predicted 104.0 108.7 127.5 136 136.2 112.2 110 114 117.2 142 142.9
## cvpred 104.3 108.9 127.7 136 136.4 112.4 110 114 117.4 142 143.2
## pm2.5 99.0 91.0 80.0 86 123.0 79.0 83 78 92.0 34 68.0
## CV residual -5.3 -17.9 -47.7 -50 -13.4 -33.4 -27 -36 -25.4 -108 -75.2
## 23644 23648 23654 23656 23659 23660 23662 23663 23665 23666 23668
## Predicted 143.2 104.7 40.9 57.7 69.1 78.5 127 112.0 112 124 139
## cvpred 143.4 104.8 40.8 57.8 69.2 78.6 127 112.1 112 124 139
## pm2.5 70.0 7.0 9.0 7.0 16.0 13.0 21 16.0 10 6 10
## CV residual -73.4 -97.8 -31.8 -50.8 -53.2 -65.6 -106 -96.1 -102 -118 -129
## 23672 23675 23677 23678 23679 23680 23681 23690 23692 23693 23695
## Predicted 137 74.0 54.1 58.3 56.9 80.7 75.9 141 145 145 143
## cvpred 137 74.2 54.3 58.4 57.1 80.9 76.1 141 145 145 143
## pm2.5 30 15.0 10.0 13.0 13.0 15.0 15.0 13 14 26 20
## CV residual -107 -59.2 -44.3 -45.4 -44.1 -65.9 -61.1 -128 -131 -119 -123
## 23701 23704 23705 23707 23708 23712 23714 23716 23718 23719 23720
## Predicted 58.1 36.0 40.3 82.6 126.2 142 150.7 146.9 146 145 133
## cvpred 58.3 36.1 40.5 82.7 126.4 142 150.8 147.1 146 145 133
## pm2.5 12.0 7.0 10.0 7.0 27.0 30 53.0 56.0 20 24 20
## CV residual -46.3 -29.1 -30.5 -75.7 -99.4 -112 -97.8 -91.1 -126 -121 -113
## 23723 23725 23728 23729 23732 23735 23741 23743 23750 23751 23754
## Predicted 84.5 66.9 48.4 53.1 70.7 136.3 146.8 151 74.9 56.15 65.1
## cvpred 84.6 67.1 48.5 53.3 70.8 136.4 146.9 151 75.1 56.33 65.2
## pm2.5 29.0 26.0 32.0 26.0 28.0 45.0 77.0 41 62.0 66.00 37.0
## CV residual -55.6 -41.1 -16.5 -27.3 -42.8 -91.4 -69.9 -110 -13.1 9.67 -28.2
## 23756 23757 23758 23759 23761 23763 23764 23767 23774 23776 23777
## Predicted 67.8 107.0 130.6 140.9 146.8 146.3 146.2 143.6 44.0 52.3 52.7
## cvpred 67.9 107.1 130.8 141.1 146.9 146.4 146.3 143.7 44.1 52.4 52.9
## pm2.5 46.0 45.0 47.0 42.0 64.0 61.0 60.0 55.0 15.0 15.0 16.0
## CV residual -21.9 -62.1 -83.8 -99.1 -82.9 -85.4 -86.3 -88.7 -29.1 -37.4 -36.9
## 23782 23789 23791 23793 23801 23807 23809 23810 23813 23815 23816
## Predicted 80.7 135.4 139.6 101.0 19.33 70.0 127.0 137 142 147 141
## cvpred 80.9 135.6 139.7 101.1 19.45 70.1 127.2 137 142 147 142
## pm2.5 61.0 38.0 45.0 27.0 11.00 34.0 29.0 32 36 19 31
## CV residual -19.9 -97.6 -94.7 -74.1 -8.45 -36.1 -98.2 -105 -106 -128 -111
## 23819 23822 23827 23828 23829 23830 23831 23833 23838 23840 23841
## Predicted 80.3 34.0 63.2 96.41 125 135 139.4 140.1 145.3 140.7 129.3
## cvpred 80.5 34.1 63.4 96.58 125 135 139.6 140.4 145.5 140.8 129.5
## pm2.5 26.0 17.0 77.0 89.00 93 124 125.0 159.0 69.0 57.0 65.0
## CV residual -54.5 -17.1 13.6 -7.58 -32 -11 -14.6 18.6 -76.5 -83.8 -64.5
## 23846 23851 23852 23858 23859 23860 23862 23863 23865 23867 23873
## Predicted 96.6 96.626 120.6 134.3 134.0 139.4 134.0 139.4 133.5 126.4 75.4
## cvpred 96.9 96.847 120.8 134.5 134.2 139.6 134.2 139.6 133.8 126.7 75.6
## pm2.5 137.0 96.000 101.0 174.0 166.0 168.0 174.0 183.0 205.0 226.0 101.0
## CV residual 40.1 -0.847 -19.8 39.5 31.8 28.4 39.8 43.4 71.2 99.3 25.4
## 23874 23881 23885 23886 23887 23889 23890 23891 23894 23897 23898
## Predicted 97.95 129.1 143.0 143.04 143.0 133 122.3 116.6 93.0 92.8 96.7
## cvpred 98.15 129.4 143.3 143.28 143.3 133 122.5 116.9 93.2 93.1 97.0
## pm2.5 92.00 50.0 53.0 136.00 164.0 157 154.0 180.0 116.0 78.0 70.0
## CV residual -6.15 -79.4 -90.3 -7.28 20.7 24 31.5 63.1 22.8 -15.1 -27.0
## 23901 23906 23907 23910 23911 23914 23918 23924 23929 23931 23932
## Predicted 128.4 143.54 139.4 144.3 144.5 116.0 83.19 122.26 128.5 139.0 140.3
## cvpred 128.6 143.76 139.6 144.5 144.7 116.3 83.45 122.52 128.7 139.2 140.5
## pm2.5 89.0 137.00 129.0 143.0 125.0 88.0 93.00 119.00 58.0 71.0 52.0
## CV residual -39.6 -6.76 -10.6 -1.5 -19.7 -28.3 9.55 -3.52 -70.7 -68.2 -88.5
## 23933 23937 23939 23941 23945 23946 23951 23954 23962 23965 23966
## Predicted 134.9 128.6 108.4 112.4 107 101.9 112.5 121 116.9 109.5 131.2
## cvpred 135.1 128.9 108.6 112.6 107 102.1 112.7 121 117.1 109.7 131.4
## pm2.5 40.0 40.0 56.0 79.0 93 81.0 49.0 55 89.0 88.0 109.0
## CV residual -95.1 -88.9 -52.6 -33.6 -14 -21.1 -63.7 -66 -28.1 -21.7 -22.4
## 23967 23972 23977 23983 23989 23997 23998 24004 24005 24017 24020
## Predicted 130.3 139 140 150 99.2 120.1 129.9 145.9 146.8 126 101.8
## cvpred 130.6 139 140 150 99.4 120.3 130.1 146.1 146.9 126 101.9
## pm2.5 99.0 23 18 19 27.0 41.0 59.0 72.0 57.0 8 16.0
## CV residual -31.6 -116 -122 -131 -72.4 -79.3 -71.1 -74.1 -89.9 -118 -85.9
## 24027 24029 24031 24037 24041 24044 24045 24048 24049 24052 24058
## Predicted 71.0 62.2 53.4 -26.5 -52.5 -19.9 -26.2 -16.6 -8.44 74 67.1
## cvpred 70.9 62.0 53.2 -26.9 -53.1 -20.4 -26.8 -17.2 -9.06 74 67.2
## pm2.5 3.0 5.0 2.0 4.0 1.0 3.0 5.0 3.0 2.00 7 14.0
## CV residual -67.9 -57.0 -51.2 30.9 54.1 23.4 31.8 20.2 11.06 -67 -53.2
## 24062 24063 24075 24079 24080 24081 24083 24084 24088 24093 24104
## Predicted 30.1 19 130 144 132 115 61.2 50.8 32.3 92.6 148
## cvpred 30.2 19 130 144 132 115 61.3 50.9 32.4 92.7 148
## pm2.5 7.0 6 2 17 29 12 11.0 8.0 4.0 32.0 28
## CV residual -23.2 -13 -128 -127 -103 -103 -50.3 -42.9 -28.4 -60.7 -120
## 24105 24107 24108 24111 24112 24119 24121 24126 24131 24133 24134
## Predicted 130 84.3 79.4 54.2 49.1 141.6 147.5 148.2 121.1 100.1 95.2
## cvpred 130 84.4 79.5 54.4 49.3 141.8 147.7 148.3 121.3 100.3 95.4
## pm2.5 25 26.0 23.0 37.0 37.0 104.0 97.0 79.0 142.0 145.0 145.0
## CV residual -105 -58.4 -56.5 -17.4 -12.3 -37.8 -50.7 -69.3 20.7 44.7 49.6
## 24138 24142 24144 24145 24149 24153 24156 24159 24162 24163 24167
## Predicted 96.9 145 135 145 146 128 40.2 20.6 51.6 108 114
## cvpred 97.1 145 135 145 146 128 40.2 20.5 51.7 108 114
## pm2.5 165.0 248 289 269 252 13 9.0 9.0 10.0 15 10
## CV residual 67.9 103 154 124 106 -115 -31.2 -11.5 -41.7 -93 -104
## 24169 24172 24174 24175 24177 24180 24185 24186 24187 24199 24204
## Predicted 115 126 145 150 113 53.5 41.2 50.7 56.1 145 60.0
## cvpred 115 126 145 150 113 53.6 41.3 50.8 56.2 145 60.1
## pm2.5 9 8 11 11 13 10.0 13.0 19.0 19.0 17 23.0
## CV residual -106 -118 -134 -139 -100 -43.6 -28.3 -31.8 -37.2 -128 -37.1
## 24205 24208 24210 24213 24214 24215 24216 24218 24219 24225 24228
## Predicted 59.8 58.3 71.2 113.7 132.13 142.2 136.5 146.9 147.3 129.4 60.4
## cvpred 59.9 58.4 71.3 113.8 132.29 142.3 136.7 147.1 147.4 129.6 60.5
## pm2.5 18.0 16.0 43.0 90.0 126.00 151.0 161.0 196.0 193.0 68.0 28.0
## CV residual -41.9 -42.4 -28.3 -23.8 -6.29 8.7 24.3 48.9 45.6 -61.6 -32.5
## 24231 24232 24237 24238 24240 24244 24247 24248 24251 24253 24254
## Predicted 36.46 31.95 94.1 133.5 142.40 148.4 148.4 146.8 122 105.47 99.8
## cvpred 36.56 32.04 94.3 133.6 142.55 148.5 148.5 146.9 122 105.67 100.1
## pm2.5 29.00 28.00 110.0 114.0 138.00 130.0 95.0 89.0 85 110.00 137.0
## CV residual -7.56 -4.04 15.7 -19.6 -4.55 -18.5 -53.5 -57.9 -37 4.33 36.9
## 24256 24258 24264 24268 24271 24273 24277 24282 24283 24284 24290
## Predicted 90.1 100.84 141.6 152.7 152.2 151.0 109 102 112 131 134
## cvpred 90.3 101.03 141.8 152.8 152.3 151.2 109 102 112 132 134
## pm2.5 147.0 104.00 189.0 220.0 235.0 206.0 220 235 276 308 436
## CV residual 56.7 2.97 47.2 67.2 82.7 54.8 111 133 164 176 302
## 24291 24292 24293 24300 24301 24304 24307 24308 24313 24314 24315
## Predicted 135 139 132 69.0 57.2 35.4 28.4 34.1 40.2 43.9 52.1
## cvpred 135 139 132 69.1 57.2 35.4 28.1 33.8 39.8 43.6 51.7
## pm2.5 407 390 331 14.0 9.0 9.0 6.0 10.0 2.0 9.0 7.0
## CV residual 272 251 199 -55.1 -48.2 -26.4 -22.1 -23.8 -37.8 -34.6 -44.7
## 24317 24318 24319 24324 24330 24334 24338 24342 24344 24351 24352
## Predicted 94.9 128 133 56.9 22.9 76.7 141.5 152.8 151.5 46 49.3
## cvpred 94.9 128 133 56.9 22.8 76.7 141.6 152.8 151.6 46 49.3
## pm2.5 7.0 12 12 14.0 10.0 43.0 111.0 98.0 73.0 130 131.0
## CV residual -87.9 -116 -121 -42.9 -12.8 -33.7 -30.6 -54.8 -78.6 84 81.7
## 24354 24355 24356 24358 24359 24362 24363 24366 24368 24371 24373
## Predicted 63.1 105.3 124.11 125 130.0 130.5 130.3 129.5 129.0 128.3 127.81
## cvpred 63.1 105.3 124.23 125 130.1 130.6 130.3 129.6 129.1 128.4 127.87
## pm2.5 121.0 118.0 131.00 168 176.0 146.0 143.0 182.0 145.0 146.0 137.00
## CV residual 57.9 12.7 6.77 43 45.9 15.4 12.7 52.4 15.9 17.6 9.13
## 24377 24379 24386 24390 24397 24399 24401 24404 24412 24416 24417
## Predicted 126.8 126.3 124.6 124 122 121 121 120 107.3 106.3 106
## cvpred 126.9 126.4 124.7 124 122 121 121 120 107.3 106.3 106
## pm2.5 149.0 172.0 220.0 7 11 6 11 13 35.0 21.0 9
## CV residual 22.1 45.6 95.3 -117 -111 -115 -110 -107 -72.3 -85.3 -97
## 24419 24423 24430 24431 24436 24438 24442 24446 24447 24449
## Predicted 105.6 104.6 102.88 102.64 101.4 100.93 100.0 98.974 98.73 98.24
## cvpred 105.5 104.6 102.84 102.59 101.4 100.87 99.9 98.894 98.65 98.15
## pm2.5 18.0 34.0 93.00 105.00 133.0 99.00 77.0 98.000 97.00 103.00
## CV residual -87.5 -70.6 -9.84 2.41 31.6 -1.87 -22.9 -0.894 -1.65 4.85
## 24450 24453 24454 24455 24458 24461 24465 24470 24471 24474 24483
## Predicted 98.00 97.3 97.0 96.8 143.1 142.3 144.9 67.2 55.4 32.1 131
## cvpred 97.91 97.2 96.9 96.7 143.3 142.4 145.1 67.2 55.3 31.9 131
## pm2.5 101.00 113.0 113.0 111.0 95.0 88.0 77.0 25.0 12.0 7.0 6
## CV residual 3.09 15.8 16.1 14.3 -48.3 -54.4 -68.1 -42.2 -43.3 -24.9 -125
## 24484 24492 24496 24500 24502 24507 24508 24509 24510 24512 24515
## Predicted 150 33.2 3.75 49.90 67.0 154 154.4 154.3 154.8 148.2 88.4
## cvpred 150 33.1 3.56 49.83 66.9 154 154.4 154.3 154.8 148.2 88.5
## pm2.5 4 16.0 14.00 45.00 55.0 90 82.0 90.0 90.0 56.0 47.0
## CV residual -146 -17.1 10.44 -4.83 -11.9 -64 -72.4 -64.3 -64.8 -92.2 -41.5
## 24516 24518 24524 24527 24532 24535 24542 24543 24544 24547 24548
## Predicted 63.9 25.34 91.6 145.2 152.3 157 85.8 80.9 71.5 134.5 139
## cvpred 63.9 25.31 91.6 145.2 152.3 157 85.9 81.0 71.6 134.6 139
## pm2.5 46.0 27.00 48.0 110.0 87.0 47 185.0 187.0 209.0 230.0 271
## CV residual -17.9 1.69 -43.6 -35.2 -65.3 -110 99.1 106.0 137.4 95.4 132
## 24556 24563 24565 24571 24577 24586 24590 24592 24593 24595 24599
## Predicted 156.2 109 75.0 124 139.5 121.0 132.6 144.2 148 148 150
## cvpred 156.2 109 75.1 124 139.6 121.1 132.6 144.3 148 149 150
## pm2.5 245.0 215 220.0 273 40.0 53.0 56.0 49.0 44 37 39
## CV residual 88.8 106 144.9 149 -99.6 -68.1 -76.6 -95.3 -104 -112 -111
## 24604 24605 24608 24610 24611 24612 24616 24617 24620 24629 24631
## Predicted 156 116.5 118 106.3 90 68.4 36.8 39.8 127.9 152.7 153.8
## cvpred 156 116.5 118 106.4 90 68.4 36.7 39.6 127.9 152.7 153.8
## pm2.5 33 33.0 12 14.0 10 8.0 15.0 10.0 32.0 87.0 54.0
## CV residual -123 -83.5 -106 -92.4 -80 -60.4 -21.7 -29.6 -95.9 -65.7 -99.8
## 24632 24634 24637 24643 24647 24649 24651 24652 24654 24656 24657
## Predicted 158 131.5 67.5 125 150.0 151.3 151.78 152.1 156.4 157.7 150.3
## cvpred 158 131.6 67.6 125 150.1 151.3 151.82 152.2 156.5 157.7 150.4
## pm2.5 33 46.0 56.0 57 167.0 177.0 154.00 149.0 129.0 123.0 119.0
## CV residual -125 -85.6 -11.6 -68 16.9 25.7 2.18 -3.2 -27.5 -34.7 -31.4
## 24658 24667 24672 24674 24680 24683 24686 24687 24689 24691 24692
## Predicted 129.3 70.3 144.6 150.5 152 104.8 92.8 91.6 95.2 142 147
## cvpred 129.4 70.4 144.7 150.6 152 104.9 93.0 91.7 95.4 142 147
## pm2.5 88.0 116.0 174.0 178.0 50 67.0 230.0 275.0 220.0 331 338
## CV residual -41.4 45.6 29.3 27.4 -102 -37.9 137.0 183.3 124.6 189 191
## 24698 24703 24706 24707 24710 24716 24717 24721 24722 24723 24725
## Predicted 146 151.9 151 146 142 146 140 138 138 142 148
## cvpred 146 152.1 151 146 142 146 140 138 138 143 149
## pm2.5 249 248.0 271 283 288 329 313 304 297 281 275
## CV residual 103 95.9 120 137 146 183 173 166 159 138 126
## 24728 24729 24730 24731 24737 24738 24744 24753 24754 24755 24757
## Predicted 148.4 153.4 152.0 122 28.29 32.8 52.9 96.4 76.3 70.0 57.4
## cvpred 148.5 153.5 152.2 122 28.24 32.7 52.6 96.3 76.2 69.9 57.3
## pm2.5 241.0 239.0 250.0 248 27.00 20.0 11.0 20.0 18.0 9.0 11.0
## CV residual 92.5 85.5 97.8 126 -1.24 -12.7 -41.6 -76.3 -58.2 -60.9 -46.3
## 24759 24760 24762 24771 24783 24786 24787 24790 24791 24793 24794
## Predicted 64.7 63.5 90.1 131.5 105.3 111 85.2 89.6 68.6 42.9 51.8
## cvpred 64.6 63.5 90.1 131.5 105.4 111 85.1 89.5 68.5 42.7 51.5
## pm2.5 23.0 27.0 38.0 41.0 66.0 10 11.0 9.0 8.0 8.0 11.0
## CV residual -41.6 -36.5 -52.1 -90.5 -39.4 -101 -74.1 -80.5 -60.5 -34.7 -40.5
## 24802 24803 24808 24811 24813 24814 24815 24818 24819 24822 24823
## Predicted 89.1 55.1 45.52 73.7 66.9 113.4 46.8 50.9 100.2 138 129
## cvpred 89.1 55.0 45.36 73.5 66.8 113.3 46.6 50.7 100.1 138 129
## pm2.5 27.0 24.0 48.00 62.0 88.0 57.0 10.0 5.0 6.0 11 16
## CV residual -62.1 -31.0 2.64 -11.5 21.2 -56.3 -36.6 -45.7 -94.1 -127 -113
## 24829 24840 24841 24842 24844 24846 24847 24848 24850 24854 24856
## Predicted 40.7 146.8 150.1 151.5 151.1 156.5 156 151 118.7 60.8 55.38
## cvpred 40.6 146.7 150.1 151.5 151.1 156.5 156 151 118.7 60.7 55.35
## pm2.5 10.0 91.0 124.0 135.0 102.0 70.0 49 26 57.0 93.0 64.00
## CV residual -30.6 -55.7 -26.1 -16.5 -49.1 -86.5 -107 -125 -61.7 32.3 8.65
## 24857 24859 24864 24866 24871 24873 24876 24878 24882 24885
## Predicted 55 119.1 133.8 153.7 148.16 146.06 126.11 115.5 135.0 146
## cvpred 55 119.1 133.8 153.7 148.15 146.06 126.18 115.6 135.1 146
## pm2.5 77 90.0 172.0 141.0 139.00 148.00 134.00 170.0 176.0 196
## CV residual 22 -29.1 38.2 -12.7 -9.15 1.94 7.82 54.4 40.9 50
## 24887 24895 24896 24897 24899 24901 24903 24906 24907 24908 24909
## Predicted 151.3 150.6 150.5 149.8 137.6 136 149 150.85 141 145 137
## cvpred 151.3 150.7 150.6 149.9 137.6 136 149 150.93 141 145 137
## pm2.5 208.0 196.0 194.0 194.0 199.0 208 190 154.00 14 12 9
## CV residual 56.7 45.3 43.4 44.1 61.4 72 41 3.07 -127 -133 -128
## 24911 24916 24920 24921 24923 24924 24926 24928 24929 24931 24933
## Predicted 137 124 117 116 114.2 112.6 103.5 93.0 85.5 80.9 70.8
## cvpred 137 124 116 116 113.8 112.2 103.1 92.5 85.0 80.3 70.2
## pm2.5 7 7 11 14 27.0 22.0 29.0 26.0 23.0 25.0 27.0
## CV residual -130 -117 -105 -102 -86.8 -90.2 -74.1 -66.5 -62.0 -55.3 -43.2
## 24934 24940 24948 24950 24951 24952 24953 24954 24956 24957 24971
## Predicted 64.0 35.9 -2.55 -11.4 -9.66 -17.3 -14.3 -11.2 -9.58 -6.40 109.5
## cvpred 63.4 35.1 -3.49 -12.3 -10.67 -18.3 -15.4 -12.2 -10.68 -7.53 109.4
## pm2.5 29.0 17.0 24.00 34.0 27.00 33.0 36.0 34.0 36.00 38.00 65.0
## CV residual -34.4 -18.1 27.49 46.3 37.67 51.3 51.4 46.2 46.68 45.53 -44.4
## 24973 24981 24982 24983 24984 24992 24994 24996 24997 25003 25009
## Predicted 100.6 144 128.74 148 143.9 155.3 126.4 65.746 54.27 49.8 73.9
## cvpred 100.5 144 128.74 148 143.9 155.2 126.4 65.657 54.15 49.6 73.6
## pm2.5 80.0 116 138.00 135 114.0 91.0 87.0 65.000 48.00 31.0 40.0
## CV residual -20.5 -28 9.26 -13 -29.9 -64.2 -39.4 -0.657 -6.15 -18.6 -33.6
## 25013 25014 25017 25018 25019 25021 25025 25026 25027 25028 25032
## Predicted 114.1 114.4 105.9 80.2 60.6 77.1 80.7 100.8 134.4 143.6 155
## cvpred 113.8 114.1 105.6 79.9 60.3 77.1 80.6 100.8 134.4 143.6 155
## pm2.5 24.0 40.0 28.0 27.0 38.0 42.0 60.0 61.0 69.0 79.0 102
## CV residual -89.8 -74.1 -77.6 -52.9 -22.3 -35.1 -20.6 -39.8 -65.4 -64.6 -53
## 25034 25037 25043 25046 25052 25055 25056 25059 25060 25064 25065
## Predicted 143.8 153.5 122.11 112.2 143.3 137.4 137.1 147.6 147.6 147.4 146.3
## cvpred 143.8 153.5 122.15 112.3 143.3 137.4 137.2 147.7 147.7 147.4 146.3
## pm2.5 114.0 107.0 128.00 95.0 105.0 160.0 127.0 160.0 122.0 112.0 121.0
## CV residual -29.8 -46.5 5.85 -17.3 -38.3 22.6 -10.2 12.3 -25.7 -35.4 -25.3
## 25067 25068 25071 25073 25078 25083 25088 25094 25095 25096 25099
## Predicted 146.6 141.1 149 142.4 127 74.1 63.9 25.26 21.95 23.26 22.65
## cvpred 146.7 141.2 149 142.3 127 73.8 63.5 24.63 21.29 22.59 21.89
## pm2.5 108.0 83.0 57 48.0 17 10.0 11.0 17.00 15.00 15.00 14.00
## CV residual -38.7 -58.2 -92 -94.3 -110 -63.8 -52.5 -7.63 -6.29 -7.59 -7.89
## 25100 25109 25111 25112 25116 25134 25135 25140 25141 25143 25152
## Predicted 19.95 13.204 10.261 18.92 66.3 39.4 51.4 11.05 8.60 -6.44 -6.38
## cvpred 19.17 12.284 9.314 17.97 66.1 38.9 50.8 10.38 7.91 -7.19 -7.36
## pm2.5 11.00 12.000 10.000 14.00 26.0 10.0 7.0 15.00 14.00 12.00 24.00
## CV residual -8.17 -0.284 0.686 -3.97 -40.1 -28.9 -43.8 4.62 6.09 19.19 31.36
## 25154 25158 25160 25162 25166 25167 25168 25169 25173 25175 25180
## Predicted -0.31 128 120 93.3 54.0 52.4 63.0 72.0 120 144.9 154.3
## cvpred -1.29 128 120 93.1 53.8 52.2 62.8 71.8 120 144.7 154.1
## pm2.5 17.00 13 15 26.0 18.0 18.0 26.0 19.0 55 130.0 200.0
## CV residual 18.29 -115 -105 -67.1 -35.8 -34.2 -36.8 -52.8 -65 -14.7 45.9
## 25182 25189 25193 25194 25195 25200 25201 25202 25203 25204
## Predicted 154.89 103.6 84.9 100.2 109.4 160.9 160.7 160.9 155.5 160.66
## cvpred 154.76 103.5 84.8 100.1 109.3 160.9 160.6 160.9 155.5 160.62
## pm2.5 145.00 183.0 145.0 125.0 130.0 137.0 129.0 126.0 136.0 159.00
## CV residual -9.76 79.5 60.2 24.9 20.7 -23.9 -31.6 -34.9 -19.5 -1.62
## 25205 25206 25210 25212 25213 25214 25217 25221 25223 25225 25227
## Predicted 160.17 160.9 154.9 154.8 144 143 89.1 97.3 86.5 124 127.9
## cvpred 160.12 160.9 154.9 154.8 144 143 89.0 97.1 86.3 124 127.7
## pm2.5 159.00 180.0 176.0 252.0 263 256 13.0 20.0 23.0 17 28.0
## CV residual -1.12 19.1 21.1 97.2 119 113 -76.0 -77.1 -63.3 -107 -99.7
## 25230 25231 25237 25239 25246 25260 25261 25263 25266 25268 25270
## Predicted 158 143.9 101.6 78.4 141.5 121.1 120.8 110.1 75.9 72.7 78.9
## cvpred 158 143.8 101.5 78.3 141.4 121.1 120.8 110.1 75.9 72.5 78.7
## pm2.5 38 56.0 58.0 62.0 114.0 164.0 170.0 156.0 152.0 13.0 12.0
## CV residual -120 -87.8 -43.5 -16.3 -27.4 42.9 49.2 45.9 76.1 -59.5 -66.7
## 25271 25280 25283 25286 25290 25291 25313 25314 25316 25318
## Predicted 73.9 125 85.7 67.2 78.3 84.9 83.8 98.2 132.1239 141.87
## cvpred 73.6 125 85.5 67.1 78.2 84.8 83.7 98.1 132.0385 141.82
## pm2.5 8.0 14 20.0 23.0 36.0 51.0 57.0 87.0 132.0000 134.00
## CV residual -65.6 -111 -65.5 -44.1 -42.2 -33.8 -26.7 -11.1 -0.0385 -7.82
## 25322 25326 25330 25337 25338 25341 25344 25345 25347 25348 25355
## Predicted 147.3 158 141 100 121 151 157 161 157 157 133.9
## cvpred 147.2 158 141 100 121 151 156 161 157 156 133.9
## pm2.5 163.0 370 285 237 249 286 350 404 418 431 190.0
## CV residual 15.8 212 144 137 128 135 194 243 261 275 56.1
## 25361 25365 25367 25368 25371 25374 25377 25380 25382 25384 25389
## Predicted 68.8 50.8 43.7 47.2 110.4 122 113.6 73.0 61.0 54.2 90.19
## cvpred 68.6 50.4 43.3 46.8 110.2 122 113.4 72.8 60.8 53.9 90.02
## pm2.5 19.0 11.0 6.0 11.0 15.0 14 25.0 27.0 29.0 43.0 94.00
## CV residual -49.6 -39.4 -37.3 -35.8 -95.2 -108 -88.4 -45.8 -31.8 -10.9 3.98
## 25394 25397 25401 25403 25406 25407 25408 25413 25424 25426 25429
## Predicted 145.5 151.3 155.6 124.3 84.54 79.3 90.0 139.0 148.6 132 57.7
## cvpred 145.4 151.1 155.5 124.2 84.42 79.2 89.9 138.9 148.5 132 57.5
## pm2.5 116.0 155.0 121.0 90.0 83.00 121.0 141.0 221.0 248.0 247 33.0
## CV residual -29.4 3.9 -34.5 -34.2 -1.42 41.8 51.1 82.1 99.5 115 -24.5
## 25430 25442 25445 25449 25451 25453 25454 25460 25465 25468 25470
## Predicted 56.2 84.6 80.9 67.9 51.2 28.3 21.45 59.0 123.0 132.0 142.0
## cvpred 56.0 84.4 80.6 67.5 50.9 27.9 21.03 58.8 122.8 131.8 141.8
## pm2.5 20.0 11.0 16.0 14.0 16.0 20.0 17.00 34.0 98.0 130.0 171.0
## CV residual -36.0 -73.4 -64.6 -53.5 -34.9 -7.9 -4.03 -24.8 -24.8 -1.8 29.2
## 25477 25480 25487 25490 25494 25496 25498 25500 25501 25505 25507
## Predicted 118 113 20.8 38.7 56.2 71.7 50.5 31.1 23.6 26.2 28.9
## cvpred 118 113 20.5 38.3 55.8 71.2 49.9 30.6 23.0 25.6 28.2
## pm2.5 234 244 68.0 63.0 11.0 9.0 13.0 16.0 10.0 12.0 13.0
## CV residual 116 131 47.5 24.7 -44.8 -62.2 -36.9 -14.6 -13.0 -13.6 -15.2
## 25509 25511 25513 25515 25516 25520 25522 25526 25527 25528 25529
## Predicted 84.3 127.3 133.0 148.0 147.87 152.0 117.1 51.7 51.20 51.9 66.3
## cvpred 84.1 127.2 132.8 147.8 147.68 151.8 116.9 51.5 50.97 51.7 66.1
## pm2.5 23.0 36.0 44.0 65.0 145.00 97.0 72.0 40.0 42.00 41.0 46.0
## CV residual -61.1 -91.2 -88.8 -82.8 -2.68 -54.8 -44.9 -11.5 -8.97 -10.7 -20.1
## 25531 25532 25533 25536 25539 25546 25547 25553 25554 25555 25558
## Predicted 99.5 131.7 136.6 137.6 108.7 76.5 69.4 38.6 65.7 83.5 112.8
## cvpred 99.3 131.6 136.4 137.4 108.5 76.1 69.0 38.1 65.4 83.2 112.5
## pm2.5 59.0 80.0 71.0 122.0 78.0 11.0 21.0 16.0 14.0 32.0 25.0
## CV residual -40.3 -51.6 -65.4 -15.4 -30.5 -65.1 -48.0 -22.1 -51.4 -51.2 -87.5
## 25560 25561 25566 25567 25569 25570 25579 25582 25583 25584 25594
## Predicted 121.8 131.6 127.0 131.1 125.9 116.2 138.4 151.1 151.3 150.1 165
## cvpred 121.5 131.3 126.7 130.8 125.7 115.9 138.2 150.8 151.1 149.9 165
## pm2.5 51.0 41.0 77.0 53.0 78.0 84.0 93.0 105.0 112.0 119.0 232
## CV residual -70.5 -90.3 -49.7 -77.8 -47.7 -31.9 -45.2 -45.8 -39.1 -30.9 67
## 25595 25597 25599 25606 25607 25610 25612 25618 25622 25623 25628
## Predicted 160.0 154 154 159.5 155 165 162 70.8 49.4 47.5 52.2
## cvpred 159.9 154 154 159.4 155 165 161 70.5 49.0 47.0 51.7
## pm2.5 253.0 294 289 259.0 268 318 315 9.0 18.0 16.0 20.0
## CV residual 93.1 140 135 99.6 113 153 154 -61.5 -31.0 -31.0 -31.7
## 25629 25630 25632 25633 25634 25637 25639 25641 25645 25647 25648
## Predicted 56.2 125 129.5 129.3 128.5 139.8 155.0 149.4 103.91 88.8 79.0
## cvpred 55.7 125 129.2 129.1 128.2 139.6 154.8 149.1 103.72 88.6 78.8
## pm2.5 23.0 27 40.0 36.0 54.0 71.0 100.0 82.0 95.00 113.0 125.0
## CV residual -32.7 -98 -89.2 -93.1 -74.2 -68.6 -54.8 -67.1 -8.72 24.4 46.2
## 25654 25656 25668 25670 25671 25674 25675 25678 25679 25682 25683
## Predicted 128.6 120.1 49.0 42.7 40.0 48.5 51.3 104.5 114 127.5 137.7
## cvpred 128.4 119.8 48.6 42.1 39.4 47.8 50.6 104.2 114 127.2 137.4
## pm2.5 78.0 39.0 11.0 15.0 12.0 9.0 10.0 17.0 25 44.0 43.0
## CV residual -50.4 -80.8 -37.6 -27.1 -27.4 -38.8 -40.6 -87.2 -89 -83.2 -94.4
## 25685 25689 25690 25700 25701 25703 25706 25707 25708 25711 25713
## Predicted 127.9 140.3 150 121.6 131 140.49 132.5 132.4 136.2 120 118.2
## cvpred 127.7 140.1 150 121.3 131 140.22 132.3 132.1 135.9 120 117.9
## pm2.5 47.0 41.0 42 106.0 155 137.00 149.0 114.0 84.0 40 36.0
## CV residual -80.7 -99.1 -108 -15.3 24 -3.22 16.7 -18.1 -51.9 -80 -81.9
## 25717 25722 25730 25735 25738 25739 25742 25745 25748 25751 25754
## Predicted 83.5 85.7 61.3 59.8 43.3 31.5 19.76 17.28 25.6 23.44 17.81
## cvpred 83.2 85.5 60.7 59.1 42.5 30.7 18.95 16.41 24.6 22.46 16.76
## pm2.5 46.0 102.0 13.0 10.0 16.0 16.0 14.00 14.00 14.0 13.00 17.00
## CV residual -37.2 16.5 -47.7 -49.1 -26.5 -14.7 -4.95 -2.41 -10.6 -9.46 0.24
## 25757 25762 25764 25765 25766 25767 25768 25784 25785 25799 25800
## Predicted 12.66 4.67 -19.2 -30.7 -46.5 -53.6 -55.6 142 139 143.4 147.6
## cvpred 11.56 3.54 -20.3 -31.8 -47.7 -54.8 -56.8 142 139 143.2 147.4
## pm2.5 10.00 15.00 17.0 18.0 21.0 20.0 14.0 38 59 120.0 129.0
## CV residual -1.56 11.46 37.3 49.8 68.7 74.8 70.8 -104 -80 -23.2 -18.4
## 25801 25802 25805 25810 25812 25815 25816 25818 25822 25823
## Predicted 148.1 153.1 153.51 146.0 130.0 113 113 126.9 141.03 144
## cvpred 147.9 152.9 153.28 145.8 129.8 113 113 126.7 140.81 144
## pm2.5 179.0 165.0 146.00 95.0 73.0 115 111 167.0 139.00 126
## CV residual 31.1 12.1 -7.28 -50.8 -56.8 2 -2 40.3 -1.81 -18
## 25826 25827 25829 25831 25835 25842 25853 25855 25858 25861 25862
## Predicted 151.72 151 150 153.6 150.9 153 158.5 158 150.6 143.6 138.4
## cvpred 151.53 151 150 153.4 150.7 153 158.4 157 150.4 143.5 138.2
## pm2.5 142.00 140 205 184.0 121.0 277 243.0 258 214.0 185.0 186.0
## CV residual -9.53 -11 55 30.6 -29.7 124 84.6 101 63.6 41.5 47.8
## 25864 25865 25866 25867 25869 25873 25875 25877 25878 25879 25880
## Predicted 137.4 136.9 136.0 135 133.4 143.9 146.3 144.4 143 141.9 140.6
## cvpred 137.2 136.7 135.8 135 133.2 143.7 146.1 144.1 143 141.7 140.3
## pm2.5 204.0 208.0 203.0 197 206.0 205.0 199.0 184.0 175 191.0 196.0
## CV residual 66.8 71.3 67.2 62 72.8 61.3 52.9 39.9 32 49.3 55.7
## 25881 25883 25887 25890 25892 25895 25904 25905 25906 25911 25916
## Predicted 138.5 131 126.1 124.9 151.4 160.8 154.5 161.7 155.8 145 157
## cvpred 138.2 131 125.8 124.5 151.3 160.7 154.5 161.6 155.7 145 157
## pm2.5 200.0 241 210.0 195.0 207.0 232.0 197.0 186.0 172.0 322 323
## CV residual 61.8 110 84.2 70.5 55.7 71.3 42.5 24.4 16.3 177 166
## 25924 25926 25927 25932 25936 25940 25942 25944 25946 25951 25957
## Predicted 158.7 152 156 138.5 149.0 153.6 157.8 152.2 156.7 123 85.5
## cvpred 158.6 152 156 138.3 148.9 153.5 157.7 152.1 156.6 123 85.1
## pm2.5 251.0 218 124 76.0 78.0 112.0 138.0 141.0 138.0 21 18.0
## CV residual 92.4 66 -32 -62.3 -70.9 -41.5 -19.7 -11.1 -18.6 -102 -67.1
## 25960 25962 25968 25969 25976 25977 25980 25981 25982 25988 25999
## Predicted 83.5 71.7 66.5 69.1 122 124 107.0 101.1 105.9 130.1 149.1
## cvpred 83.1 71.2 65.8 68.5 122 124 106.8 100.8 105.7 129.9 148.9
## pm2.5 19.0 20.0 23.0 17.0 21 17 31.0 25.0 29.0 62.0 174.0
## CV residual -64.1 -51.2 -42.8 -51.5 -101 -107 -75.8 -75.8 -76.7 -67.9 25.1
## 26001 26003 26010 26019 26025 26027 26035 26042 26043 26046 26048
## Predicted 142.5 141.26 147.1 154 158.0 152.0 145 160 159 165 159
## cvpred 142.3 141.07 146.9 154 157.8 151.8 145 159 159 165 159
## pm2.5 172.0 142.00 236.0 240 244.0 169.0 276 380 355 289 280
## CV residual 29.7 0.93 89.1 86 86.2 17.2 131 221 196 124 121
## 26054 26056 26057 26058 26061 26063 26064 26068 26070 26072 26082
## Predicted 101 89.1 97.0 100.6 98.8 102.5 106.5 122 119.7 112.9 84.4
## cvpred 101 88.9 96.8 100.3 98.4 102.1 106.1 122 119.4 112.6 84.1
## pm2.5 18 22.0 19.0 20.0 19.0 15.0 21.0 13 21.0 25.0 33.0
## CV residual -83 -66.9 -77.8 -80.3 -79.4 -87.1 -85.1 -109 -98.4 -87.6 -51.1
## 26084 26085 26089 26090 26091 26222 26226 26228 26231 26235 26237
## Predicted 85.4 79.1 73.1 75.0 73.8 128.8 120 141 149 138.7 113.2
## cvpred 85.0 78.6 72.4 74.4 73.1 128.5 120 141 149 138.5 112.9
## pm2.5 23.0 24.0 12.0 10.0 15.0 205.0 270 254 249 164.0 16.0
## CV residual -62.0 -54.6 -60.4 -64.4 -58.1 76.5 150 113 100 25.5 -96.9
## 26244 26248 26250 26253 26255 26256 26258 26262 26263 26269 26274
## Predicted 81.9 57.1 66.3 109.2 102 101.4 94.6 94.6 87.9 67.8 58.1
## cvpred 81.5 56.5 65.7 108.9 102 101.1 94.3 94.2 87.5 67.3 57.5
## pm2.5 17.0 12.0 8.0 18.0 13 12.0 11.0 11.0 14.0 16.0 13.0
## CV residual -64.5 -44.5 -57.7 -90.9 -89 -89.1 -83.3 -83.2 -73.5 -51.3 -44.5
## 26278 26280 26289 26290 26291 26293 26295 26296 26299 26300 26302
## Predicted 133 137.7 150.4 143 132.5 105.9 95.16 90.51 103.694 129.6 145.5
## cvpred 133 137.4 150.1 143 132.2 105.7 94.93 90.29 103.457 129.4 145.2
## pm2.5 23 82.0 56.0 52 53.0 73.0 87.00 87.00 103.000 104.0 113.0
## CV residual -110 -55.4 -94.1 -91 -79.2 -32.7 -7.93 -3.29 -0.457 -25.4 -32.2
## 26308 26313 26319 26321 26326 26328 26332 26340 26341 26345 26347
## Predicted 147 111 66.0 62.8 63.6 60.2 57.2 23.39 15.94 7.68 17.18
## cvpred 147 110 65.6 62.3 62.9 59.4 56.4 22.43 14.94 6.59 16.04
## pm2.5 21 7 17.0 13.0 16.0 13.0 16.0 16.00 13.00 19.00 22.00
## CV residual -126 -103 -48.6 -49.3 -46.9 -46.4 -40.4 -6.43 -1.94 12.41 5.96
## 26350 26353 26358 26363 26367 26371 26374 26375 26376 26377 26383
## Predicted 4.95 3.22 -8.05 91.2 85.9 119.2 124.1 128.7 127.9 138 134.7
## cvpred 3.73 1.93 -9.47 90.8 85.5 118.9 123.7 128.4 127.5 137 134.3
## pm2.5 19.00 23.00 20.00 29.0 20.0 25.0 36.0 42.0 40.0 37 37.0
## CV residual 15.27 21.07 29.47 -61.8 -65.5 -93.9 -87.7 -86.4 -87.5 -100 -97.3
## 26390 26398 26400 26404 26405 26407 26410 26412 26415 26419 26420
## Predicted 89.0 143 154 135.71 138.7 114.7 94.9 69.2 66.0 93.5 114.0
## cvpred 88.7 143 154 135.34 138.4 114.3 94.6 68.9 65.7 93.2 113.7
## pm2.5 63.0 186 204 140.00 78.0 31.0 40.0 43.0 37.0 49.0 69.0
## CV residual -25.7 43 50 4.66 -60.4 -83.3 -54.6 -25.9 -28.7 -44.2 -44.7
## 26425 26427 26428 26433 26434 26435 26436 26439 26440 26442 26446
## Predicted 128.7 128 137 131.7 114.7 99.2 83.7 82.00 82.1 84.8 131
## cvpred 128.4 128 136 131.4 114.4 98.8 83.3 81.74 81.9 84.5 131
## pm2.5 72.0 48 34 41.0 45.0 61.0 50.0 78.00 108.0 193.0 392
## CV residual -56.4 -80 -102 -90.4 -69.4 -37.8 -33.3 -3.74 26.1 108.5 261
## 26449 26452 26454 26455 26460 26464 26466 26473 26474 26475 26477
## Predicted 151 150.40 149.4 154.4 116.4 72.5 105.8 151 151 144 150
## cvpred 151 150.09 149.1 154.1 116.2 72.2 105.6 150 151 144 150
## pm2.5 285 159.00 99.0 89.0 78.0 134.0 133.0 333 357 390 402
## CV residual 134 8.91 -50.1 -65.1 -38.2 61.8 27.4 183 206 246 252
## 26479 26486 26493 26495 26500 26507 26514 26517 26518 26520 26521
## Predicted 160.0 79.0 96.5 85.1 128 108.2 86.3 112.6 135.5 151.6 157
## cvpred 159.8 78.7 96.0 84.5 127 107.9 86.0 112.4 135.2 151.3 156
## pm2.5 257.0 18.0 21.0 17.0 18 35.0 67.0 38.0 41.0 234.0 305
## CV residual 97.2 -60.7 -75.0 -67.5 -109 -72.9 -19.0 -74.4 -94.2 82.7 149
## 26528 26531 26532 26533 26537 26543 26544 26547 26548 26555 26557
## Predicted 149.6 131.1 125.7 119.6 131 161 161 155 156 150 138
## cvpred 149.2 130.8 125.5 119.3 131 161 161 155 155 150 138
## pm2.5 114.0 63.0 79.0 84.0 279 486 488 418 416 377 361
## CV residual -35.2 -67.8 -46.5 -35.3 148 325 327 263 261 227 223
## 26560 26561 26566 26568 26570 26573 26584 26596 26599 26601 26604
## Predicted 125 116 152 151 164 165 134 160 155 148 140.7
## cvpred 125 115 152 151 164 165 133 160 154 148 140.5
## pm2.5 353 340 292 369 391 442 802 684 584 341 236.0
## CV residual 228 225 140 218 227 277 669 524 430 193 95.5
## 26606 26608 26609 26612 26614 26616 26619 26622 26627 26630 26635
## Predicted 139 133 133 150 145 163 164 156 151 134 139
## cvpred 139 133 133 150 145 162 164 156 150 134 139
## pm2.5 419 323 326 343 311 301 362 447 257 345 278
## CV residual 280 190 193 193 166 139 198 291 107 211 139
## 26636 26637 26638 26639 26644 26647 26649 26659 26660 26665 26670
## Predicted 139 148 142.9 146.9 139.1 141.8 140.8 151.01 156.63 162.5 114
## cvpred 139 147 142.7 146.7 138.8 141.5 140.5 150.85 156.47 162.3 114
## pm2.5 285 282 217.0 169.0 61.0 79.0 71.0 155.00 166.00 177.0 38
## CV residual 146 135 74.3 22.3 -77.8 -62.5 -69.5 4.15 9.53 14.7 -76
## 26675 26678 26679 26686 26687 26696 26701 26706 26707 26713 26716
## Predicted 152 85.8 85.0 92.5 101.9 130.7 80.2 83.66 87.94 150 149.9
## cvpred 152 85.5 84.8 92.2 101.6 130.4 80.0 83.43 87.69 150 149.6
## pm2.5 269 169.0 53.0 47.0 26.0 34.0 38.0 92.00 78.00 285 193.0
## CV residual 117 83.5 -31.8 -45.2 -75.6 -96.4 -42.0 8.57 -9.69 135 43.4
## 26718 26719 26723 26725 26726 26729 26730 26731 26739 26742 26746
## Predicted 160.5 156.0 126.9 109.7 102.9 93.6 123 132 140 149 151
## cvpred 160.3 155.7 126.7 109.5 102.7 93.5 123 132 140 149 151
## pm2.5 213.0 180.0 87.0 122.0 138.0 450.0 372 358 312 277 290
## CV residual 52.7 24.3 -39.7 12.5 35.3 356.5 249 226 172 128 139
## 26747 26748 26749 26751 26754 26756 26759 26761 26764 26766 26770
## Predicted 126 107 112 105.69 109.6 131.0 120.7 110 122.8 141.0 163.7
## cvpred 126 107 112 105.54 109.4 130.8 120.6 110 122.6 140.8 163.5
## pm2.5 371 353 227 98.00 73.0 100.0 141.0 88 59.0 57.0 88.0
## CV residual 245 246 115 -7.54 -36.4 -30.8 20.4 -22 -63.6 -83.8 -75.5
## 26773 26776 26777 26785 26786 26790 26793 26794 26796 26798 26800
## Predicted 152.6 148.3 148.0 158.52 158.52 158.6 157.5 149.7 138.4 125.6 106.0
## cvpred 152.6 148.2 147.9 158.42 158.42 158.4 157.3 149.6 138.3 125.5 105.9
## pm2.5 100.0 114.0 110.0 161.00 160.00 176.0 179.0 198.0 164.0 144.0 88.0
## CV residual -52.6 -34.2 -37.9 2.58 1.58 17.6 21.7 48.4 25.7 18.5 -17.9
## 26803 26804 26805 26812 26813 26816 26821 26825 26834 26836 26839
## Predicted 139.9 139.7 150.8 167 162 166 140.2 157 165 160 160
## cvpred 139.7 139.6 150.6 167 162 166 140.1 157 165 159 160
## pm2.5 98.0 114.0 184.0 60 45 40 46.0 382 439 437 417
## CV residual -41.7 -25.6 33.4 -107 -117 -126 -94.1 225 274 278 257
## 26840 26850 26851 26852 26857 26858 26861 26864 26865 26868 26873
## Predicted 156 153 158 167 100 103.9 108.6 135 103.6 62.8 51.6
## cvpred 156 153 158 167 100 103.7 108.3 135 103.3 62.5 51.2
## pm2.5 422 273 297 321 255 29.0 11.0 13 14.0 32.0 16.0
## CV residual 266 120 139 154 155 -74.7 -97.3 -122 -89.3 -30.5 -35.2
## 26876 26878 26879 26880 26894 26895 26899 26900 26904 26907 26910
## Predicted 86.3 97.9 108.2 94.6 100.8 100.0 129.6 139.1 154.4 156.50 161.02
## cvpred 86.0 97.6 107.9 94.3 100.5 99.8 129.4 138.9 154.1 156.22 160.73
## pm2.5 23.0 27.0 23.0 27.0 65.0 71.0 84.0 109.0 124.0 161.00 169.00
## CV residual -63.0 -70.6 -84.9 -67.3 -35.5 -28.8 -45.4 -29.9 -30.1 4.78 8.27
## 26916 26918 26924 26926 26927 26930 26931 26932 26941 26949 26955
## Predicted 127.8 116.8 146.4 151.0 150.8 152 151 153 164 154 154
## cvpred 127.7 116.7 146.2 150.8 150.6 151 151 152 164 154 154
## pm2.5 94.0 156.0 177.0 165.0 170.0 307 347 318 306 317 362
## CV residual -33.7 39.3 30.8 14.2 19.4 156 196 166 142 163 208
## 26957 26959 26962 26964 26966 26967 26968 26969 26971 26972 26973
## Predicted 154 159 154 137 129 123 123 123 147 151 145
## cvpred 154 159 154 137 129 123 123 123 147 151 145
## pm2.5 364 357 348 357 384 394 409 496 459 446 444
## CV residual 210 198 194 220 255 271 286 373 312 295 299
## 26979 26980 26984 26986 26988 26989 26991 26992 27000 27001 27002
## Predicted 166 166 160 164 158 164 158 157 148 153 152
## cvpred 165 166 160 164 158 164 158 157 148 153 152
## pm2.5 472 451 460 425 493 484 476 445 322 316 315
## CV residual 307 285 300 261 335 320 318 288 174 163 163
## 27003 27005 27008 27019 27020 27022 27024 27043 27045 27046 27048
## Predicted 152 151 159 153 153.6 152 154 155.7 153.95 153.46 157.6
## cvpred 152 151 159 153 153.5 152 154 155.6 153.87 153.37 157.5
## pm2.5 304 260 273 248 222.0 265 296 136.0 146.00 149.00 111.0
## CV residual 152 109 114 95 68.5 113 142 -19.6 -7.87 -4.37 -46.5
## 27051 27057 27059 27062 27066 27069 27072 27073 27076 27081 27082
## Predicted 162.9 133 116.5 90.2 85.8 97.6 99.7 98.8 127 131.4 119.6
## cvpred 162.8 133 116.3 90.0 85.5 97.3 99.4 98.5 127 131.1 119.3
## pm2.5 134.0 29 18.0 22.0 16.0 27.0 14.0 14.0 16 38.0 32.0
## CV residual -28.8 -104 -98.3 -68.0 -69.5 -70.3 -85.4 -84.5 -111 -93.1 -87.3
## 27089 27095 27103 27107 27108 27109 27111 27116 27117 27118 27123
## Predicted 73.5 141.2 157.7 161.93 156.3 156 157.8 157 156.2 157.2 164.0
## cvpred 73.3 141.1 157.6 161.82 156.2 156 157.7 157 156.1 157.1 163.9
## pm2.5 55.0 83.0 135.0 165.00 181.0 194 202.0 232 219.0 239.0 100.0
## CV residual -18.3 -58.1 -22.6 3.18 24.8 38 44.3 75 62.9 81.9 -63.9
## 27129 27132 27135 27136 27139 27143 27146 27154 27155 27157 27159
## Predicted 121 109.7 96.1 86.5 113.7 124.9 144.6 144.3 148 153.6 157.8
## cvpred 120 109.5 95.9 86.2 113.5 124.7 144.4 144.1 148 153.5 157.7
## pm2.5 12 18.0 19.0 21.0 29.0 29.0 77.0 89.0 85 82.0 89.0
## CV residual -108 -91.5 -76.9 -65.2 -84.5 -95.7 -67.4 -55.1 -63 -71.5 -68.7
## 27160 27164 27167 27168 27175 27177 27180 27181 27183 27186 27188
## Predicted 148.3 151.9 166.9 162.5 164.5 163.3 129 87.2 56.0 55.5 61.9
## cvpred 148.2 151.8 166.7 162.3 164.3 163.1 129 87.0 55.7 55.0 61.3
## pm2.5 90.0 115.0 148.0 152.0 208.0 220.0 11 9.0 9.0 8.0 8.0
## CV residual -58.2 -36.8 -18.7 -10.3 43.7 56.9 -118 -78.0 -46.7 -47.0 -53.3
## 27191 27193 27194 27196 27197 27199 27200 27202 27203 27204 27210
## Predicted 69.2 56.0 68.3 113 122 114 113 101.2 97.7 86.3 83.3
## cvpred 68.5 55.3 67.6 113 122 114 113 100.8 97.2 85.9 82.9
## pm2.5 9.0 9.0 7.0 7 6 8 11 8.0 10.0 10.0 12.0
## CV residual -59.5 -46.3 -60.6 -106 -116 -106 -102 -92.8 -87.2 -75.9 -70.9
## 27214 27215 27223 27224 27226 27227 27229 27232 27233 27242 27245
## Predicted 98.6 97.2 133 133 101.6 100.4 89.4 92.4 95.9 138.9 151.6
## cvpred 98.2 96.8 133 133 101.2 100.1 89.1 92.1 95.6 138.6 151.3
## pm2.5 18.0 20.0 10 15 26.0 26.0 26.0 56.0 57.0 111.0 128.0
## CV residual -80.2 -76.8 -123 -118 -75.2 -74.1 -63.1 -36.1 -38.6 -27.6 -23.3
## 27246 27250 27259 27263 27264 27273 27276 27283 27285 27286 27287
## Predicted 161.63 145.0 93.3 100 100.1 97.6 78.9 85.5 99.6 99.1 123.2
## cvpred 161.35 144.7 93.1 100 99.8 97.3 78.6 85.3 99.3 98.8 122.8
## pm2.5 156.00 192.0 175.0 512 167.0 17.0 20.0 14.0 31.0 58.0 67.0
## CV residual -5.35 47.3 81.9 412 67.2 -80.3 -58.6 -71.3 -68.3 -40.8 -55.8
## 27292 27295 27299 27303 27304 27305 27306 27314 27319 27324 27329
## Predicted 122 126.7 111.8 126.6 121.0 115.5 110 152.4 158.1 83.9 62.16
## cvpred 121 126.4 111.5 126.4 120.8 115.3 110 152.2 157.9 83.7 61.92
## pm2.5 20 41.0 36.0 93.0 103.0 100.0 87 68.0 130.0 38.0 71.00
## CV residual -101 -85.4 -75.5 -33.4 -17.8 -15.3 -23 -84.2 -27.9 -45.7 9.08
## 27331 27332 27334 27337 27349 27350 27351 27352 27353 27354 27355
## Predicted 87.0 95.4 102.0 146.9 134 118 112 106 105 110 115
## cvpred 86.8 95.2 101.8 146.7 134 118 112 106 105 110 115
## pm2.5 123.0 163.0 167.0 197.0 344 365 348 330 334 320 292
## CV residual 36.2 67.8 65.2 50.3 210 247 236 224 229 210 177
## 27358 27361 27362 27363 27369 27375 27381 27382 27383 27392 27393
## Predicted 143 154 140 111 94.0 26.9 62.34 63.5 85.5 123 106
## cvpred 142 154 140 111 93.7 26.4 62.08 63.2 85.3 123 106
## pm2.5 293 392 374 208 13.0 9.0 54.00 126.0 237.0 12 16
## CV residual 151 238 234 97 -80.7 -17.4 -8.08 62.8 151.7 -111 -90
## 27396 27400 27402 27403 27404 27409 27410 27411 27412 27416 27418
## Predicted 53.9 89.3 96.9 114.8 114.3 121.6 121.1 138.3 149.4 138.1 132
## cvpred 53.7 89.1 96.7 114.6 114.1 121.3 120.8 138.2 149.1 137.9 132
## pm2.5 26.0 66.0 59.0 69.0 63.0 66.0 87.0 96.0 75.0 86.0 97
## CV residual -27.7 -23.1 -37.7 -45.6 -51.1 -55.3 -33.8 -42.2 -74.1 -51.9 -35
## 27421 27426 27430 27431 27432 27438 27447 27451 27452 27454 27457
## Predicted 125 126.3 131.6 136 143 163.2 14.614 39.6 66.5 74.6 88.2
## cvpred 125 126.1 131.5 136 143 163.1 14.269 39.2 66.2 74.4 87.9
## pm2.5 135 167.0 227.0 241 259 253.0 14.000 10.0 12.0 8.0 19.0
## CV residual 10 40.9 95.5 105 116 89.9 -0.269 -29.2 -54.2 -66.4 -68.9
## 27458 27461 27467 27474 27480 27483 27484 27488 27489 27490 27491
## Predicted 92.8 115 76.6 75.6 86.4 96.9 104.2 94.0 92.2 80.0 70.1
## cvpred 92.6 115 76.4 75.3 86.0 96.5 103.8 93.7 91.8 79.7 69.8
## pm2.5 14.0 10 15.0 41.0 9.0 5.0 8.0 9.0 11.0 13.0 24.0
## CV residual -78.6 -105 -61.4 -34.3 -77.0 -91.5 -95.8 -84.7 -80.8 -66.7 -45.8
## 27501 27505 27507 27518 27522 27523 27524 27525 27527 27534 27540
## Predicted 96.0 122.2 131.5 83.1 47.3 71.0 77.0 67.475 113.8 151.4 149.0
## cvpred 95.7 121.9 131.1 83.0 47.1 70.7 76.7 67.208 113.6 151.3 148.9
## pm2.5 62.0 77.0 73.0 126.0 12.0 42.0 58.0 67.000 68.0 147.0 191.0
## CV residual -33.7 -44.9 -58.1 43.0 -35.1 -28.7 -18.7 -0.208 -45.6 -4.3 42.1
## 27543 27546 27547 27550 27551 27555 27560 27563 27564 27575 27578
## Predicted 128.2 127 137 155 155 160 121.1 33.0 22.1 114.4 125.32
## cvpred 128.1 127 136 155 155 160 120.9 32.6 21.8 114.2 125.09
## pm2.5 222.0 264 271 285 316 321 28.0 9.0 10.0 38.0 116.00
## CV residual 93.9 137 135 130 161 161 -92.9 -23.6 -11.8 -76.2 -9.09
## 27582 27584 27585 27587 27588 27589 27591 27598 27600 27607 27612
## Predicted 138.9 138.6 116.1 84.9 69.98 54.8 43.9 122 111 137 120
## cvpred 138.6 138.4 115.9 84.7 69.78 54.6 43.8 122 111 137 120
## pm2.5 90.0 63.0 54.0 58.0 61.00 76.0 88.0 256 364 245 319
## CV residual -48.6 -75.4 -61.9 -26.7 -8.78 21.4 44.2 134 253 108 199
## 27614 27620 27621 27630 27632 27636 27637 27647 27650 27651
## Predicted 110 119 125 143.4 137.6 140.4 144.3 143.60 141.8 148.14
## cvpred 110 119 125 143.3 137.5 140.3 144.2 143.46 141.6 147.95
## pm2.5 337 313 404 200.0 176.0 111.0 118.0 148.00 153.0 153.00
## CV residual 227 194 279 56.7 38.5 -29.3 -26.2 4.54 11.4 5.05
## 27652 27656 27657 27658 27659 27674 27677 27687 27689 27691
## Predicted 152.79 151.6 148.85 132.3 120.5 154 164 0.681 4.74 28.3
## cvpred 152.58 151.3 148.63 132.1 120.3 154 164 0.501 4.58 28.1
## pm2.5 148.00 175.0 143.00 155.0 172.0 414 414 32.000 23.00 277.0
## CV residual -4.58 23.7 -5.63 22.9 51.7 260 250 31.499 18.42 248.9
## 27693 27694 27698 27699 27700 27702 27705 27706 27709 27711 27714
## Predicted 84.6 98.8 135 138 148 150 155 159 45.4 21.5 32.6
## cvpred 84.5 98.7 135 138 148 150 155 159 45.2 21.2 32.2
## pm2.5 241.0 259.0 392 400 441 485 449 469 111.0 89.0 17.0
## CV residual 156.5 160.3 257 262 293 335 294 310 65.8 67.8 -15.2
## 27715 27720 27724 27726 27727 27728 27730 27731 27735 27736 27743
## Predicted 35.0 23.3 3.84 6.60 14.16 11.95 46.1 49.6 29.9 28.1 74.7
## cvpred 34.6 22.6 3.00 5.73 13.27 11.05 45.7 49.2 29.6 27.8 74.4
## pm2.5 13.0 9.0 6.00 8.00 9.00 9.00 10.0 11.0 9.0 9.0 27.0
## CV residual -21.6 -13.6 3.00 2.27 -4.27 -2.05 -35.7 -38.2 -20.6 -18.8 -47.4
## 27746 27749 27752 27754 27757 27759 27760 27761 27769 27771 27772
## Predicted 86.9 121 113 91.5 66.8 65.9 55.8 55.353 124.4 128.1 132.7
## cvpred 86.6 120 113 91.2 66.6 65.6 55.6 55.103 124.2 127.9 132.5
## pm2.5 11.0 9 19 18.0 33.0 39.0 42.0 56.000 157.0 145.0 113.0
## CV residual -75.6 -111 -94 -73.2 -33.6 -26.6 -13.6 0.897 32.8 17.1 -19.5
## 27775 27777 27782 27785 27786 27787 27788 27792 27794 27796 27797
## Predicted 142.26 133.5 28.5 -9.70 8.76 34.0 38.7 101.4 49.2 76.4 85.8
## cvpred 142.05 133.4 28.4 -9.89 8.60 33.9 38.5 101.3 49.0 76.2 85.5
## pm2.5 134.00 123.0 110.0 25.00 50.00 55.0 143.0 86.0 24.0 4.0 5.0
## CV residual -8.05 -10.4 81.6 34.89 41.40 21.1 104.5 -15.3 -25.0 -72.2 -80.5
## 27798 27801 27803 27805 27815 27824 27825 27829 27831 27832 27834
## Predicted 102.9 67.1 29.7 19.64 65.37 141.2 129.468 64.0 48.6 49.0 64.0
## cvpred 102.7 67.0 29.5 19.48 65.17 141.1 129.364 63.9 48.5 48.9 63.9
## pm2.5 7.0 17.0 16.0 14.00 60.00 126.0 130.000 192.0 187.0 204.0 222.0
## CV residual -95.7 -50.0 -13.5 -5.48 -5.17 -15.1 0.636 128.1 138.5 155.1 158.1
## 27837 27841 27844 27848 27849 27865 27866 27868 27869 27873 27874
## Predicted 99 124 121.9 117.5 111.5 137 148.3 148.3 154 146 116
## cvpred 99 124 121.8 117.3 111.3 137 148.2 148.2 154 146 116
## pm2.5 235 302 207.0 202.0 203.0 242 239.0 238.0 338 331 327
## CV residual 136 178 85.2 84.7 91.7 105 90.8 89.8 184 185 211
## 27875 27880 27886 27888 27889 27891 27896 27897 27898 27902 27903
## Predicted 111 50.4 115 125 131 130 143 125 90.3 64.3 67.3
## cvpred 111 50.4 115 125 131 130 143 125 90.3 64.3 67.2
## pm2.5 306 279.0 510 469 450 365 337 323 306.0 189.0 410.0
## CV residual 195 228.6 395 344 319 235 194 198 215.7 124.7 342.8
## 27905 27907 27909 27914 27916 27917 27921 27922 27923 27925 27926
## Predicted 84.0 97.9 97.33 127.7 128.0 142.4 129.64 108.8 80.4 4.93 -11.9
## cvpred 83.9 97.8 97.18 127.7 127.9 142.3 129.58 108.7 80.4 4.70 -12.2
## pm2.5 145.0 87.0 95.00 105.0 119.0 128.0 124.00 136.0 141.0 42.00 32.0
## CV residual 61.1 -10.8 -2.18 -22.7 -8.9 -14.3 -5.58 27.3 60.6 37.30 44.2
## 27933 27936 27937 27945 27949 27953 27954 27956 27968 27971 27972
## Predicted 4.80 7.71 67.1 107.3 16.7 5.46 13.4 39.7 139.5 93.4 83.4
## cvpred 4.25 7.08 66.8 107.1 16.5 5.17 13.1 39.4 139.4 93.3 83.3
## pm2.5 12.00 12.00 12.0 27.0 32.0 37.00 42.0 67.0 94.0 155.0 150.0
## CV residual 7.75 4.92 -54.8 -80.1 15.5 31.83 28.9 27.6 -45.4 61.7 66.7
## 27974 27979 27981 27983 27984 27987 27993 27996 27997 27998
## Predicted 71.8 87.8 91.5 85.8 90.4 117.0 149.8 149.1 153.5 147.533
## cvpred 71.7 87.7 91.4 85.6 90.2 116.9 149.8 149.1 153.5 147.544
## pm2.5 134.0 148.0 164.0 117.0 108.0 131.0 127.0 164.0 167.0 148.000
## CV residual 62.3 60.3 72.6 31.4 17.8 14.1 -22.8 14.9 13.5 0.456
## 27999 28014 28015 28020 28022 28023 28028 28029 28030 28032 28033
## Predicted 146.67 111.8 120 64.8 39.8 40.9 86.4 81.5 85.4 107.5 143.0
## cvpred 146.68 111.6 120 64.6 39.5 40.7 86.2 81.4 85.3 107.3 142.9
## pm2.5 153.00 17.0 14 17.0 10.0 14.0 37.0 38.0 30.0 48.0 71.0
## CV residual 6.32 -94.6 -106 -47.6 -29.5 -26.7 -49.2 -43.4 -55.3 -59.3 -71.9
## 28038 28043 28044 28052 28058 28059 28061 28064 28071 28079 28083
## Predicted 145.8 123.3 122.6 106.7 142.4 143.4 148.0 152.6 95.1 140 137
## cvpred 145.6 123.3 122.5 106.6 142.3 143.3 147.9 152.6 95.0 140 137
## pm2.5 84.0 92.0 112.0 127.0 195.0 205.0 226.0 187.0 271.0 328 346
## CV residual -61.6 -31.3 -10.5 20.4 52.7 61.7 78.1 34.4 176.0 188 209
## 28085 28096 28100 28102 28103 28106 28110 28114 28115 28119 28122
## Predicted 140 77.6 116 120 119.9 139.1 139.8 134 128 96.3 94.1
## cvpred 140 77.6 116 120 119.8 139.1 139.7 134 128 96.4 94.2
## pm2.5 327 208.0 251 250 205.0 216.0 236.0 273 287 394.0 400.0
## CV residual 187 130.4 135 130 85.2 76.9 96.3 139 159 297.6 305.8
## 28123 28127 28131 28132 28136 28137 28141 28142 28155 28156 28158
## Predicted 114 138 141 129.3 34.3 35.6 20.4 7.74 147 156 145
## cvpred 114 138 141 129.3 33.9 35.2 20.2 7.51 147 155 145
## pm2.5 422 541 246 39.0 13.0 9.0 6.0 9.00 34 36 23
## CV residual 308 403 105 -90.3 -20.9 -26.2 -14.2 1.49 -113 -119 -122
## 28159 28160 28161 28163 28165 28167 28171 28174 28177 28181 28183
## Predicted 145 145 142 131.5 129.4 134.6 150 155.5 159.4 162 162
## cvpred 145 144 142 131.4 129.3 134.6 150 155.5 159.4 162 162
## pm2.5 22 34 34 59.0 69.0 69.0 41 100.0 75.0 45 28
## CV residual -123 -110 -108 -72.4 -60.3 -65.6 -109 -55.5 -84.4 -117 -134
## 28184 28186 28190 28200 28202 28207 28209 28211 28212 28213 28214
## Predicted 156 154 93.2 128.90 127 129.5 137.6 127.22 127.0 116.2 111.8
## cvpred 156 154 93.1 128.76 127 129.3 137.5 127.17 126.9 116.2 111.8
## pm2.5 36 48 65.0 119.00 114 108.0 104.0 123.00 148.0 164.0 173.0
## CV residual -120 -106 -28.1 -9.76 -13 -21.3 -33.5 -4.17 21.1 47.8 61.2
## 28215 28216 28223 28227 28228 28234 28235 28236 28238 28241 28247
## Predicted 110.6 110.8 128.9 97.5 114.0 67.7 62.6 88 80.2 70.5 106.7
## cvpred 110.6 110.8 128.8 97.3 113.8 67.6 62.5 88 80.1 70.4 106.4
## pm2.5 172.0 183.0 211.0 125.0 94.0 18.0 17.0 66 62.0 62.0 61.0
## CV residual 61.4 72.2 82.2 27.7 -19.8 -49.6 -45.5 -22 -18.1 -8.4 -45.4
## 28252 28253 28256 28262 28263 28265 28273 28275 28277 28279 28280
## Predicted 122.1 121.0 118.2 108.9 93.29 47.3 78.0 84.4 107.7 112.3 98.5
## cvpred 121.9 120.8 117.9 108.9 93.22 47.1 77.8 84.1 107.5 112.1 98.3
## pm2.5 51.0 51.0 60.0 90.0 96.00 86.0 9.0 9.0 9.0 13.0 18.0
## CV residual -70.9 -69.8 -57.9 -18.9 2.78 38.9 -68.8 -75.1 -98.5 -99.1 -80.3
## 28281 28282 28284 28285 28286 28287 28292 28296 28298 28301 28305
## Predicted 64.2 62.9 55.3 40.3 39.5 36.5 65.0 101.7 118.2 139.1 133
## cvpred 64.0 62.7 55.1 40.1 39.2 36.3 64.8 101.5 118.1 138.9 133
## pm2.5 18.0 11.0 12.0 11.0 15.0 13.0 32.0 58.0 91.0 74.0 121
## CV residual -46.0 -51.7 -43.1 -29.1 -24.2 -23.3 -32.8 -43.5 -27.1 -64.9 -12
## 28312 28314 28315 28316 28318 28319 28324 28329 28331 28332 28334
## Predicted 64.4 58.0 66.7 76.5 89.4 94.02 111.4 140.1 123.4 118 90.9
## cvpred 64.3 57.9 66.6 76.3 89.2 93.88 111.2 140.1 123.4 118 90.8
## pm2.5 137.0 115.0 117.0 135.0 127.0 102.00 153.0 196.0 217.0 229 231.0
## CV residual 72.7 57.1 50.4 58.7 37.8 8.12 41.8 55.9 93.6 111 140.2
## 28336 28339 28347 28348 28350 28351 28357 28358 28361 28364
## Predicted 74.5 84.9 133.217 142.99 142.01 140.8 92.4 41.3 12.91 2.27
## cvpred 74.5 84.8 133.201 142.96 141.97 140.7 92.5 41.3 12.79 1.95
## pm2.5 210.0 223.0 134.000 135.00 139.00 171.0 156.0 84.0 15.00 16.00
## CV residual 135.5 138.2 0.799 -7.96 -2.97 30.3 63.5 42.7 2.21 14.05
## 28369 28370 28378 28379 28383 28384 28385 28386 28388 28389 28390
## Predicted 36.5 35.9 36.7 26.67 39.3 23.76 18.78 1.86 39.2 77.5 100.5
## cvpred 36.3 35.6 36.4 26.42 39.1 23.55 18.61 1.65 39.0 77.5 100.4
## pm2.5 16.0 8.0 13.0 19.00 11.0 21.00 20.00 22.00 60.0 97.0 120.0
## CV residual -20.3 -27.6 -23.4 -7.42 -28.1 -2.55 1.39 20.35 21.0 19.5 19.6
## 28396 28397 28400 28402 28403 28405 28407 28408 28416 28417 28418
## Predicted 143 124.3 137.2 116.0 78.8 46.0 75.2 65.2 106.0 114.7 114
## cvpred 143 124.2 137.2 115.9 78.7 45.8 75.1 65.1 105.9 114.5 114
## pm2.5 100 110.0 97.0 127.0 117.0 78.0 121.0 108.0 66.0 60.0 72
## CV residual -43 -14.2 -40.2 11.1 38.3 32.2 45.9 42.9 -39.9 -54.5 -42
## 28423 28428 28429 28432 28437 28439 28444 28451 28453 28454 28457
## Predicted 119.2 91.2 85.21 94.3 123.2 127.0 128 128.4 116 121 113
## cvpred 119.1 91.1 85.12 94.2 123.1 126.9 128 128.2 116 121 113
## pm2.5 81.0 122.0 90.00 110.0 98.0 100.0 109 193.0 230 227 243
## CV residual -38.1 30.9 4.88 15.8 -25.1 -26.9 -19 64.8 114 106 130
## 28459 28461 28468 28469 28472 28474 28479 28480 28481 28483 28486
## Predicted 137 138 138 138 143 79.7 57.4 51.3 56.2 55.4 53.9
## cvpred 137 138 138 138 143 79.7 57.4 51.2 56.2 55.3 53.7
## pm2.5 258 259 256 250 247 18.0 37.0 39.0 41.0 31.0 19.0
## CV residual 121 121 118 112 104 -61.7 -20.4 -12.2 -15.2 -24.3 -34.7
## 28489 28490 28491 28493 28494 28495 28496 28499 28504 28507 28515
## Predicted 68.5 82.8 87.8 125.2 139.6 138.7 138.24 104.9 46.3 43.0 130.6
## cvpred 68.3 82.6 87.6 125.1 139.5 138.6 138.16 104.9 46.3 42.9 130.6
## pm2.5 6.0 13.0 20.0 64.0 96.0 122.0 133.00 176.0 119.0 123.0 153.0
## CV residual -62.3 -69.6 -67.6 -61.1 -43.5 -16.6 -5.16 71.1 72.7 80.1 22.4
## 28517 28518 28522 28525 28527 28528 28530 28539 28545 28548 28549
## Predicted 141.1 141.1 89.2 64.6 56.6 59.6 47.7 77.3 91.79 82.03 81.78
## cvpred 141.1 141.1 89.2 64.6 56.6 59.5 47.6 77.1 91.75 81.99 81.74
## pm2.5 179.0 183.0 150.0 156.0 243.0 122.0 73.0 47.0 89.00 87.00 89.00
## CV residual 37.9 41.9 60.8 91.4 186.4 62.5 25.4 -30.1 -2.75 5.01 7.26
## 28550 28551 28553 28558 28563 28564 28565 28566 28570 28571 28577
## Predicted 82.3 81.2 138.2 141.7 141.7 136.8 136.0 152.0 143.3 131.7 36.6
## cvpred 82.2 81.1 138.2 141.7 141.6 136.7 135.9 152.1 143.4 131.8 36.3
## pm2.5 100.0 107.0 78.0 99.0 113.0 108.0 110.0 121.0 107.0 111.0 15.0
## CV residual 17.8 25.9 -60.2 -42.7 -28.6 -28.7 -25.9 -31.1 -36.4 -20.8 -21.3
## 28589 28594 28596 28597 28601 28605 28608 28611 28614 28618 28621
## Predicted 124 57.8 39.3 50.2 35.8 61.4 88.1 91.1 121 100.4 75.54
## cvpred 124 57.6 39.2 50.1 35.7 61.3 88.0 90.9 121 100.2 75.38
## pm2.5 6 11.0 13.0 10.0 11.0 24.0 32.0 55.0 59 67.0 77.00
## CV residual -118 -46.6 -26.2 -40.1 -24.7 -37.3 -56.0 -35.9 -62 -33.2 1.62
## 28622 28626 28627 28628 28630 28633 28636 28647 28648 28650 28656
## Predicted 64.9 68.8 67.4 67.3 90.290 128.4 123 -5.31 -13.1 -14.4 4.84
## cvpred 64.7 68.6 67.2 67.1 90.287 128.4 123 -5.78 -13.6 -14.9 4.16
## pm2.5 80.0 126.0 97.0 83.0 90.000 54.0 22 17.00 13.0 17.0 13.00
## CV residual 15.3 57.4 29.8 15.9 -0.287 -74.4 -101 22.78 26.6 31.9 8.84
## 28658 28659 28662 28663 28664 28668 28672 28677 28680 28681 28686
## Predicted 14.08 11.38 10.75 18.92 2.92 -40.3 56.0 48.9 63.5 66.5 72.7
## cvpred 13.37 10.65 9.96 18.12 2.11 -41.2 55.9 48.7 63.2 66.3 72.4
## pm2.5 10.00 8.00 8.00 9.00 9.00 13.0 14.0 14.0 11.0 10.0 8.0
## CV residual -3.37 -2.65 -1.96 -9.12 6.89 54.2 -41.9 -34.7 -52.2 -56.3 -64.4
## 28688 28691 28698 28701 28706 28709 28710 28711 28717 28718 28721
## Predicted 64.9 23.3 -6.73 -0.633 13.9 45.8 45.4 19.09 -63.0 -74.7 -91.9
## cvpred 64.5 22.9 -7.33 -1.282 13.2 45.1 44.6 18.38 -63.9 -75.6 -92.8
## pm2.5 11.0 12.0 7.00 17.000 27.0 16.0 15.0 13.00 13.0 12.0 8.0
## CV residual -53.5 -10.9 14.33 18.282 13.8 -29.1 -29.6 -5.38 76.9 87.6 100.8
## 28724 28729 28733 28734 28735 28736 28737 28741 28744 28745 28750
## Predicted 23.8 64.3 133 119 128.9 117.7 78.9 24.7 5.55 4.20 59.5
## cvpred 23.6 64.1 133 119 128.7 117.6 78.8 24.6 5.53 4.16 59.5
## pm2.5 5.0 32.0 42 55 62.0 66.0 64.0 50.0 41.00 29.00 47.0
## CV residual -18.6 -32.1 -91 -64 -66.7 -51.6 -14.8 25.4 35.47 24.84 -12.5
## 28752 28753 28755 28759 28762 28763 28764 28772 28776 28780 28784
## Predicted 68.5 108.8 92.1 143.8 86.5 71.9 51.0 29.5 31.1 40.7 42.5
## cvpred 68.6 108.9 92.1 143.8 86.6 72.0 51.1 29.4 30.9 40.5 42.3
## pm2.5 54.0 59.0 65.0 101.0 110.0 117.0 132.0 10.0 12.0 6.0 6.0
## CV residual -14.6 -49.9 -27.1 -42.8 23.4 45.0 80.9 -19.4 -18.9 -34.5 -36.3
## 28793 28794 28795 28802 28803 28810 28812 28813 28815 28819 28821
## Predicted 41.32 45.1080 53.3 105.9 115.2 76 64.51 58.3 59.5 90.3 94.0
## cvpred 41.25 45.0165 53.2 105.9 115.2 76 64.51 58.3 59.5 90.3 93.9
## pm2.5 39.00 45.0000 42.0 53.0 42.0 62 73.00 78.0 79.0 102.0 69.0
## CV residual -2.25 -0.0165 -11.2 -52.9 -73.2 -14 8.49 19.7 19.5 11.7 -24.9
## 28823 28824 28826 28830 28833 28835 28839 28840 28850 28851 28853
## Predicted 94.1 89.2 108.7 119.1 97.9 75.20 35.1 39 112.2 111.3 124.2
## cvpred 94.0 89.1 108.7 119.1 98.0 75.23 35.1 39 112.1 111.2 124.2
## pm2.5 55.0 53.0 57.0 61.0 74.0 80.00 39.0 36 48.0 52.0 37.0
## CV residual -39.0 -36.1 -51.7 -58.1 -24.0 4.77 3.9 -3 -64.1 -59.2 -87.2
## 28855 28857 28859 28865 28869 28874 28882 28883 28887 28888 28896
## Predicted 123.1 116.6 80.5 49.2 48.290 77.9 29.3 31.7 8.77 -1.10 34.0
## cvpred 123.1 116.6 80.4 49.1 48.075 77.8 29.0 31.5 8.59 -1.31 33.9
## pm2.5 28.0 45.0 49.0 72.0 49.000 10.0 9.0 7.0 4.00 7.00 23.0
## CV residual -95.1 -71.6 -31.4 22.9 0.925 -67.8 -20.0 -24.5 -4.59 8.31 -10.9
## 28899 28901 28905 28908 28910 28913 28914 28916 28920 28921 28922
## Predicted 117.4 111.3 95.4 118.6 105.8 102.5 105.6 116.3 126.5 125.6 130.3
## cvpred 117.4 111.2 95.3 118.5 105.8 102.4 105.5 116.2 126.4 125.5 130.1
## pm2.5 56.0 63.0 51.0 43.0 35.0 59.0 57.0 57.0 73.0 67.0 64.0
## CV residual -61.4 -48.2 -44.3 -75.5 -70.8 -43.4 -48.5 -59.2 -53.4 -58.5 -66.1
## 28927 28931 28935 28942 28943 28946 28948 28952 28958 28959 28961
## Predicted 160.2 109.6 58.7 85.98 89.9 133.4 144 143.01 87.9 81.6 55
## cvpred 160.1 109.6 58.6 85.89 89.8 133.4 144 143.04 87.9 81.7 55
## pm2.5 83.0 84.0 81.0 81.00 78.0 117.0 125 136.00 147.0 134.0 140
## CV residual -77.1 -25.6 22.4 -4.89 -11.8 -16.4 -19 -7.04 59.1 52.3 85
## 28962 28963 28964 28972 28973 28977 28980 28981 28988 28990 28991
## Predicted 58.6 71.1 79.3 111.6 142.5 129.0 114.7 113 100.9 135 135
## cvpred 58.5 71.1 79.3 111.5 142.5 129.1 114.8 113 100.9 135 135
## pm2.5 142.0 149.0 137.0 123.0 128.0 160.0 195.0 201 166.0 183 197
## CV residual 83.5 77.9 57.7 11.5 -14.5 30.9 80.2 88 65.1 48 62
## 28992 28996 28997 28998 29000 29002 29003 29006 29008 29009
## Predicted 123.8 131.22 139.875 139.38 132.3 135 135 128 117 118
## cvpred 123.9 131.25 139.909 139.41 132.3 135 135 128 118 118
## pm2.5 188.0 134.00 140.000 146.00 195.0 201 214 247 258 260
## CV residual 64.1 2.75 0.091 6.59 62.7 66 79 119 140 142
## 29013 29015 29019 29020 29021 29023 29024 29026 29028 29036 29037
## Predicted 130.0 145.4 150.5 150.8 151.04 149.33 146.2 114.6 61.3 34.9 62.9
## cvpred 130.1 145.5 150.6 150.8 151.08 149.35 146.3 114.7 61.3 34.8 62.9
## pm2.5 200.0 217.0 217.0 179.0 154.00 148.00 165.0 87.0 73.0 14.0 18.0
## CV residual 69.9 71.5 66.4 28.2 2.92 -1.35 18.7 -27.7 11.7 -20.8 -44.9
## 29038 29040 29049 29055 29056 29059 29063 29064 29066 29070 29072
## Predicted 49.3 64.6 22.9 -36.1 -48.3 -62.3 72.8 16.4 82.7 125 104
## cvpred 49.2 64.6 22.6 -36.4 -48.7 -62.8 72.7 16.3 82.6 125 104
## pm2.5 14.0 4.0 9.0 8.0 9.0 7.0 52.0 40.0 40.0 83 115
## CV residual -35.2 -60.6 -13.6 44.4 57.7 69.8 -20.7 23.7 -42.6 -42 11
## 29073 29078 29079 29080 29082 29092 29093 29095 29096 29099 29101
## Predicted 79.54 41.1 39.9 38.8 51.2 108.8 108.6 123.5 107.1 47.75 39.9
## cvpred 79.54 41.2 40.0 38.8 51.3 108.9 108.6 123.5 107.1 47.78 39.9
## pm2.5 70.00 80.0 78.0 70.0 74.0 69.0 81.0 82.0 55.0 46.00 50.0
## CV residual -9.54 38.8 38.0 31.2 22.7 -39.9 -27.6 -41.5 -52.1 -1.78 10.1
## 29109 29110 29111 29113 29114 29119 29120 29121 29123 29129 29135
## Predicted 72.3 77.317 81.592 85.7 95.2 130.7 116.1 110.7 108.0 98.70 56.6
## cvpred 72.3 77.284 81.545 85.7 95.1 130.8 116.2 110.8 108.1 98.83 56.6
## pm2.5 95.0 77.000 81.000 103.0 85.0 91.0 81.0 81.0 80.0 92.00 20.0
## CV residual 22.7 -0.284 -0.545 17.3 -10.1 -39.8 -35.2 -29.8 -28.1 -6.83 -36.6
## 29136 29137 29139 29142 29145 29148 29149 29150 29151 29156 29157
## Predicted 17.811 16.22 25.6 115.5 40.5 -9.22 -16.5 -31.8 -39.4 -60.2 -48.2
## cvpred 17.743 16.13 25.5 115.4 40.5 -9.25 -16.5 -31.9 -39.5 -60.4 -48.5
## pm2.5 17.000 11.00 14.0 17.0 24.0 47.00 44.0 39.0 27.0 74.0 37.0
## CV residual -0.743 -5.13 -11.5 -98.4 -16.5 56.25 60.5 70.9 66.5 134.4 85.5
## 29169 29170 29171 29173 29176 29180 29181 29182 29186 29187 29190
## Predicted 17.1 5.70 -0.780 -28.2 -40.9 -1.01 18.5 41.71 82.21 104.9 137.4
## cvpred 17.0 5.63 -0.862 -28.2 -41.0 -1.04 18.5 41.69 82.19 104.9 137.4
## pm2.5 14.0 10.00 9.000 70.0 13.0 22.00 36.0 45.00 81.00 41.0 46.0
## CV residual -3.0 4.37 9.862 98.2 54.0 23.04 17.5 3.31 -1.19 -63.9 -91.4
## 29195 29199 29202 29212 29214 29218 29220 29222 29224 29225 29230
## Predicted 63.1 10.4 35.14 85.5 96.7 104.08 70.03 53.8 42.5 55.3 74.02
## cvpred 63.2 10.4 35.18 85.5 96.7 104.21 70.14 53.9 42.6 55.4 74.01
## pm2.5 30.0 34.0 35.00 53.0 72.0 100.00 75.00 89.0 96.0 97.0 79.00
## CV residual -33.2 23.6 -0.18 -32.5 -24.7 -4.21 4.86 35.1 53.4 41.6 4.99
## 29233 29234 29240 29242 29245 29246 29247 29250 29252 29253 29256
## Predicted 75.4 124.0 132.6 108.7 83.6 82.3 69.3 63.55 80.9 84.4 102.3
## cvpred 75.3 124.1 132.8 108.8 83.7 82.5 69.4 63.65 81.0 84.5 102.4
## pm2.5 59.0 68.0 51.0 56.0 61.0 69.0 71.0 60.00 52.0 66.0 96.0
## CV residual -16.3 -56.1 -81.8 -52.8 -22.7 -13.5 1.6 -3.65 -29.0 -18.5 -6.4
## 29258 29259 29265 29267 29269 29275 29276 29278 29279 29287 29288
## Predicted 105.3 109.9 121.87 107.0 69.8 20.4 33.2 60.4 102.7 138.8 127.7
## cvpred 105.3 109.9 122.02 107.1 70.0 20.4 33.2 60.4 102.7 138.9 127.9
## pm2.5 71.0 67.0 124.00 139.0 83.0 54.0 65.0 75.0 80.0 167.0 157.0
## CV residual -34.3 -42.9 1.98 31.9 13.0 33.6 31.8 14.6 -22.7 28.1 29.1
## 29291 29292 29294 29298 29299 29301 29307 29308 29317 29321 29322
## Predicted 96.7 90.6 79.1 75.6 79.6 103 139 140 91.8 33.5 32.9
## cvpred 96.9 90.8 79.3 75.8 79.8 103 140 140 92.1 33.7 33.1
## pm2.5 169.0 161.0 172.0 187.0 209.0 230 314 301 265.0 103.0 82.0
## CV residual 72.1 70.2 92.7 111.2 129.2 127 174 161 172.9 69.3 48.9
## 29326 29328 29330 29332 29333 29339 29346 29349 29350 29353 29362
## Predicted 83.2 124.6 129.4 130.4 130.6 107 68.0 70.8 66.9 88.8 96.2
## cvpred 83.3 124.8 129.6 130.6 130.8 107 68.2 71.0 67.0 88.9 96.4
## pm2.5 148.0 137.0 157.0 156.0 157.0 251 143.0 182.0 164.0 196.0 135.0
## CV residual 64.7 12.2 27.4 25.4 26.2 144 74.8 111.0 97.0 107.1 38.6
## 29363 29367 29368 29369 29373 29376 29379 29381 29382 29387 29389
## Predicted 89.5 98.2 92.0 95.5 94.31 87.7 116.0 124.5 124.0 119.3 107.8
## cvpred 89.6 98.4 92.1 95.7 94.41 87.8 116.2 124.7 124.2 119.4 107.9
## pm2.5 126.0 163.0 148.0 139.0 103.00 35.0 54.0 49.0 55.0 21.0 25.0
## CV residual 36.4 64.6 55.9 43.3 8.59 -52.8 -62.2 -75.7 -69.2 -98.4 -82.9
## 29396 29400 29401 29402 29403 29404 29408 29415 29416 29417 29418
## Predicted 121.1 141.6 141.8 143.1 148.0 148.3 147.0 -10.1 -11.9 -20.8 -38.8
## cvpred 121.3 141.8 141.9 143.3 148.2 148.4 147.2 -10.0 -11.8 -20.7 -38.8
## pm2.5 66.0 65.0 73.0 76.0 93.0 97.0 116.0 12.0 9.0 14.0 13.0
## CV residual -55.3 -76.8 -68.9 -67.3 -55.2 -51.4 -31.2 22.0 20.8 34.7 51.8
## 29422 29423 29424 29429 29430 29436 29438 29441 29446 29447 29448
## Predicted 19.7 32.0 40.46 129.5 130.0 -13.3 -35.1 -86.3 35.32 17.5 77.8
## cvpred 19.8 32.1 40.52 129.6 130.1 -13.3 -35.0 -86.4 35.34 17.5 77.8
## pm2.5 33.0 43.0 46.00 70.0 89.0 58.0 27.0 25.0 38.00 48.0 31.0
## CV residual 13.2 10.9 5.48 -59.6 -41.1 71.3 62.0 111.4 2.66 30.5 -46.8
## 29449 29453 29455 29456 29460 29461 29463 29464 29465 29467 29468
## Predicted 28.43 94.7 66.4 41.2 0.884 -22.5 -23.7 -28.8 -2.09 -3.44 5.97
## cvpred 28.38 94.7 66.4 41.2 0.912 -22.5 -23.6 -28.8 -2.04 -3.40 5.99
## pm2.5 25.00 122.0 36.0 53.0 22.000 10.0 23.0 93.0 35.00 35.00 46.00
## CV residual -3.38 27.3 -30.4 11.8 21.088 32.5 46.6 121.8 37.04 38.40 40.01
## 29470 29472 29473 29478 29479 29482 29483 29485 29486 29494 29495
## Predicted 33.3 52.00 87.5 120.5 109.0 67.6 60.4 36.7 44.7 111 125.5
## cvpred 33.3 51.98 87.6 120.6 109.1 67.7 60.5 36.8 44.9 111 125.7
## pm2.5 77.0 59.00 35.0 91.0 96.0 83.0 78.0 65.0 68.0 144 179.0
## CV residual 43.7 7.02 -52.6 -29.6 -13.1 15.3 17.5 28.2 23.1 33 53.3
## 29498 29509 29510 29511 29516 29521 29522 29524 29527 29528 29530
## Predicted 136 -15.4 7.4 5.41 40.60 94.1 80.91 104.1 113.84 88.7 62.79
## cvpred 136 -15.5 7.5 5.54 40.71 94.2 81.01 104.2 113.98 88.8 62.91
## pm2.5 195 93.0 140.0 75.00 44.00 67.0 79.00 77.0 111.00 126.0 60.00
## CV residual 59 108.5 132.5 69.46 3.29 -27.2 -2.01 -27.2 -2.98 37.2 -2.91
## 29531 29539 29544 29545 29546 29549 29552 29554 29555 29563 29570
## Predicted 56.4 57.2 102.5 102.4 101.6 129.0 111.6 90.6 80.6 61.3 108.6
## cvpred 56.6 57.4 102.6 102.5 101.6 129.1 111.8 90.8 80.7 61.4 108.7
## pm2.5 99.0 39.0 39.0 40.0 47.0 53.0 59.0 70.0 56.0 108.0 71.0
## CV residual 42.4 -18.4 -63.6 -62.5 -54.6 -76.1 -52.8 -20.8 -24.7 46.6 -37.7
## 29573 29575 29579 29580 29582 29583 29603 29605 29607 29615 29618
## Predicted 121.1 121.62 109.5 108.3 104.7 89.6 109.6 92.0 84.6 99.3 129.5
## cvpred 121.3 121.79 109.7 108.4 104.9 89.8 109.8 92.1 84.8 99.3 129.7
## pm2.5 98.0 114.00 126.0 132.0 117.0 119.0 162.0 104.0 73.0 29.0 46.0
## CV residual -23.3 -7.79 16.3 23.6 12.1 29.2 52.2 11.9 -11.8 -70.3 -83.7
## 29619 29622 29623 29625 29626 29627 29628 29635 29636 29639 29641
## Predicted 124.0 130.7 129.6 126.9 120.9 120.4 129.5 -42.6 -22.2 -9.8 61.2
## cvpred 124.2 130.9 129.8 127.1 121.1 120.6 129.7 -42.8 -22.5 -10.1 61.2
## pm2.5 56.0 66.0 67.0 73.0 73.0 101.0 102.0 22.0 57.0 22.0 27.0
## CV residual -68.2 -64.9 -62.8 -54.1 -48.1 -19.6 -27.7 64.8 79.5 32.1 -34.2
## 29642 29649 29651 29652 29654 29655 29656 29660 29664 29668 29671
## Predicted 89.8 20.8 -1.92 -12.8 -21.6 -15.6 -17.8 -1.57 46.8 67.7 119.0
## cvpred 89.8 20.8 -1.94 -12.8 -21.7 -15.6 -17.8 -1.68 46.7 67.6 119.1
## pm2.5 25.0 57.0 40.00 34.0 62.0 74.0 57.0 43.00 79.0 87.0 85.0
## CV residual -64.8 36.2 41.94 46.8 83.7 89.6 74.8 44.68 32.3 19.4 -34.1
## 29672 29684 29690 29694 29695 29696 29697 29701 29704 29705 29707
## Predicted 102.3 88.6 107.0 121.5 116.7 111.7 86.55 49.3 40.6 40.3 38.56
## cvpred 102.5 88.8 107.1 121.7 116.9 111.9 86.75 49.5 40.7 40.4 38.62
## pm2.5 92.0 124.0 61.0 69.0 77.0 85.0 89.00 86.0 65.0 57.0 40.00
## CV residual -10.5 35.2 -46.1 -52.7 -39.9 -26.9 2.25 36.5 24.3 16.6 1.38
## 29708 29722 29726 29727 29729 29735 29739 29742 29746 29747 29749
## Predicted 42.59 86.7 48.4 65.0 66.7 118.1 136.9 137.9 73.4 58.2 40.84
## cvpred 42.63 86.9 48.5 65.2 66.9 118.4 137.2 138.2 73.7 58.4 41.01
## pm2.5 39.00 55.0 77.0 81.0 123.0 132.0 215.0 233.0 131.0 90.0 39.00
## CV residual -3.63 -31.9 28.5 15.8 56.1 13.6 77.8 94.8 57.3 31.6 -2.01
## 29750 29755 29756 29764 29765 29767 29771 29773 29775 29777 29780
## Predicted 49.1 108.6 113.5 129.1 129.6 135.0 61.5 55.63 49.0 51.4 77.81
## cvpred 49.3 108.8 113.7 129.4 129.8 135.2 61.7 55.85 49.2 51.7 77.99
## pm2.5 43.0 56.0 54.0 55.0 69.0 59.0 43.0 65.00 82.0 83.0 72.00
## CV residual -6.3 -52.8 -59.7 -74.4 -60.8 -76.2 -18.7 9.15 32.8 31.3 -5.99
## 29785 29787 29789 29792 29794 29796 29800 29803 29804 29808 29810
## Predicted 121.2 137.7 132.0 126.9 116.6 117.12 109.9 126.1 135.3 132 139.2
## cvpred 121.4 137.9 132.3 127.2 116.9 117.39 110.1 126.3 135.5 132 139.4
## pm2.5 86.0 108.0 118.0 115.0 101.0 108.00 143.0 80.0 76.0 50 56.0
## CV residual -35.4 -29.9 -14.3 -12.2 -15.9 -9.39 32.9 -46.3 -59.5 -82 -83.4
## 29811 29817 29824 29825 29827 29830 29833 29835 29836 29837 29839
## Predicted 139.4 143.0 108.4 103 114 123.0 130.0 133.0 132.1 132.4 143
## cvpred 139.6 143.3 108.6 103 114 123.3 130.2 133.2 132.3 132.6 143
## pm2.5 60.0 63.0 80.0 86 91 111.0 92.0 89.0 92.0 100.0 101
## CV residual -79.6 -80.3 -28.6 -17 -23 -12.3 -38.2 -44.2 -40.3 -32.6 -42
## 29841 29844 29845 29851 29854 29857 29861 29863 29865 29866 29869
## Predicted 137.7 130.2 115.0 98.8 116.4 39.3 54.7 59.7 36.7 20.49 -17.1
## cvpred 137.9 130.4 115.3 99.0 116.6 39.3 54.7 59.7 36.7 20.41 -17.3
## pm2.5 117.0 65.0 59.0 44.0 88.0 67.0 9.0 13.0 13.0 13.00 15.0
## CV residual -20.9 -65.4 -56.3 -55.0 -28.6 27.7 -45.7 -46.7 -23.7 -7.41 32.3
## 29872 29876 29878 29882 29883 29891 29896 29897 29903 29911 29912
## Predicted -68.0 -11.0 36.17 117.2 123.0 57.13 -51.8 -49.2 26.4 115.0 113.4
## cvpred -68.2 -10.9 36.26 117.4 123.1 57.32 -51.8 -49.1 26.4 115.2 113.6
## pm2.5 17.0 23.0 32.00 49.0 49.0 54.00 37.0 42.0 70.0 83.0 87.0
## CV residual 85.2 33.9 -4.26 -68.4 -74.1 -3.32 88.8 91.1 43.6 -32.2 -26.6
## 29917 29922 29925 29929 29932 29934 29936 29937 29938 29940 29943
## Predicted 77.0 47.1 81.4 113 129.133 140.1 108.0 93.3 69.4 -10.9 -2.86
## cvpred 77.3 47.3 81.5 113 129.362 140.4 108.2 93.6 69.6 -10.8 -2.75
## pm2.5 105.0 105.0 108.0 105 130.000 151.0 133.0 124.0 93.0 26.0 27.00
## CV residual 27.7 57.7 26.5 -8 0.638 10.6 24.8 30.4 23.4 36.8 29.75
## 29946 29953 29957 29966 29967 29969 29970 29974 29977 29981 29986
## Predicted 2.52 93.1 125.0 110 109 97.4 96.5 99.5 122.3 139.2 100.5
## cvpred 2.63 93.2 125.2 111 109 97.6 96.7 99.6 122.5 139.4 100.8
## pm2.5 22.00 56.0 96.0 244 216 137.0 130.0 111.0 153.0 170.0 152.0
## CV residual 19.37 -37.2 -29.2 133 107 39.4 33.3 11.4 30.5 30.6 51.2
## 29988 29990 29991 29994 29996 29998 29999 30001 30006 30007 30008
## Predicted 59.3 4.04 2.43 -1.95 46.6 107.61 112.5 104.7 112.6 111 109.6
## cvpred 59.5 4.20 2.60 -1.79 46.8 107.87 112.8 104.9 112.8 111 109.8
## pm2.5 127.0 65.00 53.00 70.00 96.0 103.00 150.0 166.0 203.0 179 203.0
## CV residual 67.5 60.80 50.40 71.79 49.2 -4.87 37.2 61.1 90.2 68 93.2
## 30009 30012 30015 30018 30020 30024 30027 30028 30029 30033
## Predicted 109 107.1 142.177 133.3 132.2 131.7 142.0 142.0 147.4 147.2
## cvpred 109 107.2 142.414 133.5 132.4 131.9 142.3 142.3 147.7 147.4
## pm2.5 167 137.0 143.000 86.0 77.0 89.0 74.0 69.0 77.0 114.0
## CV residual 58 29.8 0.586 -47.5 -55.4 -42.9 -68.3 -73.3 -70.7 -33.4
## 30036 30037 30038 30041 30050 30052 30054 30058 30063 30067 30068
## Predicted 140.57 135.7 134.8 133 137.9 137.7 141.4 144.0 146.7 136.2 140.4
## cvpred 140.81 135.9 135.1 133 138.2 137.9 141.7 144.2 146.9 136.4 140.7
## pm2.5 142.00 161.0 178.0 180 163.0 165.0 166.0 99.0 165.0 207.0 200.0
## CV residual 1.19 25.1 42.9 47 24.8 27.1 24.3 -45.2 18.1 70.6 59.3
## 30069 30071 30077 30082 30085 30086 30089 30098 30106 30115
## Predicted 139.6 133.1 141.41 137.2 141.54 136.159 136.4 141.05 136.9 131.0
## cvpred 139.8 133.3 141.69 137.4 141.82 136.441 136.7 141.32 137.2 131.3
## pm2.5 166.0 158.0 145.00 117.0 136.00 136.000 161.0 139.00 161.0 191.0
## CV residual 26.2 24.7 3.31 -20.4 -5.82 -0.441 24.3 -2.32 23.8 59.7
## 30118 30120 30122 30131 30132 30134 30137 30138 30139 30140 30142
## Predicted 133.9 141.5 140.9 134 127.4 134 125 124 118 118 115.4
## cvpred 134.2 141.8 141.2 134 127.6 135 125 124 119 118 115.4
## pm2.5 194.0 182.0 169.0 13 36.0 15 16 12 17 16 24.0
## CV residual 59.8 40.2 27.8 -121 -91.6 -120 -109 -112 -102 -102 -91.4
## 30143 30146 30149 30150 30151 30152 30153 30157 30159 30160 30164
## Predicted 139 144 145 145 145 149 143.3 93.5 87.6 83.0 96.8
## cvpred 139 144 145 145 145 149 143.5 93.7 87.8 83.2 97.0
## pm2.5 27 33 31 28 38 44 45.0 29.0 22.0 18.0 35.0
## CV residual -112 -111 -114 -117 -107 -105 -98.5 -64.7 -65.8 -65.2 -62.0
## 30167 30168 30169 30172 30173 30174 30175 30178 30179 30183 30190
## Predicted 123.5 123.0 127.6 138.4 138.4 144 138.5 117.5 117.5 92.8 102.4
## cvpred 123.7 123.2 127.8 138.6 138.6 144 138.8 117.8 117.8 93.0 102.6
## pm2.5 41.0 40.0 40.0 48.0 51.0 62 64.0 75.0 70.0 107.0 72.0
## CV residual -82.7 -83.2 -87.8 -90.6 -87.6 -82 -74.8 -42.8 -47.8 14.0 -30.6
## 30191 30192 30194 30196 30197 30198 30204 30207 30209 30216
## Predicted 121.3 130 131 141 146 141.3 98.5 84.6 87.80 108.20
## cvpred 121.5 131 131 141 146 141.4 98.7 84.9 88.02 108.34
## pm2.5 55.0 24 24 30 33 47.0 55.0 65.0 83.00 104.00
## CV residual -66.5 -107 -107 -111 -113 -94.4 -43.7 -19.9 -5.02 -4.34
## 30225 30227 30229 30230 30232 30233 30234 30237 30242 30245
## Predicted 112.627 102.10 90.5 83.7 71.8 65.8 51.5 111.48 105.9 95.0
## cvpred 112.861 102.37 90.7 84.0 72.0 66.0 51.7 111.78 106.1 95.1
## pm2.5 112.000 110.00 125.0 130.0 124.0 109.0 78.0 103.00 81.0 80.0
## CV residual -0.861 7.63 34.3 46.0 52.0 43.0 26.3 -8.78 -25.1 -15.1
## 30246 30247 30248 30258 30261 30266 30277 30285 30287 30289 30297
## Predicted 94.1 97.6 96.01 52.7 60.6 109.85 82.9 97.4 93.2 107.8 117.8
## cvpred 94.2 97.7 96.15 52.8 60.7 110.07 83.2 97.7 93.4 108.1 118.1
## pm2.5 82.0 83.0 91.00 126.0 131.0 107.00 129.0 197.0 157.0 148.0 152.0
## CV residual -12.2 -14.7 -5.15 73.2 70.3 -3.07 45.8 99.3 63.6 39.9 33.9
## 30300 30301 30304 30305 30307 30311 30312 30313 30315 30317 30319
## Predicted 125.1 124.6 134.9 135.0 134 135.0 129.3 128.0 122.1 119.9 127
## cvpred 125.4 124.9 135.2 135.3 134 135.3 129.6 128.2 122.3 120.1 127
## pm2.5 181.0 196.0 200.0 198.0 205 190.0 189.0 163.0 50.0 43.0 17
## CV residual 55.6 71.1 64.8 62.7 71 54.7 59.4 34.8 -72.3 -77.1 -110
## 30321 30325 30326 30332 30334 30338 30340 30342 30343 30344 30350
## Predicted 111.4 88.1 81.9 79.7 91.7 116.4 126.9 131.3 130.5 115.1 44.08
## cvpred 111.6 88.3 82.2 80.0 91.9 116.7 127.2 131.6 130.8 115.4 44.32
## pm2.5 16.0 18.0 16.0 46.0 57.0 54.0 55.0 66.0 67.0 80.0 48.00
## CV residual -95.6 -70.3 -66.2 -34.0 -34.9 -62.7 -72.2 -65.6 -63.8 -35.4 3.68
## 30352 30356 30358 30359 30360 30363 30368 30370 30375 30378 30383
## Predicted 40.9 51.39 96.6 96.6 110.4 126.6 115.6 88.6 20.45 20.45 58.52
## cvpred 41.1 51.54 96.9 96.9 110.7 126.9 115.9 88.9 20.69 20.69 58.78
## pm2.5 39.0 45.00 62.0 66.0 75.0 70.0 89.0 67.0 18.00 16.00 56.00
## CV residual -2.1 -6.54 -34.9 -30.9 -35.7 -56.9 -26.9 -21.9 -2.69 -4.69 -2.78
## 30386 30390 30393 30394 30404 30410 30412 30413 30417 30418 30419
## Predicted 102 120.76 114.4 101.0 93.0 116.37 126.6 132.0 105.6 96.1 80.8
## cvpred 102 121.05 114.7 101.3 93.3 116.66 126.9 132.3 105.9 96.4 81.1
## pm2.5 58 128.00 41.0 37.0 77.0 123.00 155.0 165.0 88.0 122.0 105.0
## CV residual -44 6.95 -73.7 -64.3 -16.3 6.34 28.1 32.7 -17.9 25.6 23.9
## 30431 30435 30437 30441 30442 30443 30445 30448 30458 30459 30460
## Predicted 84.1 96.8 122.3 140.5 140.5 140 140.2 127.8 141.3 136.7 136.4
## cvpred 84.2 96.9 122.5 140.8 140.8 140 140.5 128.1 141.6 136.9 136.7
## pm2.5 28.0 42.0 47.0 108.0 85.0 70 54.0 56.0 85.0 91.0 90.0
## CV residual -56.2 -54.9 -75.5 -32.8 -55.8 -70 -86.5 -72.1 -56.6 -45.9 -46.7
## 30468 30471 30474 30475 30480 30481 30483 30484 30486 30487 30489
## Predicted 87.1 62.0 60.82 73.86 108.5 107.7 111.5 120.1 140.5 140 123
## cvpred 87.4 62.3 61.08 74.13 108.7 107.9 111.6 120.3 140.8 140 123
## pm2.5 40.0 33.0 59.00 65.00 86.0 88.0 46.0 50.0 67.0 66 248
## CV residual -47.4 -29.3 -2.08 -9.13 -22.7 -19.9 -65.6 -70.3 -73.8 -74 125
## 30494 30496 30497 30504 30513 30514 30519 30521 30525 30529 30531
## Predicted 105.6 93.8 93.0 136.2 136 135.41 125.1 129 139.2 137.2 139.8
## cvpred 105.9 94.1 93.3 136.4 136 135.71 125.5 129 139.5 137.5 140.1
## pm2.5 148.0 126.0 110.0 58.0 120 127.00 113.0 139 166.0 171.0 166.0
## CV residual 42.1 31.9 16.7 -78.4 -16 -8.71 -12.5 10 26.5 33.5 25.9
## 30533 30537 30538 30540 30543 30544 30546 30550 30552 30555 30556
## Predicted 136.4 139.1 135 117.9 100.3 88.9 90.37 102.0 125 125.3 136.4
## cvpred 136.7 139.4 135 118.2 100.6 89.2 90.67 102.2 125 125.6 136.7
## pm2.5 161.0 186.0 189 177.0 147.0 111.0 87.00 119.0 254 111.0 93.0
## CV residual 24.3 46.6 54 58.8 46.4 21.8 -3.67 16.8 129 -14.6 -43.7
## 30558 30563 30564 30569 30574 30575 30578 30582 30597 30598 30600
## Predicted 124.8 93.3 72.6 57.0 113.4 108.5 122 134 128 133 136.2
## cvpred 125.1 93.5 72.9 57.3 113.7 108.8 123 134 128 134 136.4
## pm2.5 58.0 145.0 54.0 42.0 103.0 124.0 248 277 448 406 37.0
## CV residual -67.1 51.5 -18.9 -15.3 -10.7 15.2 125 143 320 272 -99.4
## 30602 30603 30604 30607 30609 30610 30613 30614 30616 30618
## Predicted 141 140.5 140.5 135.4 135.4 134.9 129.2 128.3 128.77 117.65
## cvpred 141 140.8 140.8 135.7 135.7 135.2 129.5 128.6 129.11 117.99
## pm2.5 34 52.0 68.0 70.0 65.0 63.0 105.0 113.0 122.00 122.00
## CV residual -107 -88.8 -72.8 -65.7 -70.7 -72.2 -24.5 -15.6 -7.11 4.01
## 30619 30620 30624 30629 30635 30641 30643 30646 30647 30648 30652
## Predicted 128.03 128.28 139.3 140.0 126 110.4 122.1 128 128.3 133.2 134.2
## cvpred 128.38 128.62 139.6 140.3 127 110.7 122.5 128 128.6 133.5 134.5
## pm2.5 120.00 125.00 164.0 189.0 270 155.0 149.0 215 101.0 112.0 156.0
## CV residual -8.38 -3.62 24.4 48.7 143 44.3 26.5 87 -27.6 -21.5 21.5
## 30655 30674 30675 30677 30678 30681 30684 30690 30695 30703 30705
## Predicted 134.0 138 132 130 130 96.4 63.3 18.58 73.4 129.5 103.9
## cvpred 134.4 138 132 130 131 96.6 63.5 18.66 73.7 129.8 104.2
## pm2.5 153.0 32 19 14 11 15.0 11.0 13.00 23.0 50.0 44.0
## CV residual 18.6 -106 -113 -116 -120 -81.6 -52.5 -5.66 -50.7 -79.8 -60.2
## 30707 30712 30724 30725 30728 30736 30737 30757 30762 30763 30765
## Predicted 74.7 37.2 125.3 124.0 106.8 41.1 37.2 56.3 45.0 53.7 72.6
## cvpred 75.0 37.5 125.6 124.3 107.1 41.4 37.5 56.6 45.3 54.0 72.9
## pm2.5 30.0 24.0 27.0 27.0 19.0 13.0 17.0 9.0 19.0 24.0 25.0
## CV residual -45.0 -13.5 -98.6 -97.3 -88.1 -28.4 -20.5 -47.6 -26.3 -30.0 -47.9
## 30768 30769 30776 30777 30779 30781 30788 30789 30791 30794 30796
## Predicted 70.4 73.9 123 113.62 98.0 54.31 63.64 72.56 80.37 134.3 134.9
## cvpred 70.7 74.2 123 113.98 98.3 54.61 63.88 72.78 80.56 134.6 135.2
## pm2.5 35.0 39.0 93 117.00 112.0 48.00 60.00 65.00 77.00 37.0 42.0
## CV residual -35.7 -35.2 -30 3.02 13.7 -6.61 -3.88 -7.78 -3.56 -97.6 -93.2
## 30797 30801 30804 30809 30810 30813 30814 30817 30818 30819 30827
## Predicted 135.4 123.3 112.3 91.83 90.7 107.9 112.8 132.8 133.9 139.3 133.2
## cvpred 135.7 123.6 112.6 92.17 91.1 108.2 113.1 133.1 134.2 139.6 133.5
## pm2.5 38.0 53.0 72.0 100.00 120.0 142.0 147.0 216.0 70.0 79.0 80.0
## CV residual -97.7 -70.6 -40.6 7.83 28.9 33.8 33.9 82.9 -64.2 -60.6 -53.5
## 30829 30833 30836 30843 30844 30848 30852 30857 30860 30864 30865
## Predicted 128.3 121.2 124.1 137.5 137.1 137.67 126.8 139 134 139.0 139
## cvpred 128.6 121.5 124.4 137.9 137.4 138.03 127.1 140 134 139.4 140
## pm2.5 80.0 80.0 111.0 164.0 160.0 140.00 59.0 35 32 50.0 39
## CV residual -48.6 -41.5 -13.4 26.1 22.6 1.97 -68.1 -105 -102 -89.4 -101
## 30872 30873 30875 30878 30879 30881 30882 30884 30885 30890 30891
## Predicted 131 125.1 125 127.1 121.8 124.5 128 121.2 115.6 123 117.9
## cvpred 131 125.4 125 127.4 122.1 124.8 128 121.4 115.8 123 118.1
## pm2.5 30 36.0 34 41.0 44.0 30.0 28 25.0 35.0 36 32.0
## CV residual -101 -89.4 -91 -86.4 -78.1 -94.8 -100 -96.4 -80.8 -87 -86.1
## 30894 30897 30902 30903 30904 30906 30911 30913 30914 30915 30918
## Predicted 126.2 114.3 104.6 105.4 105.0 99.7 113.9 122.1 132.1 140.5 140.8
## cvpred 126.4 114.5 104.9 105.7 105.3 100.0 114.2 122.4 132.4 140.8 141.1
## pm2.5 30.0 34.0 41.0 44.0 45.0 38.0 53.0 62.0 65.0 64.0 71.0
## CV residual -96.4 -80.5 -63.9 -61.7 -60.3 -62.0 -61.2 -60.4 -67.4 -76.8 -70.1
## 30924 30925 30926 30928 30929 30931 30932 30936 30937 30939
## Predicted 99.5 102.2 98.0 96.9 100.4 103.1 106.9 119.93 119.8203 118.72
## cvpred 99.8 102.6 98.3 97.2 100.8 103.4 107.2 120.21 120.0745 118.96
## pm2.5 58.0 54.0 52.0 67.0 53.0 51.0 50.0 128.00 120.0000 128.00
## CV residual -41.8 -48.6 -46.3 -30.2 -47.8 -52.4 -57.2 7.79 -0.0745 9.04
## 30941 30942 30943 30948 30950 30953 30959 30962 30963 30967
## Predicted 134.2 134.2 138.5 107.873 101.76 99.2 109.9 113.6 113 124.7
## cvpred 134.5 134.5 138.9 108.228 102.11 99.5 110.2 113.8 113 124.9
## pm2.5 112.0 121.0 128.0 108.000 96.00 67.0 140.0 94.0 92 136.0
## CV residual -22.5 -13.5 -10.9 -0.228 -6.11 -32.5 29.8 -19.8 -21 11.1
## 30971 30972 30976 30979 30985 30987 30993 30994 30995 30997 30998
## Predicted 102.2 114 103.1 102.2 138.5 138.2 135.0 133.9 127.4 129.1 128.2
## cvpred 102.4 114 103.5 102.5 138.9 138.5 135.3 134.2 127.7 129.4 128.5
## pm2.5 83.0 71 67.0 64.0 78.0 75.0 71.0 48.0 38.0 66.0 65.0
## CV residual -19.4 -43 -36.5 -38.5 -60.9 -63.5 -64.3 -86.2 -89.7 -63.4 -63.5
## 30999 31001 31002 31003 31014 31020 31021 31025 31026 31029 31030
## Predicted 127.4 125.6 132.5 128 133 61.8 50.7 48.2 57.8 109.8 91.0
## cvpred 127.6 125.9 132.9 128 133 62.0 50.9 48.5 58.1 110.1 91.2
## pm2.5 71.0 53.0 50.0 45 33 9.0 11.0 16.0 16.0 31.0 34.0
## CV residual -56.6 -72.9 -82.9 -83 -100 -53.0 -39.9 -32.5 -42.1 -79.1 -57.2
## 31034 31035 31036 31037 31040 31042 31044 31046 31052 31053 31054
## Predicted 126.6 131.5 132.0 137.2 121.5 104.6 99.7 74.4 88.6 97.0 87.38
## cvpred 126.9 131.8 132.3 137.4 121.8 104.9 100.1 74.8 88.9 97.3 87.61
## pm2.5 32.0 49.0 59.0 68.0 42.0 52.0 60.0 57.0 33.0 54.0 79.00
## CV residual -94.9 -82.8 -73.3 -69.4 -79.8 -52.9 -40.1 -17.8 -55.9 -43.3 -8.61
## 31055 31057 31060 31065 31068 31070 31072 31076 31079 31082 31085
## Predicted 100.2 107.5 120.3 127.5 120.0 118 110.4 112.00 125 125.4 129.8
## cvpred 100.4 107.7 120.5 127.9 120.3 118 110.7 112.23 125 125.7 130.1
## pm2.5 49.0 72.0 135.0 154.0 169.0 161 173.0 108.00 77 107.0 146.0
## CV residual -51.4 -35.7 14.5 26.1 48.7 43 62.3 -4.23 -48 -18.7 15.9
## 31093 31096 31100 31104 31112 31113 31114 31117 31121 31123 31126
## Predicted 107.38 108.2 104.07 128.8 132.9 118.0 95.1 57.8 34.1 85.1 109.2
## cvpred 107.73 108.6 104.39 129.1 133.3 118.4 95.4 58.1 34.4 85.4 109.6
## pm2.5 116.00 118.0 103.00 110.0 161.0 152.0 116.0 30.0 15.0 56.0 139.0
## CV residual 8.27 9.4 -1.39 -19.1 27.7 33.6 20.6 -28.1 -19.4 -29.4 29.4
## 31129 31131 31133 31134 31135 31137 31140 31141 31144 31145 31149
## Predicted 121.9 126 129.8 129.5 129.5 119.5 103.1 103.11 87.8 87.2 95.3
## cvpred 122.3 126 130.1 129.8 129.8 119.8 103.5 103.47 88.2 87.6 95.6
## pm2.5 109.0 87 65.0 65.0 83.0 85.0 90.0 94.00 75.0 66.0 42.0
## CV residual -13.3 -39 -65.1 -64.8 -46.8 -34.8 -13.5 -9.47 -13.2 -21.6 -53.6
## 31154 31156 31157 31158 31160 31162 31171 31173 31181 31188 31192
## Predicted 113.3 128.2 126.9 136 128.28 109.2 94.58 103.9 101 77.2 73.8
## cvpred 113.5 128.4 127.2 136 128.62 109.6 94.85 104.1 101 77.5 74.1
## pm2.5 73.0 92.0 92.0 104 124.00 99.0 96.00 122.0 59 18.0 26.0
## CV residual -40.5 -36.4 -35.2 -32 -4.62 -10.6 1.15 17.9 -42 -59.5 -48.1
## 31193 31195 31196 31197 31198 31201 31202 31203 31204 31205 31211
## Predicted 73.2 80.1 84.1 88.1 96.8 110.7 130.5 136 136.4 135.4 74.6
## cvpred 73.5 80.3 84.3 88.3 97.0 110.9 130.8 136 136.7 135.7 74.9
## pm2.5 31.0 33.0 41.0 40.0 46.0 58.0 64.0 70 75.0 72.0 28.0
## CV residual -42.5 -47.3 -43.3 -48.3 -51.0 -52.9 -66.8 -66 -61.7 -63.7 -46.9
## 31214 31215 31221 31223 31225 31233 31234 31246 31247 31248 31255
## Predicted 16.49 19.53 41.0 101.0 110.5 80.4 74.2 77.49 86.5 86.4 106.4
## cvpred 16.75 19.78 41.2 101.3 110.8 80.7 74.4 77.71 86.7 86.6 106.7
## pm2.5 13.00 12.00 17.0 40.0 38.0 18.0 17.0 69.00 53.0 49.0 41.0
## CV residual -3.75 -7.78 -24.2 -61.3 -72.8 -62.7 -57.4 -8.71 -33.7 -37.6 -65.7
## 31256 31258 31260 31263 31270 31271 31280 31281 31282 31286 31290
## Predicted 101.5 91.5 99.7 119.1 119.5 119.3 133.2 134.2 133.9 132.4 132.4
## cvpred 101.8 91.8 100.0 119.5 119.8 119.6 133.5 134.5 134.2 132.8 132.8
## pm2.5 55.0 54.0 56.0 56.0 62.0 71.0 90.0 88.0 80.0 103.0 112.0
## CV residual -46.8 -37.8 -44.0 -63.5 -57.8 -48.6 -43.5 -46.5 -54.2 -29.8 -20.8
## 31291 31292 31295 31299 31300 31301 31303 31305 31309 31314
## Predicted 133.41 133.2 133.2 133.54 134.16 133.54 132.6 109.0 55.9 29.02
## cvpred 133.76 133.5 133.5 133.87 134.49 133.87 132.9 109.3 56.2 29.33
## pm2.5 128.00 149.0 156.0 138.00 141.00 131.00 89.0 62.0 23.0 31.00
## CV residual -5.76 15.5 22.5 4.13 6.51 -2.87 -43.9 -47.3 -33.2 1.67
## 31315 31321 31326 31327 31328 31331 31332 31333 31334 31336 31337
## Predicted 49.5 114.1 123.4 127.5 118.0 112.9 111.8 93.0 107.1 88.7 98.0
## cvpred 49.9 114.5 123.7 127.9 118.4 113.2 112.1 93.3 107.5 89.1 98.3
## pm2.5 25.0 36.0 72.0 69.0 70.0 81.0 87.0 78.0 69.0 55.0 54.0
## CV residual -24.9 -78.5 -51.7 -58.9 -48.4 -32.2 -25.1 -15.3 -38.5 -34.1 -44.3
## 31346 31351 31355 31356 31361 31363 31364 31366 31367 31371
## Predicted 134.2 134.90 107.7 102.36 72.58 79.6 88.8 102.11 111.1 130
## cvpred 134.5 135.22 108.1 102.74 72.93 80.0 89.1 102.41 111.4 131
## pm2.5 99.0 128.00 132.0 104.00 65.00 51.0 74.0 99.00 82.0 19
## CV residual -35.5 -7.22 23.9 1.26 -7.93 -29.0 -15.1 -3.41 -29.4 -112
## 31377 31380 31385 31397 31400 31401 31402 31403 31404 31407 31411
## Predicted 124.9 95.1 88.7 136.4 130.3 125.1 119.1 123.8 120.3 129.8 114.9
## cvpred 125.2 95.4 89.0 136.7 130.6 125.4 119.5 124.1 120.6 130.1 115.2
## pm2.5 40.0 42.0 69.0 38.0 34.0 39.0 42.0 41.0 39.0 39.0 56.0
## CV residual -85.2 -53.4 -20.0 -98.7 -96.6 -86.4 -77.5 -83.1 -81.6 -91.1 -59.2
## 31420 31423 31425 31426 31428 31431 31442 31443 31447 31451 31454
## Predicted 140.5 136.5 128.1 117.3 99.5 98.7 92.6 127 111.9 86.3 65.7
## cvpred 140.8 136.8 128.4 117.6 99.8 99.1 92.8 127 112.1 86.6 66.0
## pm2.5 90.0 63.0 55.0 65.0 74.0 81.0 32.0 26 27.0 25.0 32.0
## CV residual -50.8 -73.8 -73.4 -52.6 -25.8 -18.1 -60.8 -101 -85.1 -61.6 -34.0
## 31455 31457 31463 31464 31465 31467 31473 31474 31475 31485 31486
## Predicted 69.6 62.7 105.3 99.3 108.0 124.4 123.9 113.37 98.4 140.19 134
## cvpred 69.9 63.0 105.5 99.5 108.2 124.7 124.2 113.73 98.7 140.45 134
## pm2.5 28.0 27.0 57.0 63.0 76.0 84.0 110.0 107.00 63.0 144.00 21
## CV residual -41.9 -36.0 -48.5 -36.5 -32.2 -40.7 -14.2 -6.73 -35.7 3.55 -113
## 31487 31489 31490 31492 31494 31496 31497 31498 31499 31500 31504
## Predicted 136 131 136.2 136.2 136.7 129.8 124.2 108.3 105.4 95.3 84.1
## cvpred 136 132 136.4 136.4 136.9 130.1 124.4 108.6 105.7 95.6 84.4
## pm2.5 21 31 38.0 48.0 62.0 55.0 46.0 39.0 35.0 35.0 46.0
## CV residual -115 -101 -98.4 -88.4 -74.9 -75.1 -78.4 -69.6 -70.7 -60.6 -38.4
## 31506 31507 31515 31525 31529 31531 31540 31543 31548 31550 31551
## Predicted 82.7 91.4 128.3 111.9 104.0 107.4 124.0 129.8 103.9 102.1 106
## cvpred 83.1 91.7 128.6 112.3 104.4 107.8 124.3 130.1 104.2 102.5 106
## pm2.5 57.0 55.0 71.0 130.0 128.0 128.0 33.0 43.0 43.0 24.0 27
## CV residual -26.1 -36.7 -57.6 17.7 23.6 20.2 -91.3 -87.1 -61.2 -78.5 -79
## 31552 31557 31559 31565 31573 31574 31577 31578 31579 31584 31586
## Predicted 105.0 114.7 103.5 126 79.3 59.2 71.8 66.1 70.6 110.4 123.8
## cvpred 105.2 114.9 103.7 126 79.7 59.5 72.2 66.4 70.9 110.7 124.1
## pm2.5 26.0 32.0 23.0 17 35.0 36.0 34.0 30.0 31.0 50.0 31.0
## CV residual -79.2 -82.9 -80.7 -109 -44.7 -23.5 -38.2 -36.4 -39.9 -60.7 -93.1
## 31597 31599 31600 31601 31605 31620 31621 31622 31632 31636 31647
## Predicted 65.4 54.7 40.9 40.50 98.7 111.63 102 96.0 126.8 125.9 102.3
## cvpred 65.7 55.0 41.2 40.83 99.0 112.02 102 96.4 127.2 126.3 102.7
## pm2.5 32.0 42.0 36.0 40.00 49.0 104.00 115 117.0 80.0 106.0 167.0
## CV residual -33.7 -13.0 -5.2 -0.83 -50.0 -8.02 13 20.6 -47.2 -20.3 64.3
## 31653 31655 31656 31657 31659 31660 31665 31666 31671 31674 31676
## Predicted 128.4 133.9 123.9 131.6 125.5 130 127.3 121.3 91.8 88.3 96.6
## cvpred 128.7 134.2 124.2 131.9 125.8 130 127.6 121.6 92.1 88.5 96.8
## pm2.5 62.0 58.0 60.0 57.0 67.0 56 51.0 50.0 53.0 49.0 50.0
## CV residual -66.7 -76.2 -64.2 -74.9 -58.8 -74 -76.6 -71.6 -39.1 -39.5 -46.8
## 31677 31680 31683 31684 31690 31691 31692 31693 31694 31697 31698
## Predicted 95.7 123.4 127.3 126.4 117.8 107.2 103 102.4 98.0 90.39 98.8
## cvpred 95.9 123.7 127.6 126.8 118.1 107.6 103 102.7 98.3 90.74 99.1
## pm2.5 57.0 77.0 90.0 82.0 76.0 69.0 64 76.0 77.0 88.00 89.0
## CV residual -38.9 -46.7 -37.6 -44.8 -42.1 -38.6 -39 -26.7 -21.3 -2.74 -10.1
## 31703 31707 31712 31714 31719 31720 31725 31728 31731 31735 31741
## Predicted 121.8 125.4 134.2 108.5 89.5 93.5 108.3 106.1 110.5 132.4 96.73
## cvpred 122.1 125.7 134.5 108.8 89.9 93.9 108.6 106.4 110.7 132.8 97.11
## pm2.5 96.0 51.0 53.0 42.0 49.0 59.0 84.0 69.0 66.0 79.0 90.00
## CV residual -26.1 -74.7 -81.5 -66.8 -40.9 -34.9 -24.6 -37.4 -44.7 -53.8 -7.11
## 31744 31746 31754 31755 31756 31763 31764 31766 31768 31772 31774
## Predicted 98.91 97.2 113.1 107.8 116.9 126.8 126.5 120.6 120.28 125.8 126.8
## cvpred 99.28 97.5 113.3 108.1 117.1 127.2 126.9 121.1 120.68 126.2 127.2
## pm2.5 105.00 115.0 55.0 60.0 65.0 96.0 111.0 102.0 127.00 143.0 148.0
## CV residual 5.72 17.5 -58.3 -48.1 -52.1 -31.2 -15.9 -19.1 6.32 16.8 20.8
## 31777 31778 31780 31781 31786 31788 31795 31797 31798 31801 31808
## Predicted 126.0 130.9 132.0 132.4 40.0 26.1 2.49 9.81 42.4 104.2 106
## cvpred 126.4 131.3 132.4 132.8 40.2 26.3 2.48 9.77 42.4 104.5 106
## pm2.5 155.0 157.0 113.0 40.0 25.0 39.0 18.00 17.00 13.0 16.0 11
## CV residual 28.6 25.7 -19.4 -92.8 -15.2 12.7 15.52 7.23 -29.4 -88.5 -95
## 31815 31816 31820 31829 31834 31835 31836 31839 31840 31849 31851
## Predicted 47.9 43.1 67.4 119 73.9 63.3 52.5 33.9 39.5 119.5 124
## cvpred 48.2 43.4 67.7 119 74.2 63.5 52.8 34.1 39.7 119.8 124
## pm2.5 10.0 16.0 20.0 29 17.0 21.0 17.0 17.0 8.0 41.0 70
## CV residual -38.2 -27.4 -47.7 -90 -57.2 -42.5 -35.8 -17.1 -31.7 -78.8 -54
## 31854 31855 31857 31867 31871 31876 31877 31878 31879 31881 31882
## Predicted 125.0 125.9 114.87 127.1 133.9 129.5 134.2 134.2 135 128.8 123.40
## cvpred 125.3 126.2 115.19 127.4 134.2 129.8 134.5 134.5 135 129.1 123.74
## pm2.5 92.0 116.0 120.00 104.0 123.0 111.0 113.0 120.0 118 117.0 118.00
## CV residual -33.3 -10.2 4.81 -23.4 -11.2 -18.8 -21.5 -14.5 -17 -12.1 -5.74
## 31885 31889 31894 31896 31898 31899 31904 31906 31909 31913
## Predicted 103.75 75.90 104.3 123.3 127.0 136.4 135.65 119.5 129.5 119.26
## cvpred 104.07 76.18 104.5 123.5 127.2 136.7 135.95 119.8 129.8 119.59
## pm2.5 112.00 69.00 90.0 90.0 97.0 98.0 140.00 108.0 115.0 127.00
## CV residual 7.93 -7.18 -14.5 -33.5 -30.2 -38.7 4.05 -11.8 -14.8 7.41
## 31914 31917 31920 31924 31926 31928 31929 31932 31933 31934 31937
## Predicted 118.4 114.87 135.0 129 127.5 120.4 110.0 49.31 39.48 33.99 31.8
## cvpred 118.7 115.19 135.3 129 127.7 120.6 110.2 49.51 39.74 34.23 32.0
## pm2.5 139.0 117.00 121.0 150 89.0 97.0 77.0 59.00 35.00 26.00 15.0
## CV residual 20.3 1.81 -14.3 21 -38.7 -23.6 -33.2 9.49 -4.74 -8.23 -17.0
## 31938 31944 31947 31955 31960 31968 31975 31976 31979 31981 31988
## Predicted 48.2 126.9 127.6 63.5 28.7 121.5 131 114.7 86.6 57.0 51.8
## cvpred 48.5 127.2 127.9 63.7 29.0 121.8 132 114.9 86.9 57.3 52.0
## pm2.5 18.0 39.0 85.0 22.0 11.0 52.0 28 31.0 27.0 27.0 37.0
## CV residual -30.5 -88.2 -42.9 -41.7 -18.0 -69.8 -104 -83.9 -59.9 -30.3 -15.0
## 31989 31994 31995 31996 31998 31999 32005 32006 32007 32008 32010
## Predicted 74.1 121.5 126.9 131.4 132.2 131.1 43.5 47.4 37.52 40.8 66.2
## cvpred 74.3 121.8 127.2 131.7 132.4 131.3 43.8 47.7 37.76 41.0 66.4
## pm2.5 45.0 53.0 62.0 65.0 74.0 57.0 13.0 16.0 30.00 30.0 75.0
## CV residual -29.3 -68.8 -65.2 -66.7 -58.4 -74.3 -30.8 -31.7 -7.76 -11.0 8.6
## 32011 32016 32017 32030 32034 32035 32042 32048 32053 32056 32064
## Predicted 92.6 107.6 107.1 115.6 113 111.8 111.0 136.2 125.4 119.5 135.2
## cvpred 92.9 107.8 107.3 115.9 113 112.1 111.1 136.4 125.7 119.8 135.5
## pm2.5 121.0 50.0 59.0 60.0 54 50.0 37.0 60.0 103.0 75.0 116.0
## CV residual 28.1 -57.8 -48.3 -55.9 -59 -62.1 -74.1 -76.4 -22.7 -44.8 -19.5
## 32065 32067 32069 32074 32075 32077 32078 32079 32093 32094 32099
## Predicted 136 135.4 141.5 47.8 40.5 24.9 12.86 9.795 120 120 61.6
## cvpred 136 135.7 141.8 47.9 40.6 25.0 12.84 9.742 120 120 61.8
## pm2.5 124 113.0 106.0 16.0 12.0 11.0 9.00 10.000 9 6 13.0
## CV residual -12 -22.7 -35.8 -31.9 -28.6 -14.0 -3.84 0.258 -111 -114 -48.8
## 32100 32106 32107 32112 32113 32115 32122 32123 32127 32132 32133
## Predicted 46.4 39.1 58.3 106.5 126.2 126.5 76.3 52.4 19.81 76.4 105.5
## cvpred 46.5 39.3 58.4 106.7 126.4 126.7 76.5 52.6 19.96 76.6 105.7
## pm2.5 10.0 10.0 13.0 31.0 34.0 35.0 27.0 19.0 10.00 16.0 24.0
## CV residual -36.5 -29.3 -45.4 -75.7 -92.4 -91.7 -49.5 -33.6 -9.96 -60.6 -81.7
## 32136 32137 32138 32141 32142 32143 32148 32149 32151 32152 32156
## Predicted 107.9 111.9 116.0 131.4 135.9 135.0 76.5 65.1 50.5 46.11 96.4
## cvpred 108.1 112.1 116.2 131.6 136.1 135.2 76.7 65.4 50.7 46.33 96.6
## pm2.5 38.0 55.0 76.0 39.0 37.0 40.0 31.0 35.0 30.0 42.00 64.0
## CV residual -70.1 -57.1 -40.2 -92.6 -99.1 -95.2 -45.7 -30.4 -20.7 -4.33 -32.6
## 32157 32159 32160 32162 32163 32173 32174 32175 32176 32180 32182
## Predicted 117 108 118.6 129.3 120.4 79.8 74.7 69.5 69.0 105.5 123.8
## cvpred 117 108 118.9 129.5 120.6 80.0 74.9 69.8 69.3 105.8 124.1
## pm2.5 66 65 55.0 84.0 89.0 43.0 47.0 57.0 55.0 76.0 89.0
## CV residual -51 -43 -63.9 -45.5 -31.6 -37.0 -27.9 -12.8 -14.3 -29.8 -35.1
## 32185 32188 32194 32197 32199 32200 32201 32208 32209 32214 32217
## Predicted 132.9 139 118.1 92.2 87.07 86.6 91.8 117.96 122.6 138 133.5
## cvpred 133.1 139 118.4 92.5 87.35 86.9 92.1 118.19 122.8 138 133.8
## pm2.5 82.0 96 66.0 80.0 93.00 98.0 109.0 123.00 133.0 38 58.0
## CV residual -51.1 -43 -52.4 -12.5 5.65 11.1 16.9 4.81 10.2 -100 -75.8
## 32223 32225 32228 32229 32230 32235 32239 32240 32241 32242 32246
## Predicted 126.9 121.4 130.7 132.9 137.0 130 131 130 123 109 74.9
## cvpred 127.2 121.7 130.9 133.1 137.3 130 131 130 124 109 75.1
## pm2.5 74.0 68.0 65.0 81.0 90.0 19 12 13 16 15 13.0
## CV residual -53.2 -53.7 -65.9 -52.1 -47.3 -111 -119 -117 -108 -94 -62.1
## 32249 32250 32252 32253 32255 32256 32257 32259 32260 32266 32267
## Predicted 78.6 100.6 114.1 118.1 122 135.0 129.9 129.6 134 114 113.5
## cvpred 78.8 100.9 114.3 118.3 122 135.2 130.1 129.8 134 114 113.7
## pm2.5 16.0 20.0 48.0 52.0 48 60.0 62.0 68.0 67 66 65.0
## CV residual -62.8 -80.9 -66.3 -66.3 -74 -75.2 -68.1 -61.8 -67 -48 -48.7
## 32268 32269 32271 32276 32277 32278 32282 32290 32292 32293
## Predicted 104 98.1 88.9 113.6 113.10 112.61 138.65 106.02 70.663 60.3
## cvpred 104 98.3 89.2 113.8 113.29 112.79 138.89 106.25 70.867 60.5
## pm2.5 70 69.0 74.0 103.0 111.00 117.00 140.00 101.00 70.000 39.0
## CV residual -34 -29.3 -15.2 -10.8 -2.29 4.21 1.11 -5.25 -0.867 -21.5
## 32295 32296 32297 32299 32300 32303 32309 32313 32316 32319 32321
## Predicted 52.0 46.9 43.2 75.2 115.2 129.1 134.2 128.9 103 101.5 106.9
## cvpred 52.2 47.1 43.4 75.4 115.4 129.4 134.4 129.1 103 101.7 107.1
## pm2.5 25.0 20.0 26.0 29.0 31.0 90.0 94.0 42.0 225 126.0 119.0
## CV residual -27.2 -27.1 -17.4 -46.4 -84.4 -39.4 -40.4 -87.1 122 24.3 11.9
## 32322 32326 32328 32329 32330 32337 32338 32342 32344 32347 32349
## Predicted 111 123.3 124.0 124 133.3 137.7 132.0 91.9 90.1 106.4 115.6
## cvpred 111 123.5 124.2 124 133.5 137.9 132.3 92.1 90.4 106.6 115.8
## pm2.5 138 159.0 46.0 45 53.0 112.0 114.0 75.0 69.0 84.0 99.0
## CV residual 27 35.5 -78.2 -79 -80.5 -25.9 -18.3 -17.1 -21.4 -22.6 -16.8
## 32350 32354 32360 32363 32368 32371 32374 32377 32378 32379 32390
## Predicted 115.2 118.2 137.5 82.5 12.3 10.27 129.1 121.1 131.1 130.9 82.58
## cvpred 115.3 118.4 137.8 82.7 12.4 10.28 129.3 121.3 131.3 131.1 82.83
## pm2.5 103.0 104.0 124.0 35.0 11.0 13.00 68.0 115.0 98.0 86.0 90.00
## CV residual -12.3 -14.4 -13.8 -47.7 -1.4 2.72 -61.3 -6.3 -33.3 -45.1 7.17
## 32397 32398 32399 32401 32403 32404 32405 32406 32408 32413
## Predicted 94.51 99.2 103.8 118.7 117.72 117.98 122.62 134.77 134.3 82.8
## cvpred 94.68 99.3 103.9 118.8 117.85 118.08 122.72 134.97 134.5 83.1
## pm2.5 90.00 80.0 85.0 106.0 119.00 127.00 132.00 132.00 164.0 140.0
## CV residual -4.68 -19.3 -18.9 -12.8 1.15 8.92 9.28 -2.97 29.5 56.9
## 32415 32417 32418 32419 32421 32424 32425 32426 32427 32433 32436
## Predicted 80.1 92.2 110.9 116.6 120.6 114.6 123.5 133.5 133.3 129.6 127.0
## cvpred 80.4 92.5 111.1 116.9 120.9 114.8 123.7 133.8 133.5 129.8 127.2
## pm2.5 124.0 160.0 191.0 178.0 198.0 132.0 46.0 86.0 69.0 50.0 80.0
## CV residual 43.6 67.5 79.9 61.1 77.1 17.2 -77.7 -47.8 -64.5 -79.8 -47.2
## 32437 32440 32444 32448 32449 32451 32452 32457 32458 32461
## Predicted 126.5 124.29 132.0 136.5 136.29 136.91 136.4 129.2 123.6 87.1
## cvpred 126.7 124.49 132.3 136.8 136.55 137.17 136.7 129.5 123.8 87.4
## pm2.5 88.0 134.00 186.0 134.0 144.00 146.00 116.0 104.0 92.0 58.0
## CV residual -38.7 9.51 53.7 -2.8 7.45 8.83 -20.7 -25.5 -31.8 -29.4
## 32462 32463 32470 32471 32472 32473 32474 32475 32479 32485 32486
## Predicted 16.8 16.99 120.4 117.6 126.6 106.7 121 110.7 118 36.7 36.20
## cvpred 17.0 17.11 120.5 117.8 126.8 106.9 121 110.7 118 36.8 36.32
## pm2.5 39.0 12.00 37.0 31.0 66.0 52.0 17 20.0 8 22.0 29.00
## CV residual 22.0 -5.11 -83.5 -86.8 -60.8 -54.9 -104 -90.7 -110 -14.8 -7.32
## 32487 32489 32490 32491 32498 32502 32503 32509 32514 32516 32517
## Predicted 44.4 65.7 65.6 70.2 131 136.5 136.3 84.7 82.0 104.4 113.5
## cvpred 44.5 65.8 65.7 70.3 131 136.7 136.4 84.9 82.2 104.6 113.7
## pm2.5 28.0 28.0 29.0 28.0 26 60.0 75.0 54.0 46.0 57.0 64.0
## CV residual -16.5 -37.8 -36.7 -42.3 -105 -76.7 -61.4 -30.9 -36.2 -47.6 -49.7
## 32521 32523 32524 32526 32527 32531 32534 32536 32537 32540 32542
## Predicted 124.0 128.3 124.00 127.6 124.1 118.9 132.2 136.9 136.7 137.7 137.7
## cvpred 124.2 128.5 124.23 127.9 124.4 119.1 132.4 137.2 136.9 137.9 137.9
## pm2.5 113.0 117.0 117.00 90.0 87.0 85.0 97.0 93.0 95.0 108.0 179.0
## CV residual -11.2 -11.5 -7.23 -37.9 -37.4 -34.1 -35.4 -44.2 -41.9 -29.9 41.1
## 32545 32548 32551 32553 32554 32555 32559 32561 32567 32569 32571
## Predicted 136.9 135.68 137.2 136.7 136.2 131.02 116.6 106.0 127.0 130.4 133
## cvpred 137.2 135.93 137.4 136.9 136.4 131.31 116.9 106.3 127.3 130.7 133
## pm2.5 118.0 128.00 106.0 104.0 110.0 126.00 105.0 95.0 116.0 113.0 123
## CV residual -19.2 -7.93 -31.4 -32.9 -26.4 -5.31 -11.9 -11.3 -11.3 -17.7 -10
## 32574 32576 32582 32583 32588 32595 32596 32601 32602 32606
## Predicted 132.89 132.03 111.99 106.1 117.21 137.0 136.2 116.8 90.0 42.5
## cvpred 133.15 132.28 112.26 106.4 117.46 137.3 136.4 116.9 90.2 42.6
## pm2.5 131.00 128.00 108.00 109.0 121.00 153.0 147.0 59.0 38.0 12.0
## CV residual -2.15 -4.28 -4.26 2.6 3.54 15.7 10.6 -57.9 -52.2 -30.6
## 32611 32612 32614 32616 32618 32622 32624 32625 32626 32630 32635
## Predicted 109.5 118.9 127.6 128.4 129.1 134.0 138.4 118.1 104.2 68.3 88.4
## cvpred 109.7 119.1 127.9 128.6 129.4 134.2 138.6 118.4 104.5 68.5 88.6
## pm2.5 29.0 49.0 75.0 94.0 77.0 53.0 42.0 41.0 39.0 56.0 61.0
## CV residual -80.7 -70.1 -52.9 -34.6 -52.4 -81.2 -96.6 -77.4 -65.5 -12.5 -27.6
## 32636 32641 32646 32649 32652 32657 32658 32660 32662 32669
## Predicted 87.8 120 134.3 133.5 113.5 118.12 118.12 127.6 132.768 136.3
## cvpred 88.0 120 134.5 133.8 113.7 118.37 118.37 127.9 133.024 136.5
## pm2.5 83.0 37 62.0 72.0 85.0 111.00 111.00 137.0 134.000 110.0
## CV residual -5.0 -83 -72.5 -61.8 -28.7 -7.37 -7.37 9.1 0.976 -26.5
## 32670 32671 32673 32677 32679 32686 32687 32688 32691 32694 32695
## Predicted 127 117 115 94.3 67.3 139 134 138.1 137 141 142
## cvpred 127 117 115 94.2 67.2 139 134 138.1 137 141 142
## pm2.5 69 18 10 10.0 10.0 23 16 44.0 17 11 10
## CV residual -58 -99 -105 -84.2 -57.2 -116 -118 -94.1 -120 -130 -132
## 32699 32702 32703 32707 32711 32722 32723 32726 32737 32741 32743
## Predicted 78.5 37.8 36.7 86.2 131 69.3 40.6 3.35 136 136 137
## cvpred 78.5 37.8 36.7 86.3 131 69.3 40.6 3.30 136 136 137
## pm2.5 11.0 10.0 7.0 13.0 29 20.0 16.0 10.00 47 33 30
## CV residual -67.5 -27.8 -29.7 -73.3 -102 -49.3 -24.6 6.70 -89 -103 -107
## 32746 32747 32748 32749 32750 32755 32756 32757 32760 32762 32766
## Predicted 90.9 80.2 69.0 54.65 51.36 90.7 123.4 127.7 129.24 134.0 144.4
## cvpred 91.0 80.3 69.1 54.73 51.46 90.9 123.6 127.9 129.36 134.1 144.5
## pm2.5 20.0 30.0 55.0 48.00 55.00 47.0 51.0 69.0 138.00 184.0 129.0
## CV residual -71.0 -50.3 -14.1 -6.73 3.54 -43.9 -72.6 -58.9 8.64 49.9 -15.5
## 32767 32769 32772 32774 32777 32780 32782 32783 32784 32786 32787
## Predicted 144.6 137.8 97.4 77.1 78.5 121 122 132 126 112 133.6
## cvpred 144.7 137.9 97.6 77.2 78.6 121 122 132 127 112 133.8
## pm2.5 126.0 113.0 159.0 166.0 229.0 281 298 266 250 207 209.0
## CV residual -18.7 -24.9 61.4 88.8 150.4 160 176 134 123 95 75.2
## 32796 32803 32805 32811 32816 32824 32831 32834 32835 32840 32844
## Predicted 107 126 136 136 132.5 107 129.6 134.3 134.0 134 111.5
## cvpred 107 126 136 136 132.6 107 129.8 134.5 134.2 134 111.7
## pm2.5 273 246 274 286 232.0 210 208.0 214.0 221.0 100 128.0
## CV residual 166 120 138 150 99.4 103 78.2 79.5 86.8 -34 16.3
## 32845 32846 32847 32848 32849 32851 32852 32853 32856 32861 32863
## Predicted 109.9 104.44 94.07 98.3 97.9 128.9 133.9 134.0 134.0 134.3 134.3
## cvpred 110.1 104.63 94.24 98.5 98.0 129.1 134.1 134.2 134.2 134.5 134.5
## pm2.5 125.0 114.00 102.00 103.0 84.0 93.0 114.0 164.0 188.0 147.0 145.0
## CV residual 14.9 9.37 7.76 4.5 -14.0 -36.1 -20.1 29.8 53.8 12.5 10.5
## 32864 32865 32868 32870 32871 32872 32877 32879 32883 32885 32887
## Predicted 138.04 137.55 140 113.1 100.2 89.6 130.0 135 138 140 145
## cvpred 138.26 137.77 140 113.3 100.4 89.8 130.2 135 138 140 145
## pm2.5 134.00 131.00 23 23.0 16.0 10.0 64.0 34 37 24 9
## CV residual -4.26 -6.77 -117 -90.3 -84.4 -79.8 -66.2 -101 -101 -116 -136
## 32891 32892 32894 32895 32897 32898 32899 32900 32901 32902 32905
## Predicted 49.3 43.6 31.6 25.1 24.7 42.6 60.6 59.4 101.4 120.2 135.6
## cvpred 49.3 43.6 31.6 25.1 24.7 42.6 60.6 59.5 101.5 120.3 135.7
## pm2.5 7.0 5.0 10.0 9.0 8.0 13.0 16.0 21.0 27.0 26.0 43.0
## CV residual -42.3 -38.6 -21.6 -16.1 -16.7 -29.6 -44.6 -38.5 -74.5 -94.3 -92.7
## 32911 32912 32913 32914 32920 32921 32924 32927 32928 32929 32930
## Predicted 146 145 124.6 104.8 86.68 90.6 120.1 127.7 132.6 133.6 137.3
## cvpred 146 145 124.7 104.9 86.79 90.7 120.3 127.9 132.8 133.8 137.4
## pm2.5 36 36 45.0 48.0 81.00 71.0 58.0 55.0 42.0 40.0 47.0
## CV residual -110 -109 -79.7 -56.9 -5.79 -19.7 -62.3 -72.9 -90.8 -93.8 -90.4
## 32931 32934 32940 32945 32947 32953 32956 32957 32963 32966 32967
## Predicted 137.4 143.1 107.2 102.8 116.7 141 142 142 116 95.0 93.1
## cvpred 137.5 143.3 107.4 102.9 116.9 142 143 142 116 95.2 93.3
## pm2.5 58.0 67.0 127.0 168.0 180.0 393 346 319 308 277.0 269.0
## CV residual -79.5 -76.3 19.6 65.1 63.1 251 203 177 192 181.8 175.7
## 32970 32971 32972 32974 32975 32982 32991 32993 32995 32997 33001
## Predicted 96.4 120 130 136 141 148 119.1 113.5 123.9 140.0 141.2
## cvpred 96.6 121 130 136 141 148 119.3 113.7 124.1 140.2 141.3
## pm2.5 242.0 255 316 337 308 251 168.0 179.0 177.0 206.0 201.0
## CV residual 145.4 134 186 201 167 103 48.7 65.3 52.9 65.8 59.7
## 33005 33009 33011 33022 33037 33038 33043 33044 33050 33055 33056
## Predicted 142.2 136.0 81.0 111.7 87.5 76.8 97.4 111.9 133.6 144.6 143.1
## cvpred 142.3 136.1 81.2 111.9 87.6 76.9 97.5 111.9 133.8 144.7 143.3
## pm2.5 185.0 160.0 66.0 55.0 65.0 60.0 69.0 73.0 98.0 99.0 102.0
## CV residual 42.7 23.9 -15.2 -56.9 -22.6 -16.9 -28.5 -38.9 -35.8 -45.7 -41.3
## 33062 33063 33070 33071 33073 33074 33077 33081 33087 33089 33091
## Predicted 115.99 111.6 132.1 137.0 136.3 135.9 137.3 135.2 43 23.4 34.8
## cvpred 116.16 111.8 132.3 137.2 136.4 136.1 137.4 135.3 43 23.2 34.6
## pm2.5 125.00 148.0 226.0 224.0 208.0 194.0 203.0 207.0 16 12.0 11.0
## CV residual 8.84 36.2 93.7 86.8 71.6 57.9 65.6 71.7 -27 -11.2 -23.6
## 33094 33097 33102 33105 33106 33108 33112 33117 33118 33123 33125
## Predicted 32.0 94.7 128 111.7 91.7 48.4 41.7 113.4 115.3 135.4 134.8
## cvpred 31.8 94.7 128 111.8 91.8 48.4 41.8 113.5 115.4 135.5 134.8
## pm2.5 10.0 22.0 21 46.0 51.0 39.0 46.0 102.0 149.0 72.0 57.0
## CV residual -21.8 -72.7 -107 -65.8 -40.8 -9.4 4.2 -11.5 33.6 -63.5 -77.8
## 33128 33129 33139 33147 33157 33159 33160 33163 33167 33170 33172
## Predicted 132.6 115.2 103.1 95.6 123.1 123.4 123.1 127.7 133 137.8 137.8
## cvpred 132.6 115.3 103.2 95.7 123.3 123.5 123.3 127.9 133 137.9 137.9
## pm2.5 70.0 63.0 59.0 48.0 57.0 61.0 63.0 70.0 72 77.0 100.0
## CV residual -62.6 -52.3 -44.2 -47.7 -66.3 -62.5 -60.3 -57.9 -61 -60.9 -37.9
## 33183 33185 33187 33188 33189 33190 33195 33196 33198 33199 33203
## Predicted 48.9 41.8 73.7 106.4 125 130 132 136 103.3 129 54.7
## cvpred 48.7 41.6 73.7 106.4 125 130 132 136 103.2 129 54.6
## pm2.5 16.0 8.0 16.0 28.0 22 27 5 7 9.0 8 17.0
## CV residual -32.7 -33.6 -57.7 -78.4 -103 -103 -127 -129 -94.2 -121 -37.6
## 33210 33213 33216 33221 33226 33233 33234 33236 33237 33244 33245
## Predicted 34.8 79.5 135 141 80.8 18 26.700 102.1 115.5 138.6 139.6
## cvpred 34.7 79.4 135 141 80.7 18 26.655 102.1 115.5 138.6 139.6
## pm2.5 18.0 49.0 60 64 50.0 30 26.000 70.0 97.0 169.0 172.0
## CV residual -16.7 -30.4 -75 -77 -30.7 12 -0.655 -32.1 -18.5 30.4 32.4
## 33251 33254 33257 33260 33264 33267 33268 33270 33272 33277 33279
## Predicted 112.2 75.3 57.9 114.2 137.4 137.9 138 143 148 101 84.4
## cvpred 112.3 75.4 57.9 114.2 137.4 137.9 138 143 148 101 84.5
## pm2.5 129.0 178.0 95.0 170.0 216.0 233.0 262 259 227 218 252.0
## CV residual 16.7 102.6 37.1 55.8 78.6 95.1 124 116 79 117 167.5
## 33280 33284 33286 33289 33291 33292 33294 33299 33307 33310 33314
## Predicted 79.2 126 135 130 130 134 133.2 52.8 45.1 45.0 115.6
## cvpred 79.3 126 135 130 130 134 133.2 52.7 44.9 44.7 115.6
## pm2.5 231.0 251 302 283 268 273 162.0 17.0 15.0 15.0 29.0
## CV residual 151.7 125 167 153 138 139 28.8 -35.7 -29.9 -29.7 -86.6
## 33315 33317 33319 33322 33323 33325 33329 33330 33337 33339 33354
## Predicted 121 110.0 102.9 70.9 61.7 45.8 50.7 64.9 128.1 143.2 74.36
## cvpred 121 109.9 102.8 70.9 61.7 45.8 50.7 64.9 128.1 143.2 74.36
## pm2.5 20 21.0 30.0 29.0 24.0 17.0 16.0 23.0 66.0 90.0 79.00
## CV residual -101 -88.9 -72.8 -41.9 -37.7 -28.8 -34.7 -41.9 -62.1 -53.2 4.64
## 33356 33358 33359 33360 33362 33363 33366 33367 33370 33371
## Predicted 122 132 133 132.992 142.3 138.87 138.9 143.9 127.1 121.0
## cvpred 122 132 133 133.026 142.3 138.89 138.9 143.9 127.2 121.1
## pm2.5 77 122 121 134.000 149.0 143.00 187.0 193.0 182.0 187.0
## CV residual -45 -10 -12 0.974 6.7 4.11 48.1 49.1 54.8 65.9
## 33372 33379 33381 33382 33383 33390 33396 33402 33407 33409 33411
## Predicted 109.9 114.0 139.5 135.1 141.5 125 22.63 -0.994 66.1 57.5 58.3
## cvpred 109.9 114.1 139.6 135.2 141.6 125 22.46 -1.300 65.9 57.3 58.0
## pm2.5 184.0 154.0 95.0 125.0 116.0 21 26.00 24.000 17.0 11.0 13.0
## CV residual 74.1 39.9 -44.6 -10.2 -25.6 -104 3.54 25.300 -48.9 -46.3 -45.0
## 33412 33418 33419 33422 33423 33425 33427 33428 33433 33441 33442
## Predicted 61.8 75.1 63.1 37.4 35.1 45.4 51.8 55.6 64.2 62.5 46.46
## cvpred 61.5 75.0 63.0 37.3 35.0 45.3 51.6 55.4 64.0 62.2 46.17
## pm2.5 12.0 18.0 17.0 23.0 22.0 22.0 33.0 36.0 37.0 43.0 43.00
## CV residual -49.5 -57.0 -46.0 -14.3 -13.0 -23.3 -18.6 -19.4 -27.0 -19.2 -3.17
## 33444 33448 33450 33453 33457 33463 33469 33483 33491 33502 33507
## Predicted 23.73 32.43 47.1 109.2 129.7 131.0 36.55 144.5 113.7 137 143
## cvpred 23.42 32.41 47.1 109.2 129.7 130.9 36.41 144.5 113.7 137 143
## pm2.5 31.00 25.00 31.0 84.0 52.0 41.0 44.00 178.0 155.0 335 348
## CV residual 7.58 -7.41 -16.1 -25.2 -77.7 -89.9 7.59 33.5 41.3 198 205
## 33508 33511 33514 33516 33519 33522 33526 33528 33530 33531 33532
## Predicted 143 141 126 90.3 82.4 110 130 135 141.76 143 147
## cvpred 143 141 126 90.3 82.5 110 131 135 141.82 143 147
## pm2.5 318 274 282 275.0 275.0 321 386 359 144.00 28 15
## CV residual 175 133 156 184.7 192.5 211 255 224 2.18 -115 -132
## 33533 33534 33536 33543 33544 33545 33551 33554 33555 33558 33560
## Predicted 142 144 144 38.7 28.7 39.1 131.6 140.9 141.9 147.0 147
## cvpred 142 144 144 38.6 28.6 39.0 131.6 140.8 141.8 146.9 147
## pm2.5 13 16 20 10.0 12.0 12.0 52.0 103.0 123.0 87.0 37
## CV residual -129 -128 -124 -28.6 -16.6 -27.0 -79.6 -37.8 -18.8 -59.9 -110
## 33563 33564 33566 33573 33575 33577 33580 33583 33586 33589 33592
## Predicted 100.1 95.4 75.64 133.3 139.00 144 150.4 144.8 115.16 74.1 84.0
## cvpred 100.1 95.4 75.64 133.3 139.01 144 150.4 144.7 115.15 74.1 84.1
## pm2.5 37.0 37.0 70.00 164.0 142.00 165 192.0 121.0 118.00 127.0 141.0
## CV residual -63.1 -58.4 -5.64 30.7 2.99 21 41.6 -23.7 2.85 52.9 56.9
## 33595 33596 33597 33601 33605 33615 33616 33617 33620 33621 33625
## Predicted 116.7 128 137.3 144 149 112 106 106 127.1 131.2 142.0
## cvpred 116.8 128 137.3 144 149 112 106 106 127.2 131.3 142.1
## pm2.5 174.0 233 218.0 274 308 254 266 241 180.0 175.0 196.0
## CV residual 57.2 105 80.7 130 159 142 160 135 52.8 43.7 53.9
## 33626 33627 33633 33634 33636 33637 33643 33644 33646 33647 33651
## Predicted 141.8 140.8 149.1 147 126 121 128 132 137 140 143
## cvpred 141.8 140.8 149.1 147 126 121 128 132 137 140 143
## pm2.5 195.0 205.0 247.0 290 323 356 285 284 320 325 314
## CV residual 53.2 64.2 97.9 143 197 235 157 152 183 185 171
## 33654 33661 33663 33665 33666 33667 33673 33674 33678 33680 33682
## Predicted 105.6 20.91 7.48 12.8 11.98 19.90 127 131 106.7 132.4 85.8
## cvpred 105.6 20.78 7.28 12.6 11.72 19.64 127 131 106.6 132.3 85.8
## pm2.5 22.0 14.00 10.00 7.0 6.00 16.00 9 24 44.0 47.0 41.0
## CV residual -83.6 -6.78 2.72 -5.6 -5.72 -3.64 -118 -107 -62.6 -85.3 -44.8
## 33683 33687 33694 33699 33702 33704 33711 33712 33715 33718 33719
## Predicted 65.2 36.71 130.1 125 124.7 129.11 93.9 89.0 128.4 144 140
## cvpred 65.1 36.67 130.1 125 124.7 129.12 93.9 89.1 128.4 144 140
## pm2.5 33.0 41.00 105.0 227 152.0 135.00 182.0 163.0 221.0 286 304
## CV residual -32.1 4.33 -25.1 102 27.3 5.88 88.1 73.9 92.6 142 164
## 33721 33726 33728 33729 33730 33734 33735 33739 33740 33745 33746
## Predicted 145 149 150.4 143.1 126.9 -12.7 -15.3 -6.10 -4.78 23.7 37.5
## cvpred 145 149 150.4 143.1 126.9 -12.9 -15.6 -6.45 -5.15 23.3 37.1
## pm2.5 296 239 206.0 183.0 159.0 34.0 26.0 12.00 11.00 10.0 7.0
## CV residual 151 90 55.6 39.9 32.1 46.9 41.6 18.45 16.15 -13.3 -30.1
## 33747 33748 33749 33755 33760 33761 33764 33765 33767 33770 33772
## Predicted 26.0 34.0 38.0 51.1 22.51 25.79 108.2 113.3 118.21 133.2 134.4
## cvpred 25.6 33.5 37.5 51.0 22.34 25.62 108.1 113.2 118.13 133.1 134.2
## pm2.5 7.0 8.0 7.0 17.0 31.00 35.00 66.0 89.0 112.00 196.0 217.0
## CV residual -18.6 -25.5 -30.5 -34.0 8.66 9.38 -42.1 -24.2 -6.13 62.9 82.8
## 33773 33782 33783 33784 33786 33793 33794 33799 33804 33807 33814
## Predicted 137.5 81 70.9 75.9 95.7 129.2 125.5 130.9 90.5 47.0 41.7
## cvpred 137.4 81 70.9 75.9 95.7 129.2 125.5 130.8 90.5 46.9 41.4
## pm2.5 174.0 143 159.0 164.0 177.0 178.0 170.0 178.0 148.0 115.0 13.0
## CV residual 36.6 62 88.1 88.1 81.3 48.8 44.5 47.2 57.5 68.1 -28.4
## 33818 33822 33832 33836 33838 33840 33853 33856 33858 33862 33863
## Predicted 5.06 6.51 -58.0 25.6 66.3 79.7 25.5 29.48 41.94 115.6 124
## cvpred 4.53 5.86 -58.8 25.3 66.1 79.5 25.3 29.32 41.73 115.4 124
## pm2.5 6.00 3.00 12.0 53.0 78.0 16.0 14.0 38.00 48.00 81.0 87
## CV residual 1.47 -2.86 70.8 27.7 11.9 -63.5 -11.3 8.68 6.27 -34.4 -37
## 33872 33873 33879 33881 33883 33884 33885 33892 33894 33899 33900
## Predicted 122.0 110.5 39.8 45.2 98.7 102.6 88.2 132.35 136.74 125.5 116.2
## cvpred 121.9 110.4 39.7 45.1 98.6 102.5 88.1 132.29 136.69 125.5 116.2
## pm2.5 58.0 45.0 24.0 14.0 36.0 49.0 55.0 124.00 128.00 160.0 185.0
## CV residual -63.9 -65.4 -15.7 -31.1 -62.6 -53.5 -33.1 -8.29 -8.69 34.5 68.8
## 33902 33906 33910 33911 33914 33918 33919 33929 33934 33939 33940
## Predicted 110.8 125 140 135 130.6 134 112.6 3.80 70.37 134.6 129.2
## cvpred 110.8 125 140 135 130.5 133 112.4 3.52 70.26 134.5 129.1
## pm2.5 198.0 270 264 282 211.0 23 18.0 27.00 76.00 93.0 106.0
## CV residual 87.2 145 124 147 80.5 -110 -94.4 23.48 5.74 -41.5 -23.1
## 33946 33947 33953 33960 33961 33969 33972 33973 33977 33980 33988
## Predicted 112.6 74.3 28.1 114.8 113.8 56.4 23.43 10.599 7.144 12.61 130.7
## cvpred 112.5 74.2 28.0 114.7 113.7 56.2 23.13 10.264 6.649 12.01 130.6
## pm2.5 172.0 106.0 108.0 187.0 210.0 32.0 14.00 11.000 7.000 7.00 48.0
## CV residual 59.5 31.8 80.0 72.3 96.3 -24.2 -9.13 0.736 0.351 -5.01 -82.6
## 33994 33998 34004 34006 34008 34016 34022 34023 34026 34027 34028
## Predicted 55.9 9.636 14.58 30.9 41.6 20.7 -27.2 -39.7 -20.6 -12.5 -20.1
## cvpred 55.7 9.287 14.09 30.4 41.1 20.1 -28.0 -40.5 -21.5 -13.3 -21.0
## pm2.5 6.0 9.000 10.00 10.0 12.0 7.0 14.0 13.0 8.0 9.0 20.0
## CV residual -49.7 -0.287 -4.09 -20.4 -29.1 -13.1 42.0 53.5 29.5 22.3 41.0
## 34030 34033 34035 34036 34037 34038 34040 34042 34046 34048 34052
## Predicted 59.5 70.6 94.5 75.8 93.2 97.8 100.0 73.9 42.4 32.16 60.0
## cvpred 59.2 70.3 94.3 75.5 93.0 97.6 99.8 73.7 42.2 31.93 59.8
## pm2.5 17.0 19.0 14.0 14.0 12.0 10.0 16.0 25.0 20.0 26.00 80.0
## CV residual -42.2 -51.3 -80.3 -61.5 -81.0 -87.6 -83.8 -48.7 -22.2 -5.93 20.2
## 34053 34055 34057 34060 34062 34070 34075 34076 34082 34084 34087
## Predicted 67.9 121.5 122.20 122.47 124.9 51.2 76.0 99.9 130.7 139.5 134
## cvpred 67.7 121.3 122.04 122.26 124.7 51.1 75.9 99.8 130.6 139.4 134
## pm2.5 94.0 87.0 116.00 130.00 71.0 24.0 32.0 70.0 191.0 197.0 103
## CV residual 26.3 -34.3 -6.04 7.74 -53.7 -27.1 -43.9 -29.8 60.4 57.6 -31
## 34098 34099 34101 34103 34106 34107 34108 34115 34116 34118 34121
## Predicted 71.61 79.5 109.7 124.6 135 134.6 129.7 74.14 58.246 55.7 60.0
## cvpred 71.49 79.4 109.6 124.5 135 134.5 129.6 73.96 58.076 55.6 59.9
## pm2.5 70.00 158.0 166.0 218.0 239 230.0 165.0 68.00 59.000 74.0 203.0
## CV residual -1.49 78.6 56.4 93.5 104 95.5 35.4 -5.96 0.924 18.4 143.1
## 34122 34123 34124 34130 34135 34136 34138 34143 34144 34145 34146
## Predicted 72.8 87.3 81.7 139 137.8 140.5 113.5 28.8 28.0 27.6 62.6
## cvpred 72.7 87.2 81.6 139 137.6 140.4 113.4 28.7 27.9 27.5 62.6
## pm2.5 176.0 185.0 212.0 314 218.0 201.0 147.0 107.0 141.0 199.0 222.0
## CV residual 103.3 97.8 130.4 175 80.4 60.6 33.6 78.3 113.1 171.5 159.4
## 34149 34150 34155 34156 34157 34158 34162 34165 34166 34171 34173
## Predicted 98.4 108 128 123 105 119.0 85.9 41.1 35.1 96.3 57.1
## cvpred 98.3 108 128 123 104 118.9 85.7 40.9 34.9 96.2 56.9
## pm2.5 271.0 273 303 347 210 98.0 42.0 58.0 63.0 74.0 68.0
## CV residual 172.7 165 175 224 106 -20.9 -43.7 17.1 28.1 -22.2 11.1
## 34175 34176 34180 34182 34185 34186 34190 34195 34197 34201 34205
## Predicted 56.7 63.8 65.2 57.0 43.3 26.90 12.91 -9.67 76.1 131.6 114.9
## cvpred 56.5 63.5 64.9 56.7 42.8 26.39 12.37 -10.36 75.9 131.4 114.7
## pm2.5 38.0 23.0 19.0 18.0 17.0 19.00 13.00 14.00 96.0 67.0 51.0
## CV residual -18.5 -40.5 -45.9 -38.7 -25.8 -7.39 0.63 24.36 20.1 -64.4 -63.7
## 34207 34211 34214 34217 34219 34221 34222 34223 34225 34229 34231
## Predicted 138 52.1 26.07 5.82 -1.48 13.2 28.4 40.8 31.0 36.5 22.7
## cvpred 138 51.8 25.79 5.42 -1.97 12.6 27.8 40.3 30.4 35.8 21.9
## pm2.5 26 16.0 17.00 16.00 8.00 26.0 12.0 8.0 7.0 5.0 6.0
## CV residual -112 -35.8 -8.79 10.58 9.97 13.4 -15.8 -32.3 -23.4 -30.8 -15.9
## 34234 34236 34237 34239 34242 34243 34245 34246 34248 34256 34259
## Predicted 8.24 -21.8 -29.4 -29.9 -36.0 -38.0 -41.2 -33.6 -42.4 -39.6 -83.7
## cvpred 7.39 -22.7 -30.3 -30.9 -37.1 -39.1 -42.3 -34.8 -43.6 -40.9 -85.0
## pm2.5 3.00 6.0 13.0 10.0 10.0 8.0 9.0 9.0 7.0 11.0 13.0
## CV residual -4.39 28.7 43.3 40.9 47.1 47.1 51.3 43.8 50.6 51.9 98.0
## 34264 34269 34274 34275 34277 34280 34282 34283 34287 34289 34291
## Predicted -108 -80.7 -38.4 109.8 109.8 116.5 73.62 40.3 18.5 22.2 29.5
## cvpred -109 -82.1 -39.9 109.6 109.6 116.3 73.44 40.1 18.4 22.0 29.3
## pm2.5 13 91.0 33.0 38.0 21.0 27.0 65.00 63.0 32.0 74.0 122.0
## CV residual 122 173.1 72.9 -71.6 -88.6 -89.3 -8.44 22.9 13.6 52.0 92.7
## 34292 34293 34297 34298 34299 34314 34316 34317 34321 34324 34326
## Predicted 53.0 57.6 108.1 98.3 92.54 57.1 81.0 66.6 114 124.4 119.6
## cvpred 52.8 57.4 107.9 98.1 92.35 56.8 80.8 66.4 114 124.2 119.3
## pm2.5 128.0 105.0 97.0 109.0 95.00 24.0 29.0 35.0 28 46.0 60.0
## CV residual 75.2 47.6 -10.9 10.9 2.65 -32.8 -51.8 -31.4 -86 -78.2 -59.3
## 34329 34330 34331 34337 34340 34345 34347 34349 34351 34352 34353
## Predicted 113.6 94.4 54.6 29.3 59.4 132 136.1 116.48 133 128 111
## cvpred 113.4 94.2 54.4 29.1 59.2 132 135.9 116.27 133 128 111
## pm2.5 125.0 101.0 93.0 83.0 102.0 161 202.0 107.00 97 109 140
## CV residual 11.6 6.8 38.6 53.9 42.8 29 66.1 -9.27 -36 -19 29
## 34354 34357 34360 34362 34363 34366 34379 34381 34387 34389 34390
## Predicted 95.7 39.2 38.2 73.1 92.0 117.6 47.58 27.3 22.5 38.4 47.9
## cvpred 95.5 39.0 38.0 73.0 91.9 117.4 47.43 27.2 22.3 38.3 47.8
## pm2.5 69.0 87.0 71.0 117.0 138.0 213.0 50.00 48.0 46.0 136.0 152.0
## CV residual -26.5 48.0 33.0 44.0 46.1 95.6 2.57 20.8 23.7 97.7 104.2
## 34395 34399 34400 34404 34408 34409 34410 34414 34415 34416
## Predicted 121.1 135.61 136.6 51.2 28.7 42.522 62.10 105.9 100.7 100.18
## cvpred 120.9 135.46 136.4 51.1 28.6 42.371 61.97 105.8 100.5 100.05
## pm2.5 187.0 139.00 151.0 71.0 41.0 43.000 56.00 175.0 155.0 106.00
## CV residual 66.1 3.54 14.6 19.9 12.4 0.629 -5.97 69.2 54.5 5.95
## 34420 34425 34436 34441 34442 34444 34454 34455 34456 34463 34470
## Predicted 115.3 86.9 79.5 118.3 122.5 128.1 61.4 57.0 56.7 144 146
## cvpred 115.2 86.7 79.3 118.1 122.3 127.9 61.2 56.8 56.6 144 145
## pm2.5 142.0 33.0 62.0 84.0 91.0 130.0 122.0 81.0 167.0 269 320
## CV residual 26.8 -53.7 -17.3 -34.1 -31.3 2.1 60.8 24.2 110.4 125 175
## 34476 34477 34483 34485 34489 34493 34497 34500 34502 34504 34506
## Predicted 109.4 113 143 148 141 141 142 116 86.1 58.9 47.0
## cvpred 109.3 113 143 148 141 141 142 116 86.0 58.8 46.7
## pm2.5 203.0 277 443 439 440 432 379 343 206.0 47.0 15.0
## CV residual 93.7 164 300 291 299 291 237 227 120.0 -11.8 -31.7
## 34507 34514 34516 34528 34531 34533 34534 34535 34538 34539 34540
## Predicted 49.4 52.7 73.9 -11.4 71.5 118.6 114.7 109.3 129.6 134.5 129.7
## cvpred 49.1 52.2 73.4 -12.2 71.2 118.4 114.5 109.1 129.4 134.2 129.5
## pm2.5 15.0 8.0 6.0 12.0 12.0 20.0 55.0 68.0 52.0 44.0 60.0
## CV residual -34.1 -44.2 -67.4 24.2 -59.2 -98.4 -59.5 -41.1 -77.4 -90.2 -69.5
## 34541 34542 34543 34547 34548 34550 34552 34554 34559 34562 34564
## Predicted 127.7 128.0 127.0 108.3 94.2 41.5 22.0 25.2 35.1 36.9 39.5
## cvpred 127.5 127.8 126.8 108.1 94.0 41.3 21.6 24.7 34.5 36.3 38.8
## pm2.5 64.0 44.0 38.0 41.0 53.0 16.0 8.0 8.0 14.0 8.0 6.0
## CV residual -63.5 -83.8 -88.8 -67.1 -41.0 -25.3 -13.6 -16.7 -20.5 -28.3 -32.8
## 34567 34571 34573 34574 34575 34581 34584 34585 34588 34592 34593
## Predicted 111 49.6 32.04 35.59 23.86 57.6 91.26 96.7 125.7 80.5 55.5
## cvpred 111 49.3 31.71 35.32 23.56 57.3 91.02 96.4 125.5 80.3 55.2
## pm2.5 9 16.0 35.00 33.00 33.00 75.0 89.00 60.0 61.0 23.0 10.0
## CV residual -102 -33.3 3.29 -2.32 9.44 17.7 -2.02 -36.4 -64.5 -57.3 -45.2
## 34596 34599 34601 34602 34605 34607 34609 34610 34616 34618 34622
## Predicted 23.6 -12.8 10.080 18.39 72.6 85.9 105.5 90.3 123.6 92.88 45.9
## cvpred 23.1 -13.4 9.441 17.72 72.2 85.5 105.2 89.9 123.2 92.61 45.6
## pm2.5 9.0 6.0 10.000 8.00 23.0 16.0 49.0 45.0 88.0 85.00 58.0
## CV residual -14.1 19.4 0.559 -9.72 -49.2 -69.5 -56.2 -44.9 -35.2 -7.61 12.4
## 34624 34626 34630 34631 34636 34637 34638 34639 34640 34645 34646
## Predicted 38.8 54.9 93.8 103.8 118.6 99.9 113.5 117.8 118.5 19.93 14.44
## cvpred 38.5 54.6 93.5 103.5 118.3 99.5 113.2 117.5 118.1 19.56 14.05
## pm2.5 52.0 88.0 66.0 68.0 91.0 69.0 53.0 51.0 43.0 26.00 21.00
## CV residual 13.5 33.4 -27.5 -35.5 -27.3 -30.5 -60.2 -66.5 -75.1 6.44 6.95
## 34648 34649 34652 34655 34657 34660 34663 34665 34671 34672 34674
## Predicted 8.10 21.51 79.4 73.4 92.8 102.2 69.0 71.2 24.9 29.04 59.321
## cvpred 7.76 21.18 79.1 73.1 92.5 101.9 68.7 70.8 24.6 28.75 59.037
## pm2.5 23.00 28.00 122.0 61.0 52.0 69.0 16.0 22.0 29.0 38.00 60.000
## CV residual 15.24 6.82 42.9 -12.1 -40.5 -32.9 -52.7 -48.8 4.4 9.25 0.963
## 34675 34677 34679 34685 34690 34695 34698 34704 34708 34714 34719
## Predicted 72.98 106 116.2 126.2 134.7 70.6 100 113 117 86.5 65.9
## cvpred 72.71 106 115.9 125.9 134.5 70.4 100 113 117 86.2 65.6
## pm2.5 67.00 79 98.0 201.0 82.0 143.0 202 291 259 24.0 27.0
## CV residual -5.71 -27 -17.9 75.1 -52.5 72.6 102 178 142 -62.2 -38.6
## 34724 34725 34727 34728 34731 34733 34738 34739 34743 34770 34773
## Predicted 73.1 72.7 80.5 84.3 90.0 93.2 90.9 84.9 73.0 79.1 97.4
## cvpred 72.8 72.4 80.2 83.9 89.6 92.8 90.6 84.6 72.7 78.8 97.1
## pm2.5 30.0 27.0 13.0 11.0 10.0 13.0 19.0 18.0 13.0 30.0 80.0
## CV residual -42.8 -45.4 -67.2 -72.9 -79.6 -79.8 -71.6 -66.6 -59.7 -48.8 -17.1
## 34775 34778 34782 34788 34790 34796 34803 34804 34807 34809 34812
## Predicted 122 107.0 115.6 68.1 62.0 90.3 89.5 93.5 122 129 73.0
## cvpred 122 106.8 115.3 67.8 61.7 90.0 89.1 93.2 121 128 72.7
## pm2.5 95 117.0 25.0 34.0 17.0 50.0 22.0 22.0 19 26 42.0
## CV residual -27 10.2 -90.3 -33.8 -44.7 -40.0 -67.1 -71.2 -102 -102 -30.7
## 34815 34817 34820 34825 34827 34829 34831 34832 34840 34841 34843
## Predicted 58.3 58.3 93.8 136 135 130.8 129.9 129.4 81.0 90.0 118
## cvpred 58.1 58.1 93.6 136 135 130.6 129.6 129.1 80.8 89.8 118
## pm2.5 34.0 89.0 158.0 267 148 165.0 96.0 70.0 138.0 130.0 315
## CV residual -24.1 30.9 64.4 131 13 34.4 -33.6 -59.1 57.2 40.2 197
## 34844 34847 34849 34850 34852 34853 34855 34857 34861 34864 34866
## Predicted 129 139 140 144 140 135 133.5 119.57 62.3 44.81 76.6
## cvpred 129 139 140 144 139 134 133.2 119.27 62.0 44.54 76.4
## pm2.5 317 336 345 332 384 240 111.0 124.00 47.0 36.00 29.0
## CV residual 188 197 205 188 245 106 -22.2 4.73 -15.0 -8.54 -47.4
## 34867 34876 34886 34887 34895 34900 34901 34903 34911 34917 34918
## Predicted 80.1 141 112 111 142 151 151 146 53.4 40.67 42.0
## cvpred 79.9 140 112 111 142 151 151 146 53.2 40.14 41.4
## pm2.5 105.0 417 283 313 302 326 305 254 84.0 32.00 21.0
## CV residual 25.1 277 171 202 160 175 154 108 30.8 -8.14 -20.4
## 34919 34922 34923 34925 34929 34931 34937 34939 34941 34942 34944
## Predicted 39.0 43.3 45.0 40.8 27.61 7.79 -37.9 -32.6 -23.1 -25.5 -13.5
## cvpred 38.3 42.6 44.3 40.1 26.74 6.90 -39.0 -33.7 -24.2 -26.7 -14.7
## pm2.5 18.0 15.0 11.0 16.0 18.00 16.00 13.0 14.0 16.0 13.0 15.0
## CV residual -20.3 -27.6 -33.3 -24.1 -8.74 9.10 52.0 47.7 40.2 39.7 29.7
## 34948 34950 34951 34952 34953 34954 34955 34962 34964 34965 34966
## Predicted -29.4 -17.4 -18.8 -20.4 -17.9 -34.2 -35.8 54.7 83.5 93.0 102.6
## cvpred -30.6 -18.7 -20.0 -21.6 -19.2 -35.5 -37.1 54.4 83.2 92.7 102.4
## pm2.5 18.0 16.0 9.0 14.0 18.0 24.0 25.0 27.0 54.0 64.0 126.0
## CV residual 48.6 34.7 29.0 35.6 37.2 59.5 62.1 -27.4 -29.2 -28.7 23.6
## 34967 34969 34971 34972 34975 34977 34983 34984 34985 34987 34990
## Predicted 107.412 103 93.2 96.4 83.1 79.5 14.07 2.59 5.38 3.43 9.64
## cvpred 107.139 103 92.9 96.1 82.7 79.1 13.49 1.98 4.77 2.78 8.96
## pm2.5 108.000 30 14.0 12.0 13.0 17.0 15.00 21.00 14.00 22.00 38.00
## CV residual 0.861 -73 -78.9 -84.1 -69.7 -62.1 1.51 19.02 9.23 19.22 29.04
## 34993 34994 35003 35005 35008 35029 35031 35035 35036 35037 35038
## Predicted 64.35 54.34 59.3 29.8 15.7 10.36 4.46 3.23 -2.40 42.6 57.58
## cvpred 64.03 54.01 59.0 29.5 15.4 9.88 3.96 2.64 -2.99 42.3 57.32
## pm2.5 58.00 64.00 84.0 59.0 44.0 25.00 25.00 36.00 36.00 64.0 67.00
## CV residual -6.03 9.99 25.0 29.5 28.6 15.12 21.04 33.36 38.99 21.7 9.68
## 35042 35043 35051 35054 35056 35057 35058 35059 35063 35064 35066
## Predicted 67.8 92.3 36.1 18.1 13.23 10.5 8.58 6.62 2.48 -0.235 -2.93
## cvpred 67.6 92.0 35.8 17.8 12.82 10.1 8.11 6.13 1.90 -0.811 -3.53
## pm2.5 87.0 107.0 48.0 28.0 19.00 16.0 21.00 15.00 20.00 23.000 53.00
## CV residual 19.4 15.0 12.2 10.2 6.18 5.9 12.89 8.87 18.10 23.811 56.53
## 35070 35071 35074 35075 35079 35081 35082 35083 35084 35093 35108
## Predicted 60.6 44.6 38.94 32.5 12.6 9.06 17.23 21.50 44.31 134.0 114.2
## cvpred 60.4 44.4 38.67 32.2 12.3 8.69 16.85 21.11 44.14 133.8 114.1
## pm2.5 92.0 106.0 33.00 51.0 23.0 26.00 26.00 27.00 43.00 172.0 195.0
## CV residual 31.6 61.6 -5.67 18.8 10.7 17.31 9.15 5.89 -1.14 38.2 80.9
## 35109 35115 35116 35120 35125 35128 35132 35136 35137 35138 35140
## Predicted 124 120.6 116.3 108.4 44.3 44.6 70.9 129.9 138 142.8 140.2
## cvpred 123 120.4 116.2 108.2 44.1 44.4 70.6 129.7 138 142.6 140.1
## pm2.5 239 146.0 34.0 43.0 25.0 21.0 46.0 103.0 85 86.0 77.0
## CV residual 116 25.6 -82.2 -65.2 -19.1 -23.4 -24.6 -26.7 -53 -56.6 -63.1
## 35145 35147 35148 35153 35155 35156 35157 35158 35161 35164 35165
## Predicted 145.6 139.49 143.38 119.7 134.5 139 143.8 146.4 145.6 148.4 148.3
## cvpred 145.5 139.37 143.27 119.6 134.3 139 143.6 146.2 145.5 148.2 148.1
## pm2.5 95.0 132.00 153.00 219.0 212.0 221 221.0 217.0 192.0 177.0 183.0
## CV residual -50.5 -7.37 9.73 99.4 77.7 82 77.4 70.8 46.5 28.8 34.9
## 35167 35168 35173 35174 35180 35182 35193 35194 35195 35198 35200
## Predicted 145.1 145.03 73.2 72.4 113.4 107.4 142.9 137.6 141.17 133.0 131.6
## cvpred 144.9 144.76 73.1 72.2 113.2 107.3 142.8 137.5 141.04 132.8 131.5
## pm2.5 151.0 137.00 54.0 34.0 54.0 47.0 126.0 159.0 149.00 146.0 160.0
## CV residual 6.1 -7.76 -19.1 -38.2 -59.2 -60.3 -16.8 21.5 7.96 13.2 28.5
## 35201 35204 35207 35210 35212 35214 35216 35217 35218 35220 35225
## Predicted 131 144.9 139.7 144.9 150.8 148.7 152.8 145.8 130.1 96.4 64.8
## cvpred 131 144.7 139.6 144.7 150.6 148.5 152.6 145.7 129.9 96.3 64.6
## pm2.5 148 167.0 185.0 208.0 213.0 211.0 212.0 205.0 196.0 124.0 31.0
## CV residual 17 22.3 45.4 63.3 62.4 62.5 59.4 59.3 66.1 27.7 -33.6
## 35231 35232 35233 35236 35240 35241 35244 35248 35250 35252 35253
## Predicted 46.0 83.0 72.4 83.2 102.4 98.0 73.7 39.6 41.5 48.3 62.4
## cvpred 45.7 82.6 72.0 82.8 102.1 97.7 73.4 39.2 41.1 47.9 61.9
## pm2.5 26.0 11.0 14.0 11.0 17.0 19.0 17.0 22.0 17.0 23.0 22.0
## CV residual -19.7 -71.6 -58.0 -71.8 -85.1 -78.7 -56.4 -17.2 -24.1 -24.9 -39.9
## 35257 35260 35261 35268 35271 35272 35280 35281 35282 35289 35293
## Predicted 111.4 115 98.7 38.4 -3.50 -14.2 109.9 119.4 119.2 120.9 50.8
## cvpred 111.1 115 98.3 37.9 -4.04 -14.8 109.6 119.1 118.9 120.6 50.5
## pm2.5 66.0 10 10.0 20.0 10.00 10.0 73.0 83.0 81.0 70.0 69.0
## CV residual -45.1 -105 -88.3 -17.9 14.04 24.8 -36.6 -36.1 -37.9 -50.6 18.5
## 35294 35296 35297 35298 35300 35304 35306 35312 35313 35314 35315
## Predicted 26.9 21.8 6.99 35.8 43.1 113.80 123.6 128.8 129.4 117.9 88.38
## cvpred 26.6 21.4 6.64 35.5 42.8 113.49 123.3 128.5 129.1 117.6 88.09
## pm2.5 66.0 43.0 48.00 67.0 127.0 104.00 141.0 135.0 108.0 97.0 87.00
## CV residual 39.4 21.6 41.36 31.5 84.2 -9.49 17.7 6.5 -21.1 -20.6 -1.09
## 35317 35318 35321 35322 35325 35327 35329 35336 35337 35340 35350
## Predicted 44.9 35.7 29.9 52.5 103 81.1 57.1 84.5 95.3 41.5 84.9
## cvpred 44.6 35.3 29.6 52.2 102 80.9 56.8 84.0 94.9 41.2 84.6
## pm2.5 81.0 82.0 143.0 153.0 273 227.0 20.0 12.0 17.0 20.0 56.0
## CV residual 36.4 46.7 113.4 100.8 171 146.1 -36.8 -72.0 -77.9 -21.2 -28.6
## 35354 35356 35357 35359 35362 35370 35374 35377 35380 35382 35383
## Predicted 119.2 127.9 129.0 139.2 126.95 64.5 117.7 118 115.7 123.8 119.2
## cvpred 118.9 127.7 128.6 138.9 126.67 64.2 117.4 117 115.4 123.5 118.9
## pm2.5 75.0 110.0 97.0 84.0 120.00 125.0 177.0 250 123.0 36.0 59.0
## CV residual -43.9 -17.7 -31.6 -54.9 -6.67 60.8 59.6 133 7.6 -87.5 -59.9
## 35384 35387 35390 35391 35394 35411 35415 35419 35420 35421 35423
## Predicted 127.7 117 44.9 44.4 79.8 93.6 38.05 79.1 92.9 114 123
## cvpred 127.4 117 44.6 44.1 79.5 93.3 37.78 78.9 92.7 114 123
## pm2.5 85.0 227 93.0 80.0 135.0 66.0 47.00 279.0 435.0 489 539
## CV residual -42.4 110 48.4 35.9 55.5 -27.3 9.22 200.1 342.3 375 416
## 35424 35434 35436 35438 35442 35443 35444 35449 35451 35458 35459
## Predicted 127 150 107 99.5 95.6 128 137 147 146 131.7 126.1
## cvpred 127 150 107 99.3 95.4 127 137 147 146 131.6 125.9
## pm2.5 567 479 476 327.0 310.0 332 391 351 290 77.0 81.0
## CV residual 440 329 369 227.7 214.6 205 254 204 144 -54.6 -44.9
## 35460 35464 35474 35480 35483 35484 35486 35487 35488 35489 35492
## Predicted 121.4 41.5 67.9 115.6 59.9 51.83 37.5 41.8 45.1 53.3 85.6
## cvpred 121.3 41.2 67.5 115.3 59.6 51.58 37.3 41.6 44.8 53.0 85.4
## pm2.5 95.0 13.0 19.0 22.0 40.0 43.00 57.0 153.0 108.0 89.0 111.0
## CV residual -26.3 -28.2 -48.5 -93.3 -19.6 -8.58 19.7 111.4 63.2 36.0 25.6
## 35493 35497 35498 35501 35503 35504 35507 35510 35513 35514 35516
## Predicted 89.8 127.7 131.0 140.5 145.4 140.48 144.6 115.1 104.5 114.2 40.1
## cvpred 89.6 127.5 130.8 140.4 145.2 140.35 144.5 114.9 104.3 114.1 39.8
## pm2.5 112.0 170.0 161.0 112.0 130.0 133.00 143.0 198.0 203.0 209.0 28.0
## CV residual 22.4 42.5 30.2 -28.4 -15.2 -7.35 -1.5 83.1 98.7 94.9 -11.8
## 35517 35519 35520 35522 35524 35533 35539 35541 35542 35544 35549
## Predicted 47.7 43.8 51.3 57.0 42.2 -9.00 -17.9 0.625 3.80 0.486 -1.34
## cvpred 47.4 43.4 50.9 56.6 41.6 -9.77 -18.8 -0.312 2.84 -0.505 -2.45
## pm2.5 26.0 24.0 16.0 17.0 9.0 9.00 9.0 10.000 8.00 11.000 16.00
## CV residual -21.4 -19.4 -34.9 -39.6 -32.6 18.77 27.8 10.312 5.16 11.505 18.45
## 35552 35554 35560 35563 35565 35566 35569 35574 35575 35577 35578
## Predicted 0.233 87.2 34.3 46.38 72.8 76.7 112.5 126.7 130.6 124.5 116.4
## cvpred -0.913 86.9 34.0 46.04 72.5 76.4 112.3 126.4 130.3 124.2 116.2
## pm2.5 18.000 23.0 54.0 56.00 95.0 111.0 127.0 142.0 107.0 100.0 97.0
## CV residual 18.913 -63.9 20.0 9.96 22.5 34.6 14.7 15.6 -23.3 -24.2 -19.2
## 35580 35588 35591 35593 35594 35607 35612 35615 35616 35617 35620
## Predicted 72.1 101 112 105 121 89.3 129 133 128 127 125
## cvpred 71.8 101 112 105 121 89.1 128 133 127 127 125
## pm2.5 105.0 210 258 324 344 232.0 295 319 335 301 296
## CV residual 33.2 109 146 219 223 142.9 167 186 208 174 171
## 35626 35629 35633 35635 35638 35639 35641 35645 35647 35652 35654
## Predicted 113 66.5 5.18 3.72 38.9 39.3 67.8 91.3 70.9 35.8 28.3
## cvpred 113 66.3 4.90 3.40 38.6 39.0 67.6 91.0 70.6 35.6 28.0
## pm2.5 231 178.0 47.00 32.00 25.0 26.0 54.0 55.0 36.0 14.0 15.0
## CV residual 118 111.7 42.10 28.60 -13.6 -13.0 -13.6 -36.0 -34.6 -21.6 -13.0
## 35656 35657 35662 35663 35665 35666 35668 35670 35671 35673 35675
## Predicted 16.55 20.6 103.3 128.7 132.7 133 141 130 131 136 117.8
## cvpred 16.19 20.2 103.1 128.6 132.5 133 141 130 131 136 117.6
## pm2.5 19.00 17.0 55.0 71.0 42.0 31 39 26 25 24 28.0
## CV residual 2.81 -3.2 -48.1 -57.6 -90.5 -102 -102 -104 -106 -112 -89.6
## 35677 35681 35688 35691 35698 35700 35704 35706 35708 35709
## Predicted 95.5 77.0 137.9 147.9 142.930 97.3 64.1 77.5 2.43 -0.638
## cvpred 95.3 76.7 137.7 147.7 142.745 97.1 63.9 77.4 2.08 -1.012
## pm2.5 35.0 72.0 119.0 132.0 143.000 133.0 167.0 53.0 32.00 15.000
## CV residual -60.3 -4.7 -18.7 -15.7 0.255 35.9 103.1 -24.4 29.92 16.012
## 35710 35712 35715 35719 35720 35722 35723 35725 35727 35728 35734
## Predicted 2.79 36.0 82.5 88.8 79.6 77.4 59.1 73.2 77.2 80.3 117.8
## cvpred 2.37 35.7 82.2 88.5 79.3 77.1 58.8 72.9 77.0 80.1 117.6
## pm2.5 11.00 11.0 19.0 17.0 16.0 31.0 23.0 57.0 64.0 65.0 83.0
## CV residual 8.63 -24.7 -63.2 -71.5 -63.3 -46.1 -35.8 -15.9 -13.0 -15.1 -34.6
## 35741 35743 35744 35745 35747 35748 35753 35758 35763 35765 35773
## Predicted 147.7 153.0 153.0 152.8 140.2 129.48 105.6 135.7 137.4 99.2 4.39
## cvpred 147.6 152.8 152.8 152.6 140.1 129.35 105.4 135.6 137.2 98.9 4.06
## pm2.5 84.0 86.0 84.0 88.0 102.0 121.00 203.0 225.0 218.0 88.0 16.00
## CV residual -63.6 -66.8 -68.8 -64.6 -38.1 -8.35 97.6 89.4 80.8 -10.9 11.94
## 35774 35776 35778 35779 35780 35783 35785 35794 35800 35801 35804
## Predicted 5.98 4.25 15.95 30.86 55.81 135 124.7 137.40 123.34 122.8 124.6
## cvpred 5.67 3.95 15.64 30.53 55.54 135 124.5 137.27 123.25 122.8 124.5
## pm2.5 16.00 17.00 25.00 39.00 54.00 157 137.0 143.00 130.00 146.0 140.0
## CV residual 10.33 13.05 9.36 8.47 -1.54 22 12.5 5.73 6.75 23.2 15.5
## 35806 35817 35825 35835 35837 35838 35843 35849 35850 35856 35857
## Predicted 127.7 120.7 134.76 136.6 135.2 141.9 68.52 -14.8 -15.0 -3.44 -4.79
## cvpred 127.6 120.5 134.72 136.4 135.1 141.8 68.34 -15.3 -15.6 -3.92 -5.28
## pm2.5 155.0 189.0 127.00 159.0 174.0 164.0 66.00 13.0 10.0 8.00 10.00
## CV residual 27.4 68.5 -7.72 22.6 38.9 22.2 -2.34 28.3 25.6 11.92 15.28
## 35859 35866 35871 35873 35875 35877 35879 35884 35890 35894 35896
## Predicted 25.7 18.2 -31.1 -53.1 -10.8 7.55 40.5 39.5 20.7 -27.0 -28.6
## cvpred 25.2 17.7 -31.8 -53.8 -11.5 6.80 40.1 39.0 20.1 -27.7 -29.3
## pm2.5 10.0 6.0 6.0 6.0 6.0 11.00 13.0 6.0 9.0 10.0 8.0
## CV residual -15.2 -11.7 37.8 59.8 17.5 4.20 -27.1 -33.0 -11.1 37.7 37.3
## 35916 35920 35925 35926 35929 35933 35939 35940 35942 35948 35952
## Predicted 87.4 92.68 120 120.0 128.3 135.5 112.7 102.7 89.8 104.5 137.9
## cvpred 87.1 92.47 120 119.8 128.1 135.2 112.5 102.5 89.6 104.3 137.8
## pm2.5 118.0 102.00 76 90.0 139.0 200.0 146.0 150.0 130.0 118.0 93.0
## CV residual 30.9 9.53 -44 -29.8 10.9 64.8 33.5 47.5 40.4 13.7 -44.8
## 35964 35966 35969 35971 35973 35976 35985 35986 35988 35990 35992
## Predicted 140.7 139.0 132.7 131.8 130.0 138.1 155.27 154.78 125.2 98.7 85.0
## cvpred 140.5 138.7 132.5 131.5 129.8 137.8 155.12 154.62 125.1 98.5 84.8
## pm2.5 107.0 84.0 98.0 109.0 107.0 109.0 147.00 146.00 38.0 14.0 6.0
## CV residual -33.5 -54.7 -34.5 -22.5 -22.8 -28.8 -8.12 -8.62 -87.1 -84.5 -78.8
## 35996 35997 35998 36000 36003 36004 36005 36006 36013 36014 36016
## Predicted 85.3 94.0 93.1 96.3 87.6 91.4 96.4 105.1 50.2 49.1 37.1
## cvpred 84.9 93.6 92.7 95.8 87.1 90.9 95.9 104.5 49.6 48.5 36.5
## pm2.5 8.0 7.0 14.0 6.0 9.0 10.0 9.0 10.0 14.0 14.0 14.0
## CV residual -76.9 -86.6 -78.7 -89.8 -78.1 -80.9 -86.9 -94.5 -35.6 -34.5 -22.5
## 36017 36020 36024 36028 36029 36031 36035 36036 36042 36048 36051
## Predicted 69.6 85.6 107.9 120 114 120 92.3 79.2 89.8 136 146.5
## cvpred 69.3 85.2 107.5 119 113 120 92.0 78.9 89.5 136 146.2
## pm2.5 10.0 14.0 18.0 9 13 8 22.0 10.0 25.0 65 83.0
## CV residual -59.3 -71.2 -89.5 -110 -100 -112 -70.0 -68.9 -64.5 -71 -63.2
## 36054 36057 36058 36061 36065 36068 36069 36071 36075 36082 36083
## Predicted 152.1 141.1 134.0 100.8 79.3 110 129.6 139.8 141 96.78 80.9
## cvpred 151.8 140.8 133.7 100.5 79.0 110 129.4 139.6 141 96.51 80.6
## pm2.5 111.0 84.0 66.0 90.0 143.0 221 203.0 184.0 255 87.00 66.0
## CV residual -40.8 -56.8 -67.7 -10.5 64.0 111 73.6 44.4 114 -9.51 -14.6
## 36084 36089 36096 36097 36098 36099 36101 36102 36106 36108 36110
## Predicted 57.4 57.2 130.3 134 133 128.0 117.2 116.7 109.2 106 99.0
## cvpred 57.1 57.0 130.1 133 133 127.8 116.9 116.4 108.9 106 98.7
## pm2.5 44.0 100.0 145.0 268 237 208.0 175.0 160.0 198.0 206 214.0
## CV residual -13.1 43.0 14.9 135 104 80.2 58.1 43.6 89.1 100 115.3
## 36111 36117 36119 36120 36125 36127 36128 36131 36132 36134 36139
## Predicted 98.5 132 126 131 154 153 157.9 140.5 135 120 120
## cvpred 98.2 132 126 131 154 153 157.7 140.4 135 120 120
## pm2.5 204.0 239 243 251 264 250 235.0 205.0 196 234 311
## CV residual 105.8 107 117 120 110 97 77.3 64.6 61 114 191
## 36144 36150 36152 36154 36163 36165 36167 36168 36173 36174 36179
## Predicted 146 150 144 146 116 140 150 146 143 142 75.0
## cvpred 146 150 144 146 115 140 150 146 143 141 74.8
## pm2.5 436 344 287 282 338 336 353 375 382 362 280.0
## CV residual 290 194 143 136 223 196 203 229 239 221 205.2
## 36184 36189 36191 36193 36197 36200 36201 36203 36207 36212 36213
## Predicted 58.5 114 119 130.2 136.8 127.3 126.6 74.7 52.4 73.76 81.2
## cvpred 58.3 114 119 130.1 136.7 127.2 126.4 74.5 52.1 73.46 80.9
## pm2.5 120.0 247 225 165.0 119.0 53.0 67.0 61.0 73.0 66.00 66.0
## CV residual 61.7 133 106 34.9 -17.7 -74.2 -59.4 -13.5 20.9 -7.46 -14.9
## 36214 36216 36220 36221 36224 36225 36227 36235 36237 36239 36240
## Predicted 89.6 96.9 129 128.6 122.7 121.5 114.4 96.89 127.3 117.6 122.457
## cvpred 89.3 96.6 129 128.4 122.5 121.3 114.2 96.61 127.2 117.4 122.276
## pm2.5 75.0 41.0 27 46.0 54.0 63.0 69.0 88.00 89.0 104.0 123.000
## CV residual -14.3 -55.6 -102 -82.4 -68.5 -58.3 -45.2 -8.61 -38.2 -13.4 0.724
## 36247 36248 36249 36253 36255 36263 36264 36271 36272 36274 36275
## Predicted 143.5 149.1 152.8 65.6 60.7 119.21 124.6 149.3 149.0 142.9 138.0
## cvpred 143.3 148.9 152.6 65.4 60.5 119.02 124.4 149.1 148.9 142.8 137.9
## pm2.5 122.0 112.0 108.0 38.0 22.0 124.00 142.0 180.0 185.0 190.0 196.0
## CV residual -21.3 -36.9 -44.6 -27.4 -38.5 4.98 17.6 30.9 36.1 47.2 58.1
## 36278 36279 36284 36288 36290 36291 36295 36298 36301 36302 36304
## Predicted 122 121 142 155 151 151 157 147 124 119 114
## cvpred 121 121 142 155 151 151 156 147 124 119 114
## pm2.5 233 240 392 424 398 383 313 305 267 334 327
## CV residual 112 119 250 269 247 232 157 158 143 215 213
## 36306 36307 36311 36321 36324 36325 36326 36327 36331 36335 36336
## Predicted 115 125 140 120 113 113 108 112 123 130 130
## cvpred 115 125 140 120 113 113 108 112 123 130 130
## pm2.5 309 321 340 336 283 323 377 357 335 327 303
## CV residual 194 196 200 216 170 210 269 245 212 197 173
## 36338 36340 36343 36345 36350 36354 36356 36361 36365 36371 36373
## Predicted 125 129 129 129 124 119 124 129 128 118 107
## cvpred 125 129 129 129 124 119 124 129 128 118 107
## pm2.5 279 264 233 246 279 333 360 348 339 350 347
## CV residual 154 135 104 117 155 214 236 219 211 232 240
## 36375 36381 36384 36385 36388 36390 36391 36393 36395 36403 36405
## Predicted 103 123 143 149 149 149 149 142 128 112 123
## cvpred 103 123 143 148 149 149 148 142 128 112 123
## pm2.5 342 363 357 371 453 463 463 384 369 482 507
## CV residual 239 240 214 223 304 314 315 242 241 370 384
## 36407 36412 36419 36422 36423 36424 36433 36434 36435 36437 36438
## Predicted 138 143 131 119 110 110 81.8 81.1 71.5 67.4 60.8
## cvpred 138 143 131 119 110 110 81.7 80.9 71.3 67.0 60.4
## pm2.5 545 495 512 562 542 502 31.0 15.0 17.0 21.0 17.0
## CV residual 407 352 381 443 432 392 -50.7 -65.9 -54.3 -46.0 -43.4
## 36441 36442 36445 36446 36450 36453 36454 36458 36465 36467 36470
## Predicted 61.3 36.0 45.2 35.9 36.6 65.4 85.6 98.9 144 124 97.466
## cvpred 61.0 35.6 45.0 35.7 36.3 65.1 85.4 98.7 144 124 97.336
## pm2.5 12.0 10.0 8.0 12.0 18.0 31.0 45.0 34.0 57 81 97.000
## CV residual -49.0 -25.6 -37.0 -23.7 -18.3 -34.1 -40.4 -64.7 -87 -43 -0.336
## 36472 36479 36483 36487 36488 36489 36491 36492 36494 36496 36500
## Predicted 90.6 130.0 140.6 133.4 131.5 111.4 39.4 19.55 -1.93 -1.03 25.1
## cvpred 90.5 129.8 140.5 133.2 131.4 111.2 39.2 19.24 -2.28 -1.28 24.8
## pm2.5 103.0 179.0 206.0 149.0 100.0 83.0 29.0 15.00 17.00 10.00 51.0
## CV residual 12.5 49.2 65.5 15.8 -31.4 -28.2 -10.2 -4.24 19.28 11.28 26.2
## 36504 36507 36513 36515 36518 36519 36520 36530 36531 36532 36534
## Predicted 63.9 126.0 130.2 110.2 71.6 56.3 55.2 133.9 143.9 143 149.9
## cvpred 63.6 125.8 130.1 110.1 71.5 56.2 55.1 133.8 143.8 143 149.8
## pm2.5 112.0 150.0 134.0 154.0 158.0 151.0 141.0 222.0 193.0 188 184.0
## CV residual 48.4 24.2 3.9 43.9 86.5 94.8 85.9 88.2 49.2 45 34.2
## 36537 36544 36548 36555 36557 36562 36566 36570 36571 36573 36575
## Predicted 148.8 110 116 121 124.8 43.0 -5.19 -30.9 -23.4 -7.54 24.2
## cvpred 148.6 110 116 121 124.6 42.8 -5.58 -31.5 -23.9 -8.08 23.6
## pm2.5 238.0 308 237 232 215.0 6.0 11.00 8.0 11.0 13.00 9.0
## CV residual 89.4 198 121 111 90.4 -36.8 16.58 39.5 34.9 21.08 -14.6
## 36583 36585 36586 36587 36589 36597 36603 36604 36609 36612 36616
## Predicted 121.7 94.9 48.6 38.8 13.7 27.5 55.2 35.1 49.3 17.37 -13.4
## cvpred 121.4 94.7 48.3 38.5 13.3 27.1 54.8 34.6 49.0 17.03 -13.8
## pm2.5 26.0 35.0 27.0 13.0 27.0 48.0 8.0 11.0 14.0 10.00 11.0
## CV residual -95.4 -59.7 -21.3 -25.5 13.7 20.9 -46.8 -23.6 -35.0 -7.03 24.8
## 36618 36621 36634 36640 36641 36642 36646 36647 36648 36654 36656
## Predicted -17.9 23.93 84.26 -3.17 5.11 4.62 49.05 56.8 61.5 130.92 138.7
## cvpred -18.3 23.59 84.06 -3.48 4.81 4.32 48.78 56.6 61.2 130.77 138.6
## pm2.5 12.0 29.00 92.00 17.00 20.00 31.00 51.00 69.0 77.0 136.00 160.0
## CV residual 30.3 5.41 7.94 20.48 15.19 26.68 2.22 12.4 15.8 5.23 21.4
## 36657 36658 36660 36664 36667 36668 36669 36670 36671 36672 36673
## Predicted 138.2 137.6 112.8 73.4 76.6 99.4 115.3 114.8 124.8 134.6 135.85
## cvpred 138.2 137.5 112.8 73.3 76.4 99.3 115.2 114.7 124.7 134.5 135.71
## pm2.5 159.0 167.0 196.0 202.0 187.0 199.0 206.0 213.0 187.0 218.0 134.00
## CV residual 20.8 29.5 83.2 128.7 110.6 99.7 90.8 98.3 62.3 83.5 -1.71
## 36676 36678 36682 36686 36687 36689 36690 36691 36692 36694 36695
## Predicted 136.8 125.0 92.1 71.0 59.9 53.8 53.7 72.2 66.5 87.9 114.4
## cvpred 136.7 124.8 92.0 70.9 59.7 53.6 53.5 72.0 66.3 87.7 114.2
## pm2.5 112.0 172.0 100.0 149.0 163.0 133.0 126.0 124.0 122.0 98.0 91.0
## CV residual -24.7 47.2 8.0 78.1 103.3 79.4 72.5 52.0 55.7 10.3 -23.2
## 36700 36701 36707 36708 36712 36722 36728 36729 36732 36739 36740
## Predicted 117 136 114 108.5 74.5 138 144 128 79.3 68.0 34.6
## cvpred 117 136 114 108.3 74.4 138 143 128 79.2 67.9 34.5
## pm2.5 48 54 86 89.0 111.0 259 270 234 303.0 202.0 168.0
## CV residual -69 -82 -28 -19.3 36.6 121 127 106 223.8 134.1 133.5
## 36743 36744 36746 36749 36750 36751 36752 36755 36756 36759 36763
## Predicted 66.0 74.6 75.4 80.2 79.8 64.3 63.7 22.8 11.67 4.10 9.24
## cvpred 65.9 74.5 75.3 80.0 79.6 64.1 63.5 22.5 11.38 3.84 8.97
## pm2.5 18.0 13.0 11.0 10.0 10.0 10.0 11.0 12.0 13.00 9.00 15.00
## CV residual -47.9 -61.5 -64.3 -70.0 -69.6 -54.1 -52.5 -10.5 1.62 5.16 6.03
## 36765 36771 36780 36782 36785 36786 36787 36788 36798 36799 36803
## Predicted 28.5 56.7 4.49 -11.4 -5.84 2.33 5.87 8.90 15.04 9.31 -20.8
## cvpred 28.3 56.4 4.21 -11.7 -6.09 2.07 5.59 8.62 14.64 8.89 -21.2
## pm2.5 41.0 20.0 12.00 16.0 20.00 19.00 28.00 32.00 10.00 7.00 16.0
## CV residual 12.7 -36.4 7.79 27.7 26.09 16.93 22.41 23.38 -4.64 -1.89 37.2
## 36805 36806 36807 36809 36813 36817 36818 36819 36824 36826 36829
## Predicted -2.90 -13.5 -13.4 -22.2 19.7 50.2 63.625 98.0 125 67.1 31.0
## cvpred -3.12 -13.8 -13.6 -22.5 19.5 50.0 63.376 97.9 125 67.0 30.9
## pm2.5 12.00 19.0 22.0 16.0 38.0 72.0 63.000 69.0 93 99.0 109.0
## CV residual 15.12 32.8 35.6 38.5 18.5 22.0 -0.376 -28.9 -32 32.0 78.1
## 36834 36835 36836 36837 36840 36843 36845 36848 36852 36853 36854
## Predicted 2.80 11.8 39.5 49.3 74.4 76.0 90.2 76.5 30.7 16.8 25.3
## cvpred 2.71 11.7 39.4 49.2 74.3 75.9 90.0 76.4 30.6 16.7 25.2
## pm2.5 119.00 116.0 101.0 131.0 183.0 148.0 140.0 109.0 79.0 73.0 75.0
## CV residual 116.29 104.3 61.6 81.8 108.7 72.1 50.0 32.6 48.4 56.3 49.8
## 36856 36857 36861 36862 36863 36865 36866 36868 36872 36873 36875
## Predicted 30.9 34.1 64.7 73.3 77.6 97.9 112.7 112.6 117.0 100.7 74.1
## cvpred 30.8 34.1 64.5 73.2 77.5 97.9 112.6 112.5 116.9 100.6 74.0
## pm2.5 104.0 116.0 159.0 157.0 151.0 149.0 141.0 148.0 155.0 165.0 191.0
## CV residual 73.2 81.9 94.5 83.8 73.5 51.1 28.4 35.5 38.1 64.4 117.0
## 36876 36879 36887 36892 36894 36895 36898 36908 36910 36912 36915
## Predicted 29.7 2.50 5.02 49.4 62.1 66.6 32.7 54.4 53.94 53.8 74.7
## cvpred 29.5 2.34 4.65 49.2 62.0 66.5 32.6 54.2 53.68 53.5 74.4
## pm2.5 124.0 49.00 17.00 17.0 13.0 17.0 18.0 66.0 57.00 30.0 47.0
## CV residual 94.5 46.66 12.35 -32.2 -49.0 -49.5 -14.6 11.8 3.32 -23.5 -27.4
## 36916 36918 36919 36922 36924 36926 36927 36930 36931 36932 36933
## Predicted 79.32 94.8 98.9 88.91 79.02 80.44 81.98 81.5 86.7 85.8 84.7
## cvpred 79.02 94.7 98.8 88.83 78.93 80.36 81.93 81.5 86.6 85.8 84.6
## pm2.5 72.00 70.0 78.0 94.00 77.00 79.00 74.00 44.0 48.0 52.0 20.0
## CV residual -7.02 -24.7 -20.8 5.17 -1.93 -1.36 -7.93 -37.5 -38.6 -33.8 -64.6
## 36934 36935 36940 36941 36948 36949 36950 36955 36958 36959 36972
## Predicted 39.6 24.5 47.8 36.2 -14.4 -20.4 3.63 3.99 43.6 76.5 6.51
## cvpred 39.4 24.3 47.5 35.9 -14.8 -20.8 3.47 3.84 43.4 76.4 6.40
## pm2.5 15.0 13.0 6.0 7.0 11.0 17.0 14.00 11.00 11.0 11.0 24.00
## CV residual -24.4 -11.3 -41.5 -28.9 25.8 37.8 10.53 7.16 -32.4 -65.4 17.60
## 36974 36978 36987 36990 36991 36992 36994 36995 36996 37000 37002
## Predicted -35.7 -20.8 80.52 102.7 117 97.590 31.8 -7.13 -27.2 -56.6 -54.4
## cvpred -35.9 -21.0 80.39 102.6 117 97.461 31.7 -7.28 -27.3 -56.8 -54.6
## pm2.5 22.0 28.0 72.00 89.0 98 97.000 89.0 66.00 72.0 17.0 16.0
## CV residual 57.9 49.0 -8.39 -13.6 -19 -0.461 57.3 73.28 99.3 73.8 70.6
## 37004 37006 37007 37008 37012 37017 37018 37022 37023 37029 37035
## Predicted 3.49 28.1 55.5 51.4 99.4 92.5 76.6 26.1 29.4 70.6 121
## cvpred 3.36 28.0 55.4 51.3 99.3 92.5 76.6 26.0 29.3 70.5 121
## pm2.5 17.00 61.0 151.0 163.0 125.0 173.0 184.0 141.0 141.0 118.0 253
## CV residual 13.64 33.0 95.6 111.7 25.7 80.5 107.4 115.0 111.7 47.5 132
## 37038 37040 37043 37048 37051 37056 37058 37079 37081 37089 37091
## Predicted 136 135 98.3 49.7 51.4 118 118 106.6 116.6 134 113
## cvpred 136 135 98.3 49.7 51.4 118 118 106.7 116.7 134 113
## pm2.5 262 262 281.0 242.0 168.0 277 299 157.0 190.0 317 346
## CV residual 126 127 182.7 192.3 116.6 159 181 50.3 73.3 183 233
## 37092 37093 37097 37099 37101 37103 37106 37108 37110 37115 37116
## Predicted 102 98.2 62.7 75.1 99.3 120 130 135 136 112 116
## cvpred 102 98.3 62.8 75.2 99.4 120 130 135 136 112 116
## pm2.5 350 331.0 246.0 309.0 360.0 399 436 426 358 369 403
## CV residual 248 232.7 183.2 233.8 260.6 279 306 291 222 257 287
## 37118 37120 37122 37124 37127 37128 37131 37134 37137 37149 37154
## Predicted 83.3 77.3 83.90 100.72 107.3 102.7 111.5 115.8 133.0 103.8 134.4
## cvpred 83.3 77.3 83.94 100.77 107.4 102.7 111.5 115.9 133.1 103.9 134.5
## pm2.5 306.0 90.0 85.00 96.00 125.0 123.0 159.0 195.0 175.0 148.0 219.0
## CV residual 222.7 12.7 1.06 -4.77 17.6 20.3 47.5 79.1 41.9 44.1 84.5
## 37158 37159 37160 37161 37163 37164 37165 37167 37168 37172 37179
## Predicted 131 111.4 109.5 84.5 67.4 53.2 47.6 38.1 28.1 67.8 118.8
## cvpred 131 111.4 109.5 84.5 67.4 53.3 47.7 38.1 28.1 67.8 118.9
## pm2.5 16 28.0 32.0 25.0 22.0 18.0 23.0 25.0 18.0 27.0 66.0
## CV residual -115 -83.4 -77.5 -59.5 -45.4 -35.3 -24.7 -13.1 -10.1 -40.8 -52.9
## 37186 37188 37193 37194 37195 37199 37200 37201 37204 37207 37211
## Predicted 49.5 19.2 -12.6 -12.4 -12.7 22.5 34.83 47.9 64.5 85.7 95.1
## cvpred 49.5 19.2 -12.6 -12.4 -12.8 22.4 34.77 47.8 64.4 85.6 95.2
## pm2.5 35.0 34.0 12.0 13.0 18.0 39.0 44.00 64.0 165.0 127.0 209.0
## CV residual -14.5 14.8 24.6 25.4 30.8 16.6 9.23 16.2 100.6 41.4 113.8
## 37212 37213 37214 37216 37217 37221 37225 37226 37233 37238 37252
## Predicted 90.2 89.3 78.6 56.5 51.5 107.25 130.0 140.0 143.2 42.2 116.59
## cvpred 90.3 89.4 78.7 56.6 51.6 107.35 130.1 140.1 143.3 42.3 116.66
## pm2.5 235.0 254.0 250.0 210.0 127.0 113.00 159.0 161.0 220.0 124.0 119.00
## CV residual 144.7 164.6 171.3 153.4 75.4 5.65 28.9 20.9 76.7 81.7 2.34
## 37255 37257 37262 37263 37264 37265 37266 37268 37272 37274 37275
## Predicted 127.61 104.8 27.2 42.2 27.5 44.5 52.5 66.4 78.87 77.7 100.1
## cvpred 127.65 104.9 27.2 42.3 27.5 44.6 52.5 66.4 78.79 77.5 100.1
## pm2.5 124.00 160.0 76.0 98.0 105.0 86.0 132.0 105.0 70.00 55.0 58.0
## CV residual -3.65 55.1 48.8 55.7 77.5 41.4 79.5 38.6 -8.79 -22.5 -42.1
## 37279 37290 37291 37296 37297 37300 37303 37304 37308 37310 37312
## Predicted 54.6 -59.9 -60.2 68.4 82.2 84.9 118.2 107.4 43.5 -1.62 -22.9
## cvpred 54.4 -60.2 -60.6 68.3 82.1 84.7 118.1 107.4 43.4 -1.66 -22.9
## pm2.5 12.0 7.0 7.0 33.0 40.0 29.0 37.0 42.0 55.0 31.00 24.0
## CV residual -42.4 67.2 67.6 -35.3 -42.1 -55.7 -81.1 -65.4 11.6 32.66 46.9
## 37313 37317 37320 37321 37323 37331 37333 37336 37342 37343 37345
## Predicted -43.7 -16.7 71 73.5 96.6 2.04 -5.79 -7.39 42.45 45.98 97.2
## cvpred -43.8 -16.9 71 73.4 96.5 1.85 -6.00 -7.52 42.34 45.87 97.1
## pm2.5 13.0 20.0 31 34.0 34.0 6.00 8.00 14.00 48.00 48.00 57.0
## CV residual 56.8 36.9 -40 -39.4 -62.5 4.15 14.00 21.52 5.66 2.13 -40.1
## 37346 37351 37354 37356 37361 37364 37365 37370 37372 37373 37374
## Predicted 111 132.4 39.8 -9.13 -40.4 6.14 1.153 90.5 95.7 111 119.6
## cvpred 111 132.3 39.7 -9.23 -40.6 6.01 0.983 90.5 95.7 111 119.6
## pm2.5 58 71.0 84.0 27.00 40.0 59.00 59.000 55.0 70.0 74 80.0
## CV residual -53 -61.3 44.3 36.23 80.6 52.99 58.017 -35.5 -25.7 -37 -39.6
## 37381 37383 37384 37385 37395 37396 37397 37402 37403 37404 37405
## Predicted 48.5 23.7 10.0 8.93 114.6 122.7 127.2 96.1 81.2 75.5 64.9
## cvpred 48.5 23.7 10.1 8.95 114.7 122.8 127.3 96.1 81.3 75.6 65.0
## pm2.5 110.0 93.0 97.0 95.00 191.0 180.0 187.0 193.0 196.0 199.0 206.0
## CV residual 61.5 69.3 86.9 86.05 76.3 57.2 59.7 96.9 114.7 123.4 141.0
## 37406 37408 37411 37413 37414 37417 37419 37420 37423 37427 37429
## Predicted 55.4 21 31.8 58.3 62.9 74.8 92.1 96 125 78.0 -14.6
## cvpred 55.5 21 31.8 58.3 62.9 74.8 92.1 96 125 78.2 -14.6
## pm2.5 175.0 152 138.0 146.0 139.0 136.0 140.0 145 153 164.0 62.0
## CV residual 119.5 131 106.2 87.7 76.1 61.2 47.9 49 28 85.8 76.6
## 37434 37440 37444 37446 37448 37452 37453 37455 37457 37464
## Predicted -19.8 34.9 93.42 102.449 86.34 55.1 50.2 46 27.6 70.50
## cvpred -19.8 34.9 93.47 102.494 86.35 55.1 50.2 46 27.5 70.51
## pm2.5 65.0 181.0 101.00 102.000 95.00 93.0 71.0 68 51.0 67.00
## CV residual 84.8 146.1 7.53 -0.494 8.65 37.9 20.8 22 23.5 -3.51
## 37465 37467 37469 37471 37473 37476 37477 37482 37486 37488 37492
## Predicted 83.9 73.80 86.7 71.85 89.5 80 61 45.37 77.09 80.5 115.5
## cvpred 83.9 73.78 86.7 71.79 89.6 80 61 45.33 77.05 80.5 115.4
## pm2.5 51.0 64.00 76.0 69.00 48.0 41 40 52.00 83.00 98.0 96.0
## CV residual -32.9 -9.78 -10.7 -2.79 -41.6 -39 -21 6.67 5.95 17.5 -19.4
## 37496 37499 37507 37515 37520 37523 37526 37530 37531 37538 37540
## Predicted 123.5 60.5 40.7 113.2 132.2 95.3 54.3 49.1 57.8 108 125
## cvpred 123.5 60.5 40.7 113.2 132.3 95.4 54.4 49.2 57.8 108 125
## pm2.5 158.0 151.0 109.0 131.0 149.0 182.0 167.0 157.0 159.0 249 282
## CV residual 34.5 90.5 68.3 17.8 16.7 86.6 112.6 107.8 101.2 141 157
## 37542 37544 37546 37547 37555 37556 37559 37560 37565 37566 37567
## Predicted 135 130 114 103 77.9 77.0 100.8 81.69 116.5 105.4 115.2
## cvpred 135 130 114 103 78.0 77.2 100.9 81.77 116.6 105.5 115.3
## pm2.5 268 247 270 280 224.0 246.0 187.0 80.00 67.0 69.0 78.0
## CV residual 133 117 156 177 146.0 168.8 86.1 -1.77 -49.6 -36.5 -37.3
## 37568 37570 37571 37572 37574 37576 37579 37580 37584 37586 37587
## Predicted 123.4 96.3 81.3 78.5 50.1 30.2 41.49 31.87 75.1 89.0 94.2
## cvpred 123.5 96.5 81.5 78.6 50.1 30.1 41.39 31.73 75.2 89.1 94.2
## pm2.5 83.0 112.0 104.0 103.0 106.0 54.0 40.00 34.00 41.0 35.0 51.0
## CV residual -40.5 15.5 22.5 24.4 55.9 23.9 -1.39 2.27 -34.2 -54.1 -43.2
## 37590 37591 37595 37596 37598 37599 37600 37602 37604 37607 37610
## Predicted 103 103.7 42.20 28.8 17.8 21.7 21.4 35.6 35.6 75.1 87.8
## cvpred 103 103.7 42.19 28.8 17.8 21.7 21.4 35.6 35.6 75.2 87.8
## pm2.5 59 51.0 52.00 47.0 85.0 80.0 62.0 56.0 96.0 101.0 123.0
## CV residual -44 -52.7 9.81 18.2 67.2 58.3 40.6 20.4 60.4 25.8 35.2
## 37612 37613 37616 37618 37628 37631 37634 37635 37638 37639
## Predicted 82.4 87.1 135 129.4 120.53 123.8 132 136.8 142.40 147.29
## cvpred 82.5 87.1 135 129.5 120.66 123.9 132 136.9 142.55 147.43
## pm2.5 109.0 145.0 109 116.0 128.00 137.0 148 151.0 141.00 140.00
## CV residual 26.5 57.9 -26 -13.5 7.34 13.1 16 14.1 -1.55 -7.43
## 37651 37655 37659 37663 37664 37666 37667 37669 37674 37684 37685
## Predicted 110.0 91 112.2 121.0 111 104.9 104.4 75.9 91.9 146.9 146.6
## cvpred 110.1 91 112.3 121.1 111 104.9 104.4 75.8 91.9 146.9 146.7
## pm2.5 153.0 74 84.0 59.0 59 69.0 69.0 44.0 57.0 128.0 127.0
## CV residual 42.9 -17 -28.3 -62.1 -52 -35.9 -35.4 -31.8 -34.9 -18.9 -19.7
## 37689 37693 37696 37702 37703 37707 37709 37710 37715 37717 37721
## Predicted 113.0 53.2 38.1 74.04 82.5 132 122.5 116.9 44.088 15.53 20.00
## cvpred 113.1 53.2 38.1 74.08 82.5 132 122.5 116.9 44.134 15.56 20.03
## pm2.5 87.0 23.0 22.0 69.00 59.0 91 91.0 66.0 44.000 23.00 30.00
## CV residual -26.1 -30.2 -16.1 -5.08 -23.5 -41 -31.5 -50.9 -0.134 7.44 9.97
## 37723 37729 37730 37735 37736 37738 37739 37742 37743 37744 37746
## Predicted 26.7 116.6 116.1 117.4 110.2 53.9 38.79 21.2 19.8 18.7 34.1
## cvpred 26.7 116.7 116.2 117.4 110.3 54.0 38.83 21.3 19.9 18.8 34.2
## pm2.5 30.0 73.0 90.0 52.0 68.0 84.0 42.00 51.0 170.0 87.0 107.0
## CV residual 3.3 -43.7 -26.2 -65.4 -42.3 30.0 3.17 29.7 150.1 68.2 72.8
## 37747 37750 37764 37769 37775 37778 37780 37783 37788 37790 37794
## Predicted 42.0 67.75 81.8 41.2 101.4 112.7 121.2 119.6 106.5 104.3 80.2
## cvpred 42.1 67.79 81.8 41.2 101.5 112.8 121.3 119.7 106.7 104.6 80.3
## pm2.5 105.0 76.00 164.0 143.0 73.0 76.0 89.0 107.0 125.0 128.0 117.0
## CV residual 62.9 8.21 82.2 101.8 -28.5 -36.8 -32.3 -12.7 18.3 23.4 36.7
## 37797 37798 37800 37801 37807 37809 37811 37813 37823 37825 37827
## Predicted 98.0 120.36 105.7 106.0 133.4 111.2 91.8 85.2 121.1 128 143
## cvpred 98.1 120.57 105.9 106.1 133.5 111.4 92.0 85.4 121.2 128 143
## pm2.5 117.0 118.00 140.0 139.0 118.0 135.0 163.0 169.0 92.0 27 27
## CV residual 18.9 -2.57 34.1 32.9 -15.5 23.6 71.0 83.6 -29.2 -101 -116
## 37830 37832 37837 37838 37840 37851 37852 37856 37858 37861 37862
## Predicted 135 134 61.1 52.11 60.9 148.3 148.3 139.8 69.2 42.6 37.1
## cvpred 135 134 61.2 52.19 61.0 148.4 148.4 139.9 69.2 42.6 37.1
## pm2.5 23 29 42.0 47.00 47.0 49.0 59.0 46.0 43.0 20.0 78.0
## CV residual -112 -105 -19.2 -5.19 -14.0 -99.4 -89.4 -93.9 -26.2 -22.6 40.9
## 37869 37876 37877 37879 37881 37885 37887 37891 37894 37895 37897
## Predicted 75.741 134.4 134.3 144.0 110.3 28.3 35.5 44.3 85.3 109.22 123.6
## cvpred 75.822 134.5 134.4 144.1 110.4 28.4 35.6 44.4 85.4 109.34 123.7
## pm2.5 75.000 38.0 64.0 73.0 86.0 68.0 47.0 58.0 72.0 105.00 81.0
## CV residual -0.822 -96.5 -70.4 -71.1 -24.4 39.6 11.4 13.6 -13.4 -4.34 -42.7
## 37899 37901 37906 37907 37909 37911 37913 37918 37923 37924 37931
## Predicted 114 121.2 80.4 74.3 64.5 48.3 36.5 74.2 111.6 128.5 96.2
## cvpred 114 121.3 80.5 74.4 64.6 48.4 36.6 74.3 111.6 128.6 96.4
## pm2.5 93 94.0 121.0 136.0 133.0 111.0 104.0 105.0 89.0 94.0 221.0
## CV residual -21 -27.3 40.5 61.6 68.4 62.6 67.4 30.7 -22.6 -34.6 124.6
## 37939 37940 37943 37945 37947 37948 37949 37950 37953 37957
## Predicted 55.4 64.1 80.78 93.465 106.399 115.43 115.7 120.33 101.6 90.7
## cvpred 55.5 64.2 80.86 93.534 106.452 115.48 115.7 120.35 101.6 91.0
## pm2.5 119.0 94.0 90.00 94.000 107.000 112.00 152.0 129.00 150.0 144.0
## CV residual 63.5 29.8 9.14 0.466 0.548 -3.48 36.3 8.65 48.4 53.0
## 37965 37966 37967 37968 37970 37971 37976 37977 37978 37979 37983
## Predicted 71.8 74.3 85.9 70.0 65.2 62.6 36.28 19.3 2.45 -14.2 -41.2
## cvpred 71.9 74.3 85.8 69.9 65.1 62.3 35.91 18.9 2.02 -14.6 -41.7
## pm2.5 113.0 54.0 51.0 48.0 44.0 34.0 26.00 39.0 52.00 54.0 59.0
## CV residual 41.1 -20.3 -34.8 -21.9 -21.1 -28.3 -9.91 20.1 49.98 68.6 100.7
## 37986 37987 37990 37996 38001 38003 38010 38014 38016 38018 38019
## Predicted -6.01 11.1 77.8 131.8 115 70.8 -2.42 24.0 42.45 41.83 39.38
## cvpred -6.48 10.6 77.8 131.8 115 70.9 -2.52 23.8 42.14 41.44 38.97
## pm2.5 32.00 24.0 27.0 40.0 104 167.0 95.00 50.0 48.00 39.00 35.00
## CV residual 38.48 13.4 -50.8 -91.8 -11 96.1 97.52 26.2 5.86 -2.44 -3.97
## 38029 38030 38031 38032 38034 38035 38038 38043 38047 38051 38055
## Predicted -61.0 -50.5 -48.9 -57.6 -64.1 -55.8 69.1 116.0 110.5 34.31 12.5
## cvpred -61.7 -51.1 -49.6 -58.3 -64.9 -56.6 69.0 115.9 110.4 34.24 12.5
## pm2.5 46.0 50.0 52.0 49.0 43.0 32.0 32.0 65.0 36.0 39.00 36.0
## CV residual 107.7 101.1 101.6 107.3 107.9 88.6 -37.0 -50.9 -74.4 4.76 23.5
## 38057 38060 38063 38064 38066 38069 38073 38075 38079 38080 38082
## Predicted 26.9 36.80 68.3 99.3 103.3 108.8 91.57 90.1 70.0 73.3 81.5
## cvpred 26.9 36.74 68.2 99.3 103.3 108.9 91.62 90.2 70.1 73.4 81.6
## pm2.5 33.0 39.00 50.0 59.0 56.0 71.0 93.00 110.0 138.0 111.0 108.0
## CV residual 6.1 2.26 -18.2 -40.3 -47.3 -37.9 1.38 19.8 67.9 37.6 26.4
## 38086 38092 38095 38096 38103 38105 38108 38111 38114 38116 38121
## Predicted 108.5 138.76 134.4 124 -15.7 -19.8 35 64.1 128 137.41 126.8
## cvpred 108.6 138.89 134.5 124 -15.7 -19.9 35 64.2 128 137.52 126.9
## pm2.5 154.0 132.00 159.0 151 112.0 36.0 15 16.0 93 128.00 147.0
## CV residual 45.4 -6.89 24.5 27 127.7 55.9 -20 -48.2 -35 -9.52 20.1
## 38123 38124 38126 38127 38130 38133 38136 38139 38140 38144 38150
## Predicted 102.1 97.2 67.9 61.7 62.5 69.75 80.8 99.9 109.5 94.83 91.8
## cvpred 102.3 97.4 68.0 61.8 62.6 69.75 80.8 100.1 109.6 94.92 91.9
## pm2.5 72.0 64.0 58.0 65.0 74.0 68.00 70.0 65.0 70.0 91.00 70.0
## CV residual -30.3 -33.4 -10.0 3.2 11.4 -1.75 -10.8 -35.1 -39.6 -3.92 -21.9
## 38151 38153 38155 38158 38159 38160 38165 38168 38181 38185 38186
## Predicted 85.6 60.8 63.3 73.6 77.6 77.2 103.9 114.1 74.9 138.5 142.8
## cvpred 85.7 60.9 63.3 73.6 77.6 77.1 103.9 114.2 75.0 138.6 142.9
## pm2.5 72.0 71.0 43.0 56.0 59.0 59.0 46.0 46.0 65.0 42.0 48.0
## CV residual -13.7 10.1 -20.3 -17.6 -18.6 -18.1 -57.9 -68.2 -10.0 -96.6 -94.9
## 38188 38191 38193 38194 38200 38206 38207 38215 38217 38219 38224
## Predicted 146.8 144 142 141 132 136 135 147.8 131.4 86.4 27.1
## cvpred 146.9 144 142 141 132 136 135 147.9 131.6 86.6 27.2
## pm2.5 57.0 40 33 26 17 30 28 65.0 75.0 53.0 23.0
## CV residual -89.9 -104 -109 -115 -115 -106 -107 -82.9 -56.6 -33.6 -4.2
## 38234 38236 38237 38239 38250 38261 38263 38264 38265 38266 38268
## Predicted 82.3 133.6 138.1 146.8 -3.28 25.15 24.63 12.7 9.59 1.394 -10.0
## cvpred 82.3 133.8 138.3 146.9 -3.25 24.87 24.31 12.3 9.22 0.993 -10.4
## pm2.5 43.0 50.0 47.0 80.0 34.00 34.00 26.00 23.0 22.00 17.000 20.0
## CV residual -39.3 -83.8 -91.3 -66.9 37.25 9.13 1.69 10.7 12.78 16.007 30.4
## 38269 38278 38281 38282 38284 38285 38287 38297 38301 38308 38309
## Predicted 2.68 58.1 121.7 125.9 136 131.2 129.3 15.5 34.6 109.5 124.1
## cvpred 2.23 58.2 121.8 125.9 136 131.3 129.3 15.6 34.6 109.6 124.2
## pm2.5 14.00 30.0 30.0 76.0 77 68.0 45.0 111.0 95.0 83.0 85.0
## CV residual 11.77 -28.2 -91.8 -49.9 -59 -63.3 -84.3 95.4 60.4 -26.6 -39.2
## 38312 38313 38314 38317 38324 38325 38334 38335 38336 38337 38340
## Predicted 68.42 55.13 38.5 34.6 47.64 55.81 118.7 118.5 107.7 82.7 63.0
## cvpred 68.54 55.24 38.6 34.7 47.78 55.94 118.9 118.6 107.9 82.8 63.2
## pm2.5 75.00 57.00 271.0 56.0 43.00 47.00 69.0 68.0 94.0 96.0 109.0
## CV residual 6.46 1.76 232.4 21.3 -4.78 -8.94 -49.9 -50.6 -13.9 13.2 45.8
## 38343 38344 38348 38349 38352 38354 38358 38359 38360 38362 38363
## Predicted 35.0 33.4 42.72 47.36 65.3 84.1 129.2 114 103.6 82.8 67.6
## cvpred 35.2 33.6 42.76 47.39 65.3 84.1 129.4 114 103.7 83.0 67.8
## pm2.5 90.0 69.0 40.00 41.00 28.0 58.0 68.0 77 84.0 103.0 99.0
## CV residual 54.8 35.4 -2.76 -6.39 -37.3 -26.1 -61.4 -37 -19.7 20.0 31.2
## 38364 38365 38366 38368 38371 38376 38383 38386 38391 38398 38401
## Predicted 66.6 61.3 55.0 46.9 55.9 75.7 143.3 127.6 94.3 113 123
## cvpred 66.8 61.5 55.2 47.1 56.1 75.8 143.5 127.9 94.5 113 123
## pm2.5 100.0 132.0 198.0 137.0 124.0 99.0 70.0 79.0 147.0 123 174
## CV residual 33.2 70.5 142.8 89.9 67.9 23.2 -73.5 -48.9 52.5 10 51
## 38403 38407 38408 38416 38417 38419 38420 38430 38438 38443 38444
## Predicted 127.5 108.6 88.3 36.6 31.5 30.25 49.2 131.4 71.9 67.6 86.2
## cvpred 127.8 108.8 88.4 36.8 31.7 30.43 49.3 131.6 72.2 67.9 86.4
## pm2.5 215.0 122.0 66.0 16.0 18.0 22.00 22.0 85.0 90.0 130.0 132.0
## CV residual 87.2 13.2 -22.4 -20.8 -13.7 -8.43 -27.3 -46.6 17.8 62.1 45.6
## 38445 38449 38452 38457 38460 38462 38464 38471 38477 38478 38479
## Predicted 86.4 104.6 124.0 122 89.8 53.7 13.2 58.36 88.38 114.24 113.49
## cvpred 86.7 104.8 124.2 122 90.2 54.0 13.4 58.44 88.42 114.46 113.73
## pm2.5 136.0 146.0 178.0 258 224.0 111.0 43.0 65.00 96.00 109.00 110.00
## CV residual 49.3 41.2 53.8 136 133.8 57.0 29.6 6.56 7.58 -5.46 -3.73
## 38486 38488 38498 38499 38503 38505 38508 38516 38519 38524 38525
## Predicted 22.4 22.8 88.41 103.2 135.4 138.5 131.1 134.3 137.6 141.5 141.30
## cvpred 22.5 23.0 88.64 103.5 135.7 138.7 131.4 134.6 137.8 141.8 141.56
## pm2.5 61.0 46.0 92.00 89.0 84.0 102.0 104.0 79.0 88.0 117.0 140.00
## CV residual 38.5 23.0 3.36 -14.5 -51.7 -36.7 -27.4 -55.6 -49.8 -24.8 -1.56
## 38526 38528 38534 38545 38546 38548 38551 38552 38553 38554 38555
## Predicted 142.29 141.29 2.69 119 115 115 123 105.5 43.5 33.8 9.32
## cvpred 142.55 141.57 2.67 119 115 115 123 105.7 43.6 34.0 9.44
## pm2.5 150.00 132.00 13.00 15 10 9 20 20.0 18.0 15.0 15.00
## CV residual 7.45 -9.57 10.33 -104 -105 -106 -103 -85.7 -25.6 -19.0 5.56
## 38556 38557 38562 38564 38565 38566 38569 38570 38578 38582
## Predicted -2.54 -0.251 -1.66 -10.4 -24.1 -18.1 88.2 26.821 -6.58 2.35
## cvpred -2.43 -0.128 -1.61 -10.2 -24.0 -18.0 88.3 26.913 -6.51 2.33
## pm2.5 16.00 19.000 27.00 23.0 28.0 27.0 26.0 26.000 100.00 17.00
## CV residual 18.43 19.128 28.61 33.2 52.0 45.0 -62.3 -0.913 106.51 14.67
## 38585 38588 38592 38594 38599 38601 38606 38609 38613 38617 38618
## Predicted 20.82 -29.5 79.5 60.5 121.1 75.9 -3.94 -15.1 25.65 75.6 95.4
## cvpred 20.78 -29.7 79.7 60.6 121.3 76.1 -3.75 -14.9 25.73 75.6 95.7
## pm2.5 12.00 14.0 13.0 13.0 44.0 43.0 21.00 34.0 32.00 44.0 38.0
## CV residual -8.78 43.7 -66.7 -47.6 -77.3 -33.1 24.75 48.9 6.27 -31.6 -57.7
## 38620 38622 38625 38628 38632 38636 38639 38644 38645 38647 38656
## Predicted 105.2 120.3 73.32 24.1 -38.5 19.22 55.63 99.58 95.5 93.4 44.8
## cvpred 105.4 120.4 73.55 24.4 -38.3 19.45 55.85 99.81 95.7 93.6 45.0
## pm2.5 42.0 54.0 77.00 52.0 19.0 29.00 63.00 102.00 113.0 67.0 107.0
## CV residual -63.4 -66.4 3.45 27.6 57.3 9.55 7.15 2.19 17.3 -26.6 62.0
## 38659 38660 38664 38670 38671 38678 38679 38680 38681 38683 38685
## Predicted 47.6 60.6 70.10 124.00 123.01 57.0 61.6 52.3 55.0 68.3 82.3
## cvpred 47.8 60.8 70.18 124.23 123.25 57.3 62.0 52.6 55.3 68.6 82.5
## pm2.5 100.0 99.0 76.00 115.00 115.00 119.0 127.0 139.0 134.0 135.0 143.0
## CV residual 52.2 38.2 5.82 -9.23 -8.25 61.7 65.0 86.4 78.7 66.4 60.5
## 38686 38689 38690 38692 38694 38698 38700 38704 38705 38707 38708
## Predicted 81.4 123.1 132.0 125.9 126.5 85.7 64.2 100.1 98.8 122.5 117.6
## cvpred 81.7 123.3 132.3 126.2 126.8 85.9 64.4 100.4 99.0 122.7 117.8
## pm2.5 140.0 83.0 68.0 52.0 49.0 46.0 32.0 37.0 62.0 62.0 53.0
## CV residual 58.3 -40.3 -64.3 -74.2 -77.8 -39.9 -32.4 -63.4 -37.0 -60.7 -64.8
## 38711 38712 38719 38723 38727 38728 38729 38731 38732 38734 38742
## Predicted 128 118.6 124 119 80.5 84.1 75.7 80.0 84.6 88.8 130.6
## cvpred 128 118.9 124 119 80.8 84.3 75.9 80.3 84.8 89.0 130.8
## pm2.5 60 59.0 18 18 31.0 28.0 31.0 34.0 32.0 46.0 35.0
## CV residual -68 -59.9 -106 -101 -49.8 -56.3 -44.9 -46.3 -52.8 -43.0 -95.8
## 38744 38745 38750 38751 38754 38759 38764 38767 38769 38771 38775
## Predicted 102.5 92.1 53.3 52.4 53.5 79.5 123.3 132.5 102.0 83.07 57.3
## cvpred 102.7 92.3 53.5 52.7 53.7 79.7 123.5 132.8 102.2 83.32 57.5
## pm2.5 31.0 29.0 30.0 28.0 43.0 57.0 77.0 88.0 88.0 79.00 42.0
## CV residual -71.7 -63.3 -23.5 -24.7 -10.7 -22.7 -46.5 -44.8 -14.2 -4.32 -15.5
## 38787 38790 38793 38794 38798 38799 38800 38801 38805 38807
## Predicted 116.3 128.4 107.10 96.59 52.63 42.75 42.7477 47.39 64.71 67.88
## cvpred 116.5 128.6 107.38 96.88 52.92 43.03 43.0284 47.66 64.98 68.13
## pm2.5 57.0 90.0 102.00 90.00 43.00 45.00 43.0000 49.00 60.00 70.00
## CV residual -59.5 -38.6 -5.38 -6.88 -9.92 1.97 -0.0284 1.34 -4.98 1.87
## 38808 38814 38820 38824 38825 38829 38830 38835 38837 38841 38843
## Predicted 92.3 122.3 101.218 130 138 129 129 130 121 92.1 63.7
## cvpred 92.5 122.5 101.523 130 138 129 129 131 121 92.3 63.8
## pm2.5 81.0 96.0 101.000 6 6 10 12 25 17 6.0 4.0
## CV residual -11.5 -26.5 -0.523 -124 -132 -119 -117 -106 -104 -86.3 -59.8
## 38845 38850 38855 38858 38859 38864 38865 38866 38867 38869 38875
## Predicted 51.5 55.3 107.3 129.6 125.5 123.2 114.2 99.8 93.7 73.9 111.5
## cvpred 51.6 55.5 107.5 129.8 125.7 123.4 114.5 100.1 93.9 74.2 111.7
## pm2.5 3.0 6.0 26.0 69.0 45.0 26.0 25.0 45.0 58.0 48.0 19.0
## CV residual -48.6 -49.5 -81.5 -60.8 -80.7 -97.4 -89.5 -55.1 -35.9 -26.2 -92.7
## 38877 38878 38879 38882 38894 38899 38900 38901 38905 38907 38914
## Predicted 128.9 125 134.0 140 55.6 92.0 102.1 101.3 115.0 125 117.6
## cvpred 129.1 125 134.2 140 55.9 92.2 102.3 101.5 115.2 125 117.9
## pm2.5 30.0 44 38.0 35 32.0 15.0 33.0 19.0 52.0 67 83.0
## CV residual -99.1 -81 -96.2 -105 -23.9 -77.2 -69.3 -82.5 -63.2 -58 -34.9
## 38915 38917 38923 38928 38931 38937 38938 38939 38940 38941 38942
## Predicted 117.1 96.2 110.4 137.7 138.2 112 95.8 88.2 79.0 73.8 62.2
## cvpred 117.4 96.5 110.6 137.9 138.4 112 96.0 88.4 79.3 74.0 62.4
## pm2.5 99.0 80.0 94.0 94.0 114.0 59 43.0 13.0 13.0 16.0 13.0
## CV residual -18.4 -16.5 -16.6 -43.9 -24.4 -53 -53.0 -75.4 -66.3 -58.0 -49.4
## 38944 38949 38951 38952 38958 38959 38960 38964 38967 38973 38974
## Predicted 59.3 78.2 90.9 99.1 122.4 121 99.9 48.0 33.6 75.1 90.8
## cvpred 59.5 78.4 91.1 99.3 122.6 121 100.1 48.3 33.9 75.4 91.1
## pm2.5 18.0 19.0 44.0 33.0 39.0 28 35.0 23.0 12.0 40.0 44.0
## CV residual -41.5 -59.4 -47.1 -66.3 -83.6 -93 -65.1 -25.3 -21.9 -35.4 -47.1
## 38978 38981 38983 38984 38987 38989 38993 38996 38997 39001 39003
## Predicted 112.0 126.6 131.27 120.8 86.0 71.3 64.1 137 137 142 137.9
## cvpred 112.3 126.9 131.56 121.1 86.3 71.6 64.4 137 137 142 138.2
## pm2.5 99.0 108.0 126.00 103.0 49.0 25.0 48.0 14 24 37 39.0
## CV residual -13.3 -18.9 -5.56 -18.1 -37.3 -46.6 -16.4 -123 -113 -105 -99.2
## 39007 39008 39018 39021 39022 39031 39039 39042 39043 39044 39046
## Predicted 142 131 65.3 97.2 101 126.1 77.4 79.5 89.1 93.1 128.1
## cvpred 142 131 65.6 97.4 101 126.4 77.7 79.8 89.4 93.4 128.3
## pm2.5 28 18 50.0 58.0 70 161.0 105.0 156.0 100.0 62.0 61.0
## CV residual -114 -113 -15.6 -39.4 -31 34.6 27.3 76.2 10.6 -31.4 -67.3
## 39055 39058 39060 39062 39067 39070 39071 39077 39080 39084 39086
## Predicted 133.8 120.0 114.9 107.8 101.17 114.9 114.6 138 137 125.9 114.3
## cvpred 134.1 120.3 115.2 108.1 101.47 115.2 114.9 138 137 126.2 114.6
## pm2.5 162.0 169.0 178.0 196.0 96.00 111.0 103.0 13 29 47.0 77.0
## CV residual 27.9 48.7 62.8 87.9 -5.47 -4.2 -11.9 -125 -108 -79.2 -37.6
## 39087 39090 39093 39096 39100 39103 39106 39108 39110 39115 39117
## Predicted 108.65 121.1 137.2 141.7 143 142.3 109.3 87.1 72.6 86.78 100.0
## cvpred 108.94 121.4 137.4 141.9 143 142.5 109.6 87.4 72.8 87.06 100.2
## pm2.5 103.00 148.0 76.0 63.0 71 82.0 46.0 24.0 22.0 83.00 80.0
## CV residual -5.94 26.6 -61.4 -78.9 -72 -60.5 -63.6 -63.4 -50.8 -4.06 -20.2
## 39120 39123 39125 39127 39128 39132 39134 39139 39144 39148
## Predicted 121.0 136.2 141.537 136.4 125.89 106.8 95.1 100.1 117.1 137.2
## cvpred 121.3 136.4 141.815 136.7 126.18 107.1 95.3 100.3 117.4 137.4
## pm2.5 144.0 153.0 141.000 158.0 119.00 200.0 116.0 65.0 74.0 59.0
## CV residual 22.7 16.6 -0.815 21.3 -7.18 92.9 20.7 -35.3 -43.4 -78.4
## 39149 39151 39152 39155 39156 39158 39163 39164 39165 39167 39169
## Predicted 142 142 141.7 124 107.6 101.4 95.7 109.0 118.4 122.6 127.0
## cvpred 142 142 141.9 124 107.8 101.6 96.0 109.3 118.7 122.8 127.2
## pm2.5 39 41 63.0 22 13.0 12.0 20.0 38.0 61.0 89.0 74.0
## CV residual -103 -101 -78.9 -102 -94.8 -89.6 -76.0 -71.3 -57.7 -33.8 -53.2
## 39171 39173 39174 39177 39179 39186 39190 39193 39194 39195 39198
## Predicted 131.6 130.9 137.2 131.5 112.0 89.1 138 135 136 143 143
## cvpred 131.8 131.1 137.4 131.8 112.3 89.4 138 136 136 143 143
## pm2.5 70.0 76.0 72.0 73.0 74.0 57.0 18 16 18 23 15
## CV residual -61.8 -55.1 -65.4 -58.8 -38.3 -32.4 -120 -120 -118 -120 -128
## 39199 39201 39206 39207 39209 39210 39217 39218 39220 39223 39225
## Predicted 137 119.8 101.0 90.6 77.2 90.6 127.5 132 136 122.3 99.8
## cvpred 137 120.1 101.3 90.9 77.5 90.9 127.8 132 136 122.4 99.9
## pm2.5 18 38.0 50.0 50.0 36.0 41.0 36.0 31 27 25.0 18.0
## CV residual -119 -82.1 -51.3 -40.9 -41.5 -49.9 -91.8 -101 -109 -97.4 -81.9
## 39227 39234 39235 39239 39240 39242 39250 39255 39258 39262 39269
## Predicted 72.6 54.1 67.7 100.0 99.5 118.6 96.1 73.2 70.7 83.7 109.4
## cvpred 72.8 54.4 67.9 100.3 99.8 118.8 96.4 73.5 70.9 83.9 109.5
## pm2.5 19.0 26.0 24.0 28.0 29.0 44.0 68.0 40.0 48.0 57.0 69.0
## CV residual -53.8 -28.4 -43.9 -72.3 -70.8 -74.8 -28.4 -33.5 -22.9 -26.9 -40.5
## 39270 39273 39274 39280 39286 39289 39293 39295 39303 39309 39310
## Predicted 122 111 105.1 107.756 118.0 119.7 134.9 135 74.2 114.4 119.5
## cvpred 122 111 105.4 108.011 118.2 119.9 135.2 135 74.5 114.7 119.8
## pm2.5 77 86 74.0 109.000 127.0 159.0 191.0 196 62.0 62.0 61.0
## CV residual -45 -25 -31.4 0.989 8.8 39.1 55.8 61 -12.5 -52.7 -58.8
## 39312 39313 39316 39317 39322 39326 39327 39328 39330 39331 39338
## Predicted 119.3 125.3 110 114 65.7 33.5 23.6 27.1 33.9 38.5 82.6
## cvpred 119.6 125.6 110 114 66.0 33.7 23.8 27.4 34.1 38.7 82.8
## pm2.5 75.0 62.0 46 17 10.0 12.0 7.0 10.0 13.0 13.0 22.0
## CV residual -44.6 -63.6 -64 -97 -56.0 -21.7 -16.8 -17.4 -21.1 -25.7 -60.8
## 39339 39346 39347 39358 39359 39364 39379 39381 39383 39384 39389
## Predicted 97.6 50.6 38.7 77.3 82.2 122.0 50.8 69.6 88.4 82.4 121.5
## cvpred 97.8 50.7 38.9 77.6 82.5 122.3 51.0 69.8 88.6 82.6 121.8
## pm2.5 35.0 17.0 16.0 21.0 25.0 32.0 39.0 62.0 66.0 69.0 84.0
## CV residual -62.8 -33.7 -22.9 -56.6 -57.5 -90.3 -12.0 -7.8 -22.6 -13.6 -37.8
## 39392 39394 39395 39397 39399 39401 39405 39406 39409 39413 39415
## Predicted 101.2 100.2 85.1 68.7 58.4 47.7 48.7 48.34 70.3 97.3 111.5
## cvpred 101.5 100.5 85.4 69.0 58.8 48.0 48.9 48.51 70.5 97.4 111.8
## pm2.5 80.0 61.0 64.0 93.0 95.0 72.0 45.0 51.00 59.0 76.0 100.0
## CV residual -21.5 -39.5 -21.4 24.0 36.2 24.0 -3.9 2.49 -11.5 -21.4 -11.8
## 39416 39419 39422 39433 39435 39445 39446 39447 39448 39449 39450
## Predicted 106.1 84.2 80.7 141 141 129.0 125 124.4 119.0 118.8 119.3
## cvpred 106.4 84.5 80.9 141 141 129.3 125 124.7 119.3 119.1 119.6
## pm2.5 108.0 105.0 116.0 27 34 56.0 64 66.0 72.0 78.0 78.0
## CV residual 1.6 20.5 35.1 -114 -107 -73.3 -61 -58.7 -47.3 -41.1 -41.6
## 39451 39456 39460 39464 39474 39475 39479 39480 39481 39483 39488
## Predicted 128.3 135 132.5 139 105.9 105.1 133 133 133 139 131.0
## cvpred 128.6 135 132.7 139 106.2 105.4 134 133 134 139 131.3
## pm2.5 84.0 111 190.0 259 167.0 161.0 237 250 295 299 226.0
## CV residual -44.6 -24 57.3 120 60.8 55.6 103 117 161 160 94.7
## 39491 39493 39495 39498 39499 39505 39507 39508 39512 39513 39515
## Predicted 107.7 92.4 85.5 109.1 108 129.0 135 129.3 133.9 128.28 121.1
## cvpred 108.1 92.7 85.9 109.4 109 129.4 135 129.6 134.2 128.62 121.4
## pm2.5 153.0 152.0 137.0 200.0 213 168.0 174 169.0 148.0 125.00 105.0
## CV residual 44.9 59.3 51.1 90.6 104 38.6 39 39.4 13.8 -3.62 -16.4
## 39516 39518 39521 39523 39524 39526 39527 39528 39530 39532 39533
## Predicted 110.29 99.4 93.0 97.3 106 114.95 115 124 122.0 125.8 126.1
## cvpred 110.64 99.8 93.3 97.6 106 115.27 115 124 122.3 126.1 126.3
## pm2.5 114.00 80.0 74.0 77.0 77 107.00 157 184 207.0 212.0 209.0
## CV residual 3.36 -19.8 -19.3 -20.6 -29 -8.27 42 60 84.7 85.9 82.7
## 39534 39535 39537 39543 39544 39548 39552 39553 39554 39555 39556
## Predicted 125 129 118 92.9 96.4 93.2 101.2 101.4 106.1 101.2 124.64
## cvpred 125 129 118 93.1 96.7 93.4 101.3 101.6 106.2 101.3 124.97
## pm2.5 237 252 240 153.0 153.0 167.0 153.0 139.0 133.0 130.0 116.00
## CV residual 112 123 122 59.9 56.3 73.6 51.7 37.4 26.8 28.7 -8.97
## 39561 39565 39567 39574 39576 39581 39584 39590 39594 39600 39604
## Predicted 121.4 102.6 95.2 99.3 98.7 129.8 124 58.2 57.8 120.5 121.0
## cvpred 121.8 102.9 95.6 99.5 98.9 130.1 124 58.5 58.1 120.8 121.3
## pm2.5 80.0 132.0 165.0 223.0 235.0 164.0 144 16.0 11.0 42.0 37.0
## CV residual -41.8 29.1 69.4 123.5 136.1 33.9 20 -42.5 -47.1 -78.8 -84.3
## 39607 39609 39611 39614 39615 39618 39620 39622 39625 39626 39627
## Predicted 120 98.1 82.3 58.5 53.6 77.0 62.2 65.2 120.5 121.0 126.1
## cvpred 120 98.3 82.6 58.8 53.9 77.3 62.4 65.5 120.8 121.3 126.4
## pm2.5 16 17.0 11.0 9.0 8.0 14.0 32.0 29.0 34.0 28.0 52.0
## CV residual -104 -81.3 -71.6 -49.8 -45.9 -63.3 -30.4 -36.5 -86.8 -93.3 -74.4
## 39628 39630 39631 39633 39634 39636 39640 39643 39646 39647 39652
## Predicted 131.3 131.5 130.3 89.0 60.0 47.5 11.1 31.2 56.5 60.0 126.9
## cvpred 131.6 131.8 130.6 89.3 60.2 47.8 11.4 31.5 56.7 60.2 127.2
## pm2.5 70.0 39.0 31.0 25.0 28.0 25.0 35.0 18.0 31.0 40.0 58.0
## CV residual -61.6 -92.8 -99.6 -64.3 -32.2 -22.8 23.6 -13.5 -25.7 -20.2 -69.2
## 39655 39657 39659 39661 39662 39669 39670 39672 39675 39680 39683
## Predicted 120.6 72.6 50.8 47.1 42.0 87.3 96.6 105.6 107.6 78.9 50.4
## cvpred 120.9 72.8 51.1 47.4 42.3 87.6 96.9 105.9 107.9 79.1 50.6
## pm2.5 61.0 35.0 11.0 12.0 9.0 28.0 32.0 35.0 21.0 12.0 9.0
## CV residual -59.9 -37.8 -40.1 -35.4 -33.3 -59.6 -64.9 -70.9 -86.9 -67.1 -41.6
## 39692 39694 39701 39704 39709 39710 39716 39718 39723 39726 39729
## Predicted 49.6 54.9 113.0 88.0 36.6 28.8 71.2 107.1 126.9 131 91.8
## cvpred 49.8 55.1 113.2 88.2 36.9 29.1 71.5 107.4 127.2 131 92.1
## pm2.5 17.0 19.0 19.0 17.0 10.0 10.0 20.0 35.0 44.0 23 19.0
## CV residual -32.8 -36.1 -94.2 -71.2 -26.9 -19.1 -51.5 -72.4 -83.2 -108 -73.1
## 39730 39731 39735 39738 39739 39741 39742 39743 39753 39754 39755
## Predicted 80.7 60.8 40.9 37.57 41.845 91.0 66.2 68.2 101.4 96.6 90.3
## cvpred 81.0 61.1 41.2 37.85 42.112 91.3 66.5 68.4 101.6 96.9 90.6
## pm2.5 22.0 18.0 29.0 36.00 42.000 36.0 30.0 15.0 44.0 49.0 50.0
## CV residual -59.0 -43.1 -12.2 -1.85 -0.112 -55.3 -36.5 -53.4 -57.6 -47.9 -40.6
## 39757 39766 39767 39771 39772 39773 39774 39775 39776 39780 39781
## Predicted 73.7 90.9 105.0 125.1 129.0 129.8 129.5 129.8 124.39 118.5 114.4
## cvpred 74.0 91.1 105.2 125.4 129.3 130.1 129.8 130.1 124.72 118.9 114.7
## pm2.5 50.0 62.0 73.0 112.0 113.0 85.0 90.0 85.0 121.00 160.0 159.0
## CV residual -24.0 -29.1 -32.2 -13.4 -16.3 -45.1 -39.8 -45.1 -3.72 41.1 44.3
## 39782 39783 39784 39785 39788 39792 39796 39797 39798 39800
## Predicted 128.0 108.2 102.7 96.7 109.5 135.4 130.3 130.27 130.52 125.02
## cvpred 128.4 108.6 103.1 97.1 109.7 135.7 130.6 130.58 130.83 125.33
## pm2.5 172.0 142.0 146.0 134.0 60.0 74.0 112.0 128.00 126.00 135.00
## CV residual 43.6 33.4 42.9 36.9 -49.7 -61.7 -18.6 -2.58 -4.83 9.67
## 39801 39802 39805 39807 39809 39819 39821 39822 39824 39829 39833
## Predicted 129.2 119.3 108.0 109.9 108.6 123.3 124.15 129.89 124.1 102.4 85.0
## cvpred 129.5 119.6 108.3 110.3 108.9 123.6 124.47 130.22 124.5 102.7 85.4
## pm2.5 142.0 144.0 129.0 130.0 162.0 154.0 131.00 128.00 112.0 125.0 96.0
## CV residual 12.5 24.4 20.7 19.7 53.1 30.4 6.53 -2.22 -12.5 22.3 10.6
## 39834 39835 39837 39839 39842 39849 39852 39854 39855 39856 39858
## Predicted 79.509 78.4 92.1 117.3 121.2 112 85.7 81.0 76.1 75.0 68.4
## cvpred 79.866 78.8 92.4 117.6 121.5 112 86.1 81.4 76.5 75.4 68.7
## pm2.5 80.000 96.0 103.0 80.0 69.0 68 52.0 57.0 51.0 45.0 45.0
## CV residual 0.134 17.2 10.6 -37.6 -52.5 -44 -34.1 -24.4 -25.5 -30.4 -23.7
## 39863 39865 39867 39875 39878 39879 39881 39887 39888 39893 39894
## Predicted 97.9 96.3 117.0 94.2 84.7 83.4 65.8 73.5 77.7 88.8 88.0
## cvpred 98.2 96.6 117.4 94.5 85.1 83.7 66.1 73.7 77.9 89.0 88.1
## pm2.5 81.0 41.0 60.0 60.0 67.0 85.0 79.0 52.0 48.0 59.0 59.0
## CV residual -17.2 -55.6 -57.4 -34.5 -18.1 1.3 12.9 -21.7 -29.9 -30.0 -29.1
## 39896 39897 39902 39905 39907 39908 39909 39911 39915 39916 39920
## Predicted 111.6 104.8 69.8 65.0 70.2 75.6 61.8 81.6 93.6 92.2 89.1
## cvpred 111.9 105.1 70.1 65.4 70.5 75.9 62.1 81.9 93.9 92.5 89.4
## pm2.5 20.0 20.0 15.0 13.0 14.0 15.0 17.0 11.0 13.0 10.0 18.0
## CV residual -91.9 -85.1 -55.1 -52.4 -56.5 -60.9 -45.1 -70.9 -80.9 -82.5 -71.4
## 39921 39931 39933 39934 39939 39940 39941 39943 39945 39946 39956
## Predicted 93.0 74.7 86.7 85.8 81.6 90.6 112.4 122 115.9 106.1 85.0
## cvpred 93.3 74.9 87.0 86.1 81.8 90.8 112.6 122 116.2 106.4 85.3
## pm2.5 19.0 15.0 12.0 19.0 20.0 21.0 23.0 13 20.0 16.0 42.0
## CV residual -74.3 -59.9 -75.0 -67.1 -61.8 -69.8 -89.6 -109 -96.2 -90.4 -43.3
## 39957 39959 39960 39961 39962 39964 39967 39969 39973 39980 39983
## Predicted 89.0 111 120.3 125 129.8 130 130.5 120.1 104.2 93.6 125.4
## cvpred 89.3 111 120.6 125 130.1 130 130.8 120.4 104.6 93.9 125.7
## pm2.5 46.0 42 41.0 46 55.0 50 82.0 76.0 89.0 24.0 63.0
## CV residual -43.3 -69 -79.6 -79 -75.1 -80 -48.8 -44.4 -15.6 -69.9 -62.7
## 39995 39996 40005 40006 40007 40008 40013 40014 40015 40017 40018
## Predicted 75.7 74.9 65.3 74.3 78.6 87.6 121.5 126.4 130.5 109.7 99.2
## cvpred 75.9 75.3 65.5 74.5 78.8 87.8 121.8 126.7 130.8 110.1 99.6
## pm2.5 49.0 40.0 55.0 61.0 69.0 69.0 136.0 146.0 149.0 137.0 113.0
## CV residual -26.9 -35.3 -10.5 -13.5 -9.8 -18.8 14.2 19.3 18.2 26.9 13.4
## 40022 40023 40025 40027 40028 40030 40034 40036 40037 40039
## Predicted 68.9 64.42 47.8 50.0 58.93 71.62 79.3 82.74 96.9041 116.62
## cvpred 69.3 64.76 48.1 50.3 59.17 71.84 79.5 82.88 97.0403 116.91
## pm2.5 80.0 62.00 62.0 72.0 63.00 62.00 68.0 86.00 97.0000 111.00
## CV residual 10.7 -2.76 13.9 21.7 3.83 -9.84 -11.5 3.12 -0.0403 -5.91
## 40042 40046 40047 40048 40049 40053 40054 40055 40057 40060 40061
## Predicted 96.1 58.9 42.9 46.0 54.1 79.0 83.7 93.5 96.49 108.9 108.1
## cvpred 96.4 59.2 43.2 46.3 54.4 79.3 83.9 93.7 96.69 109.1 108.3
## pm2.5 113.0 120.0 99.0 87.0 93.0 99.0 88.0 83.0 93.00 121.0 127.0
## CV residual 16.6 60.8 55.8 40.7 38.6 19.7 4.1 -10.7 -3.69 11.9 18.7
## 40067 40069 40077 40078 40080 40082 40086 40091 40094 40098 40101
## Predicted 98.5 68.8 65.7 74.4 88.787 91.82 104 67.6 39.6 42.9 59.1
## cvpred 98.8 69.2 65.9 74.6 88.972 92.01 104 67.7 39.7 42.9 59.1
## pm2.5 111.0 110.0 89.0 88.0 89.000 90.00 135 125.0 97.0 89.0 86.0
## CV residual 12.2 40.8 23.1 13.4 0.028 -2.01 31 57.3 57.3 46.1 26.9
## 40105 40114 40115 40117 40122 40124 40125 40128 40129 40138 40146
## Predicted 94.3 133.9 124.4 117.9 104.4 113.0 117.9 134.2 128.8 127 95.0
## cvpred 94.2 134.2 124.7 118.2 104.7 113.3 118.2 134.5 129.1 127 95.3
## pm2.5 78.0 159.0 151.0 148.0 130.0 157.0 185.0 211.0 201.0 227 134.0
## CV residual -16.2 24.8 26.3 29.8 25.3 43.7 66.8 76.5 71.9 100 38.7
## 40149 40150 40152 40154 40157 40160 40161 40165 40169 40174 40176
## Predicted 103.8 108.4 112.6 111.6 133.91 133.2 127.5 98.0 91.12 118.0 133
## cvpred 104.1 108.7 112.8 111.8 134.24 133.5 127.9 98.3 91.48 118.4 133
## pm2.5 135.0 167.0 206.0 154.0 132.00 159.0 179.0 123.0 94.00 134.0 101
## CV residual 30.9 58.3 93.2 42.2 -2.24 25.5 51.1 24.7 2.52 15.6 -32
## 40178 40179 40183 40184 40185 40187 40189 40194 40202 40203 40204
## Predicted 131.9 131.4 137.5 132.0 126.4 121.4 101.123 90.0 127.5 137.0 133
## cvpred 132.3 131.8 137.9 132.4 126.8 121.8 101.515 90.4 127.9 137.4 133
## pm2.5 79.0 85.0 69.0 62.0 57.0 87.0 101.000 104.0 146.0 158.0 184
## CV residual -53.3 -46.8 -68.9 -70.4 -69.8 -34.8 -0.515 13.6 18.1 20.6 51
## 40205 40206 40211 40213 40214 40216 40217 40218 40219 40220 40225
## Predicted 137.0 132.4 102.0 91.22 91.0 89.6 93.41 111.8 118.0 117.0 133
## cvpred 137.4 132.8 102.4 91.63 91.4 90.0 93.78 112.1 118.4 117.4 133
## pm2.5 190.0 201.0 74.0 82.00 73.0 76.0 102.00 72.0 69.0 52.0 74
## CV residual 52.6 68.2 -28.4 -9.63 -18.4 -14.0 8.22 -40.1 -49.4 -65.4 -59
## 40226 40227 40231 40235 40236 40243 40248 40254 40258 40265 40275
## Predicted 133 133 133 105.8 99.8 125 130 131 116 69.8 139.3
## cvpred 133 133 133 106.1 100.1 125 130 131 116 70.1 139.6
## pm2.5 80 92 90 10.0 7.0 7 4 9 14 32.0 48.0
## CV residual -53 -41 -43 -96.1 -93.1 -118 -126 -122 -102 -38.1 -91.6
## 40276 40277 40280 40284 40285 40286 40288 40293 40294 40295 40299
## Predicted 140.0 135.2 118 57.2 41.9 35.4 29.8 96.7 105.3 109.6 131.3
## cvpred 140.3 135.5 118 57.4 42.2 35.7 30.0 96.9 105.6 109.9 131.6
## pm2.5 49.0 60.0 68 16.0 8.0 6.0 2.0 25.0 28.0 46.0 105.0
## CV residual -91.3 -75.5 -50 -41.4 -34.2 -29.7 -28.0 -71.9 -77.6 -63.9 -26.6
## 40306 40308 40309 40312 40322 40326 40330 40332 40334 40335 40342
## Predicted 87.5 68.3 58.5 55.8 122 131.5 96.3 90.21 64.8 53.96 90.9
## cvpred 87.8 68.6 58.8 56.1 122 131.8 96.6 90.52 65.1 54.21 91.1
## pm2.5 52.0 55.0 48.0 43.0 29 51.0 83.0 85.00 56.0 45.00 58.0
## CV residual -35.8 -13.6 -10.8 -13.1 -93 -80.8 -13.6 -5.52 -9.1 -9.21 -33.1
## 40347 40349 40355 40361 40364 40366 40368 40374 40379 40382 40383
## Predicted 108 132.02 95.84 67.1 79.2 91.4 132 142 101.2 76.1 65.8
## cvpred 108 132.29 96.15 67.4 79.4 91.6 132 142 101.5 76.4 66.1
## pm2.5 90 123.00 95.00 54.0 46.0 55.0 18 28 39.0 36.0 32.0
## CV residual -18 -9.29 -1.15 -13.4 -33.4 -36.6 -114 -114 -62.5 -40.4 -34.1
## 40387 40388 40393 40394 40399 40403 40405 40409 40412 40415 40418
## Predicted 67.6 75.8 120.8 129.2 126 48.9 44.0 29.5 82.1 72.8 133
## cvpred 67.9 76.1 121.1 129.5 126 49.1 44.2 29.7 82.4 73.1 133
## pm2.5 28.0 43.0 86.0 65.0 12 6.0 6.0 9.0 21.0 27.0 57
## CV residual -39.9 -33.1 -35.1 -64.5 -114 -43.1 -38.2 -20.7 -61.4 -46.1 -76
## 40420 40427 40428 40430 40431 40432 40433 40436 40439 40442 40444
## Predicted 109.4 50.0 48.6 41.8 48.5 53.4 48.5 96.8 86.7 131 137
## cvpred 109.6 50.2 48.9 42.0 48.8 53.7 48.8 97.1 87.0 132 137
## pm2.5 26.0 10.0 12.0 21.0 30.0 33.0 28.0 40.0 38.0 13 21
## CV residual -83.6 -40.2 -36.9 -21.0 -18.8 -20.7 -20.8 -57.1 -49.0 -119 -116
## 40451 40452 40453 40454 40459 40461 40464 40469 40470 40472 40474
## Predicted 136.5 136.9 136.0 140 122 137 143 143 139 137 115.4
## cvpred 136.8 137.2 136.3 141 122 137 143 143 140 138 115.7
## pm2.5 55.0 43.0 38.0 26 21 24 21 16 28 17 27.0
## CV residual -81.8 -94.2 -98.3 -115 -101 -113 -122 -127 -112 -121 -88.7
## 40475 40477 40479 40482 40483 40488 40489 40490 40492 40493 40496
## Predicted 111.5 101.0 84.4 80.1 79.7 127 127.4 137 138 143 136.2
## cvpred 111.8 101.3 84.6 80.3 79.9 128 127.6 138 138 143 136.4
## pm2.5 26.0 28.0 48.0 26.0 35.0 17 32.0 26 32 23 102.0
## CV residual -85.8 -73.3 -36.6 -54.3 -44.9 -111 -95.6 -112 -106 -120 -34.4
## 40497 40498 40500 40505 40507 40511 40512 40515 40520 40524 40529
## Predicted 125.89 114.76 86.3 56.0 108.7 131 125.4 136.2 131.4 80.4 60.18
## cvpred 126.18 115.06 86.6 56.3 108.9 131 125.7 136.4 131.7 80.8 60.48
## pm2.5 121.00 114.00 47.0 34.0 22.0 28 33.0 71.0 33.0 68.0 52.00
## CV residual -5.18 -1.06 -39.6 -22.3 -86.9 -103 -92.7 -65.4 -98.7 -12.8 -8.48
## 40530 40531 40533 40534 40540 40544 40553 40554 40557 40559 40561
## Predicted 68.83 77.5 105.6 121.0 124 122 72.9 72.0 99.5 121.0 131.3
## cvpred 69.13 77.8 105.9 121.3 124 122 73.1 72.3 99.7 121.3 131.6
## pm2.5 63.00 56.0 74.0 80.0 19 33 23.0 20.0 44.0 73.0 93.0
## CV residual -6.13 -21.8 -31.9 -41.3 -105 -89 -50.1 -52.3 -55.7 -48.3 -38.6
## 40565 40568 40569 40571 40574 40580 40581 40584 40586 40587 40589
## Predicted 122.6 120.3 112.0 101.2 93.7 88.6 92.9 86.8 115.4 132.0 137.2
## cvpred 122.9 120.5 112.3 101.5 94.1 88.8 93.1 87.0 115.5 132.3 137.4
## pm2.5 56.0 27.0 26.0 35.0 69.0 71.0 71.0 60.0 61.0 66.0 88.0
## CV residual -66.9 -93.5 -86.3 -66.5 -25.1 -17.8 -22.1 -27.0 -54.5 -66.3 -49.4
## 40590 40591 40594 40596 40597 40605 40608 40610 40611 40614 40617
## Predicted 132.0 141.5 104.5 94.34 89.5 91.9 100.3 104.5 114.2 123.3 115.87
## cvpred 132.3 141.8 104.8 94.68 89.8 92.1 100.5 104.7 114.4 123.4 116.17
## pm2.5 94.0 97.0 123.0 93.00 78.0 80.0 70.0 71.0 68.0 104.0 112.00
## CV residual -38.3 -44.8 18.2 -1.68 -11.8 -12.1 -30.5 -33.7 -46.4 -19.4 -4.17
## 40619 40620 40624 40635 40637 40639 40640 40641 40643 40644
## Predicted 108.99 98.7229 56.2 125.5 130.03 130.52 125.4 129.5 114 98.7
## cvpred 109.33 99.0754 56.5 125.8 130.33 130.83 125.7 129.8 114 99.1
## pm2.5 107.00 99.0000 77.0 112.0 122.00 133.00 140.0 153.0 169 163.0
## CV residual -2.33 -0.0754 20.5 -13.8 -8.33 2.17 14.3 23.2 55 63.9
## 40653 40656 40662 40665 40667 40672 40675 40676 40677 40684 40689
## Predicted 98.4 111.1 137 120.8 110.5 100.5 109.7 109.2 120.3 134.90 125.14
## cvpred 98.7 111.4 137 121.1 110.8 100.8 110.1 109.6 120.6 135.22 125.45
## pm2.5 145.0 26.0 24 23.0 22.0 72.0 91.0 97.0 110.0 142.00 134.00
## CV residual 46.3 -85.4 -113 -98.1 -88.8 -28.8 -19.1 -12.6 -10.6 6.78 8.55
## 40697 40698 40703 40705 40706 40709 40713 40714 40716 40729 40731
## Predicted 83.6 82.0 118.5 118.2 127 136 120 85.9 49.7 127 132
## cvpred 83.9 82.3 118.9 118.5 127 136 120 86.1 49.9 127 132
## pm2.5 108.0 95.0 171.0 26.0 20 35 3 6.0 5.0 25 27
## CV residual 24.1 12.7 52.1 -92.5 -107 -101 -117 -80.1 -44.9 -102 -105
## 40737 40739 40742 40745 40747 40748 40755 40756 40757 40762 40764
## Predicted 98.5 58.3 34.1 31.0 44.6 48.7 128.9 129.6 125 70.0 40.5
## cvpred 98.7 58.5 34.3 31.2 44.8 48.9 129.1 129.8 125 70.2 40.7
## pm2.5 17.0 10.0 9.0 6.0 8.0 11.0 35.0 39.0 40 19.0 17.0
## CV residual -81.7 -48.5 -25.3 -25.2 -36.8 -37.9 -94.1 -90.8 -85 -51.2 -23.7
## 40765 40766 40768 40771 40772 40775 40777 40778 40779 40782 40788
## Predicted 30.7 16.81 -2.33 31.5 36.2 52.7 114.2 124.1 129.0 130.0 44.6
## cvpred 30.9 17.03 -2.15 31.7 36.4 52.9 114.5 124.4 129.2 130.2 44.9
## pm2.5 13.0 10.00 8.00 13.0 19.0 29.0 57.0 71.0 68.0 45.0 25.0
## CV residual -17.9 -7.03 10.15 -18.7 -17.4 -23.9 -57.5 -53.4 -61.2 -85.2 -19.9
## 40791 40801 40811 40815 40820 40821 40823 40825 40827 40830 40836
## Predicted 33.7 111 107.1 86.8 128.8 139.8 141.7 142.0 140.7 142.0 106.4
## cvpred 34.0 111 107.4 87.1 129.1 140.1 141.9 142.3 140.9 142.3 106.7
## pm2.5 48.0 89 62.0 73.0 99.0 129.0 74.0 79.0 80.0 78.0 59.0
## CV residual 14.0 -22 -45.4 -14.1 -30.1 -11.1 -67.9 -63.3 -60.9 -64.3 -47.7
## 40838 40839 40844 40848 40855 40857 40859 40861 40862 40863 40864
## Predicted 105.6 110.5 125 139.5 134.9 135.4 125.1 123.9 123.4 124.0 124.64
## cvpred 105.9 110.8 125 139.9 135.2 135.7 125.5 124.2 123.7 124.3 124.97
## pm2.5 62.0 74.0 95 111.0 163.0 152.0 160.0 196.0 181.0 183.0 130.00
## CV residual -43.9 -36.8 -30 -28.9 27.8 16.3 34.5 71.8 57.3 58.7 5.03
## 40865 40868 40869 40878 40880 40883 40884 40886 40889 40890 40892
## Predicted 133.9 140.04 135.65 140.5 140.8 134.3 124.3 114.9 111.6 134.8 139.8
## cvpred 134.2 140.35 135.95 140.8 141.1 134.6 124.6 115.2 111.9 135.1 140.1
## pm2.5 158.0 141.00 143.00 97.0 85.0 105.0 61.0 55.0 79.0 71.0 75.0
## CV residual 23.8 0.65 7.05 -43.8 -56.1 -29.6 -63.6 -60.2 -32.9 -64.1 -65.1
## 40897 40898 40899 40901 40904 40905 40908 40915 40916 40918 40919
## Predicted 146 145.9 145.3 145.2 140.8 135.4 118.5 139.3 139.0 139.3 141
## cvpred 146 146.2 145.6 145.5 141.1 135.7 118.8 139.6 139.4 139.6 141
## pm2.5 103 96.0 95.0 96.0 106.0 109.0 139.0 157.0 163.0 84.0 25
## CV residual -43 -50.2 -50.6 -49.5 -35.1 -26.7 20.2 17.4 23.6 -55.6 -116
## 40921 40926 40927 40928 40929 40933 40934 40936 40943 40945 40946
## Predicted 142 141 146 146 141 136.4 136 136 138 139 143
## cvpred 142 142 147 146 142 136.7 136 136 138 139 143
## pm2.5 36 28 27 21 21 39.0 36 23 6 10 9
## CV residual -106 -114 -120 -125 -121 -97.7 -100 -113 -132 -129 -134
## 40947 40951 40955 40960 40961 40964 40966 40968 40970 40974 40976
## Predicted 142 143 92.7 45.6 54.0 74.1 82.6 133 143.3 149.7 136.9
## cvpred 143 143 92.9 45.8 54.3 74.3 82.7 134 143.5 149.9 137.2
## pm2.5 9 6 16.0 12.0 11.0 11.0 21.0 23 51.0 54.0 56.0
## CV residual -134 -137 -76.9 -33.8 -43.3 -63.3 -61.7 -111 -92.5 -95.9 -81.2
## 40979 40981 40983 40986 40988 40989 40991 40994 41010 41013 41014
## Predicted 87.8 62.9 37.26 51.7 84.0 118.2 112.0 120.4 94.0 115.6 110.3
## cvpred 88.1 63.2 37.52 52.0 84.2 118.4 112.3 120.7 94.2 115.8 110.5
## pm2.5 44.0 31.0 33.00 27.0 31.0 38.0 49.0 61.0 68.0 143.0 155.0
## CV residual -44.1 -32.2 -4.52 -25.0 -53.2 -80.4 -63.3 -59.7 -26.2 27.2 44.5
## 41017 41029 41030 41043 41054 41058 41059 41061 41062 41063
## Predicted 136 109.7 104.1 110.5 102.76 89.3 103.12 120.25 125.14 135.16
## cvpred 136 110.1 104.4 110.7 103.08 89.6 103.38 120.57 125.45 135.46
## pm2.5 148 138.0 132.0 143.0 111.00 105.0 110.00 124.00 129.00 140.00
## CV residual 12 27.9 27.6 32.3 7.92 15.4 6.62 3.43 3.55 4.54
## 41066 41067 41068 41070 41071 41073 41083 41084 41089 41091 41097
## Predicted 125 103 112 107 102.1 74.5 70.4 70.1 130 140 104.5
## cvpred 125 103 112 107 102.2 74.6 70.6 70.2 130 141 104.7
## pm2.5 2 2 6 5 6.0 3.0 15.0 12.0 30 39 17.0
## CV residual -123 -101 -106 -102 -96.2 -71.6 -55.6 -58.2 -100 -102 -87.7
## 41099 41104 41105 41107 41108 41109 41111 41112 41116 41117 41129
## Predicted 85.7 68.4 67.6 80.9 90.3 123.7 108.1 93.3 134.3 138.4 73.6
## cvpred 85.9 68.7 67.8 81.1 90.5 123.9 108.3 93.5 134.5 138.6 73.9
## pm2.5 19.0 45.0 44.0 41.0 46.0 47.0 80.0 52.0 54.0 59.0 38.0
## CV residual -66.9 -23.7 -23.8 -40.1 -44.5 -76.9 -28.3 -41.5 -80.5 -79.6 -35.9
## 41134 41137 41145 41146 41149 41152 41154 41155 41170 41174 41175
## Predicted 100.5 118.1 117.5 113.5 107.1 101 115.6 120.76 131.5 111.5 111.3
## cvpred 100.7 118.4 117.7 113.7 107.4 101 115.9 121.05 131.8 111.8 111.5
## pm2.5 65.0 82.0 91.0 94.0 93.0 91 88.0 116.00 59.0 65.0 68.0
## CV residual -35.7 -36.4 -26.7 -19.7 -14.4 -10 -27.9 -5.05 -72.8 -46.8 -43.5
## 41176 41178 41184 41186 41189 41190 41199 41200 41203 41205 41207
## Predicted 107.6 106.3 133 142.0 142.3 142.2 74.6 73.3 80.2 83.7 133.5
## cvpred 107.9 106.5 133 142.3 142.5 142.4 74.8 73.5 80.4 83.8 133.8
## pm2.5 45.0 63.0 51 50.0 64.0 108.0 39.0 38.0 48.0 67.0 73.0
## CV residual -62.9 -43.5 -82 -92.3 -78.5 -34.4 -35.8 -35.5 -32.4 -16.8 -60.8
## 41213 41219 41222 41224 41241 41249 41250 41256 41257 41258 41260
## Predicted 137.7 80.8 60.0 64.1 102.1 5.075 21.4 114 124 128.5 138.0
## cvpred 137.9 81.0 60.1 64.3 102.2 5.154 21.5 114 124 128.6 138.2
## pm2.5 78.0 49.0 10.0 11.0 15.0 6.000 11.0 26 30 34.0 53.0
## CV residual -59.9 -32.0 -50.1 -53.3 -87.2 0.846 -10.5 -88 -94 -94.6 -85.2
## 41263 41265 41267 41268 41269 41273 41275 41276 41280 41287 41295
## Predicted 137 102.7 92.6 92.1 102 115.2 120.4 125.3 122.6 131 104.7
## cvpred 137 102.9 92.7 92.2 102 115.4 120.6 125.4 122.7 131 104.9
## pm2.5 18 15.0 25.0 19.0 22 90.0 93.0 64.0 68.0 19 60.0
## CV residual -119 -87.9 -67.7 -73.2 -80 -25.4 -27.6 -61.4 -54.7 -112 -44.9
## 41298 41300 41301 41303 41309 41311 41314 41320 41323 41326 41327
## Predicted 98.6 123.3 112.2 140.7 152.1 145.0 105.7 42.00 65.4 98.4 87.3
## cvpred 98.8 123.5 112.3 140.8 152.2 145.1 105.8 42.16 65.6 98.5 87.4
## pm2.5 38.0 32.0 41.0 49.0 104.0 97.0 119.0 41.00 27.0 51.0 61.0
## CV residual -60.8 -91.5 -71.3 -91.8 -48.2 -48.1 13.2 -1.16 -38.6 -47.5 -26.4
## 41331 41334 41337 41340 41342 41352 41353 41354 41358 41359
## Predicted 137.3 142.7 135.5 118.6 98.47 138.40 138.65 138.65 143.29 143.2
## cvpred 137.4 142.8 135.7 118.9 98.71 138.64 138.89 138.89 143.52 143.4
## pm2.5 78.0 110.0 110.0 150.0 91.00 140.00 144.00 141.00 136.00 128.0
## CV residual -59.4 -32.8 -25.7 31.1 -7.71 1.36 5.11 2.11 -7.52 -15.4
## 41362 41363 41364 41366 41369 41373 41377 41379 41380 41383
## Predicted 132.03 122.50 121.26 101.0 83.2 133 116 115 124.75 125.5
## cvpred 132.28 122.77 121.54 101.3 83.4 133 117 115 124.97 125.7
## pm2.5 123.00 127.00 124.00 117.0 95.0 159 229 146 133.00 80.0
## CV residual -9.28 4.23 2.46 15.7 11.6 26 112 31 8.03 -45.7
## 41385 41387 41389 41401 41402 41403 41409 41410 41419 41425 41426
## Predicted 124.5 114.2 103.5 114.4 133 132.5 127.9 132.5 136.4 142.0 141.5
## cvpred 124.7 114.5 103.7 114.6 133 132.8 128.1 132.8 136.7 142.3 141.8
## pm2.5 59.0 64.0 67.0 75.0 77 70.0 112.0 118.0 107.0 123.0 114.0
## CV residual -65.7 -50.5 -36.7 -39.6 -56 -62.8 -16.1 -14.8 -29.7 -19.3 -27.8
## 41427 41428 41431 41437 41439 41443 41447 41448 41455 41456 41457
## Predicted 142.3 141.4 145 138 139 143 143 143.5 144 148 143
## cvpred 142.5 141.7 145 138 139 143 143 143.8 144 148 143
## pm2.5 109.0 96.0 81 36 24 42 68 88.0 9 11 17
## CV residual -33.5 -45.7 -64 -102 -115 -101 -75 -55.8 -135 -137 -126
## 41462 41466 41471 41473 41474 41477 41478 41481 41482 41487 41494
## Predicted 98.6 102.6 139.7 139.2 143.0 149.5 150.4 148.2 142.5 125.2 137.7
## cvpred 98.8 102.9 139.9 139.4 143.3 149.7 150.6 148.4 142.8 125.4 137.9
## pm2.5 16.0 10.0 64.0 111.0 82.0 91.0 81.0 105.0 121.0 157.0 157.0
## CV residual -82.8 -92.9 -75.9 -28.4 -61.3 -58.7 -69.6 -43.4 -21.8 31.6 19.1
## 41495 41497 41502 41504 41507 41508 41510 41512 41517 41518
## Predicted 136.80 131.1 143.0 141.5 129.34 123.35 111.7 122.0 135.7 148.2
## cvpred 137.04 131.3 143.3 141.7 129.55 123.55 111.9 122.3 135.9 148.4
## pm2.5 145.00 60.0 96.0 111.0 126.00 130.00 129.0 155.0 219.0 196.0
## CV residual 7.96 -71.3 -47.3 -30.7 -3.55 6.45 17.1 32.7 83.1 47.6
## 41523 41527 41529 41534 41536 41540 41545 41550 41552 41557 41559
## Predicted 150 146 119.0 66.9 63.3 125.3 136 141.4 136.3 118.1 111.6
## cvpred 150 147 119.2 67.1 63.4 125.5 136 141.6 136.4 118.4 111.9
## pm2.5 61 43 28.0 6.0 10.0 32.0 77 49.0 61.0 98.0 69.0
## CV residual -89 -104 -91.2 -61.1 -53.4 -93.5 -59 -92.6 -75.4 -20.4 -42.9
## 41561 41564 41565 41566 41569 41574 41579 41580 41581 41582 41584
## Predicted 109.7 118.1 132.5 143.0 149.4 150.4 84.961 73.48 67.9 61.9 59.5
## cvpred 109.9 118.3 132.7 143.3 149.6 150.6 85.139 73.64 68.0 62.0 59.6
## pm2.5 45.0 57.0 53.0 51.0 75.0 107.0 85.000 77.00 17.0 13.0 10.0
## CV residual -64.9 -61.3 -79.7 -92.3 -74.6 -43.6 -0.139 3.36 -51.0 -49.0 -49.6
## 41594 41595 41610 41616 41617 41620 41621 41623 41624 41625 41629
## Predicted 107.3 110.8 87.2 121.0 130.0 130.5 134.6 134.1 129.5 133.6 124
## cvpred 107.3 110.8 87.2 121.1 130.1 130.6 134.7 134.2 129.6 133.8 124
## pm2.5 20.0 24.0 20.0 60.0 78.0 89.0 80.0 69.0 58.0 62.0 91
## CV residual -87.3 -86.8 -67.2 -61.1 -52.1 -41.6 -54.7 -65.2 -71.6 -71.8 -33
## 41630 41631 41640 41642 41646 41647 41651 41652 41653 41654 41655
## Predicted 132.5 146.3 152.4 146.7 149.5 149.7 121.6 116.7 106.2 101.3 115.0
## cvpred 132.6 146.4 152.6 146.8 149.6 149.8 121.8 116.9 106.4 101.5 115.2
## pm2.5 96.0 71.0 86.0 69.0 73.0 80.0 61.0 75.0 64.0 39.0 31.0
## CV residual -36.6 -75.4 -66.6 -77.8 -76.6 -69.8 -60.8 -41.9 -42.4 -62.5 -84.2
## 41656 41658 41662 41664 41665 41673 41674 41675 41680 41681 41685
## Predicted 105.7 114.5 140.7 140.42 141.6 136.3 141.6 132 125 128.7 139.9
## cvpred 105.9 114.7 140.8 140.58 141.8 136.4 141.8 132 125 128.9 140.1
## pm2.5 27.0 27.0 93.0 132.00 121.0 57.0 53.0 59 172 182.0 177.0
## CV residual -78.9 -87.7 -47.8 -8.58 -20.8 -79.4 -88.8 -73 47 53.1 36.9
## 41686 41688 41689 41690 41692 41696 41699 41700 41703 41707 41709
## Predicted 139.7 145.04 139.79 143.3 142.0 139.3 146 145 139.9 145 144.6
## cvpred 139.9 145.23 139.97 143.5 142.1 139.4 146 145 140.1 145 144.7
## pm2.5 161.0 152.00 130.00 94.0 81.0 55.0 61 75 105.0 109 112.0
## CV residual 21.1 6.77 -9.97 -49.5 -61.1 -84.4 -85 -70 -35.1 -36 -32.7
## 41710 41719 41721 41724 41726 41727 41728 41736 41745 41747 41757
## Predicted 143.7 152.7 122.3 73.8 70.6 64.4 64.6 111.7 133 91.3 124.1
## cvpred 143.9 152.8 122.4 73.8 70.6 64.4 64.8 111.8 133 91.4 124.2
## pm2.5 101.0 63.0 50.0 10.0 7.0 10.0 12.0 34.0 25 22.0 61.0
## CV residual -42.9 -89.8 -72.4 -63.8 -63.6 -54.4 -52.8 -77.8 -108 -69.4 -63.2
## 41772 41773 41775 41776 41783 41784 41787 41789 41791 41792 41795
## Predicted 113.6 107.47 96.7 92.3 148 147 147 147.0 143.1 142.4 127
## cvpred 113.7 107.62 96.9 92.5 148 147 147 147.2 143.3 142.5 127
## pm2.5 82.0 104.00 140.0 158.0 284 326 269 232.0 217.0 215.0 236
## CV residual -31.7 -3.62 43.1 65.5 136 179 122 84.8 73.7 72.5 109
## 41796 41804 41807 41809 41810 41813 41820 41823 41834 41835 41836
## Predicted 122 145 146 141 147 148 125 113 146 146 147
## cvpred 122 145 146 142 147 148 125 113 146 146 147
## pm2.5 256 396 432 388 368 353 337 364 396 386 375
## CV residual 134 251 286 246 221 205 212 251 250 240 228
## 41837 41840 41842 41849 41850 41851 41853 41860 41861 41862 41874
## Predicted 147 151 144 111 121 134 134 145 145 150 127
## cvpred 147 151 144 111 121 134 134 145 145 150 127
## pm2.5 344 319 323 261 243 263 331 317 314 269 253
## CV residual 197 168 179 150 122 129 197 172 169 119 126
## 41877 41879 41884 41885 41886 41889 41890 41892 41893 41896 41899
## Predicted 82.2 84.2 129 129 128 69.9 87.7 66.7 51.4 47.9 55.0
## cvpred 82.3 84.2 129 129 128 69.8 87.7 66.7 51.4 47.9 54.9
## pm2.5 18.0 6.0 9 9 9 4.0 3.0 6.0 3.0 6.0 6.0
## CV residual -64.3 -78.2 -120 -120 -119 -65.8 -84.7 -60.7 -48.4 -41.9 -48.9
## 41900 41901 41908 41910 41911 41923 41924 41926 41930 41933 41934
## Predicted 77.5 81.8 104 122 136 107.8 117.6 138 148 139.3 144
## cvpred 77.5 81.8 104 122 136 107.9 117.6 138 148 139.2 144
## pm2.5 7.0 13.0 3 9 7 13.0 24.0 35 47 47.0 33
## CV residual -70.5 -68.8 -101 -113 -129 -94.9 -93.6 -103 -101 -92.2 -111
## 41935 41938 41942 41945 41956 41958 41960 41961 41962 41964 41969
## Predicted 140 102.8 52.99 44.8 152.0 152.3 146.9 130.5 115.8 39.4 -18.5
## cvpred 140 102.8 53.04 44.8 152.1 152.3 146.9 130.6 115.9 39.4 -18.7
## pm2.5 20 17.0 46.00 31.0 125.0 110.0 84.0 95.0 62.0 11.0 8.0
## CV residual -120 -85.8 -7.04 -13.8 -27.1 -42.3 -62.9 -35.6 -53.9 -28.4 26.7
## 41971 41977 41978 41979 41982 41990 41991 41995 41999 42002 42003
## Predicted 15.39 120.3 116.0 135 140 22.38 20.42 62.38 127.9 132.7 144
## cvpred 15.13 120.3 115.9 135 140 22.34 20.36 62.28 127.9 132.8 144
## pm2.5 8.00 40.0 27.0 27 37 27.00 29.00 59.00 70.0 88.0 91
## CV residual -7.13 -80.3 -88.9 -108 -103 4.66 8.64 -3.28 -57.9 -44.8 -53
## 42008 42009 42014 42015 42017 42021 42022 42024 42025 42026 42031
## Predicted 147.6 136.6 60.1 55.4 57.8 118.2 128.3 139.3 144.6 134.6 145.4
## cvpred 147.7 136.7 60.2 55.5 57.9 118.4 128.4 139.4 144.7 134.7 145.5
## pm2.5 99.0 95.0 82.0 105.0 103.0 144.0 189.0 225.0 211.0 197.0 117.0
## CV residual -48.7 -41.7 21.8 49.5 45.1 25.6 60.6 85.6 66.3 62.3 -28.5
## 42038 42041 42044 42049 42051 42056 42057 42064 42070 42073 42075
## Predicted 76.9 76.4 136 137 142 142 136 106.4 135.3 133.4 138
## cvpred 77.1 76.6 136 137 142 142 136 106.6 135.5 133.6 138
## pm2.5 186.0 215.0 272 406 389 356 344 183.0 197.0 161.0 171
## CV residual 108.9 138.4 136 269 247 214 208 76.4 61.5 27.4 33
## 42081 42086 42091 42095 42100 42101 42110 42112 42113 42114 42120
## Predicted 146.8 132 141 126 121.4 107.4 64.5 65.5 69 78.8 143.3
## cvpred 146.9 133 141 126 121.5 107.4 64.4 65.5 69 78.8 143.3
## pm2.5 203.0 285 256 143 33.0 31.0 37.0 35.0 33 41.0 97.0
## CV residual 56.1 152 115 17 -88.5 -76.4 -27.4 -30.5 -36 -37.8 -46.3
## 42126 42129 42133 42135 42139 42142 42145 42146 42162 42163 42164
## Predicted 132.7 127 126.1 119 125.4 129.75 134.38 139.5 123 133.7 138.6
## cvpred 132.8 127 126.2 119 125.5 129.85 134.49 139.6 123 133.9 138.8
## pm2.5 111.0 84 104.0 101 97.0 127.00 126.00 119.0 164 170.0 174.0
## CV residual -21.8 -43 -22.2 -18 -28.5 -2.85 -8.49 -20.6 41 36.1 35.2
## 42165 42167 42168 42169 42177 42183 42185 42186 42187 42189 42192
## Predicted 148.7 149.5 149.8 149.8 141.5 121 125 135 142 148 148
## cvpred 148.8 149.6 149.9 149.9 141.5 121 125 135 143 148 149
## pm2.5 191.0 195.0 214.0 227.0 185.0 294 318 323 339 346 363
## CV residual 42.2 45.4 64.1 77.1 43.5 173 193 188 196 198 214
## 42196 42202 42203 42206 42207 42208 42211 42212 42213 42215 42216
## Predicted 153 139 138 125 120 119 141 147 145 152 151
## cvpred 154 139 138 125 120 119 141 147 145 152 151
## pm2.5 310 324 330 346 352 376 440 449 472 413 396
## CV residual 156 185 192 221 232 257 299 302 327 261 245
## 42219 42227 42234 42235 42238 42241 42244 42245 42247 42248 42250
## Predicted 150 41.3 8.501 17.91 41.5 39.1 51.0 64.4 123 123.2 64.9
## cvpred 150 41.2 8.247 17.64 41.3 39.0 50.8 64.2 123 123.1 64.8
## pm2.5 341 10.0 8.000 9.00 15.0 10.0 9.0 13.0 12 24.0 31.0
## CV residual 191 -31.2 -0.247 -8.64 -26.3 -29.0 -41.8 -51.2 -111 -99.1 -33.8
## 42252 42259 42261 42264 42270 42275 42277 42278 42282 42287 42288
## Predicted 44.107 71.9 83.8 140 145.3 118.1 106.3 100.7 96.7 131.2 140.5
## cvpred 43.994 71.8 83.7 140 145.2 118.1 106.4 100.8 96.7 131.3 140.6
## pm2.5 43.000 40.0 68.0 26 78.0 83.0 90.0 68.0 52.0 59.0 74.0
## CV residual -0.994 -31.8 -15.7 -114 -67.2 -35.1 -16.4 -32.8 -44.7 -72.3 -66.6
## 42293 42296 42298 42299 42303 42304 42309 42315 42318 42322 42324
## Predicted 152.0 146.4 133.7 118.53 95.3 95.1 134.6 134.4 140.0 129.75 120.5
## cvpred 152.1 146.4 133.7 118.58 95.4 95.2 134.7 134.5 140.1 129.85 120.6
## pm2.5 129.0 98.0 106.0 111.00 107.0 113.0 176.0 214.0 198.0 137.00 161.0
## CV residual -23.1 -48.4 -27.7 -7.58 11.6 17.8 41.3 79.5 57.9 7.15 40.4
## 42326 42338 42339 42341 42342 42344 42345 42351 42353 42355 42356
## Predicted 119.7 144 134.4 144 144 138.8 143 126.5 121.2 128.3 133.1
## cvpred 119.8 144 134.5 144 144 138.9 143 126.7 121.3 128.4 133.3
## pm2.5 178.0 216 232.0 229 206 211.0 225 143.0 152.0 176.0 209.0
## CV residual 58.2 72 97.5 85 62 72.1 82 16.3 30.7 47.6 75.7
## 42357 42358 42359 42361 42362 42369 42370 42377 42380 42382 42384
## Predicted 137.3 132.6 131.8 137.8 149.8 146 130 32.4 46.2 53.5 40.2
## cvpred 137.4 132.8 131.9 137.9 149.9 146 130 32.3 46.0 53.3 39.9
## pm2.5 224.0 200.0 188.0 180.0 189.0 29 22 9.0 15.0 18.0 16.0
## CV residual 86.6 67.2 56.1 42.1 39.1 -117 -108 -23.3 -31.0 -35.3 -23.9
## 42386 42387 42388 42389 42394 42402 42403 42405 42406 42408 42412
## Predicted 36.8 30.4 29.2 30.9 20.2 -24.8 -16.8 -14.2 23.4 117 132
## cvpred 36.4 30.0 28.8 30.5 19.7 -25.4 -17.5 -14.9 22.7 117 132
## pm2.5 9.0 6.0 8.0 6.0 7.0 10.0 11.0 7.0 8.0 10 28
## CV residual -27.4 -24.0 -20.8 -24.5 -12.7 35.4 28.5 21.9 -14.7 -107 -104
## 42416 42419 42420 42422 42423 42427 42429 42433 42440 42441 42453
## Predicted 148 67.6 61.7 37.2 26.8 18.26 117.1 139.2 155.3 149.9 143.3
## cvpred 147 67.6 61.7 37.2 26.8 18.19 117.2 139.1 155.2 149.9 143.3
## pm2.5 11 38.0 14.0 18.0 8.0 23.00 40.0 61.0 66.0 64.0 196.0
## CV residual -136 -29.6 -47.7 -19.2 -18.8 4.81 -77.2 -78.1 -89.2 -85.9 52.7
## 42454 42457 42460 42462 42463 42465 42466 42469 42471 42474 42476
## Predicted 148.4 144.1 144.6 146 140.02 141.92 120.1 26.5 12.77 17.3 48.3
## cvpred 148.4 144.1 144.6 146 139.97 141.91 120.2 26.4 12.68 17.1 48.1
## pm2.5 208.0 239.0 184.0 164 147.00 136.00 137.0 8.0 11.00 6.0 10.0
## CV residual 59.6 94.9 39.4 18 7.03 -5.91 16.8 -18.4 -1.68 -11.1 -38.1
## 42478 42482 42485 42488 42490 42498 42500 42502 42503 42505 42507
## Predicted 57.2 102.6 103.9 95.9 73.1 41.5 104.3 122.8 128.7 137.2 123.3
## cvpred 57.2 102.5 103.8 95.7 73.0 41.2 104.2 122.8 128.6 137.2 123.3
## pm2.5 6.0 5.0 8.0 7.0 11.0 6.0 33.0 40.0 48.0 41.0 45.0
## CV residual -51.2 -97.5 -95.8 -88.7 -62.0 -35.2 -71.2 -82.8 -80.6 -96.2 -78.3
## 42510 42511 42512 42515 42516 42519 42524 42528 42533 42536 42543
## Predicted 147.8 143.4 138.0 99.2 93.8 87.2 101.7 146 152.1 141.5 90.29
## cvpred 147.7 143.3 137.9 99.1 93.7 87.1 101.6 146 152.1 141.4 90.29
## pm2.5 79.0 90.0 73.0 59.0 62.0 38.0 51.0 41 76.0 74.0 84.00
## CV residual -68.7 -53.3 -64.9 -40.1 -31.7 -49.1 -50.6 -105 -76.1 -67.4 -6.29
## 42544 42545 42549 42554 42556 42557 42560 42563 42566 42567 42568
## Predicted 84.67 88.70 140.4 156.5 157 152.9 140.9 67.7 43.5 47.47 55.38
## cvpred 84.66 88.68 140.3 156.5 157 152.8 140.8 67.6 43.4 47.43 55.35
## pm2.5 87.00 91.00 89.0 98.0 113 101.0 50.0 38.0 34.0 40.00 48.00
## CV residual 2.34 2.32 -51.3 -58.5 -44 -51.8 -90.8 -29.6 -9.4 -7.43 -7.35
## 42576 42585 42586 42593 42601 42602 42607 42619 42627 42637 42638
## Predicted 147.0 114.5 94.2 54.8 154.4 149.8 125 51.4 21.8 -40.4 -43.9
## cvpred 146.9 114.4 94.1 54.7 154.4 149.7 125 51.1 21.2 -41.3 -44.7
## pm2.5 101.0 53.0 47.0 68.0 144.0 200.0 12 9.0 2.0 5.0 4.0
## CV residual -45.9 -61.4 -47.1 13.3 -10.4 50.3 -113 -42.1 -19.2 46.3 48.7
## 42646 42647 42649 42651 42654 42658 42663 42667 42670 42672 42673
## Predicted -6.10 75.1 68.3 118 136 86.4 26.92 51.7 62.8 110.9 124.7
## cvpred -7.09 74.9 68.0 117 136 86.3 26.71 51.6 62.6 110.8 124.6
## pm2.5 12.00 15.0 12.0 12 13 40.0 25.00 31.0 45.0 44.0 43.0
## CV residual 19.09 -59.9 -56.0 -105 -123 -46.3 -1.71 -20.6 -17.6 -66.8 -81.6
## 42675 42677 42680 42681 42682 42689 42691 42692 42693 42694 42695
## Predicted 124.5 128.9 127.1 115 86.0 41.7 65.3 90.6 100.7 119.5 109.5
## cvpred 124.3 128.7 126.9 115 85.9 41.6 65.1 90.5 100.5 119.3 109.3
## pm2.5 52.0 54.0 49.0 40 41.0 21.0 32.0 35.0 50.0 74.0 64.0
## CV residual -72.3 -74.7 -77.9 -75 -44.9 -20.6 -33.1 -55.5 -50.5 -45.3 -45.3
## 42701 42703 42705 42708 42712 42716 42717 42719 42721 42723 42729
## Predicted 133.9 138.3 134.4 88.8 97.9 121 116 120 137 128.0 143
## cvpred 133.8 138.1 134.2 88.7 97.9 121 116 120 137 127.9 143
## pm2.5 152.0 87.0 52.0 96.0 206.0 239 238 261 273 218.0 266
## CV residual 18.2 -51.1 -82.2 7.3 108.1 118 122 141 136 90.1 123
## 42735 42739 42741 42748 42750 42766 42768 42770 42774 42777 42781
## Predicted 65.0 58.6 64.1 59.4 116 123.6 125 140.24 133.5 121.0 68.9
## cvpred 64.9 58.3 63.9 59.0 115 123.5 125 140.11 133.4 120.9 68.8
## pm2.5 21.0 17.0 24.0 13.0 11 62.0 72 138.00 63.0 40.0 52.0
## CV residual -43.9 -41.3 -39.9 -46.0 -104 -61.5 -53 -2.11 -70.4 -80.9 -16.8
## 42782 42784 42788 42790 42791 42794 42795 42806 42807 42810 42813
## Predicted 63.25 58.85 113.32 128.7 128.7 139 139 115 119 130 146
## cvpred 63.17 58.79 113.25 128.6 128.6 139 139 115 119 130 146
## pm2.5 61.00 53.00 106.00 158.0 189.0 257 333 311 372 327 362
## CV residual -2.17 -5.79 -7.25 29.4 60.4 118 194 196 253 197 216
## 42814 42816 42817 42818 42824 42835 42836 42837 42851 42852 42858
## Predicted 151 152 156 151 157 140 140 146 121.1 111.8 24.36
## cvpred 151 152 156 150 157 140 140 145 121.1 111.8 24.18
## pm2.5 394 384 393 380 360 342 338 375 177.0 133.0 16.00
## CV residual 243 232 237 230 203 202 198 230 55.9 21.2 -8.18
## 42859 42862 42869 42873 42877 42888 42891 42893 42894 42895 42902
## Predicted 32.5 80.8 134 116.9 49.1 134.73 150.8 151.5 151.4 156.3 124.2
## cvpred 32.3 80.6 134 116.7 48.9 134.65 150.7 151.5 151.3 156.2 124.2
## pm2.5 19.0 37.0 8 29.0 31.0 127.00 116.0 91.0 91.0 99.0 114.0
## CV residual -13.3 -43.6 -126 -87.7 -17.9 -7.65 -34.7 -60.5 -60.3 -57.2 -10.2
## 42908 42910 42911 42915 42920 42922 42923 42924 42928 42930 42931
## Predicted 154.7 155.3 156.3 144 134 103.2 80.0 59.9 41.7 82.9 91.6
## cvpred 154.6 155.2 156.2 144 134 103.1 79.9 59.7 41.6 82.8 91.5
## pm2.5 174.0 181.0 186.0 282 100 41.0 30.0 28.0 22.0 31.0 44.0
## CV residual 19.4 25.8 29.8 138 -34 -62.1 -49.9 -31.7 -19.6 -51.8 -47.5
## 42943 42948 42952 42953 42960 42964 42965 42970 42974 42977 42978
## Predicted 149.3 121.4 123.4 122 149 157 157.4 155.8 125 125 134
## cvpred 149.1 121.3 123.4 122 149 157 157.3 155.7 125 125 134
## pm2.5 112.0 143.0 192.0 189 342 258 239.0 201.0 250 330 350
## CV residual -37.1 21.7 68.6 67 193 101 81.7 45.3 125 205 216
## 42980 42981 42986 42992 42993 42995 42996 42997 43003 43004 43005
## Predicted 143 144 150 58.9 52.5 48.1 50.9 49.8 58.1 83.1 81.9
## cvpred 143 144 150 58.7 52.3 47.9 50.7 49.6 57.9 83.0 81.7
## pm2.5 388 379 439 11.0 11.0 14.0 16.0 13.0 20.0 30.0 24.0
## CV residual 245 235 289 -47.7 -41.3 -33.9 -34.7 -36.6 -37.9 -53.0 -57.7
## 43008 43010 43011 43013 43014 43015 43020 43021 43022 43027 43029
## Predicted 81.3 103.9 104.2 118 122.0 130.7 89.9 93.3 92 107.3 125.7
## cvpred 81.1 103.8 104.1 118 121.9 130.5 89.8 93.2 92 107.2 125.6
## pm2.5 39.0 39.0 49.0 52 70.0 83.0 66.0 77.0 74 99.0 168.0
## CV residual -42.1 -64.8 -55.1 -66 -51.9 -47.5 -23.8 -16.2 -18 -8.2 42.4
## 43031 43035 43037 43038 43042 43047 43048 43051 43055 43057 43059
## Predicted 129 157 156.8 157.3 146 145 145 149 148 149.1 153.3
## cvpred 129 157 156.7 157.2 146 145 145 149 148 149.1 153.3
## pm2.5 214 248 254.0 252.0 295 369 380 343 312 242.0 204.0
## CV residual 85 91 97.3 94.8 149 224 235 194 164 92.9 50.7
## 43060 43067 43068 43069 43070 43071 43072 43074 43076 43081 43085
## Predicted 152.8 92.9 58.7 29.7 14.6 12.3 5.61 0.975 -6.57 19.8 34.3
## cvpred 152.8 92.7 58.5 29.4 14.2 11.9 5.10 0.376 -7.26 19.0 33.4
## pm2.5 194.0 16.0 24.0 23.0 36.0 43.0 30.00 14.000 27.00 48.0 13.0
## CV residual 41.2 -76.7 -34.5 -6.4 21.8 31.1 24.90 13.624 34.26 29.0 -20.4
## 43087 43089 43093 43099 43105 43108 43109 43110 43111 43113 43114
## Predicted 23.7 16.54 -16.1 -24.5 7.47 103.1 107.1 101.8 111.6 103.7 102.1
## cvpred 22.7 15.54 -17.2 -25.7 6.17 102.7 106.7 101.5 111.2 103.3 101.7
## pm2.5 12.0 12.00 14.0 9.0 15.00 11.0 13.0 11.0 12.0 11.0 26.0
## CV residual -10.7 -3.54 31.2 34.7 8.83 -91.7 -93.7 -90.5 -99.2 -92.3 -75.7
## 43119 43122 43125 43131 43136 43140 43142 43143 43153 43158 43164
## Predicted 62.98 79.54 102.28 125.0 75.3 52.8 26.21 28.6 41.3 45.3 66.1
## cvpred 62.68 79.27 102.01 124.7 75.0 52.4 25.74 28.2 40.6 44.6 65.8
## pm2.5 66.00 81.00 99.00 111.0 9.0 11.0 17.00 9.0 11.0 5.0 6.0
## CV residual 3.32 1.73 -3.01 -13.7 -66.0 -41.4 -8.74 -19.2 -29.6 -39.6 -59.8
## 43168 43173 43175 43177 43180 43182 43188 43201 43202 43204 43207
## Predicted 28.0 69.5 61.9 70.9 83.2 99.6 44.0 131.20 136.0 141.1 127.0
## cvpred 27.5 69.2 61.5 70.5 82.8 99.3 43.7 130.95 135.7 140.8 126.7
## pm2.5 10.0 17.0 18.0 6.0 8.0 8.0 17.0 140.00 150.0 109.0 38.0
## CV residual -17.5 -52.2 -43.5 -64.5 -74.8 -91.3 -26.7 9.05 14.3 -31.8 -88.7
## 43210 43215 43216 43217 43219 43224 43229 43232 43235 43236 43248
## Predicted 95.0 56.8 57.1 70.495 73.9 103.9 131.7 154 138.0 74.3 73.4
## cvpred 94.8 56.6 56.8 70.251 73.7 103.7 131.6 154 137.9 74.0 73.0
## pm2.5 31.0 19.0 33.0 71.000 61.0 93.0 63.0 59 77.0 96.0 17.0
## CV residual -63.8 -37.6 -23.8 0.749 -12.7 -10.7 -68.6 -95 -60.9 22.0 -56.0
## 43253 43255 43258 43259 43272 43286 43294 43296 43298 43308 43309
## Predicted 124 133 108.8 93.7 128.1 130 133 135 144 71.1 54.46
## cvpred 124 133 108.6 93.5 127.9 130 133 135 144 70.8 54.19
## pm2.5 19 22 32.0 20.0 145.0 355 367 350 319 57.0 63.00
## CV residual -105 -111 -76.6 -73.5 17.1 225 234 215 175 -13.8 8.81
## 43312 43313 43316 43318 43320 43321 43322 43326 43331 43332 43333
## Predicted 37.5 44.8 59.7 63.8 64.3 62.0 59.3 63.6 94.8 80.6 64.6
## cvpred 37.1 44.4 59.2 63.3 63.7 61.5 58.8 63.0 94.6 80.4 64.4
## pm2.5 19.0 21.0 17.0 13.0 18.0 18.0 20.0 14.0 16.0 14.0 14.0
## CV residual -18.1 -23.4 -42.2 -50.3 -45.7 -43.5 -38.8 -49.0 -78.6 -66.4 -50.4
## 43336 43340 43344 43345 43348 43359 43366 43368 43371 43375 43380
## Predicted 51.1 82.18 74.3 82.2 78.2 20.70 106.2 121 136 141 99.3
## cvpred 50.8 81.95 73.9 81.9 77.8 20.13 105.9 120 136 141 99.1
## pm2.5 12.0 76.00 12.0 8.0 9.0 14.00 47.0 15 15 10 53.0
## CV residual -38.8 -5.95 -61.9 -73.9 -68.8 -6.13 -58.9 -105 -121 -131 -46.1
## 43381 43389 43391 43393 43395 43396 43400 43402 43406 43407 43416
## Predicted 84.9 110.5 120.1 139.4 139.8 140.3 143.9 113.9 50.70 46.07 111.7
## cvpred 84.7 110.3 119.8 139.1 139.6 140.1 143.6 113.7 50.48 45.84 111.5
## pm2.5 58.0 82.0 98.0 126.0 212.0 144.0 95.0 76.0 59.00 49.00 160.0
## CV residual -26.7 -28.3 -21.8 -13.1 72.4 3.9 -48.6 -37.7 8.52 3.16 48.5
## 43419 43421 43422 43424 43429 43430 43444 43449 43451 43454 43456
## Predicted 127 142 138 83.2 50.3 38.2 50.2 43.7 24.60 1.728 -2.67
## cvpred 127 142 138 82.9 49.9 37.8 49.4 42.9 23.75 0.801 -3.66
## pm2.5 291 307 293 47.0 10.0 9.0 5.0 8.0 15.00 25.000 13.00
## CV residual 164 165 155 -35.9 -39.9 -28.8 -44.4 -34.9 -8.75 24.199 16.66
## 43459 43461 43465 43472 43475 43476 43478 43479 43480 43482 43485
## Predicted 8.18 20.38 14.71 123.1 105.91 95.2 75.9 69.5 58.9 85.63 110.5
## cvpred 7.15 19.33 13.66 122.8 105.67 94.9 75.6 69.3 58.6 85.41 110.3
## pm2.5 11.00 14.00 9.00 65.0 96.00 121.0 172.0 128.0 77.0 79.00 202.0
## CV residual 3.85 -5.33 -4.66 -57.8 -9.67 26.1 96.4 58.7 18.4 -6.41 91.7
## 43486 43488 43491 43495 43496 43499 43506 43508 43511 43512
## Predicted 120 130.1 139.4 132.89 142.66 118.32 139.7 139.2 155.6 155
## cvpred 120 129.8 139.1 132.63 142.39 118.13 139.6 139.1 155.5 155
## pm2.5 245 180.0 160.0 138.00 147.00 124.00 189.0 228.0 252.0 254
## CV residual 125 50.2 20.9 5.37 4.61 5.87 49.4 88.9 96.5 99
## 43515 43516 43517 43519 43520 43526 43530 43533 43535 43541 43542
## Predicted 155.3 149.7 149.9 147.6 102.4 40.2 30.1 46.0 46.0 45.9 45.3
## cvpred 155.1 149.5 149.7 147.4 102.2 39.8 29.5 45.4 45.3 45.1 44.5
## pm2.5 248.0 219.0 199.0 204.0 66.0 15.0 7.0 10.0 12.0 11.0 12.0
## CV residual 92.9 69.5 49.3 56.6 -36.2 -24.8 -22.5 -35.4 -33.3 -34.1 -32.5
## 43544 43555 43562 43566 43574 43578 43586 43587 43590 43593 43595
## Predicted 42.3 1.328 3.50 4.68 -34.4 -43.6 115.9 130.3 145.1 144 98.2
## cvpred 41.5 0.368 2.38 3.49 -35.6 -44.9 115.7 130.1 144.9 144 98.0
## pm2.5 12.0 14.000 7.00 6.00 12.0 14.0 72.0 85.0 105.0 126 136.0
## CV residual -29.5 13.632 4.62 2.51 47.6 58.9 -43.7 -45.1 -39.9 -18 38.0
## 43598 43603 43604 43608 43610 43612 43616 43620 43621 43625 43628
## Predicted 57.72 68.57 98.0 132.73 138.9 143.6 147.0 87.12 67.6 41.2 89.0
## cvpred 57.56 68.38 97.9 132.54 138.6 143.4 146.8 86.92 67.4 41.0 88.8
## pm2.5 51.00 75.00 87.0 123.00 178.0 162.0 102.0 88.00 95.0 57.0 118.0
## CV residual -6.56 6.62 -10.9 -9.54 39.4 18.6 -44.8 1.08 27.6 16.0 29.2
## 43629 43635 43640 43641 43642 43647 43648 43649 43650 43662 43665
## Predicted 63.7 89.0 119 106.5 99.3 64.8 62.9 61.3 68.8 109.7 117.7
## cvpred 63.5 88.8 118 106.2 99.1 64.6 62.6 61.0 68.5 109.2 117.5
## pm2.5 108.0 10.0 12 11.0 18.0 14.0 12.0 16.0 16.0 14.0 18.0
## CV residual 44.5 -78.8 -106 -95.2 -81.1 -50.6 -50.6 -45.0 -52.5 -95.2 -99.5
## 43666 43667 43670 43675 43677 43679 43681 43686 43687 43688 43690
## Predicted 96.8 85.7 61.0 108.8 122.7 123.7 127.1 148.37 148.1 142.5 142.0
## cvpred 96.6 85.5 60.8 108.6 122.5 123.5 126.9 148.17 147.9 142.3 141.8
## pm2.5 27.0 38.0 16.0 38.0 52.0 51.0 93.0 153.00 133.0 127.0 111.0
## CV residual -69.6 -47.5 -44.8 -70.6 -70.5 -72.5 -33.9 4.83 -14.9 -15.3 -30.8
## 43694 43696 43697 43699 43700 43702 43704 43705 43711 43713 43718
## Predicted 110.9 110.4 110.2 141 137 142 142.4 142.5 149.8 144 96.5
## cvpred 110.8 110.3 110.1 141 137 142 142.2 142.3 149.6 144 96.4
## pm2.5 152.0 171.0 198.0 260 271 242 194.0 163.0 207.0 259 194.0
## CV residual 41.2 60.7 87.9 119 134 100 51.8 20.7 57.4 115 97.6
## 43721 43723 43729 43730 43732 43736 43739 43740 43741 43743 43744
## Predicted 94.3 101 151 142 135 137.4 95.92 75.0 72.12 54.4 53.2
## cvpred 94.2 101 150 142 135 137.2 95.78 74.9 71.97 54.2 53.0
## pm2.5 224.0 317 385 393 444 221.0 92.00 59.0 69.00 32.0 33.0
## CV residual 129.8 216 235 251 309 83.8 -3.78 -15.9 -2.97 -22.2 -20.0
## 43745 43750 43754 43755 43759 43762 43763 43768 43772 43776 43778
## Predicted 56.0 98.5 142 137 144.7 127.1 96.8 36.31 83.9 123.5 113.9
## cvpred 55.8 98.3 141 137 144.5 126.9 96.6 36.11 83.7 123.3 113.7
## pm2.5 45.0 293.0 372 373 171.0 141.0 132.0 28.00 109.0 159.0 97.0
## CV residual -10.8 194.7 231 236 26.5 14.1 35.4 -8.11 25.3 35.7 -16.7
## 43779 43789 43793 43794 43797 43802 43808 43809 43813 43814 43816
## Predicted 123.1 58.47 68.73 73.6 83.7 70.5 51.1 49.2 16.02 -8.35 -14.3
## cvpred 122.9 58.29 68.56 73.4 83.5 70.0 50.5 48.5 15.28 -9.17 -15.1
## pm2.5 81.0 49.00 60.00 63.0 26.0 11.0 8.0 8.0 17.00 11.00 11.0
## CV residual -41.9 -9.29 -8.56 -10.4 -57.5 -59.0 -42.5 -40.5 1.72 20.17 26.1
##
## Sum of squares = 92350289 Mean square = 6635 n = 13919
##
## fold 2
## Observations in test set: 13919
## 28 29 33 36 37 39 41 46 47 49 51
## Predicted 154.7 154.4 153.4 146.10 145.25 138.7 137.1 142.6 142.5 145.2 144.0
## cvpred 153.8 153.5 152.5 145.26 144.41 137.8 136.3 141.9 141.7 144.4 143.2
## pm2.5 181.0 138.0 120.0 152.00 148.00 158.0 159.0 164.0 156.0 90.0 65.0
## CV residual 27.2 -15.5 -32.5 6.74 3.59 20.2 22.7 22.1 14.3 -54.4 -78.2
## 52 58 59 60 61 65 69 71 74 75 78
## Predicted 143.1 133.4 132.3 130.9 130.1 124.9 162.4 156 131.2 130 119.7
## cvpred 142.3 132.6 131.5 130.2 129.3 124.2 161.3 155 130.2 129 118.8
## pm2.5 55.0 86.0 78.0 98.0 107.0 86.0 71.0 76 58.0 25 26.0
## CV residual -87.3 -46.6 -53.5 -32.2 -22.3 -38.2 -90.3 -79 -72.2 -104 -92.8
## 82 88 90 93 97 98 100 103 104 109 119
## Predicted 106.5 75.4 86.2 68.1 79.1 83.2 76.6 127.1 121.1 102.4 125.8
## cvpred 105.6 74.9 85.5 67.5 78.4 82.4 75.8 125.8 119.9 101.3 124.7
## pm2.5 27.0 29.0 30.0 31.0 30.0 34.0 25.0 27.0 27.0 27.0 66.0
## CV residual -78.6 -45.9 -55.5 -36.5 -48.4 -48.4 -50.8 -98.8 -92.9 -74.3 -58.7
## 126 128 130 132 133 143 144 145 146 150 153
## Predicted 112.5 115.0 106.1 97.3 91.1 145.4 149.3 148.8 151.1 125.7 127
## cvpred 111.4 113.8 105.1 96.4 90.2 144.1 147.9 147.5 149.8 124.5 125
## pm2.5 28.0 25.0 29.0 42.0 28.0 93.0 131.0 127.0 130.0 28.0 24
## CV residual -83.4 -88.8 -76.1 -54.4 -62.2 -51.1 -16.9 -20.5 -19.8 -96.5 -101
## 154 156 157 160 162 165 167 169 171 174 177
## Predicted 119.5 120.4 110.0 102.7 116.3 154.4 140.6 155.9 155 158.9 152.4
## cvpred 118.4 119.4 109.1 101.8 115.4 153.1 139.4 154.5 154 157.6 151.2
## pm2.5 27.0 42.0 42.0 51.0 50.0 106.0 198.0 210.0 275 100.0 66.0
## CV residual -91.4 -77.4 -67.1 -50.8 -65.4 -47.1 58.6 55.5 121 -57.6 -85.2
## 178 181 182 190 191 194 196 199 202 204 210
## Predicted 152.1 136.3 135 153.6 135.9 152.50 161.4 154.3 126.8 112.6 115.4
## cvpred 150.9 135.3 134 152.4 134.8 151.29 160.1 153.1 125.8 111.8 114.6
## pm2.5 92.0 198.0 250 225.0 168.0 159.00 196.0 119.0 84.0 66.0 37.0
## CV residual -58.9 62.7 116 72.6 33.2 7.71 35.9 -34.1 -41.8 -45.8 -77.6
## 212 213 216 217 219 221 222 228 239 242 243 248
## Predicted 125.3 130 136.2 151.6 146.9 147.0 145 130.5 99.4 127.4 133 130
## cvpred 124.4 129 135.2 150.5 145.7 145.8 144 129.5 98.7 126.5 132 129
## pm2.5 44.0 54 66.0 75.0 66.0 62.0 40 70.0 24.0 27.0 23 20
## CV residual -80.4 -75 -69.2 -75.5 -79.7 -83.8 -104 -59.5 -74.7 -99.5 -109 -109
## 250 251 253 254 255 256 257 266 267 273 274 275
## Predicted 110 103 92.7 89.5 87.3 81.0 79.4 136 136.3 114.4 107.4 100.7
## cvpred 109 102 92.0 88.8 86.7 80.3 78.8 135 135.1 113.2 106.3 99.7
## pm2.5 18 25 27.0 28.0 15.0 24.0 13.0 21 37.0 16.0 13.0 15.0
## CV residual -91 -77 -65.0 -60.8 -71.7 -56.3 -65.8 -114 -98.1 -97.2 -93.3 -84.7
## 278 279 281 285 292 294 298 301 315 318 322
## Predicted 104 95.9 89.1 85.1 68.3 54.2 47.6 35.84 150.2 154.5 144.6
## cvpred 103 95.1 88.3 84.4 67.8 53.7 47.3 35.68 148.9 153.2 143.4
## pm2.5 22 22.0 19.0 31.0 11.0 11.0 34.0 26.00 174.0 137.0 87.0
## CV residual -81 -73.1 -69.3 -53.4 -56.8 -42.7 -13.3 -9.68 25.1 -16.2 -56.4
## 323 330 332 335 336 339 344 345 348 349 354
## Predicted 127.3 120.6 103.2 116.6 111 130.4 118.9 112.7 101.6 95.4 120.8
## cvpred 126.3 119.7 102.5 115.7 110 129.3 117.9 111.8 100.9 94.7 119.9
## pm2.5 84.0 89.0 69.0 27.0 20 30.0 26.0 27.0 26.0 26.0 64.0
## CV residual -42.3 -30.7 -33.5 -88.7 -90 -99.3 -91.9 -84.8 -74.9 -68.7 -55.9
## 362 363 365 366 368 370 373 375 377 381 386
## Predicted 157.5 152.4 156.5 150.6 150.6 143.8 129.3 123.45 127.3 149 156
## cvpred 156.3 151.2 155.3 149.5 149.5 142.7 128.5 122.66 126.6 148 155
## pm2.5 211.0 242.0 249.0 200.0 114.0 108.0 148.0 128.00 148.0 235 241
## CV residual 54.7 90.8 93.7 50.5 -35.5 -34.7 19.5 5.34 21.4 87 86
## 390 391 399 403 406 408 411 413 414 415 417 420
## Predicted 149.267 153.5 121.3 142.2 153 154 158 159 160 156.0 154.65 133.42
## cvpred 148.189 152.4 120.6 141.4 152 153 157 157 159 154.9 153.52 132.64
## pm2.5 148.000 208.0 154.0 212.0 317 313 303 407 361 234.0 147.00 137.00
## CV residual -0.189 55.6 33.4 70.6 165 160 146 250 202 79.1 -6.52 4.36
## 422 429 436 444 447 448 451 453 454 455 456 457 460 461 462
## Predicted 117.0 149 142 134 138 138 143 142 146 146 140 148 151 135.0 139.3
## cvpred 116.4 148 141 133 138 137 142 141 145 145 139 148 150 134.4 138.7
## pm2.5 144.0 435 274 339 305 313 485 403 374 333 343 364 267 71.0 81.0
## CV residual 27.6 287 133 206 167 176 343 262 229 188 204 216 117 -63.4 -57.7
## 465 468 470 471 488 491 492 493 494 496 498
## Predicted 103.9 84.7 107.1 107.3 59.9 56.5 99.8 89.3 93.9 88.4 80.8
## cvpred 103.4 84.2 106.4 106.7 59.3 56.1 98.9 88.5 93.1 87.6 80.1
## pm2.5 44.0 29.0 29.0 16.0 18.0 26.0 26.0 25.0 24.0 17.0 21.0
## CV residual -59.4 -55.2 -77.4 -90.7 -41.3 -30.1 -72.9 -63.5 -69.1 -70.6 -59.1
## 499 502 509 511 513 515 517 521 522 524 528
## Predicted 79.4 127.4 97.8 94.6 96.3 77.8 67.1 55.8 54.2 71.3 76.4
## cvpred 78.8 126.5 97.0 93.8 95.5 77.2 66.7 55.5 54.0 70.9 76.0
## pm2.5 40.0 61.0 15.0 22.0 19.0 25.0 26.0 30.0 32.0 49.0 48.0
## CV residual -38.8 -65.5 -82.0 -71.8 -76.5 -52.2 -40.7 -25.5 -22.0 -21.9 -28.0
## 535 538 539 542 614 615 616 617 619 620 621 631
## Predicted 112.7 84.0 81.1 45.9 81.25 72.5 71.5 80.1 118 119 138 133.9
## cvpred 111.8 83.4 80.5 45.6 80.64 71.9 71.0 79.6 117 119 137 133.1
## pm2.5 22.0 41.0 23.0 19.0 85.00 90.0 127.0 144.0 199 231 274 153.0
## CV residual -89.8 -42.4 -57.5 -26.6 4.36 18.1 56.0 64.4 82 112 137 19.9
## 632 635 636 638 639 640 643 648 650 651 654
## Predicted 128.3 114.0 105.8 88.7 58.67 52.079 65.5 80.0 98.6 97.2 103.9
## cvpred 127.5 113.4 105.3 88.3 58.43 51.865 65.2 79.6 97.9 96.6 103.2
## pm2.5 140.0 153.0 154.0 90.0 55.00 52.000 37.0 28.0 22.0 27.0 32.0
## CV residual 12.5 39.6 48.7 1.7 -3.43 0.135 -28.2 -51.6 -75.9 -69.6 -71.2
## 658 660 661 667 668 672 674 677 679 682 686
## Predicted 91.4 73.2 51.7 37.5 50.3 73.0 85.4 109.2 133 45.9 16.53
## cvpred 90.7 72.6 51.3 37.2 49.9 72.3 84.7 108.2 132 45.4 16.32
## pm2.5 17.0 18.0 16.0 14.0 23.0 25.0 24.0 24.0 10 20.0 12.00
## CV residual -73.7 -54.6 -35.3 -23.2 -26.9 -47.3 -60.7 -84.2 -122 -25.4 -4.32
## 693 695 697 698 701 704 705 707 708 710 717 718
## Predicted 32.31 34.74 52.07 50.7 95.0 116 126 64.6 39.86 21.65 37.0 30.7
## cvpred 32.12 34.56 51.78 50.4 94.4 115 125 64.2 39.52 21.45 36.8 30.6
## pm2.5 24.00 43.00 61.00 66.0 36.0 24 29 35.0 33.00 25.00 71.0 67.0
## CV residual -8.12 8.44 9.22 15.6 -58.4 -91 -96 -29.2 -6.52 3.55 34.2 36.4
## 719 722 723 726 727 728 730 732 736 739 740
## Predicted 45.3 52.2 80.7 52.6 65.4 51.1 43.3 19.31 51.2 81.0 99.8
## cvpred 45.0 51.9 80.2 52.3 65.0 50.8 43.1 19.29 50.8 80.4 99.1
## pm2.5 69.0 35.0 26.0 16.0 18.0 19.0 17.0 11.00 17.0 24.0 54.0
## CV residual 24.0 -16.9 -54.2 -36.3 -47.0 -31.8 -26.1 -8.29 -33.8 -56.4 -45.1
## 741 744 747 748 751 753 754 757 758 760 763
## Predicted 109.0 136.9 141.7 142.0 137.6 147.9 136.6 115.5 106 95.2 125.6
## cvpred 108.4 136.2 140.9 141.1 136.7 146.9 135.8 114.8 105 94.6 124.9
## pm2.5 71.0 101.0 67.0 76.0 73.0 64.0 53.0 72.0 56 40.0 66.0
## CV residual -37.4 -35.2 -73.9 -65.1 -63.7 -82.9 -82.8 -42.8 -49 -54.6 -58.9
## 766 768 772 775 788 790 791 795 796 800
## Predicted 133.5 137.6 163.8 158.9 83.381 126.7 94.3 133.3 137.7 134.076
## cvpred 132.7 136.7 162.7 157.8 82.652 125.7 93.4 132.3 136.6 132.965
## pm2.5 65.0 64.0 72.0 96.0 83.000 70.0 80.0 62.0 73.0 132.000
## CV residual -67.7 -72.7 -90.7 -61.8 0.348 -55.7 -13.4 -70.3 -63.6 -0.965
## 801 806 808 809 814 815 820 822 824 828 829
## Predicted 138.3 49.9 31.1 41.6 98.64 98.53 128.8 139 149 82.6 63.8
## cvpred 137.2 49.4 30.7 41.2 97.81 97.67 127.8 138 148 81.9 63.3
## pm2.5 161.0 14.0 15.0 23.0 95.00 105.00 104.0 33 27 29.0 31.0
## CV residual 23.8 -35.4 -15.7 -18.2 -2.81 7.33 -23.8 -105 -121 -52.9 -32.3
## 830 831 837 840 841 844 847 848 851 854 856 857
## Predicted 57.6 59.1 75.8 97.9 97.0 103.0 139.8 144 120 107.4 108.8 113
## cvpred 57.1 58.5 75.1 97.1 96.3 102.2 138.9 143 119 106.8 108.1 112
## pm2.5 28.0 28.0 48.0 63.0 48.0 47.0 90.0 101 103 72.0 72.0 71
## CV residual -29.1 -30.5 -27.1 -34.1 -48.3 -55.2 -48.9 -42 -16 -34.8 -36.1 -41
## 858 860 867 874 883 884 886 889 890 892 896 899
## Predicted 117.3 122.5 148.8 138.9 123.5 127.4 150 147.6 143 155.6 160.8 154.4
## cvpred 116.6 121.7 147.9 137.9 122.8 126.7 149 146.9 142 154.7 159.8 153.5
## pm2.5 80.0 63.0 54.0 65.0 82.0 100.0 99 64.0 68 65.0 88.0 88.0
## CV residual -36.6 -58.7 -93.9 -72.9 -40.8 -26.7 -50 -82.9 -74 -89.7 -71.8 -65.5
## 900 901 908 909 910 912 916 920 927 932
## Predicted 155.1 149.8 155.89 155.64 154.65 155.64 156.6 154.0 118.5 143.4
## cvpred 154.3 148.9 154.97 154.73 153.78 154.73 155.7 153.2 117.9 142.7
## pm2.5 80.0 100.0 147.00 162.00 157.00 160.00 185.0 166.0 184.0 196.0
## CV residual -74.3 -48.9 -7.97 7.27 3.22 5.27 29.3 12.8 66.1 53.3
## 935 936 937 938 942 951 957 964 965 967 968 969
## Predicted 153.3 158 154.1 154.4 159 73.6 134.6 66.0 65.4 67.6 66.0 64.8
## cvpred 152.5 157 153.3 153.6 158 73.2 133.9 65.4 64.8 67.0 65.4 64.2
## pm2.5 233.0 258 247.0 230.0 241 50.0 181.0 6.0 8.0 8.0 10.0 9.0
## CV residual 80.5 101 93.7 76.4 83 -23.2 47.1 -59.4 -56.8 -59.0 -55.4 -55.2
## 970 984 989 993 998 1002 1003 1004 1005 1007 1008
## Predicted 62.8 67.7 56.2 86.3 64.8 69.2 77.9 81.4 93.9 96.1 93.6
## cvpred 62.2 67.1 55.7 85.5 64.2 68.6 77.2 80.7 93.1 95.3 92.8
## pm2.5 20.0 10.0 12.0 9.0 21.0 17.0 19.0 22.0 20.0 19.0 13.0
## CV residual -42.2 -57.1 -43.7 -76.5 -43.2 -51.6 -58.2 -58.7 -73.1 -76.3 -79.8
## 1011 1021 1023 1029 1031 1033 1036 1038 1040 1042 1046
## Predicted 90.4 74.9 63.7 103.3 131.6 122.4 131.3 130 128.6 122.3 67.8
## cvpred 89.5 74.1 63.1 102.4 130.6 121.5 130.2 129 127.5 121.4 67.3
## pm2.5 16.0 19.0 13.0 50.0 60.0 108.0 38.0 23 28.0 26.0 49.0
## CV residual -73.5 -55.1 -50.1 -52.4 -70.6 -13.5 -92.2 -106 -99.5 -95.4 -18.3
## 1054 1060 1064 1076 1079 1081 1082 1084 1089 1092 1094
## Predicted 115.7 129 101.7 90.1 102.8 104 98.4 105.5 113.3 76.7 60.3
## cvpred 114.9 128 100.9 89.3 101.9 103 97.5 104.6 112.3 76.0 59.7
## pm2.5 213.0 599 7.0 21.0 67.0 45 27.0 18.0 16.0 17.0 11.0
## CV residual 98.1 471 -93.9 -68.3 -34.9 -58 -70.5 -86.6 -96.3 -59.0 -48.7
## 1095 1100 1103 1105 1106 1107 1108 1113 1115 1122 1123
## Predicted 59.2 84.5 114.3 141.74 127.0 131.3 131.8 136 93.8 86.1 104.3
## cvpred 58.6 83.7 113.3 140.63 125.9 130.2 130.6 135 93.0 85.5 103.6
## pm2.5 14.0 26.0 96.0 146.00 113.0 91.0 70.0 26 24.0 140.0 159.0
## CV residual -44.6 -57.7 -17.3 5.37 -12.9 -39.2 -60.6 -109 -69.0 54.5 55.4
## 1124 1134 1135 1136 1137 1144 1146 1148 1151 1157 1160
## Predicted 108.2 125.9 92.8 96.0 81.6 4.27 8.272 74.7 92.3 142 138.5
## cvpred 107.5 125.3 92.2 95.3 81.0 4.15 8.153 74.0 91.5 141 137.3
## pm2.5 161.0 113.0 46.0 18.0 13.0 11.00 9.000 27.0 49.0 80 77.0
## CV residual 53.5 -12.3 -46.2 -77.3 -68.0 6.85 0.847 -47.0 -42.5 -61 -60.3
## 1161 1163 1168 1171 1176 1178 1181 1182 1184 1185 1186
## Predicted 127.2 86.4 34.60 52.6 106 125.46 135.1 134.9 140.6 134.7 109.30
## cvpred 126.2 85.7 34.31 52.1 105 124.55 134.1 133.9 139.6 133.8 108.57
## pm2.5 87.0 54.0 27.00 41.0 296 119.00 177.0 191.0 157.0 114.0 117.00
## CV residual -39.2 -31.7 -7.31 -11.1 191 -5.55 42.9 57.1 17.4 -19.8 8.43
## 1189 1195 1197 1199 1202 1204 1206 1212 1214 1216 1223
## Predicted 54.6 40.20 85.6 114 103.4 133.7 137.87 86.3 78.3 75.8 136.2
## cvpred 54.3 39.92 85.0 113 102.8 132.8 136.96 85.8 78.0 75.6 135.4
## pm2.5 96.0 44.00 65.0 146 191.0 190.0 144.00 184.0 185.0 165.0 213.0
## CV residual 41.7 4.08 -20.0 33 88.2 57.2 7.04 98.2 107.0 89.4 77.6
## 1228 1230 1233 1234 1235 1243 1245 1246 1247 1258 1260
## Predicted 144.9 140.3 136.5 114.7 89.1 48.9 82.9 87.5 136 130.3 104.2
## cvpred 144.1 139.4 135.8 114.2 88.8 48.7 82.4 87.0 135 129.6 103.7
## pm2.5 235.0 205.0 191.0 189.0 109.0 20.0 69.0 99.0 117 92.0 56.0
## CV residual 90.9 65.6 55.2 74.8 20.2 -28.7 -13.4 12.0 -18 -37.6 -47.7
## 1261 1264 1265 1267 1269 1270 1272 1277 1279 1282
## Predicted 93.3 79.991 84.2654 102.20 135.4 129.6 140.5 155.5 160.8 143.88
## cvpred 92.9 79.672 83.9113 101.75 134.6 128.9 139.7 154.6 159.8 143.13
## pm2.5 60.0 79.000 84.0000 100.00 81.0 95.0 86.0 117.0 112.0 136.00
## CV residual -32.9 -0.672 0.0887 -1.75 -53.6 -33.9 -53.7 -37.6 -47.8 -7.13
## 1283 1289 1293 1296 1297 1298 1303 1306 1308 1309 1311 1313
## Predicted 134.35 98.4 124 140 139 134 147.7 119 106 99.7 85.7 99.8
## cvpred 133.66 98.0 123 139 139 133 146.9 119 106 99.4 85.6 99.6
## pm2.5 142.00 191.0 246 282 283 242 237.0 296 302 311.0 312.0 292.0
## CV residual 8.34 93.0 123 143 144 109 90.1 177 196 211.6 226.4 192.4
## 1314 1322 1328 1330 1331 1332 1333 1336 1337 1341 1345 1346
## Predicted 109 149.40 157.0 155 134 122 116 117.6 116.3 113.7 107.1 111.3
## cvpred 109 148.81 156.2 154 133 122 116 117.3 115.9 113.4 106.6 110.8
## pm2.5 299 153.00 218.0 266 241 235 237 176.0 165.0 130.0 52.0 46.0
## CV residual 190 4.19 61.8 112 108 113 121 58.7 49.1 16.6 -54.6 -64.8
## 1354 1356 1360 1364 1365 1367 1369 1371 1375 1382 1386
## Predicted 129.5 119.2 107.0 110.4 110.9 100.69 109.0 98.3 145 148.3 136
## cvpred 128.8 118.6 106.5 109.9 110.4 100.14 108.4 97.7 144 147.5 135
## pm2.5 75.0 82.0 90.0 70.0 84.0 95.00 38.0 30.0 31 88.0 102
## CV residual -53.8 -36.6 -16.5 -39.9 -26.4 -5.14 -70.4 -67.7 -113 -59.5 -33
## 1387 1390 1398 1402 1406 1410 1412 1416 1423 1424 1426
## Predicted 135.2 139 149.01 119 52.4 129 150.0 162.540 153 152 146
## cvpred 134.5 138 148.22 118 52.0 128 149.3 161.701 152 151 145
## pm2.5 103.0 124 145.00 78 20.0 15 72.0 161.000 25 23 25
## CV residual -31.5 -14 -3.22 -40 -32.0 -113 -77.3 -0.701 -127 -128 -120
## 1441 1445 1446 1451 1452 1458 1461 1469 1474 1476 1478
## Predicted 126.9 160.0 160.8 116.9 95.6 49.6 82.6 128.8 125.833 118.5 115.3
## cvpred 126.4 159.1 159.8 116.3 95.2 49.5 82.2 128.1 125.153 117.9 114.8
## pm2.5 101.0 115.0 111.0 169.0 82.0 27.0 44.0 178.0 126.000 146.0 202.0
## CV residual -25.4 -44.1 -48.8 52.7 -13.2 -22.5 -38.2 49.9 0.847 28.1 87.2
## 1480 1485 1488 1489 1492 1495 1496 1497 1498 1500 1504
## Predicted 104 122.8 124.1 128 130.54 148.3 148 146.8 136.40 124.8 102
## cvpred 104 122.3 123.5 127 129.92 147.5 147 146.1 135.76 124.2 101
## pm2.5 247 150.0 134.0 98 126.00 123.0 126 131.0 126.00 187.0 226
## CV residual 143 27.7 10.5 -29 -3.92 -24.5 -21 -15.1 -9.76 62.8 125
## 1505 1507 1509 1512 1514 1518 1520 1528 1530 1532 1536 1537
## Predicted 121 137 136 139 95.65 81.4 78.0 39.9 40.4 53.4 67.0 65.4
## cvpred 121 136 136 138 95.19 80.9 77.5 39.5 39.9 52.8 66.4 64.8
## pm2.5 231 246 256 269 89.00 13.0 19.0 16.0 18.0 30.0 14.0 19.0
## CV residual 110 110 120 131 -6.19 -67.9 -58.5 -23.5 -21.9 -22.8 -52.4 -45.8
## 1539 1542 1545 1546 1547 1549 1556 1559 1564 1570 1572
## Predicted 72.2 69.2 69.3 57.9 47.9 64.2 124.3 138.4 139.5 132.2 120.2
## cvpred 71.6 68.5 68.7 57.4 47.5 63.6 123.6 137.6 138.7 131.4 119.5
## pm2.5 12.0 11.0 27.0 23.0 29.0 39.0 103.0 69.0 68.0 67.0 69.0
## CV residual -59.6 -57.5 -41.7 -34.4 -18.5 -24.6 -20.6 -68.6 -70.7 -64.4 -50.5
## 1576 1579 1581 1585 1586 1593 1595 1596 1599 1600 1601
## Predicted 112.07 113.4 122.20 159.3 158.8 155.4 149 143 136 140 140.2
## cvpred 111.41 112.7 121.48 158.4 157.9 154.5 148 142 135 139 139.5
## pm2.5 108.00 134.0 124.00 76.0 68.0 65.0 29 28 32 33 43.0
## CV residual -3.41 21.3 2.52 -82.4 -89.9 -89.5 -119 -114 -103 -106 -96.5
## 1603 1611 1613 1618 1620 1623 1625 1627 1629 1630 1632
## Predicted 139.3 100.9 93.7 76.5 71.1 40.3 12.75 26.8 47.7 92.3 100.8
## cvpred 138.5 100.1 93.0 76.0 70.7 40.1 12.67 26.7 47.5 91.5 100.1
## pm2.5 56.0 8.0 13.0 18.0 20.0 20.0 21.00 16.0 26.0 22.0 51.0
## CV residual -82.5 -92.1 -80.0 -58.0 -50.7 -20.1 8.33 -10.7 -21.5 -69.5 -49.1
## 1633 1637 1638 1643 1646 1647 1648 1654 1655 1660 1668
## Predicted 138 139.4 133.7 84.3 40.31 29.7 28.83 98.9 83.4 146.12 90.8
## cvpred 137 138.4 132.8 83.7 40.06 29.5 28.65 98.5 83.1 145.26 90.3
## pm2.5 46 58.0 85.0 70.0 44.00 33.0 37.00 62.0 68.0 142.00 224.0
## CV residual -91 -80.4 -47.8 -13.7 3.94 3.5 8.35 -36.5 -15.1 -3.26 133.7
## 1669 1674 1684 1685 1689 1691 1694 1700 1701 1704 1705
## Predicted 84.8 79.9 73.4 62.7 50.6 49.2 28.9 65.4 93.6 131.9 135.9
## cvpred 84.4 79.6 73.1 62.4 50.4 48.9 28.8 64.9 93.1 131.3 135.3
## pm2.5 193.0 154.0 38.0 29.0 19.0 19.0 12.0 32.0 53.0 91.0 79.0
## CV residual 108.6 74.4 -35.1 -33.4 -31.4 -29.9 -16.8 -32.9 -40.1 -40.3 -56.3
## 1713 1714 1717 1720 1722 1723 1725 1726 1730 1736 1741
## Predicted 108.0 97.4 78.215 73.41 70.96 70.6 82.56 86.3 105.7 151.4 151.2
## cvpred 107.4 96.8 77.832 73.14 70.71 70.3 82.22 86.0 105.1 150.7 150.6
## pm2.5 69.0 82.0 78.000 68.00 61.00 58.0 78.00 64.0 44.0 105.0 68.0
## CV residual -38.4 -14.8 0.168 -5.14 -9.71 -12.3 -4.22 -22.0 -61.1 -45.7 -82.6
## 1743 1745 1747 1749 1754 1756 1757 1760 1762 1768 1769
## Predicted 149.5 148.5 156.5 155.4 151.0 142.4 114.7 102.3 89.7 71.7 63.2
## cvpred 148.9 147.9 155.8 154.7 150.3 141.7 114.1 101.7 89.2 71.4 63.0
## pm2.5 78.0 86.0 112.0 116.0 129.0 220.0 175.0 60.0 43.0 22.0 22.0
## CV residual -70.9 -61.9 -43.8 -38.7 -21.3 78.3 60.9 -41.7 -46.2 -49.4 -41.0
## 1778 1781 1784 1786 1787 1792 1793 1794 1797 1798 1801
## Predicted 137 152.3 153 125.8 102 72.86 62.86 70.8 116.1 110.9 105.4
## cvpred 136 151.3 152 125.1 101 72.49 62.53 70.4 115.6 110.4 104.9
## pm2.5 63 55.0 71 72.0 73 64.00 53.00 45.0 63.0 67.0 76.0
## CV residual -73 -96.3 -81 -53.1 -28 -8.49 -9.53 -25.4 -52.6 -43.4 -28.9
## 1802 1804 1806 1808 1809 1815 1816 1820 1822 1824 1827
## Predicted 119.7 100.8 94.5 82.9 80.9 55.0 49.8 92.9 108 138.6 144.6
## cvpred 119.1 100.3 93.9 82.4 80.4 54.6 49.5 92.4 107 137.9 143.9
## pm2.5 41.0 85.0 18.0 33.0 34.0 20.0 21.0 39.0 67 76.0 96.0
## CV residual -78.1 -15.3 -75.9 -49.4 -46.4 -34.6 -28.5 -53.4 -40 -61.9 -47.9
## 1833 1834 1838 1840 1841 1844 1847 1848 1850 1852 1860 1861
## Predicted 148.3 148 132 136.1 141.3 140.0 142 141.9 141 154.0 154 148.1
## cvpred 147.5 147 131 135.5 140.6 139.4 141 141.2 140 153.4 153 147.6
## pm2.5 110.0 135 201 219.0 208.0 206.0 222 239.0 249 247.0 249 245.0
## CV residual -37.5 -12 70 83.5 67.4 66.6 81 97.8 109 93.6 96 97.4
## 1862 1865 1866 1867 1868 1869 1873 1875 1883 1887 1890 1891
## Predicted 148 134 133 133 138.6 137.5 154 153.3 87.2 -4.76 8.22 19.67
## cvpred 148 133 133 133 138.2 137.1 153 152.7 87.0 -4.58 8.43 19.85
## pm2.5 250 239 234 240 224.0 206.0 183 216.0 381.0 51.00 26.00 22.00
## CV residual 102 106 101 107 85.8 68.9 30 63.3 294.0 55.58 17.57 2.15
## 1894 1900 1901 1902 1904 1907 1908 1909 1910 1916 1917 1918
## Predicted 34.4 124.1 133.9 133 139 63.52 48.52 33 32.2 80.8 84.6 88.6
## cvpred 34.6 123.5 133.2 132 138 63.33 48.39 33 32.1 80.6 84.4 88.4
## pm2.5 21.0 60.0 47.0 50 41 55.00 56.00 52 49.0 113.0 121.0 116.0
## CV residual -13.6 -63.5 -86.2 -82 -97 -8.33 7.61 19 16.9 32.4 36.6 27.6
## 1924 1925 1927 1928 1931 1935 1936 1939 1940 1941 1950
## Predicted 122.1 117 132.1 131.1 66.5 37.5 12.1 23.8 26.693 35.6 134.6
## cvpred 121.6 117 131.5 130.6 66.4 37.5 12.2 23.9 26.808 35.6 133.9
## pm2.5 90.0 100 96.0 102.0 784.0 158.0 226.0 47.0 27.000 25.0 46.0
## CV residual -31.6 -17 -35.5 -28.6 717.6 120.5 213.8 23.1 0.192 -10.6 -87.9
## 1960 1963 1966 1967 1972 1975 1980 1985 1986 1988 1989
## Predicted 48.18 53.3 55.12 78.2 113.5 118.2 39.38 71.2 87.9 109.6 124.6
## cvpred 48.21 53.3 55.11 78.0 112.9 117.7 39.27 71.0 87.6 109.2 124.2
## pm2.5 55.00 64.0 57.00 63.0 73.0 68.0 44.00 92.0 134.0 64.0 52.0
## CV residual 6.79 10.7 1.89 -15.0 -39.9 -49.7 4.73 21.0 46.4 -45.2 -72.2
## 1993 1994 1997 2004 2007 2009 2014 2020 2025 2030 2032
## Predicted 148.1 152.1 141.9 29.8 35.7 32.2 86.3 117.9 114.8 28.9 15.4
## cvpred 147.5 151.5 141.2 29.6 35.4 32.1 85.9 117.2 114.3 28.8 15.5
## pm2.5 48.0 52.0 51.0 12.0 16.0 20.0 33.0 72.0 38.0 64.0 72.0
## CV residual -99.5 -99.5 -90.2 -17.6 -19.4 -12.1 -52.9 -45.2 -76.3 35.2 56.5
## 2036 2037 2038 2042 2044 2047 2051 2052 2057 2058 2060
## Predicted 69.4 84.518 89.28 80.27 74.0 122.0 84.27 68.52 65.1 68.6 91.1
## cvpred 69.2 84.201 88.93 79.93 73.7 121.4 83.94 68.29 64.9 68.4 90.8
## pm2.5 84.0 85.000 98.00 89.00 46.0 99.0 81.00 74.00 50.0 54.0 59.0
## CV residual 14.8 0.799 9.07 9.07 -27.7 -22.4 -2.94 5.71 -14.9 -14.4 -31.8
## 2061 2063 2070 2074 2077 2082 2088 2089 2096 2107 2109 2112
## Predicted 100.0 103.9 144.9 113.8 78.6 25.6 84.84 102.6 132.4 142 145 146
## cvpred 99.6 103.5 144.1 113.3 78.4 25.7 84.57 102.3 131.8 141 145 146
## pm2.5 62.0 57.0 67.0 74.0 96.0 57.0 82.00 92.0 169.0 275 296 297
## CV residual -37.6 -46.5 -77.1 -39.3 17.6 31.3 -2.57 -10.3 37.2 134 151 151
## 2113 2115 2117 2144 2155 2159 2161 2162 2171 2177 2178
## Predicted 151 150 149.3 145.9 48.2 53.2 36.16 38.598 -2.20 -25.3 -27.2
## cvpred 151 150 148.9 145.5 48.2 53.1 36.11 38.532 -2.01 -24.8 -26.8
## pm2.5 288 254 248.0 124.0 187.0 71.0 31.00 39.000 21.00 16.0 18.0
## CV residual 137 104 99.1 -21.5 138.8 17.9 -5.11 0.468 23.01 40.8 44.8
## 2180 2183 2187 2191 2192 2200 2203 2205 2206 2208 2209
## Predicted -30.6 92.1 100.9 71.2 69.3 -11.1 -17.2 82.6 96.3 100.4 125.6
## cvpred -30.2 91.7 100.4 70.8 69.0 -10.9 -17.0 82.2 95.8 99.9 124.9
## pm2.5 17.0 54.0 41.0 40.0 27.0 16.0 12.0 30.0 69.0 49.0 48.0
## CV residual 47.2 -37.7 -59.4 -30.8 -42.0 26.9 29.0 -52.2 -26.8 -50.9 -76.9
## 2219 2221 2222 2223 2225 2228 2238 2243 2247 2248 2252 2253
## Predicted 59.38 37.1 40.2 52.2 47.8 69.6 125 63.4 -4.14 4.63 26.7 49.7
## cvpred 59.19 37.1 40.2 52.2 47.9 69.6 125 63.4 -3.84 4.92 26.8 49.7
## pm2.5 67.00 82.0 89.0 110.0 132.0 119.0 180 167.0 41.00 34.00 61.0 70.0
## CV residual 7.81 44.9 48.8 57.8 84.1 49.4 55 103.6 44.84 29.08 34.2 20.3
## 2254 2258 2259 2262 2263 2266 2267 2270 2271 2276 2280
## Predicted 48.1 99.5 98.2 114.5 128.6 98.3 88.8 80.5 79.1 136.8 138
## cvpred 48.1 99.4 98.0 114.1 128.2 98.2 88.7 80.5 79.1 136.4 137
## pm2.5 87.0 177.0 169.0 161.0 169.0 185.0 166.0 186.0 142.0 47.0 18
## CV residual 38.9 77.6 71.0 46.9 40.8 86.8 77.3 105.5 62.9 -89.4 -119
## 2282 2283 2293 2294 2296 2298 2300 2301 2303 2309 2312
## Predicted 111.2 92.6 32.5 22.17 0.928 3.37 19.76 27.79 84.8 109.68 132.4
## cvpred 110.8 92.2 32.5 22.17 1.060 3.48 19.72 27.75 84.4 109.18 131.8
## pm2.5 14.0 12.0 15.0 16.00 15.000 12.00 17.00 23.00 24.0 102.00 68.0
## CV residual -96.8 -80.2 -17.5 -6.17 13.940 8.52 -2.72 -4.75 -60.4 -7.18 -63.8
## 2314 2317 2319 2321 2324 2328 2335 2336 2344 2347 2349
## Predicted 87.4 54.1 21.2 16.0 16.1 56.1 88.2 82.21 21.0 16.6 86.8
## cvpred 87.2 54.2 21.5 16.4 16.5 56.3 88.2 82.24 21.7 17.3 86.8
## pm2.5 101.0 140.0 108.0 94.0 80.0 104.0 69.0 75.00 122.0 127.0 158.0
## CV residual 13.8 85.8 86.5 77.6 63.5 47.7 -19.2 -7.24 100.3 109.7 71.2
## 2350 2354 2362 2364 2368 2371 2372 2374 2375 2376 2377
## Predicted 96.1 99.7 77.7 113.7 117.7 115.6 115.1 128.6 128.6 128.6 128.1
## cvpred 96.0 99.7 77.6 113.5 117.4 115.4 114.9 128.2 128.2 128.2 127.7
## pm2.5 141.0 137.0 58.0 131.0 67.0 71.0 94.0 85.0 75.0 79.0 91.0
## CV residual 45.0 37.3 -19.6 17.5 -50.4 -44.4 -20.9 -43.2 -53.2 -49.2 -36.7
## 2385 2387 2389 2395 2399 2401 2409 2410 2413 2415 2416
## Predicted 60.2 47.2 35.8 20.79 79.6 86.9 115.3 114.9 112.4 129.4 129.1
## cvpred 60.0 47.0 35.8 20.85 79.4 86.7 115.1 114.6 112.2 128.9 128.7
## pm2.5 22.0 16.0 19.0 24.00 53.0 39.0 84.0 91.0 75.0 63.0 57.0
## CV residual -38.0 -31.0 -16.8 3.15 -26.4 -47.7 -31.1 -23.6 -37.2 -65.9 -71.7
## 2420 2423 2424 2431 2432 2434 2435 2437 2439 2443 2450 2458
## Predicted 137.9 133.5 142.5 145 145 110.7 99.0 50.8 43.0 35 36.9 -19.9
## cvpred 137.4 133.1 142.1 145 144 110.3 98.7 50.7 42.9 35 36.9 -19.5
## pm2.5 78.0 86.0 86.0 95 44 23.0 22.0 88.0 25.0 14 11.0 12.0
## CV residual -59.4 -47.1 -56.1 -50 -100 -87.3 -76.7 37.3 -17.9 -21 -25.9 31.5
## 2459 2460 2465 2466 2469 2471 2473 2475 2480 2481 2482
## Predicted -31.8 -44.4 -55.5 -51.7 86.8 63.11 120.5 130.2 113.8 90.8 85.2
## cvpred -31.4 -43.9 -54.8 -51.0 86.3 62.76 119.8 129.5 113.3 90.3 84.8
## pm2.5 13.0 15.0 13.0 13.0 31.0 68.00 100.0 55.0 24.0 25.0 30.0
## CV residual 44.4 58.9 67.8 64.0 -55.3 5.24 -19.8 -74.5 -89.3 -65.3 -54.8
## 2484 2487 2488 2489 2495 2497 2501 2502 2504 2507 2508
## Predicted 42.471 18.9 24.2 23.4 96.7 107.8 122.5 121.608 124.0 111.6 110.7
## cvpred 42.267 18.9 24.1 23.4 96.5 107.6 122.1 121.265 123.7 111.3 110.5
## pm2.5 42.000 41.0 54.0 50.0 70.0 79.0 106.0 121.000 142.0 198.0 206.0
## CV residual -0.267 22.1 29.9 26.6 -26.5 -28.6 -16.1 -0.265 18.3 86.7 95.5
## 2510 2516 2518 2519 2521 2527 2528 2529 2530 2537 2541
## Predicted 104 129.1 134.0 138.9 144.6 147.7 146.7 139.9 134 92.4 121
## cvpred 104 128.7 133.5 138.4 144.1 147.1 146.2 139.5 134 92.4 121
## pm2.5 204 206.0 220.0 237.0 235.0 242.0 244.0 235.0 249 185.0 123
## CV residual 100 77.3 86.5 98.6 90.9 94.9 97.8 95.5 115 92.6 2
## 2544 2546 2548 2549 2551 2554 2559 2562 2564 2568
## Predicted 127.7 126.4 126.21 126.47 125.49 117.5 86.6 98.3 96.9 130.8
## cvpred 127.4 126.2 125.92 126.15 125.18 117.3 86.7 98.3 97.0 130.5
## pm2.5 92.0 107.0 129.00 130.00 128.00 151.0 143.0 161.0 134.0 212.0
## CV residual -35.4 -19.2 3.08 3.85 2.82 33.7 56.3 62.7 37.0 81.5
## 2571 2572 2573 2574 2575 2576 2578 2579 2583 2585 2586
## Predicted 141.0 144.9 144.4 144.7 150.5 145.5 130.5 120.2 89.4 83.1 82.2
## cvpred 140.7 144.5 144.1 144.3 150.1 145.1 130.2 120.1 89.5 83.2 82.4
## pm2.5 209.0 198.0 192.0 184.0 177.0 183.0 195.0 209.0 229.0 255.0 268.0
## CV residual 68.3 53.5 47.9 39.7 26.9 37.9 64.8 88.9 139.5 171.8 185.6
## 2588 2590 2591 2592 2594 2604 2605 2607 2610 2616 2617 2623
## Predicted 104 119 128 123 124 104.0 97.2 90.1 114.4 129.9 129.5 149.3
## cvpred 104 119 128 123 124 103.9 97.3 90.2 114.4 129.8 129.3 148.9
## pm2.5 257 309 331 351 385 36.0 22.0 17.0 175.0 152.0 110.0 82.0
## CV residual 153 190 203 228 261 -67.9 -75.3 -73.2 60.6 22.2 -19.3 -66.9
## 2626 2629 2633 2635 2638 2639 2640 2643 2646 2648 2652
## Predicted 129.0 81.42 66.649 76.30 74 72.7 72.3 98.5 89.4 107 123
## cvpred 128.8 81.46 66.783 76.35 74 72.7 72.3 98.4 89.3 107 123
## pm2.5 92.0 83.00 66.000 80.00 71 55.0 53.0 46.0 26.0 47 51
## CV residual -36.8 1.54 -0.783 3.65 -3 -17.7 -19.3 -52.4 -63.3 -60 -72
## 2653 2656 2657 2660 2665 2667 2669 2672 2673 2676 2677 2679
## Predicted 106.5 101.8 101.6 107.8 140 145 145 142.5 136.2 129 132.5 120.6
## cvpred 106.5 101.7 101.5 107.6 140 145 145 142.1 135.9 129 132.3 120.4
## pm2.5 49.0 23.0 16.0 35.0 34 49 27 44.0 53.0 46 42.0 38.0
## CV residual -57.5 -78.7 -85.5 -72.6 -106 -96 -118 -98.1 -82.9 -83 -90.3 -82.4
## 2683 2684 2687 2690 2696 2701 2704 2705 2706 2710 2714
## Predicted 115.4 121.4 121.0 148 139.6 17.811 -2.82 -9.41 12.2 36.36 70.9
## cvpred 115.2 121.1 120.7 148 139.2 18.018 -2.49 -9.05 12.5 36.47 70.8
## pm2.5 35.0 26.0 41.0 41 65.0 19.000 10.00 16.00 23.0 32.00 53.0
## CV residual -80.2 -95.1 -79.7 -107 -74.2 0.982 12.49 25.05 10.5 -4.47 -17.8
## 2717 2719 2723 2728 2732 2737 2738 2742 2746 2747 2751
## Predicted 97.2 109.8 62.5 45.1 63.2 81.6 90.81 97.153 87.1 80.6 33.2
## cvpred 97.0 109.5 62.6 45.5 63.6 81.9 90.94 97.241 87.3 80.9 33.9
## pm2.5 65.0 70.0 107.0 111.0 79.0 98.0 93.00 98.000 140.0 142.0 110.0
## CV residual -32.0 -39.5 44.4 65.5 15.4 16.1 2.06 0.759 52.7 61.1 76.1
## 2752 2759 2760 2762 2765 2769 2770 2771 2780 2781 2782
## Predicted 41.1 144 134 138 97.9 67.6 61.9 47.1 95.1 88.7 69.0
## cvpred 41.7 143 133 137 97.6 67.5 61.8 47.1 94.8 88.5 68.8
## pm2.5 120.0 7 7 8 20.0 16.0 10.0 11.0 10.0 14.0 11.0
## CV residual 78.3 -136 -126 -129 -77.6 -51.5 -51.8 -36.1 -84.8 -74.5 -57.8
## 2784 2786 2787 2790 2792 2796 2801 2802 2803 2805 2811
## Predicted 60.2 42.0 49.3 65.7 47.6 29.7 9.83 12.75 1.77 12.87 40.6
## cvpred 60.0 41.9 49.2 65.4 47.5 29.9 10.23 13.13 2.19 13.23 40.9
## pm2.5 16.0 16.0 15.0 22.0 22.0 46.0 31.00 16.00 14.00 15.00 15.0
## CV residual -44.0 -25.9 -34.2 -43.4 -25.5 16.1 20.77 2.87 11.81 1.77 -25.9
## 2814 2815 2818 2827 2835 2842 2845 2847 2850 2858 2862
## Predicted 16.72 15.38 -15.7 -61.5 102.8 52.6 15.9 -1.47 -6.65 29.05 30.27
## cvpred 17.09 15.75 -15.0 -60.4 102.4 52.6 16.2 -1.01 -6.10 29.45 30.64
## pm2.5 11.00 13.00 15.0 14.0 19.0 19.0 15.0 22.00 18.00 21.00 36.00
## CV residual -6.09 -2.75 30.0 74.4 -83.4 -33.6 -1.2 23.01 24.10 -8.45 5.36
## 2864 2868 2874 2885 2887 2888 2893 2894 2902 2903 2904 2906
## Predicted 7.79 -42.6 -70.8 124.2 127.9 101.71 12.3 -3.47 27.6 41.2 44.2 52.9
## cvpred 8.33 -41.6 -69.6 123.8 127.5 101.57 12.8 -2.79 28.1 41.6 44.6 53.2
## pm2.5 32.00 19.0 20.0 82.0 86.0 94.00 79.0 80.00 61.0 74.0 74.0 68.0
## CV residual 23.67 60.6 89.6 -41.8 -41.5 -7.57 66.2 82.79 32.9 32.4 29.4 14.8
## 2916 2917 2923 2926 2929 2930 2932 2938 2939 2940 2941
## Predicted 57.9 2.52 -37.0 2.01 59.7 88.8 88.4 56.0 60.3 58.7 66.9
## cvpred 58.3 3.15 -36.2 2.42 59.8 88.7 88.3 56.3 60.5 59.0 67.2
## pm2.5 115.0 59.00 39.0 31.00 36.0 56.0 69.0 102.0 133.0 151.0 149.0
## CV residual 56.7 55.85 75.2 28.58 -23.8 -32.7 -19.3 45.7 72.5 92.0 81.8
## 2942 2946 2952 2959 2961 2963 2966 2969 2970 2973 2974
## Predicted 66.1 73.5 74.8 138.01 98.4 91.8 79.9 99.1 102.8 133.8 128.3
## cvpred 66.4 73.8 75.0 137.81 98.5 92.0 80.3 99.4 103.1 133.9 128.5
## pm2.5 141.0 151.0 160.0 133.00 119.0 132.0 123.0 121.0 136.0 228.0 201.0
## CV residual 74.6 77.2 85.0 -4.81 20.5 40.0 42.7 21.6 32.9 94.1 72.5
## 2979 2987 2988 2989 2992 2996 2998 3000 3005 3010 3011 3013
## Predicted 129 118 111 118 49.3 45.7 38.5 43.0 98.4 63.4 51.2 22.73
## cvpred 129 118 112 118 49.8 46.0 38.9 43.3 98.3 63.6 51.5 23.28
## pm2.5 158 283 282 260 13.0 14.0 14.0 10.0 11.0 19.0 20.0 20.00
## CV residual 29 165 170 142 -36.8 -32.0 -24.9 -33.3 -87.3 -44.6 -31.5 -3.28
## 3014 3020 3029 3032 3040 3041 3045 3049 3051 3053 3054
## Predicted 15.637 -12.3 88.9 108.7 5.04 -2.79 36.90 39.6 115.3 114.3 124.9
## cvpred 16.252 -11.6 89.0 108.7 5.68 -2.08 37.31 40.0 115.2 114.3 124.7
## pm2.5 17.000 25.0 64.0 72.0 173.00 126.00 45.00 50.0 49.0 59.0 78.0
## CV residual 0.748 36.6 -25.0 -36.7 167.32 128.08 7.69 10.0 -66.2 -55.3 -46.7
## 3056 3057 3061 3062 3063 3064 3071 3076 3077 3087 3088
## Predicted 117.7 112.1 54.1 56.4 59.7 63.0 76.6 134.3 118.8 12.0 65.7
## cvpred 117.7 112.1 54.5 56.8 60.1 63.4 76.8 134.2 118.8 12.5 65.8
## pm2.5 159.0 191.0 163.0 135.0 119.0 107.0 144.0 120.0 129.0 31.0 39.0
## CV residual 41.3 78.9 108.5 78.2 58.9 43.6 67.2 -14.2 10.2 18.5 -26.8
## 3089 3090 3091 3092 3096 3099 3103 3108 3109 3111 3114
## Predicted 38.6 9.23 12.4 15.3 88.8 99.30 145.9 2.49 7.09 9.50 19.32
## cvpred 38.9 9.55 12.7 15.6 88.7 99.12 145.5 2.90 7.54 9.97 19.82
## pm2.5 28.0 56.00 53.0 59.0 126.0 96.00 58.0 43.00 63.00 58.00 21.00
## CV residual -10.9 46.45 40.3 43.4 37.3 -3.12 -87.5 40.10 55.46 48.03 1.18
## 3117 3122 3125 3130 3132 3133 3135 3136 3142 3146 3150
## Predicted 31.6 45.6 45.9 72.3 60.8 55.6 50.7 55.1 75.8 110.8 136
## cvpred 32.1 46.0 46.2 72.4 61.0 55.9 51.1 55.4 75.9 110.7 136
## pm2.5 8.0 8.0 5.0 13.0 12.0 16.0 18.0 16.0 39.0 43.0 33
## CV residual -24.1 -38.0 -41.2 -59.4 -49.0 -39.9 -33.1 -39.4 -36.9 -67.7 -103
## 3151 3154 3155 3156 3161 3162 3164 3168 3169 3170 3174
## Predicted 135 108.7 98.9 84.3 56.3 60.1 63.5 99.2 103.8 116.1 120.1
## cvpred 135 108.7 99.0 84.4 56.7 60.4 63.8 99.2 103.8 115.9 119.9
## pm2.5 31 55.0 49.0 42.0 45.0 41.0 38.0 54.0 52.0 54.0 73.0
## CV residual -104 -53.7 -50.0 -42.4 -11.7 -19.4 -25.8 -45.2 -51.8 -61.9 -46.9
## 3180 3181 3182 3188 3189 3194 3203 3204 3206 3207 3212
## Predicted 73.7839 67.41 53.4 71.9 67.18 114.3 89.1 92.7 85.4 89.3 111.3
## cvpred 74.0165 67.73 53.8 72.2 67.45 114.3 89.3 92.8 85.7 89.6 111.4
## pm2.5 74.0000 60.00 43.0 83.0 68.00 65.0 130.0 138.0 157.0 140.0 173.0
## CV residual -0.0165 -7.73 -10.8 10.8 0.55 -49.3 40.7 45.2 71.3 50.4 61.6
## 3215 3218 3224 3225 3236 3241 3243 3244 3246 3250 3254
## Predicted 130.6 135 137.7 127 77.9 94.0 103.27 107.16 110.6 100.4 82.8
## cvpred 130.6 135 137.6 127 78.2 94.2 103.39 107.29 110.7 100.6 83.2
## pm2.5 209.0 224 221.0 223 117.0 107.0 98.00 115.00 144.0 185.0 136.0
## CV residual 78.4 89 83.4 96 38.8 12.8 -5.39 7.71 33.3 84.4 52.8
## 3258 3264 3266 3267 3269 3271 3275 3276 3279 3280 3284 3286
## Predicted 93.5 118.4 118 146 145 145.8 138.9 133.3 124.8 119.4 124.9 128
## cvpred 93.8 118.6 118 146 145 145.6 138.8 133.3 124.9 119.5 124.9 128
## pm2.5 33.0 47.0 49 36 41 51.0 74.0 82.0 79.0 84.0 90.0 96
## CV residual -60.8 -71.6 -69 -110 -104 -94.6 -64.8 -51.3 -45.9 -35.5 -34.9 -32
## 3289 3290 3292 3294 3295 3296 3299 3310 3314 3318 3321 3323
## Predicted 129.9 129 128 133.9 137 132 97.3 96.4 133.4 144 96.7 46.399
## cvpred 129.9 129 128 133.8 137 131 97.4 96.4 133.2 144 96.9 46.876
## pm2.5 86.0 86 105 79.0 13 12 16.0 31.0 38.0 23 43.0 47.000
## CV residual -43.9 -43 -23 -54.8 -124 -119 -81.4 -65.4 -95.2 -121 -53.9 0.124
## 3329 3335 3341 3344 3347 3349 3353 3354 3356 3359 3360 3363
## Predicted -33.1 21.7 133.6 91.8 56.63 13.9 -32.7 -24.8 -6.43 42.7 50.6 77.3
## cvpred -32.1 22.2 133.4 92.0 57.11 14.6 -31.8 -23.9 -5.71 43.2 51.1 77.7
## pm2.5 30.0 33.0 103.0 103.0 67.00 51.0 36.0 34.0 40.00 68.0 78.0 96.0
## CV residual 62.1 10.8 -30.4 11.0 9.89 36.4 67.8 57.9 45.71 24.8 26.9 18.3
## 3372 3374 3380 3381 3382 3391 3398 3405 3408 3416 3420
## Predicted 77.8 68.07 69.05 87.60 105.7 125.77 55.3 69.9 115.74 119.8 62.1
## cvpred 78.3 68.52 69.47 87.92 105.9 125.71 55.8 70.3 115.79 119.8 62.6
## pm2.5 134.0 78.00 65.00 93.00 148.0 124.00 167.0 115.0 118.00 138.0 135.0
## CV residual 55.7 9.48 -4.47 5.08 42.1 -1.71 111.2 44.7 2.21 18.2 72.4
## 3422 3431 3433 3436 3439 3446 3448 3451 3454 3456 3457
## Predicted 30.8 94.8 111.6 126.8 92.5 30.3 23.008 19.5 55.1 60.0 58.2
## cvpred 31.5 95.1 111.7 126.7 92.6 31.0 23.718 20.2 55.4 60.2 58.4
## pm2.5 100.0 139.0 100.0 73.0 47.0 42.0 23.000 23.0 45.0 18.0 20.0
## CV residual 68.5 43.9 -11.7 -53.7 -45.6 11.0 -0.718 2.8 -10.4 -42.2 -38.4
## 3459 3464 3465 3466 3474 3478 3479 3481 3484 3487 3488
## Predicted 71.7 70.0 59.5 53.03 23.0 49.1 53.3 101.8 96.9 115.0 95.4
## cvpred 71.7 70.2 59.8 53.38 23.6 49.6 53.8 101.9 97.1 115.1 95.7
## pm2.5 18.0 24.0 29.0 45.00 48.0 35.0 37.0 47.0 139.0 81.0 65.0
## CV residual -53.7 -46.2 -30.8 -8.38 24.4 -14.6 -16.8 -54.9 41.9 -34.1 -30.7
## 3489 3490 3496 3498 3499 3503 3504 3505 3506 3507 3509
## Predicted 90.1 73.8 41.3 39.3 47.8 72.9 94.5 109.3 90.448 95.1 110.1
## cvpred 90.4 74.2 42.0 40.0 48.4 73.4 94.7 109.5 90.697 95.3 110.2
## pm2.5 131.0 137.0 58.0 72.0 59.0 59.0 78.0 90.0 91.000 98.0 81.0
## CV residual 40.6 62.8 16.0 32.0 10.6 -14.4 -16.7 -19.5 0.303 2.7 -29.2
## 3515 3532 3533 3536 3540 3541 3542 3553 3554 3562 3563
## Predicted 106.1 143.2 139.2 143.2 129 123.00 107.2 143.5 143.8 127 117.4
## cvpred 106.4 143.1 139.1 143.1 129 123.13 107.5 143.5 143.7 128 117.6
## pm2.5 71.0 86.0 83.0 133.0 142 127.00 132.0 175.0 181.0 234 187.0
## CV residual -35.4 -57.1 -56.1 -10.1 13 3.87 24.5 31.5 37.3 106 69.4
## 3564 3565 3568 3571 3572 3573 3578 3579 3582 3584 3586
## Predicted 107 86.83 32.9 29.6 75.7 99.8 109.6 99.3 80.5 90.4 73.3
## cvpred 107 87.27 33.6 30.3 76.0 100.1 109.7 99.4 80.7 90.7 73.7
## pm2.5 220 92.00 16.0 17.0 22.0 34.0 26.0 30.0 17.0 29.0 19.0
## CV residual 113 4.73 -17.6 -13.3 -54.0 -66.1 -83.7 -69.4 -63.7 -61.7 -54.7
## 3594 3595 3597 3604 3606 3609 3613 3615 3619 3625 3629
## Predicted 82.6 79.9 117.0 126.2 130.4 123.5 75.05 59.05 82.36 125.7 134
## cvpred 82.9 80.3 117.2 126.2 130.4 123.6 75.43 59.54 82.72 125.8 134
## pm2.5 29.0 59.0 30.0 75.0 91.0 105.0 85.00 50.00 92.00 189.0 87
## CV residual -53.9 -21.3 -87.2 -51.2 -39.4 -18.6 9.57 -9.54 9.28 63.2 -47
## 3632 3636 3638 3642 3643 3645 3667 3669 3673 3675
## Predicted 125.3 103.97 92.0 96.6 96.5 116.40 92.73 118.87 138.7 138.2
## cvpred 125.3 104.19 92.3 96.9 96.8 116.59 93.03 118.99 138.6 138.1
## pm2.5 87.0 107.00 120.0 178.0 80.0 115.00 97.00 128.00 190.0 156.0
## CV residual -38.3 2.81 27.7 81.1 -16.8 -1.59 3.97 9.01 51.4 17.9
## 3678 3679 3680 3683 3684 3686 3687 3692 3693 3696 3700
## Predicted 133.6 145.3 124.7 94.7 93.7 74.7 79.0 72.1 90.29 109 122.5
## cvpred 133.5 145.1 124.8 95.0 94.0 75.1 79.5 72.5 90.59 109 122.6
## pm2.5 94.0 109.0 140.0 114.0 121.0 113.0 104.0 83.0 85.00 86 63.0
## CV residual -39.5 -36.1 15.2 19.0 27.0 37.9 24.5 10.5 -5.59 -23 -59.6
## 3706 3781 3786 3788 3790 3792 3796 3835 3838 3842 3846
## Predicted 99.1 86.0 50.9 78.0 81.9 81.0 119.6 66.21 74.9 100.1 122.6
## cvpred 99.3 86.4 51.6 78.5 82.4 81.4 119.7 66.74 75.3 100.3 122.8
## pm2.5 85.0 151.0 113.0 172.0 142.0 131.0 191.0 60.00 32.0 38.0 62.0
## CV residual -14.3 64.6 61.4 93.5 59.6 49.6 71.3 -6.74 -43.3 -62.3 -60.8
## 3847 3850 3854 3856 3858 3861 3863 3864 3867 3868 3871
## Predicted 127.3 124.5 106.0 103.6 96.7 118.7 123 127.8 138.8 138.5 138.7
## cvpred 127.4 124.6 106.3 103.8 97.0 118.9 123 127.8 138.8 138.5 138.6
## pm2.5 60.0 42.0 47.0 40.0 38.0 53.0 78 80.0 77.0 72.0 97.0
## CV residual -67.4 -82.6 -59.3 -63.8 -59.0 -65.9 -45 -47.8 -61.8 -66.5 -41.6
## 3890 3892 3899 3901 3909 3911 3912 3914 3916 3918
## Predicted 127 131.3 102.716 91.71 101.4 100.1 113.57 121 119.2 123.0
## cvpred 127 131.4 103.019 92.11 101.7 100.5 113.81 121 119.4 123.1
## pm2.5 144 142.0 104.000 100.00 129.0 127.0 104.00 19 153.0 140.0
## CV residual 17 10.6 0.981 7.89 27.3 26.5 -9.81 -102 33.6 16.9
## 3919 3921 3922 3927 3928 3931 3935 3937 3940 3942 3943
## Predicted 122.48 125.1 118.9 88.9 78.9 91.1 132.2 137.7 142.8 138.7 142.0
## cvpred 122.65 125.3 119.2 89.5 79.5 91.7 132.2 137.7 142.8 138.6 142.1
## pm2.5 131.00 149.0 137.0 151.0 165.0 157.0 42.0 57.0 80.0 74.0 77.0
## CV residual 8.35 23.7 17.8 61.5 85.5 65.3 -90.2 -80.7 -62.8 -64.6 -65.1
## 3944 3945 3953 3958 3961 3962 3964 3969 3976 3978 3979
## Predicted 137 132.0 83.00 112.8 120.4 135.7 136.2 115.9 76.1 57.26 70.9
## cvpred 137 132.1 83.54 113.1 120.8 135.8 136.3 116.2 76.6 57.93 71.5
## pm2.5 67 78.0 82.00 142.0 151.0 191.0 229.0 199.0 108.0 66.00 89.0
## CV residual -70 -54.1 -1.54 28.9 30.2 55.2 92.7 82.8 31.4 8.07 17.5
## 3983 3984 3987 3989 3992 3993 3997 4009 4010 4011 4016
## Predicted 130 128.9 130.52 130.28 121.0 110.5 85.2 136 137 137 128
## cvpred 130 129.1 130.71 130.47 121.2 110.8 85.7 136 137 137 128
## pm2.5 99 91.0 129.00 139.00 67.0 62.0 109.0 33 37 45 51
## CV residual -31 -38.1 -1.71 8.53 -54.2 -48.8 23.3 -103 -100 -92 -77
## 4017 4024 4025 4026 4028 4029 4030 4031 4033 4045 4046
## Predicted 136.3 138 142 131.7 127.4 132.8 132.5 137.4 131.3 106.9 96.3
## cvpred 136.4 138 142 131.7 127.5 132.8 132.6 137.4 131.4 107.2 96.7
## pm2.5 44.0 16 26 36.0 40.0 37.0 39.0 50.0 41.0 96.0 81.0
## CV residual -92.4 -122 -116 -95.7 -87.5 -95.8 -93.6 -87.4 -90.4 -11.2 -15.7
## 4049 4052 4053 4055 4065 4066 4070 4071 4073 4078 4083
## Predicted 100.1 118.6 113.7 132.8 122.0 111.99 75.6 70.7 81.877 130 135.4
## cvpred 100.5 118.8 113.9 132.8 122.2 112.24 76.1 71.3 82.467 130 135.6
## pm2.5 63.0 100.0 100.0 65.0 99.0 106.00 87.0 93.0 82.000 104 227.0
## CV residual -37.5 -18.8 -13.9 -67.8 -23.2 -6.24 10.9 21.7 -0.467 -26 91.4
## 4084 4086 4093 4095 4100 4102 4103 4109 4111 4112 4113
## Predicted 135 133.9 34.2 29.6 77.1 81.1 84.9 119.1 124.0 99.8 94.5
## cvpred 135 134.1 34.9 30.3 77.7 81.5 85.3 119.2 124.1 100.1 94.7
## pm2.5 240 77.0 15.0 11.0 41.0 62.0 48.0 55.0 48.0 52.0 59.0
## CV residual 105 -57.1 -19.9 -19.3 -36.7 -19.5 -37.3 -64.2 -76.1 -48.1 -35.7
## 4118 4120 4121 4122 4123 4125 4126 4129 4133 4136 4137
## Predicted 81.19 76.8 80.57 61.8 66.9 91.45 100.5 106.1 110.4 109.9 104.5
## cvpred 81.71 77.3 81.11 62.4 67.5 91.89 100.9 106.4 110.7 110.2 104.9
## pm2.5 91.00 89.0 78.00 64.0 69.0 89.00 79.0 124.0 135.0 131.0 135.0
## CV residual 9.29 11.7 -3.11 1.6 1.5 -2.89 -21.9 17.6 24.3 20.8 30.1
## 4138 4164 4170 4173 4180 4184 4186 4189 4193 4196
## Predicted 98.9 50.63 48.140 80.0 114.1 108.476 83.8 52.4 38.224 62.93
## cvpred 99.3 51.17 48.775 80.4 114.2 108.695 84.2 53.0 38.976 63.45
## pm2.5 136.0 48.00 48.000 61.0 69.0 109.000 104.0 96.0 38.000 60.00
## CV residual 36.7 -3.17 -0.775 -19.4 -45.2 0.305 19.8 43.0 -0.976 -3.45
## 4197 4209 4210 4212 4219 4222 4223 4224 4232 4239 4243
## Predicted 57.69 111.9 102.5 82.7 68.5 99.6 99.9 105 122 75.7 69.2
## cvpred 58.23 112.1 102.8 83.1 69.1 100.0 100.2 105 122 76.3 69.8
## pm2.5 64.00 140.0 149.0 159.0 170.0 195.0 215.0 227 211 160.0 115.0
## CV residual 5.77 27.9 46.2 75.9 100.9 95.0 114.8 122 89 83.7 45.2
## 4246 4261 4268 4269 4273 4288 4289 4293 4302 4304 4308
## Predicted 82.6 77.6 110 118.289 126.1 76.3 80.3 96.4 131 130.5 93.4
## cvpred 83.0 78.0 110 118.589 126.3 76.9 80.9 96.9 131 130.7 93.9
## pm2.5 124.0 131.0 131 118.000 111.0 174.0 159.0 184.0 247 198.0 184.0
## CV residual 41.0 53.0 21 -0.589 -15.3 97.1 78.1 87.1 116 67.3 90.1
## 4315 4326 4327 4331 4333 4334 4335 4338 4340 4342 4345
## Predicted 83.8 125.3 125.4 113.9 109.7 99.9 103.4 96.4 100.8 114 124.4
## cvpred 84.4 125.5 125.6 114.2 110.1 100.3 103.8 96.9 101.3 115 124.7
## pm2.5 175.0 175.0 172.0 164.0 156.0 162.0 152.0 154.0 184.0 235 209.0
## CV residual 90.6 49.5 46.4 49.8 45.9 61.7 48.2 57.1 82.7 120 84.3
## 4351 4352 4355 4356 4358 4359 4363 4364 4372 4374 4378
## Predicted 130.2 134.2 139.3 138.7 133.54 132.4 129.7 123.7 127.0 130 105.0
## cvpred 130.5 134.4 139.5 138.9 133.77 132.7 129.9 123.9 127.2 130 105.4
## pm2.5 204.0 163.0 150.0 126.0 124.00 121.0 46.0 32.0 40.0 17 29.0
## CV residual 73.5 28.6 10.5 -12.9 -9.77 -11.7 -83.9 -91.9 -87.2 -113 -76.4
## 4379 4381 4383 4385 4390 4391 4397 4402 4403 4405 4406
## Predicted 85.8 55.5 35.5 23.3 83.5 96.1 134.9 103.9 89.205 68.7 58.8
## cvpred 86.3 56.3 36.3 24.2 84.0 96.5 135.1 104.3 89.757 69.4 59.6
## pm2.5 34.0 23.0 14.0 13.0 35.0 33.0 94.0 77.0 89.000 100.0 95.0
## CV residual -52.3 -33.3 -22.3 -11.2 -49.0 -63.5 -41.1 -27.3 -0.757 30.6 35.4
## 4411 4413 4416 4417 4424 4427 4428 4429 4433 4443 4450
## Predicted 40.1 59.9 90.8 99.2 109.2 92.74 108.5 74.6 48.5 124.64 34.21
## cvpred 41.0 60.6 91.3 99.7 109.6 93.27 108.9 75.2 49.4 124.91 34.96
## pm2.5 57.0 37.0 59.0 79.0 127.0 100.00 78.0 77.0 66.0 122.00 31.00
## CV residual 16.0 -23.6 -32.3 -20.7 17.4 6.73 -30.9 1.8 16.6 -2.91 -3.96
## 4451 4453 4454 4460 4463 4465 4466 4467 4468 4469 4472
## Predicted 23.5 -9.23 -15.7 5.38 64.8 83.1 70.7 50.5 53.8 63.6 49.0
## cvpred 24.3 -8.23 -14.7 6.33 65.3 83.5 71.1 51.0 54.3 64.0 49.6
## pm2.5 15.0 13.00 11.0 21.00 32.0 62.0 34.0 24.0 25.0 28.0 22.0
## CV residual -9.3 21.23 25.7 14.67 -33.3 -21.5 -37.1 -27.0 -29.3 -36.0 -27.6
## 4477 4480 4487 4493 4495 4499 4500 4501 4502 4503 4504
## Predicted -13 -25.0 74.4 108.6 98.2 84.6 79.0 78.1 72.51 81.43 81.19
## cvpred -12 -23.9 75.1 108.8 98.5 85.1 79.5 78.7 73.09 81.95 81.71
## pm2.5 2 7.0 44.0 45.0 46.0 54.0 57.0 59.0 69.00 79.00 79.00
## CV residual 14 30.9 -31.1 -63.8 -52.5 -31.1 -22.5 -19.7 -4.09 -2.95 -2.71
## 4505 4506 4509 4510 4514 4528 4530 4533 4534 4536 4537
## Predicted 81.2 85.6 100.2 100.4 102.8 23.22 19.70 41.8 72.6 85.1 94.2
## cvpred 81.7 86.1 100.6 100.7 103.2 24.06 20.53 42.5 73.2 85.6 94.7
## pm2.5 61.0 65.0 79.0 80.0 55.0 21.00 23.00 32.0 33.0 73.0 69.0
## CV residual -20.7 -21.1 -21.6 -20.7 -48.2 -3.06 2.47 -10.5 -40.2 -12.6 -25.7
## 4541 4545 4548 4551 4555 4557 4559 4565 4567 4568 4582
## Predicted 113 96.6 83.74 84.9 125.3 133.4 140 140.0 139.1 138.2 126.7
## cvpred 113 97.0 84.25 85.5 125.5 133.6 140 140.2 139.2 138.3 126.9
## pm2.5 69 79.0 90.00 112.0 70.0 91.0 74 73.0 108.0 106.0 80.0
## CV residual -44 -18.0 5.75 26.5 -55.5 -42.6 -66 -67.2 -31.2 -32.3 -46.9
## 4583 4584 4586 4588 4589 4590 4591 4597 4599 4601 4602
## Predicted 130.3 125.0 123.4 127.2 121.2 125.1 124.61 120.9 134.2 133.9 134.2
## cvpred 130.5 125.2 123.7 127.4 121.5 125.4 124.88 121.3 134.4 134.1 134.4
## pm2.5 71.0 72.0 99.0 107.0 110.0 110.0 130.00 154.0 193.0 192.0 223.0
## CV residual -59.5 -53.2 -24.7 -20.4 -11.5 -15.4 5.12 32.7 58.6 57.9 88.6
## 4605 4606 4609 4612 4614 4622 4623 4627 4628 4632 4634
## Predicted 129 128.2 131 136.2 140.5 129.0 133.9 129.5 130 139.3 134.9
## cvpred 129 128.4 131 136.3 140.6 129.3 134.1 129.8 130 139.5 135.1
## pm2.5 231 219.0 164 45.0 49.0 104.0 188.0 181.0 211 173.0 148.0
## CV residual 102 90.6 33 -91.3 -91.6 -25.3 53.9 51.2 81 33.5 12.9
## 4638 4645 4647 4649 4651 4656 4658 4660 4664 4667 4668
## Predicted 138.3 119.3 118.0 116.31 114.352 130 130 139.0 133.7 128.03 118.8
## cvpred 138.5 119.6 118.4 116.67 114.725 130 130 139.2 133.9 128.33 119.1
## pm2.5 62.0 84.0 99.0 107.00 114.000 112 139 111.0 118.0 134.00 143.0
## CV residual -76.5 -35.6 -19.4 -9.67 -0.725 -18 9 -28.2 -15.9 5.67 23.9
## 4673 4675 4682 4683 4690 4694 4699 4701 4702 4705 4706
## Predicted 112.04 116.19 134.2 133.9 133.9 131.9 132.7 131 131 133.0 137.7
## cvpred 112.43 116.54 134.4 134.1 134.1 132.2 132.9 132 131 133.3 137.9
## pm2.5 105.00 118.00 176.0 152.0 208.0 193.0 220.0 235 286 213.0 196.0
## CV residual -7.43 1.46 41.6 17.9 73.9 60.8 87.1 103 155 79.7 58.1
## 4707 4708 4713 4721 4722 4725 4729 4731 4732 4738 4743
## Predicted 139.3 139.0 137 98.8 97.9 111.8 123.3 129.0 133.9 122.4 106.4
## cvpred 139.5 139.2 137 99.4 98.5 112.2 123.6 129.3 134.1 122.8 106.9
## pm2.5 185.0 199.0 259 188.0 169.0 139.0 50.0 55.0 47.0 196.0 177.0
## CV residual 45.5 59.8 122 88.6 70.5 26.8 -73.6 -74.3 -87.1 73.2 70.1
## 4747 4754 4756 4758 4760 4766 4769 4771 4772 4774 4776
## Predicted 89.543 119 122.7 135.4 129.5 100.7 78.9 95.7 99.8 109.0 112.8
## cvpred 90.133 120 123.1 135.6 129.8 101.3 79.6 96.4 100.4 109.6 113.3
## pm2.5 91.000 245 203.0 164.0 98.0 140.0 113.0 177.0 165.0 142.0 141.0
## CV residual 0.867 125 79.9 28.4 -31.8 38.7 33.4 80.6 64.6 32.4 27.7
## 4779 4790 4792 4794 4798 4801 4802 4804 4805 4806 4807
## Predicted 111.0 109 129.0 129.5 131.0 135.8 130.4 131.3 130.2 129.3 129
## cvpred 111.5 110 129.3 129.8 131.2 135.9 130.6 131.4 130.3 129.5 129
## pm2.5 188.0 286 75.0 76.0 63.0 63.0 60.0 54.0 58.0 46.0 49
## CV residual 76.5 176 -54.3 -53.8 -68.2 -72.9 -70.6 -77.4 -72.3 -83.5 -80
## 4808 4810 4813 4817 4819 4820 4822 4826 4828 4832 4833
## Predicted 122.8 106.1 83.1 95.9 103.5 103.1 116.4 125.5 125 134.2 123.9
## cvpred 123.1 106.5 83.7 96.4 103.9 103.6 116.8 125.7 125 134.4 124.2
## pm2.5 35.0 35.0 34.0 45.0 40.0 31.0 44.0 77.0 109 88.0 96.0
## CV residual -88.1 -71.5 -49.7 -51.4 -63.9 -72.6 -72.8 -48.7 -16 -46.4 -28.2
## 4834 4836 4837 4839 4840 4843 4847 4848 4853 4858 4872
## Predicted 118.5 103.1 98.0 86.7 90.0 97.0 123.9 129.0 131.9 122.9 119.0
## cvpred 118.9 103.6 98.5 87.3 90.6 97.5 124.2 129.3 132.2 123.2 119.5
## pm2.5 81.0 59.0 60.0 47.0 54.0 51.0 79.0 64.0 147.0 202.0 169.0
## CV residual -37.9 -44.6 -38.5 -40.3 -36.6 -46.5 -45.2 -65.3 14.8 78.8 49.5
## 4875 4877 4880 4884 4885 4890 4893 4897 4900 4904 4905
## Predicted 123.5 133 132 101 96.5 76.3 98.4 100.5 114.4 127.28 120.90
## cvpred 123.9 133 132 101 97.1 77.1 99.0 101.1 114.9 127.62 121.34
## pm2.5 202.0 247 255 239 201.0 114.0 117.0 84.0 101.0 118.00 114.00
## CV residual 78.1 114 123 138 103.9 36.9 18.0 -17.1 -13.9 -9.62 -7.34
## 4909 4910 4913 4918 4920 4922 4924 4925 4929 4931 4935
## Predicted 91.72 89.87 73.41 98.4 112.3 115.9 109.8 114.4 122 111.1 79.9
## cvpred 92.35 90.55 74.14 99.0 112.8 116.3 110.3 114.9 123 111.6 80.6
## pm2.5 88.00 82.00 77.00 96.0 145.0 196.0 204.0 201.0 228 199.0 106.0
## CV residual -4.35 -8.55 2.86 -3.0 32.2 79.7 93.7 86.1 105 87.4 25.4
## 4946 4951 4955 4958 4961 4964 4967 4971 4979 4980 4996 4998
## Predicted 106 133 116 110 98.5 107.0 121.4 125.3 115.1 99.4 114.1 112.8
## cvpred 107 133 117 111 99.1 107.5 121.8 125.7 115.7 100.0 114.6 113.3
## pm2.5 159 225 251 234 240.0 202.0 195.0 196.0 201.0 199.0 147.0 185.0
## CV residual 52 92 134 123 140.9 94.5 73.2 70.3 85.3 99.0 32.4 71.7
## 4999 5003 5006 5007 5010 5012 5018 5020 5022 5026 5027
## Predicted 112.3 93.8 86.6 76.1 77.7 95.8 111.2 115.0 119.2 116.3 116
## cvpred 112.8 94.5 87.3 76.8 78.4 96.5 111.8 115.5 119.6 116.7 116
## pm2.5 189.0 180.0 177.0 165.0 183.0 184.0 151.0 151.0 142.0 169.0 171
## CV residual 76.2 85.5 89.7 88.2 104.6 87.5 39.2 35.5 22.4 52.3 55
## 5029 5032 5035 5036 5037 5043 5044 5047 5048 5053 5057 5064
## Predicted 109 105.1 113 120 129 123 122.3 132.4 131.8 131.2 120 125.3
## cvpred 109 105.7 114 120 129 124 122.7 132.7 132.1 131.5 120 125.7
## pm2.5 215 197.0 278 257 277 224 210.0 179.0 190.0 219.0 280 155.0
## CV residual 106 91.3 164 137 148 100 87.3 46.3 57.9 87.5 160 29.3
## 5066 5067 5078 5079 5080 5084 5086 5087 5088 5089 5093
## Predicted 130.9 130.9 101.0 85.9 74.8 62.4 91.7 110.5 118.8 127.8 131.5
## cvpred 131.3 131.3 101.6 86.5 75.5 63.0 92.1 110.8 119.1 128.1 131.7
## pm2.5 201.0 197.0 22.0 22.0 20.0 13.0 13.0 30.0 34.0 44.0 46.0
## CV residual 69.7 65.7 -79.6 -64.5 -55.5 -50.0 -79.1 -80.8 -85.1 -84.1 -85.7
## 5099 5100 5103 5105 5106 5110 5112 5113 5117 5119 5120
## Predicted 104.1 94.6 56.8 54.3 53.5 99.1 108 112.3 126.6 122 121.5
## cvpred 104.5 95.1 57.4 55.0 54.1 99.5 108 112.6 126.8 122 121.7
## pm2.5 66.0 45.0 27.0 26.0 22.0 37.0 70 85.0 38.0 91 90.0
## CV residual -38.5 -50.1 -30.4 -29.0 -32.1 -62.5 -38 -27.6 -88.8 -31 -31.7
## 5122 5130 5131 5133 5134 5136 5143 5146 5150 5155 5156
## Predicted 106.37 61.7 61.3 84.1 98.3 102.5 126.6 116.6 100.2 107.5 107.0
## cvpred 106.67 62.3 61.9 84.6 98.7 102.8 126.8 116.9 100.6 107.9 107.5
## pm2.5 114.00 29.0 38.0 48.0 50.0 64.0 154.0 179.0 144.0 195.0 176.0
## CV residual 7.33 -33.3 -23.9 -36.6 -48.7 -38.8 27.2 62.1 43.4 87.1 68.5
## 5157 5160 5161 5164 5166 5168 5170 5172 5174 5176 5178
## Predicted 114.4 119.3 119.5 123.7 129.0 133.9 129.0 123.0 135.7 133.3 121.1
## cvpred 114.7 119.6 119.8 123.9 129.3 134.1 129.3 123.3 135.9 133.5 121.4
## pm2.5 171.0 198.0 198.0 202.0 203.0 155.0 170.0 202.0 86.0 35.0 41.0
## CV residual 56.3 78.4 78.2 78.1 73.7 20.9 40.7 78.7 -49.9 -98.5 -80.4
## 5185 5190 5192 5197 5203 5204 5205 5208 5209 5210 5212
## Predicted 124.3 127.1 120.2 34.6 14.38 17.55 26.22 32.7 41.1 45.4 82.8
## cvpred 124.5 127.3 120.5 35.3 15.26 18.41 27.01 33.4 41.8 46.0 83.3
## pm2.5 45.0 35.0 28.0 13.0 20.00 9.00 18.00 11.0 11.0 12.0 15.0
## CV residual -79.5 -92.3 -92.5 -22.3 4.74 -9.41 -9.01 -22.4 -30.8 -34.0 -68.3
## 5214 5217 5219 5220 5221 5222 5225 5229 5230 5234 5235
## Predicted 96.2 57.4 74.1 63.7 59.6 63.2 46.3 100.7 100.6 122.5 122.3
## cvpred 96.5 58.1 74.5 64.2 60.2 63.7 47.0 101.1 100.9 122.7 122.4
## pm2.5 14.0 21.0 16.0 12.0 10.0 11.0 16.0 27.0 46.0 65.0 78.0
## CV residual -82.5 -37.1 -58.5 -52.2 -50.2 -52.7 -31.0 -74.1 -54.9 -57.7 -44.4
## 5246 5247 5248 5249 5250 5256 5259 5262 5263 5273 5275
## Predicted 100.80 94.6 102.98 97.25 96.65 127 135.8 136.0 136 86.1 103.9
## cvpred 101.26 95.1 103.46 97.74 97.12 127 135.9 136.1 136 86.7 104.4
## pm2.5 107.00 119.0 108.00 101.00 91.00 38 44.0 62.0 63 119.0 115.0
## CV residual 5.74 23.9 4.54 3.26 -6.12 -89 -91.9 -74.1 -73 32.3 10.6
## 5277 5279 5282 5283 5284 5307 5310 5312 5328 5329 5331
## Predicted 118 120.7 129.0 132.8 134.2 133 111.1 96.0 119.8 133.4 132.668
## cvpred 118 121.1 129.3 133.1 134.4 133 111.4 96.3 120.2 133.7 132.936
## pm2.5 141 187.0 221.0 218.0 231.0 263 145.0 65.0 183.0 182.0 132.000
## CV residual 23 65.9 91.7 84.9 96.6 130 33.6 -31.3 62.8 48.3 -0.936
## 5332 5337 5339 5343 5344 5347 5348 5351 5355 5358 5363
## Predicted 137.31 130 122.9 114.32 108.3 105.8 110.0 125.1 140.7 140.8 104.61
## cvpred 137.54 130 123.2 114.74 108.8 106.2 110.5 125.4 140.8 140.9 105.02
## pm2.5 141.00 94 166.0 117.00 97.0 61.0 66.0 81.0 74.0 94.0 96.00
## CV residual 3.46 -36 42.8 2.26 -11.8 -45.2 -44.5 -44.4 -66.8 -46.9 -9.02
## 5365 5367 5369 5370 5372 5374 5377 5378 5381 5384 5473
## Predicted 98.0 83.3 86.60 86.3 108.5 117.7 126.0 125.6 129.2 133 95.4
## cvpred 98.5 84.0 87.25 86.9 108.9 118.2 126.4 125.9 129.6 133 95.9
## pm2.5 113.0 115.0 94.00 99.0 53.0 83.0 100.0 84.0 75.0 96 76.0
## CV residual 14.5 31.0 6.75 12.1 -55.9 -35.2 -26.4 -41.9 -54.6 -37 -19.9
## 5474 5478 5480 5483 5486 5488 5490 5491 5493 5497 5504
## Predicted 110 127 124.9 101.8 59.4 51.8 54.0 62.2 80.0 110.3 110
## cvpred 110 127 125.1 102.2 60.1 52.6 54.8 62.9 80.6 110.7 110
## pm2.5 81 158 182.0 194.0 121.0 122.0 123.0 127.0 144.0 199.0 337
## CV residual -29 31 56.9 91.8 60.9 69.4 68.2 64.1 63.4 88.3 227
## 5506 5507 5517 5520 5521 5528 5529 5532 5533 5536 5541
## Predicted 97.7 97.3 138.3 133.1 132.0 131 134.6 113 101.9 118.02 129.02
## cvpred 98.4 97.9 138.5 133.2 132.2 131 134.9 113 102.4 118.38 129.29
## pm2.5 311.0 291.0 173.0 103.0 104.0 102 93.0 100 78.0 123.00 134.00
## CV residual 212.6 193.1 34.5 -30.2 -28.2 -29 -41.9 -13 -24.4 4.62 4.71
## 5543 5548 5555 5556 5568 5569 5571 5572 5573 5574 5580
## Predicted 133.9 134.2 109.2 103.1 130.4 121.2 125.3 124.8 134.9 139.8 131.2
## cvpred 134.1 134.4 109.7 103.6 130.7 121.5 125.6 125.1 135.1 139.9 131.4
## pm2.5 154.0 164.0 79.0 65.0 64.0 45.0 60.0 39.0 47.0 45.0 46.0
## CV residual 19.9 29.6 -30.7 -38.6 -66.7 -76.5 -65.6 -86.1 -88.1 -94.9 -85.4
## 5582 5583 5587 5588 5589 5593 5594 5598 5599 5602 5603 5608
## Predicted 129.0 128.4 135 135 134.7 131 133 138 138 116 107.2 81.2
## cvpred 129.2 128.6 135 135 134.8 131 133 138 138 116 107.5 81.7
## pm2.5 38.0 34.0 12 26 46.0 9 9 15 23 32 30.0 21.0
## CV residual -91.2 -94.6 -123 -109 -88.8 -122 -124 -123 -115 -84 -77.5 -60.7
## 5614 5615 5617 5618 5623 5624 5626 5629 5633 5634 5638
## Predicted 120.5 119.6 137.2 137 137.7 136.7 125.0 101.2 94.2 103.3 125.6
## cvpred 120.7 119.9 137.2 137 137.7 136.7 125.2 101.6 94.7 103.7 125.9
## pm2.5 44.0 48.0 49.0 61 83.0 82.0 61.0 70.0 84.0 76.0 149.0
## CV residual -76.7 -71.9 -88.2 -76 -54.7 -54.7 -64.2 -31.6 -10.7 -27.7 23.1
## 5642 5646 5651 5654 5659 5662 5663 5664 5667 5669 5673
## Predicted 129.1 135.7 119.3 106.8 96.3 103.5 127.6 132.8 136.4 138.7 126.3
## cvpred 129.4 135.8 119.6 107.2 96.7 103.9 127.8 132.8 136.5 138.6 126.4
## pm2.5 166.0 211.0 169.0 186.0 60.0 47.0 45.0 39.0 73.0 69.0 97.0
## CV residual 36.6 75.2 49.4 78.8 -36.7 -56.9 -82.8 -93.8 -63.5 -69.6 -29.4
## 5677 5680 5683 5685 5686 5688 5691 5694 5696 5702 5704
## Predicted 100.7 85.1 98.6 126.1 131.025 132.0 137.15 131.7 123.6 80.7 70.8
## cvpred 101.1 85.6 99.0 126.3 131.177 132.1 137.22 131.7 123.7 81.2 71.4
## pm2.5 77.0 97.0 70.0 90.0 132.000 115.0 133.00 62.0 81.0 31.0 27.0
## CV residual -24.1 11.4 -29.0 -36.3 0.823 -17.1 -4.22 -69.7 -42.7 -50.2 -44.4
## 5705 5706 5712 5713 5716 5717 5721 5724 5725 5726 5729
## Predicted 75.6 90.0 100.0 104.3 107.2 126.2 111.5 81.8 71.0 74.5 68.5
## cvpred 76.2 90.5 100.3 104.6 107.5 126.3 111.7 82.3 71.5 75.0 69.0
## pm2.5 33.0 35.0 25.0 33.0 33.0 43.0 64.0 46.0 35.0 26.0 17.0
## CV residual -43.2 -55.5 -75.3 -71.6 -74.5 -83.3 -47.7 -36.3 -36.5 -49.0 -52.0
## 5731 5735 5741 5743 5744 5747 5748 5749 5758 5759 5765
## Predicted 82.9 93.0 137.2 136.2 124.1 90.0 84.0 68.8 117.7 115.9 134.9
## cvpred 83.4 93.3 137.2 136.2 124.2 90.4 84.5 69.5 117.9 116.1 135.1
## pm2.5 30.0 54.0 69.0 51.0 33.0 37.0 20.0 24.0 49.0 65.0 157.0
## CV residual -53.4 -39.3 -68.2 -85.2 -91.2 -53.4 -64.5 -45.5 -68.9 -51.1 21.9
## 5768 5770 5771 5778 5779 5782 5784 5786 5790 5792 5794
## Predicted 136.2 113.90 105.36 71.5 75.5 107.8 131.3 131.3 137 136.4 110.0
## cvpred 136.3 114.21 105.73 72.1 76.1 108.1 131.4 131.4 137 136.5 110.3
## pm2.5 195.0 121.00 102.00 54.0 62.0 93.0 95.0 145.0 114 111.0 67.0
## CV residual 58.7 6.79 -3.73 -18.1 -14.1 -15.1 -36.4 13.6 -23 -25.5 -43.3
## 5797 5807 5808 5809 5810 5817 5818 5819 5827 5828 5831
## Predicted 85.9 114.7 114 115.010 134.9 130.0 115.6 114.8 114.9 124.9 130.3
## cvpred 86.5 115.1 114 115.304 135.1 130.2 115.9 115.1 115.2 125.1 130.5
## pm2.5 54.0 176.0 165 116.000 73.0 105.0 93.0 81.0 95.0 85.0 115.0
## CV residual -32.5 60.9 51 0.696 -62.1 -25.2 -22.9 -34.1 -20.2 -40.1 -15.5
## 5835 5836 5839 5841 5848 5852 5856 5858 5860 5865 5869
## Predicted 135.7 139.8 136.4 135.0 98.5 110.6 131.8 132.0 131.5 121.1 97.5
## cvpred 135.8 139.9 136.5 135.2 98.9 110.9 131.9 132.1 131.6 121.3 98.0
## pm2.5 108.0 116.0 82.0 78.0 44.0 59.0 81.0 81.0 105.0 46.0 39.0
## CV residual -27.8 -23.9 -54.5 -57.2 -54.9 -51.9 -50.9 -51.1 -26.6 -75.3 -59.0
## 5871 5872 5873 5874 5875 5880 5886 5888 5891 5894 5895
## Predicted 94.8 90.0 95.09 104.1 109.00 136 135.8 135.4 122.6 104.4 115.6
## cvpred 95.3 90.5 95.56 104.5 109.38 136 135.9 135.6 122.8 104.7 115.9
## pm2.5 46.0 77.0 104.00 80.0 112.00 249 101.0 97.0 56.0 51.0 46.0
## CV residual -49.3 -13.5 8.44 -24.5 2.62 113 -34.9 -38.6 -66.8 -53.7 -69.9
## 5898 5899 5900 5904 5906 5907 5909 5913 5914 5917 5921
## Predicted 105.9 115.6 130.5 132.0 136.7 142.0 137.9 122.3 111.5 96.3 85.8
## cvpred 106.2 115.9 130.7 132.1 136.7 142.1 137.9 122.4 111.8 96.7 86.3
## pm2.5 79.0 90.0 103.0 157.0 159.0 82.0 105.0 81.0 58.0 81.0 78.0
## CV residual -27.2 -25.9 -27.7 24.9 22.3 -60.1 -32.9 -41.4 -53.8 -15.7 -8.3
## 5925 5927 5928 5929 5932 5937 5941 5942 5943 5947
## Predicted 113.6 126.89 131.77 131.0 141.5 130.3 107.8 100.2 99.5 102.78
## cvpred 113.8 127.04 131.89 131.2 141.6 130.5 108.2 100.6 99.9 103.18
## pm2.5 93.0 135.00 125.00 112.0 91.0 185.0 125.0 131.0 123.0 95.00
## CV residual -20.8 7.96 -6.89 -19.2 -50.6 54.5 16.8 30.4 23.1 -8.18
## 5950 5957 5966 5970 5971 5972 5975 5982 5983 5985 5986
## Predicted 110.0 142.29 85.8 97.50 111.9 117.5 129.0 129.6 134.9 133.9 124.1
## cvpred 110.3 142.31 86.3 98.01 112.3 117.9 129.3 129.9 135.1 134.1 124.4
## pm2.5 128.0 152.00 103.0 104.00 128.0 182.0 216.0 161.0 203.0 226.0 197.0
## CV residual 17.7 9.69 16.7 5.99 15.7 64.1 86.7 31.1 67.9 91.9 72.6
## 5988 5990 5991 5996 6003 6009 6012 6016 6019 6021 6025
## Predicted 95.7 80.4 80.0 121.0 137.7 132.5 75.1 67.4 85.0 113.73 131.4
## cvpred 96.1 80.8 80.4 121.2 137.7 132.6 75.4 67.9 85.4 113.91 131.5
## pm2.5 148.0 52.0 38.0 70.0 61.0 96.0 63.0 97.0 102.0 123.00 115.0
## CV residual 51.9 -28.8 -42.4 -51.2 -76.7 -36.6 -12.4 29.1 16.6 9.09 -16.5
## 6026 6041 6044 6046 6056 6058 6059 6061 6069 6071 6072
## Predicted 131 88.0 109.9 119.2 138.7 74.0 58.0 40.9 104.96 110 110
## cvpred 131 88.5 110.2 119.4 138.6 74.3 58.4 41.5 105.15 110 110
## pm2.5 140 121.0 152.0 144.0 73.0 57.0 45.0 62.0 111.00 181 212
## CV residual 9 32.5 41.8 24.6 -65.6 -17.3 -13.4 20.5 5.85 71 102
## 6073 6075 6076 6097 6099 6104 6106 6107 6109 6112 6115
## Predicted 109.3 117.8 122.1 129.1 129 137.7 93.3 82.6 58.8 47.4 84.4
## cvpred 109.4 117.8 122.1 129.2 129 137.7 93.7 83.0 59.4 48.1 84.8
## pm2.5 174.0 133.0 50.0 72.0 240 96.0 110.0 107.0 71.0 87.0 123.0
## CV residual 64.6 15.2 -72.1 -57.2 111 -41.7 16.3 24.0 11.6 38.9 38.2
## 6118 6121 6123 6124 6125 6129 6131 6132 6135 6137 6141
## Predicted 98.4 132.77 132.3 138 138 115.77 96.6 76.6 59.9 60.5 86.9
## cvpred 98.8 132.84 132.4 138 138 115.99 97.0 77.1 60.6 61.2 87.4
## pm2.5 120.0 142.00 218.0 261 269 114.00 134.0 131.0 159.0 150.0 139.0
## CV residual 21.2 9.16 85.6 123 131 -1.99 37.0 53.9 98.4 88.8 51.6
## 6143 6150 6152 6153 6155 6159 6161 6163 6166 6167 6170 6172
## Predicted 115.5 137.7 130.8 118.9 87.5 56.5 51.3 78.5 117 122 136 132
## cvpred 115.8 137.7 130.9 119.2 88.0 57.2 52.0 79.0 117 122 137 132
## pm2.5 167.0 206.0 166.0 175.0 179.0 153.0 165.0 152.0 225 227 358 411
## CV residual 51.2 68.3 35.1 55.8 91.0 95.8 113.0 73.0 108 105 221 279
## 6173 6179 6180 6182 6184 6189 6191 6201 6203 6205 6210 6216
## Predicted 132 115 109 86.8 84.1 108 106 111 105 98.8 95.7 98.8
## cvpred 132 115 110 87.3 84.6 108 106 111 106 99.3 96.2 99.2
## pm2.5 374 455 440 215.0 236.0 281 293 219 238 225.0 262.0 136.0
## CV residual 242 340 330 127.7 151.4 173 187 108 132 125.7 165.8 36.8
## 6220 6221 6223 6227 6228 6229 6231 6234 6239 6246 6247 6248 6250
## Predicted 101 104.9 143.5 143 143 142 141 141 146 147 146 146 139
## cvpred 101 105.3 143.5 143 143 142 141 141 145 146 146 145 139
## pm2.5 71 89.0 70.0 26 43 21 24 26 6 14 12 5 5
## CV residual -30 -16.3 -73.5 -117 -100 -121 -117 -115 -139 -132 -134 -140 -134
## 6256 6257 6259 6260 6264 6265 6268 6270 6274 6291 6293
## Predicted 125 123.6 127.8 135.8 139 138 145.3 145.0 126.6 142.6 139.4
## cvpred 125 123.7 127.8 135.7 138 138 145.1 144.9 126.6 142.5 139.3
## pm2.5 6 27.0 35.0 48.0 24 34 55.0 55.0 73.0 82.0 129.0
## CV residual -119 -96.7 -92.8 -87.7 -114 -104 -90.1 -89.9 -53.6 -60.5 -10.3
## 6305 6306 6307 6311 6313 6316 6550 6552 6553 6559 6564
## Predicted 132.4 132.3 131.2 138.5 137 133 140.9 146.0 151.7 148.03 115
## cvpred 132.5 132.3 131.2 138.5 137 133 140.8 145.9 151.4 147.74 115
## pm2.5 101.0 57.0 48.0 56.0 28 1 209.0 222.0 231.0 156.00 266
## CV residual -31.5 -75.3 -83.2 -82.5 -109 -132 68.2 76.1 79.6 8.26 151
## 6565 6567 6569 6573 6578 6580 6583 6588 6592 6593 6597
## Predicted 114 108.4 113 127 143.9 144.5 142.9 88.5 70.4 72.8 84.4
## cvpred 114 108.6 113 128 143.8 144.4 142.9 88.7 70.7 73.2 84.7
## pm2.5 225 203.0 234 237 74.0 80.0 47.0 9.0 7.0 3.0 10.0
## CV residual 111 94.4 121 109 -69.8 -64.4 -95.9 -79.7 -63.7 -70.2 -74.7
## 6599 6601 6604 6609 6610 6611 6617 6623 6634 6635 6643
## Predicted 97.2 91.6 75.1 37.3 20.92 18.22 -22.2 16.62 94.5 80.9 89.6
## cvpred 97.4 91.8 75.4 37.8 21.52 18.86 -21.1 17.42 94.5 81.0 89.8
## pm2.5 16.0 12.0 12.0 10.0 12.00 13.00 6.0 8.00 14.0 19.0 25.0
## CV residual -81.4 -79.8 -63.4 -27.8 -9.52 -5.86 27.1 -9.42 -80.5 -62.0 -64.8
## 6645 6648 6653 6656 6659 6662 6667 6674 6675 6680 6685
## Predicted 137.3 137.8 148.8 146.6 107 71.8 111.7 147 151.9 152.17 99.1
## cvpred 137.1 137.6 148.5 146.3 107 72.1 111.8 147 151.7 151.88 99.3
## pm2.5 38.0 42.0 57.0 52.0 38 43.0 80.0 260 217.0 144.00 243.0
## CV residual -99.1 -95.6 -91.5 -94.3 -69 -29.1 -31.8 113 65.3 -7.88 143.7
## 6686 6687 6694 6695 6696 6700 6701 6702 6703 6705 6709 6714 6716
## Predicted 98.8 92.8 145 150 149 147 152 147 152 145 110 106 139
## cvpred 99.1 93.2 145 150 149 146 152 146 152 145 110 106 139
## pm2.5 217.0 256.0 503 534 506 449 418 405 374 384 369 279 287
## CV residual 117.9 162.8 358 384 357 303 266 259 222 239 259 173 148
## 6724 6729 6734 6736 6738 6739 6740 6742 6745 6747 6748 6750 6754
## Predicted 152 151 109 88.6 102 125 135.5 146 146 147 152 147 142
## cvpred 152 151 109 88.9 103 126 135.4 146 145 146 152 147 141
## pm2.5 436 332 406 310.0 253 263 223.0 470 290 287 283 337 335
## CV residual 284 181 297 221.1 150 137 87.6 324 145 141 131 190 194
## 6755 6757 6762 6771 6772 6774 6775 6781 6784 6785 6786 6787 6789
## Predicted 131 120 124 147 147 152 152 134 134 144 143 149 144
## cvpred 131 120 124 147 147 152 152 134 134 143 143 149 144
## pm2.5 324 323 412 416 417 380 376 428 391 393 415 395 414
## CV residual 193 203 288 269 270 228 224 294 257 250 272 246 270
## 6792 6794 6799 6803 6807 6808 6812 6813 6814 6822 6827 6829
## Predicted 137.8 141 122 106.4 83.3 82.5 100 111 116 156 105.3 90.4
## cvpred 137.7 140 122 106.4 83.4 82.6 100 111 116 156 105.2 90.5
## pm2.5 74.0 17 8 7.0 7.0 7.0 17 9 11 51 29.0 22.0
## CV residual -63.7 -123 -114 -99.4 -76.4 -75.6 -83 -102 -105 -105 -76.2 -68.5
## 6830 6833 6834 6843 6844 6853 6854 6855 6860 6866 6870
## Predicted 85.5 83.8 97.6 148.9 153.9 93.8 87.9 81.94 132 126 102.5
## cvpred 85.6 83.9 97.6 148.6 153.5 93.9 88.1 82.17 132 126 102.3
## pm2.5 24.0 40.0 32.0 163.0 143.0 67.0 70.0 91.00 148 17 5.0
## CV residual -61.6 -43.9 -65.6 14.4 -10.5 -26.9 -18.1 8.83 16 -109 -97.3
## 6876 6877 6878 6880 6892 6894 6895 6897 6898 6901 6904
## Predicted 40.4 43.2 41.1 37.2 61.8 75.5 64.9 48.2 46.4 53.5 51.6
## cvpred 40.7 43.5 41.4 37.5 62.0 75.6 65.0 48.5 46.7 53.6 51.9
## pm2.5 11.0 16.0 18.0 17.0 18.0 38.0 18.0 37.0 19.0 23.0 31.0
## CV residual -29.7 -27.5 -23.4 -20.5 -44.0 -37.6 -47.0 -11.5 -27.7 -30.6 -20.9
## 6905 6906 6907 6911 6912 6914 6915 6917 6918 6921 6923
## Predicted 49.41 57.33 60.9 136 141.3 146.6 151.8 150.57 144.6 125.0 99.8
## cvpred 49.68 57.57 61.1 136 140.9 146.2 151.3 150.06 144.1 124.8 99.8
## pm2.5 46.00 67.00 73.0 77 71.0 125.0 133.0 143.00 123.0 37.0 63.0
## CV residual -3.68 9.43 11.9 -59 -69.9 -21.2 -18.3 -7.06 -21.1 -87.8 -36.8
## 6928 6929 6931 6933 6935 6936 6937 6938 6941 6943 6946
## Predicted 92.3 91.5 104.9 108.6 102.8 97.3 91.8 91.4 77.2 71.1 77.7
## cvpred 92.4 91.6 104.9 108.5 102.7 97.2 91.7 91.3 77.1 71.0 77.6
## pm2.5 46.0 45.0 49.0 49.0 32.0 32.0 23.0 31.0 20.0 34.0 41.0
## CV residual -46.4 -46.6 -55.9 -59.5 -70.7 -65.2 -68.7 -60.3 -57.1 -37.0 -36.6
## 6947 6949 6951 6953 6958 6963 6965 6966 6968 6970 6971
## Predicted 77.2 66.3 69.7 68.7 119.1 124.2 128.6 128 123.5 119.2 128.7
## cvpred 77.1 66.3 69.7 68.7 118.7 123.8 128.2 128 123.1 118.9 128.3
## pm2.5 39.0 40.0 47.0 51.0 73.0 92.0 90.0 80 83.0 69.0 64.0
## CV residual -38.1 -26.3 -22.7 -17.7 -45.7 -31.8 -38.2 -48 -40.1 -49.9 -64.3
## 6972 6979 6989 6999 7002 7004 7005 7006 7007 7008 7009
## Predicted 132 149 151.3 134.9 135.0 144.6 144.6 144.9 144.4 139.5 139.0
## cvpred 132 149 150.8 134.6 134.7 144.3 144.3 144.5 144.1 139.2 138.7
## pm2.5 66 50 52.0 93.0 84.0 89.0 88.0 82.0 92.0 91.0 83.0
## CV residual -66 -99 -98.8 -41.6 -50.7 -55.3 -56.3 -62.5 -52.1 -48.2 -55.7
## 7010 7011 7017 7018 7019 7031 7032 7033 7034 7036 7038
## Predicted 145 150.3 146.1 145 140.8 145.5 145 149.7 149.8 149.8 149.8
## cvpred 145 149.9 145.7 145 140.4 145.1 145 149.3 149.4 149.4 149.4
## pm2.5 80 82.0 84.0 75 82.0 86.0 84 88.0 92.0 98.0 102.0
## CV residual -65 -67.9 -61.7 -70 -58.4 -59.1 -61 -61.3 -57.4 -51.4 -47.4
## 7039 7051 7055 7057 7058 7061 7064 7065 7071 7072
## Predicted 149.9 132.9 143.9 143.4 143.2 143.896 148.05 143.90 137.8 138.0
## cvpred 149.5 132.7 143.6 143.1 142.9 143.609 147.73 143.61 137.6 137.8
## pm2.5 95.0 96.0 179.0 184.0 176.0 143.000 145.00 146.00 162.0 182.0
## CV residual -54.5 -36.7 35.4 40.9 33.1 -0.609 -2.73 2.39 24.4 44.2
## 7079 7082 7083 7084 7086 7088 7089 7090 7092 7094 7095
## Predicted 142.9 141.1 143.1 148.0 142.9 151.7 147.5 147.5 141.7 131 131
## cvpred 142.7 140.8 142.9 147.7 142.7 151.4 147.3 147.3 141.5 131 131
## pm2.5 174.0 164.0 158.0 158.0 160.0 167.0 173.0 179.0 194.0 252 257
## CV residual 31.3 23.2 15.1 10.3 17.3 15.6 25.7 31.7 52.5 121 126
## 7100 7112 7120 7124 7125 7126 7129 7130 7133 7145 7152 7153
## Predicted 146 150.9 123 128 132 132 111.1 130 79.6 18.4 93.6 97.4
## cvpred 146 150.7 123 128 132 132 110.7 129 79.3 18.7 93.1 96.9
## pm2.5 273 212.0 9 17 11 12 12.0 10 6.0 6.0 11.0 8.0
## CV residual 127 61.3 -114 -111 -121 -120 -98.7 -119 -73.3 -12.7 -82.1 -88.9
## 7154 7159 7160 7167 7169 7171 7175 7177 7178 7180 7181 7184
## Predicted 73.8 112 130 58.5 58.5 95.7 129 146 154 153.3 153.6 152.9
## cvpred 73.4 112 129 58.2 58.2 95.2 128 146 153 152.5 152.8 152.1
## pm2.5 9.0 4 5 9.0 11.0 19.0 29 41 42 68.0 80.0 88.0
## CV residual -64.4 -108 -124 -49.2 -47.2 -76.2 -99 -105 -111 -84.5 -72.8 -64.1
## 7189 7196 7198 7200 7202 7211 7217 7218 7219 7220 7221
## Predicted 91.8 140.1 146.0 151.4 150.3 100.9 68.4 77.1 86.5 90.5 89.6
## cvpred 91.5 139.6 145.4 150.7 149.6 100.7 68.4 77.1 86.4 90.4 89.5
## pm2.5 71.0 101.0 124.0 164.0 189.0 83.0 38.0 59.0 34.0 48.0 48.0
## CV residual -20.5 -38.6 -21.4 13.3 39.4 -17.7 -30.4 -18.1 -52.4 -42.4 -41.5
## 7224 7226 7231 7233 7234 7236 7237 7239 7241 7243 7244
## Predicted 138.6 148.4 151 138.4 122.5 75.8 55.4 43.7 41.5 63.9 72.3
## cvpred 138.2 147.9 150 137.9 122.2 75.9 55.6 43.9 41.7 63.9 72.3
## pm2.5 50.0 67.0 72 93.0 66.0 60.0 40.0 21.0 20.0 31.0 31.0
## CV residual -88.2 -80.9 -78 -44.9 -56.2 -15.9 -15.6 -22.9 -21.7 -32.9 -41.3
## 7247 7250 7256 7257 7259 7260 7261 7263 7269 7273 7275
## Predicted 124.2 147.3 144.1 126 88.2 68.3 57.5 31.7 107.47 138.1 137.90
## cvpred 123.8 146.8 143.6 126 88.1 68.3 57.6 31.9 107.25 137.7 137.41
## pm2.5 44.0 69.0 48.0 45 34.0 39.0 38.0 12.0 101.00 101.0 129.00
## CV residual -79.8 -77.8 -95.6 -81 -54.1 -29.3 -19.6 -19.9 -6.25 -36.7 -8.41
## 7276 7281 7283 7287 7296 7297 7300 7304 7361 7369 7370
## Predicted 143.3 128.0 81.6 48.43 137.3 137.2 135.3 122.3 54.7 139.4 148.4
## cvpred 142.7 127.6 81.5 48.68 136.8 136.7 134.8 121.9 54.8 138.9 147.8
## pm2.5 123.0 47.0 53.0 42.00 92.0 84.0 64.0 60.0 42.0 127.0 94.0
## CV residual -19.7 -80.6 -28.5 -6.68 -44.8 -52.7 -70.8 -61.9 -12.8 -11.9 -53.8
## 7371 7373 7376 7380 7382 7383 7384 7388 7390 7397 7398
## Predicted 144 137.8 120.9 70.5 49.5 49.60 52.88 99.4 133.7 145.0 144.2
## cvpred 143 137.3 120.5 70.5 49.6 49.76 53.04 99.2 133.3 144.4 143.6
## pm2.5 86 95.0 56.0 39.0 34.0 43.00 52.00 53.0 91.0 70.0 95.0
## CV residual -57 -42.3 -64.5 -31.5 -15.6 -6.76 -1.04 -46.2 -42.3 -74.4 -48.6
## 7401 7403 7406 7408 7410 7411 7412 7414 7417 7418 7424
## Predicted 121.8 99.5 57.99 51.1 69.2 112.9 128.07 132.0 148.1 154 159.2
## cvpred 121.4 99.4 58.17 51.4 69.3 112.7 127.77 131.7 147.6 153 158.5
## pm2.5 52.0 53.0 52.00 83.0 86.0 95.0 129.00 172.0 238.0 227 124.0
## CV residual -69.4 -46.4 -6.17 31.6 16.7 -17.7 1.23 40.3 90.4 74 -34.5
## 7426 7429 7431 7432 7435 7436 7440 7441 7447 7451 7460 7466
## Predicted 141.8 101 95.3 89.7 140 145 151 151 142 68.3 44.6 63.5
## cvpred 141.4 101 95.3 89.7 139 145 150 151 141 68.3 44.7 63.5
## pm2.5 122.0 272 314.0 307.0 366 381 481 466 20 13.0 10.0 15.0
## CV residual -19.4 171 218.7 217.3 227 236 331 315 -121 -55.3 -34.7 -48.5
## 7467 7468 7469 7473 7478 7480 7482 7487 7491 7493 7498
## Predicted 52.3 51.8 55.9 67.3 47.9 39.1 41.2 90.6 144 121 124
## cvpred 52.4 51.9 55.9 67.4 47.8 39.1 41.1 90.1 143 120 123
## pm2.5 14.0 13.0 12.0 7.0 6.0 8.0 10.0 23.0 16 12 25
## CV residual -38.4 -38.9 -43.9 -60.4 -41.8 -31.1 -31.1 -67.1 -127 -108 -98
## 7499 7501 7504 7505 7511 7512 7514 7515 7521 7525
## Predicted 118.2 99.2 84.5 84.3 152.89 148.50 152.2 147.28 149.2 96.436
## cvpred 117.7 98.8 84.2 84.0 152.13 147.75 151.4 146.54 148.5 96.145
## pm2.5 31.0 75.0 62.0 57.0 146.00 140.00 142.0 143.00 89.0 97.000
## CV residual -86.7 -23.8 -22.2 -27.0 -6.13 -7.75 -9.4 -3.54 -59.5 0.855
## 7526 7531 7532 7535 7536 7540 7543 7548 7551 7561 7562
## Predicted 95.4 129.0 140.4 146.0 140.0 125 135.2 93.8 85.7 103.6 103.1
## cvpred 95.2 128.5 139.8 145.4 139.4 125 134.7 93.6 85.6 103.2 102.7
## pm2.5 116.0 142.0 184.0 201.0 227.0 154 177.0 16.0 16.0 8.0 11.0
## CV residual 20.8 13.5 44.2 55.6 87.6 29 42.3 -77.6 -69.6 -95.2 -91.7
## 7563 7570 7571 7572 7573 7575 7576 7579 7582 7584 7585 7588
## Predicted 102.6 103.8 103 102.8 102 101 100.8 61.4 54.5 49.9 47.40 45.7
## cvpred 102.3 103.5 103 102.5 102 101 100.6 61.1 54.3 49.7 47.25 45.5
## pm2.5 10.0 35.0 48 81.0 92 77 88.0 114.0 121.0 85.0 42.00 10.0
## CV residual -92.3 -68.5 -55 -21.5 -10 -24 -12.6 52.9 66.7 35.3 -5.25 -35.5
## 7591 7592 7593 7597 7599 7602 7604 7609 7610 7611 7612
## Predicted 49.3 52.0 44.6 45.2 43.5 41.0 67.8 78.5 78.0 77.5 77.0
## cvpred 49.2 51.8 44.6 45.2 43.5 40.9 67.6 78.3 77.8 77.4 76.9
## pm2.5 3.0 5.0 10.0 11.0 17.0 10.0 26.0 17.0 26.0 23.0 25.0
## CV residual -46.2 -46.8 -34.6 -34.2 -26.5 -30.9 -41.6 -61.3 -51.8 -54.4 -51.9
## 7615 7618 7619 7623 7625 7626 7629 7630 7631 7637 7638
## Predicted 75.5 74.1 73.6 71.6 70.6 70.1 68.7 68.2 67.7 64.7 64.2
## cvpred 75.4 74.0 73.5 71.5 70.6 70.1 68.6 68.1 67.6 64.7 64.2
## pm2.5 27.0 34.0 35.0 22.0 19.0 11.0 12.0 10.0 11.0 10.0 9.0
## CV residual -48.4 -40.0 -38.5 -49.5 -51.6 -59.1 -56.6 -58.1 -56.6 -54.7 -55.2
## 7639 7643 7649 7653 7670 7675 7680 7681 7694 7697 7698 7701
## Predicted 63.8 61.8 67.61 79.5 71.2 68.7 66.3 65.8 106 106 126 147
## cvpred 63.8 61.8 67.65 79.6 71.3 68.9 66.4 66.0 106 106 126 146
## pm2.5 9.0 32.0 60.00 107.0 78.0 142.0 227.0 264.0 288 472 467 525
## CV residual -54.8 -29.8 -7.65 27.4 6.7 73.1 160.6 198.0 182 366 341 379
## 7702 7704 7706 7710 7711 7713 7715 7722 7723 7730 7732 7744 7748
## Predicted 146 152 152 158 153 155 136 134 139 150 159 81.8 141.1
## cvpred 146 151 151 157 152 154 136 133 138 149 158 81.8 140.5
## pm2.5 504 504 446 354 353 339 336 361 438 569 485 185.0 123.0
## CV residual 358 353 295 197 201 185 200 228 300 420 327 103.2 -17.5
## 7749 7755 7756 7759 7762 7770 7772 7776 7782 7786 7788 7791
## Predicted 129.9 151 156 150 135.6 114 140 145 147 42.7 49.2 29.2
## cvpred 129.4 150 155 149 135.1 114 139 144 147 42.5 49.1 29.3
## pm2.5 159.0 389 328 286 224.0 241 306 438 316 31.0 19.0 10.0
## CV residual 29.6 239 173 137 88.9 127 167 294 169 -11.5 -30.1 -19.3
## 7799 7803 7806 7808 7809 7818 7819 7820 7821 7822 7823
## Predicted 69.4 122.1 152.0 147 135.4 81.5 86.2 109.3 116.3 129.97 135.4
## cvpred 69.2 121.4 151.1 146 134.6 81.1 85.7 108.8 115.7 129.29 134.6
## pm2.5 11.0 23.0 68.0 73 69.0 73.0 69.0 74.0 91.0 123.00 181.0
## CV residual -58.2 -98.4 -83.1 -73 -65.6 -8.1 -16.7 -34.8 -24.7 -6.29 46.4
## 7826 7830 7832 7835 7836 7839 7840 7841 7845 7846 7847 7849
## Predicted 132 140.3 136 110 99.2 84.0 87.3 94.3 108 123 117 137
## cvpred 131 139.5 135 110 98.8 83.7 87.0 93.9 108 123 117 137
## pm2.5 249 238.0 244 213 241.0 214.0 201.0 208.0 235 240 253 256
## CV residual 118 98.5 109 103 142.2 130.3 114.0 114.1 127 117 136 119
## 7851 7853 7854 7857 7858 7864 7866 7871 7875 7876 7877
## Predicted 136.3 129.8 134.6 70.1 58.6 33.3 39.5 90.5 138 134 122.6
## cvpred 135.6 129.2 133.9 69.7 58.3 33.1 39.3 89.9 137 133 121.8
## pm2.5 223.0 194.0 181.0 19.0 17.0 12.0 16.0 22.0 24 20 28.0
## CV residual 87.4 64.8 47.1 -50.7 -41.3 -21.1 -23.3 -67.9 -113 -113 -93.8
## 7881 7882 7887 7888 7891 7896 7897 7898 7899 7903 7905
## Predicted 133.0 126.6 61.88 60.53 107.30 132.2 131.2 146.5 141 147.4 152.3
## cvpred 132.1 125.8 61.57 60.23 106.69 131.4 130.5 145.6 140 146.4 151.3
## pm2.5 62.0 63.0 57.00 54.00 105.00 168.0 142.0 120.0 94 70.0 94.0
## CV residual -70.1 -62.8 -4.57 -6.23 -1.69 36.6 11.5 -25.6 -46 -76.4 -57.3
## 7908 7913 7916 7918 7919 7924 7928 7933 7934 7937 7939
## Predicted 105.58 87.5 100.9 141.0 140.7 30.4 54.3 8.581 1.49 12.444 85.8
## cvpred 104.99 87.0 100.4 140.2 139.9 30.2 54.0 8.563 1.53 12.468 85.1
## pm2.5 96.00 135.0 159.0 174.0 156.0 49.0 20.0 8.000 7.00 12.000 32.0
## CV residual -8.99 48.0 58.6 33.8 16.1 18.8 -34.0 -0.563 5.47 -0.468 -53.1
## 7941 7944 7945 7947 7950 7952 7953 7959 7960 7963 7964 7968
## Predicted 99.1 124.4 138.1 119 124.7 138.6 138.9 69.0 82.4 108 122 132
## cvpred 98.4 123.6 137.2 118 123.8 137.7 137.9 68.6 82.0 107 121 131
## pm2.5 41.0 46.0 47.0 83 74.0 79.0 97.0 148.0 184.0 268 281 379
## CV residual -57.4 -77.6 -90.2 -35 -49.8 -58.7 -40.9 79.4 102.0 161 160 248
## 7976 7978 7982 7985 7994 7995 7997 8000 8002 8003 8007
## Predicted 144 138.2 129.15 135.7 156 155.9 156.0 164.41 158.0 161.7 145
## cvpred 143 137.6 128.64 135.2 156 155.1 155.1 163.49 157.2 160.9 144
## pm2.5 159 124.0 130.00 111.0 267 237.0 198.0 170.00 170.0 182.0 247
## CV residual 16 -13.6 1.36 -24.2 111 81.9 42.9 6.51 12.8 21.1 103
## 8009 8011 8013 8016 8017 8022 8025 8032 8036 8037 8042 8044
## Predicted 151 150.4 151 149.9 156 150.3 156.5 151 151 151 147 145.4
## cvpred 150 149.8 150 149.3 155 149.6 155.8 150 151 150 147 144.7
## pm2.5 237 247.0 245 249.0 259 238.0 235.0 268 271 264 259 218.0
## CV residual 87 97.2 95 99.7 104 88.4 79.2 118 120 114 112 73.3
## 8048 8049 8050 8053 8059 8060 8064 8066 8067 8068 8072 8075
## Predicted 50.6 43.0 39.9 35.18 29.4 95.3 105.5 110.3 115.7 125 125.0 113
## cvpred 50.4 42.9 39.9 35.07 29.3 94.6 104.8 109.5 114.9 124 124.1 112
## pm2.5 85.0 71.0 61.0 26.00 13.0 17.0 23.0 23.0 22.0 16 36.0 72
## CV residual 34.6 28.1 21.1 -9.07 -16.3 -77.6 -81.8 -86.5 -92.9 -108 -88.1 -40
## 8092 8105 8106 8107 8109 8110 8111 8114 8115 8119 8122
## Predicted 129.152 85.8 100.2 121.2 135 140 145 134 133.1 134.8 96.1
## cvpred 128.384 85.4 99.7 120.5 134 139 145 133 132.4 134.1 95.7
## pm2.5 128.000 127.0 173.0 216.0 248 281 273 271 204.0 153.0 35.0
## CV residual -0.384 41.6 73.3 95.5 114 142 128 138 71.6 18.9 -60.7
## 8126 8128 8129 8131 8132 8134 8136 8137 8138 8144 8147
## Predicted 56 47.8 59.7 66.7 65.5 58.0 53.9 56.6 59.5 47.3 21.19
## cvpred 56 47.7 59.6 66.5 65.2 57.8 53.7 56.3 59.2 47.2 21.23
## pm2.5 27 22.0 11.0 10.0 10.0 11.0 9.0 11.0 9.0 17.0 19.00
## CV residual -29 -25.7 -48.6 -56.5 -55.2 -46.8 -44.7 -45.3 -50.2 -30.2 -2.23
## 8149 8151 8152 8153 8158 8167 8169 8171 8173 8174 8179
## Predicted 1.39 -13.0 -15.0 -21.6 69.3 119.1 127.099 55.5 36.4 40.8 63.1
## cvpred 1.58 -12.7 -14.7 -21.2 68.8 118.3 126.312 55.1 36.1 40.5 62.7
## pm2.5 15.00 16.0 14.0 13.0 40.0 76.0 127.000 74.0 23.0 83.0 41.0
## CV residual 13.42 28.7 28.7 34.2 -28.8 -42.3 0.688 18.9 -13.1 42.5 -21.7
## 8181 8185 8189 8192 8195 8199 8201 8202 8207 8208 8211
## Predicted 51.14 117.8 113.1 116.8 81.9 71.7 56.4 55.8 131.5 122 131.47
## cvpred 50.85 117.1 112.5 116.2 81.5 71.4 56.1 55.5 130.7 121 130.71
## pm2.5 49.00 93.0 40.0 28.0 38.0 16.0 9.0 18.0 52.0 77 132.00
## CV residual -1.85 -24.1 -72.5 -88.2 -43.5 -55.4 -47.1 -37.5 -78.7 -44 1.29
## 8212 8213 8214 8216 8217 8225 8228 8230 8231 8235 8242 8243
## Predicted 140.7 135 139.6 141.0 140.5 99.8 121 124 129 136.6 86.8 79.4
## cvpred 139.9 134 138.8 140.2 139.7 99.3 120 123 128 135.8 86.5 79.1
## pm2.5 151.0 158 152.0 155.0 185.0 220.0 257 254 246 215.0 180.0 38.0
## CV residual 11.1 24 13.2 14.8 45.3 120.7 137 131 118 79.2 93.5 -41.1
## 8244 8246 8249 8252 8253 8254 8272 8274 8277 8279 8281
## Predicted 71.6 41.2 39.1 45.4 38.6 46.1 66.1 88.4 101.6 114.11 138.3
## cvpred 71.3 41.1 38.9 45.2 38.4 45.9 65.6 87.8 100.9 113.43 137.5
## pm2.5 29.0 28.0 19.0 10.0 11.0 14.0 47.0 34.0 82.0 122.00 109.0
## CV residual -42.3 -13.1 -19.9 -35.2 -27.4 -31.9 -18.6 -53.8 -18.9 8.57 -28.5
## 8290 8293 8294 8298 8299 8309 8310 8313 8314 8318
## Predicted 127.9 95.5613 93.95 107.55 126.3 86.5 94.0 76.5 65.4 48.8
## cvpred 127.2 95.0329 93.47 106.93 125.6 85.8 93.3 75.8 64.8 48.3
## pm2.5 94.0 95.0000 101.00 113.00 109.0 6.0 7.0 13.0 19.0 20.0
## CV residual -33.2 -0.0329 7.53 6.07 -16.6 -79.8 -86.3 -62.8 -45.8 -28.3
## 8320 8324 8325 8326 8328 8330 8331 8333 8334 8337 8339
## Predicted 40.9 90.3 93.8 92.7 95.1 99.4 115.2 117.9 113.0 119 81.9
## cvpred 40.5 89.4 92.9 91.8 94.3 98.5 114.1 116.8 111.9 118 81.2
## pm2.5 18.0 19.0 22.0 27.0 15.0 24.0 17.0 20.0 17.0 23 20.0
## CV residual -22.5 -70.4 -70.9 -64.8 -79.3 -74.5 -97.1 -96.8 -94.9 -95 -61.2
## 8343 8344 8347 8348 8351 8353 8355 8357 8358 8360 8361
## Predicted 64.3 61.6 66.5 59.9 59.9 66.4 53.8 55.2 53.9 58.2 56.3
## cvpred 63.7 61.0 65.9 59.3 59.3 65.8 53.2 54.6 53.3 57.7 55.7
## pm2.5 16.0 15.0 17.0 15.0 8.0 11.0 14.0 13.0 15.0 13.0 18.0
## CV residual -47.7 -46.0 -48.9 -44.3 -51.3 -54.8 -39.2 -41.6 -38.3 -44.7 -37.7
## 8363 8365 8366 8368 8371 8374 8378 8379 8380 8383 8394
## Predicted 36.5 25.57 22.12 11.82 6.90 91.7 104.6 113.3 71.5 100.1 66.63
## cvpred 36.1 25.32 21.94 11.77 6.94 90.9 103.7 112.3 70.9 99.2 66.05
## pm2.5 23.0 22.00 25.00 21.00 15.00 50.0 28.0 30.0 22.0 40.0 74.00
## CV residual -13.1 -3.32 3.06 9.23 8.06 -40.9 -75.7 -82.3 -48.9 -59.2 7.95
## 8395 8398 8402 8405 8406 8407 8410 8414 8415 8423 8426 8427
## Predicted 78.9 102 65.8 103 102.3 117.2 119.3 33.7 31.9 119 133 135
## cvpred 78.3 101 65.2 102 101.5 116.3 118.5 33.5 31.7 119 132 134
## pm2.5 55.0 82 41.0 34 34.0 42.0 69.0 73.0 79.0 325 363 319
## CV residual -23.3 -19 -24.2 -68 -67.5 -74.3 -49.5 39.5 47.3 206 231 185
## 8428 8429 8431 8432 8437 8439 8440 8442 8452 8453 8459 8463
## Predicted 145 135 133.6 149.4 88.3 73.6 78.2 97.8 142 123 44.9 34.05
## cvpred 144 135 132.7 148.3 87.8 73.2 77.8 97.2 141 123 44.7 34.08
## pm2.5 265 247 215.0 210.0 206.0 230.0 246.0 269.0 404 299 52.0 35.00
## CV residual 121 112 82.3 61.7 118.2 156.8 168.2 171.8 263 176 7.3 0.92
## 8465 8466 8467 8469 8470 8473 8480 8482 8492 8493 8496 8498
## Predicted 36 30.8 25.3 47.8 63.0 118.3 148.6 135 83.8 103.4 127 142
## cvpred 36 30.8 25.3 47.6 62.7 117.6 147.6 134 83.4 102.8 126 142
## pm2.5 16 10.0 34.0 59.0 104.0 161.0 230.0 311 138.0 147.0 311 405
## CV residual -20 -20.8 8.7 11.4 41.3 43.4 82.4 177 54.6 44.2 185 263
## 8500 8501 8504 8505 8515 8516 8517 8520 8521 8523 8526 8527 8528
## Predicted 132 147 137 143 144 144 144 150 154 151 127 131 129.5
## cvpred 132 146 137 142 143 143 143 149 153 150 127 130 128.8
## pm2.5 397 396 340 266 548 584 607 587 570 513 295 263 87.0
## CV residual 265 250 203 124 405 441 464 438 417 363 168 133 -41.8
## 8531 8534 8536 8544 8547 8551 8555 8558 8563 8564 8565
## Predicted 71.7 47.8 46.6 69.5 108.9 71.4 48.8 44.7 93.1 112.2 106.9
## cvpred 71.4 47.6 46.4 69.0 108.2 70.7 48.2 44.2 92.1 111.1 105.9
## pm2.5 38.0 24.0 17.0 11.0 10.0 11.0 18.0 25.0 21.0 42.0 46.0
## CV residual -33.4 -23.6 -29.4 -58.0 -98.2 -59.7 -30.2 -19.2 -71.1 -69.1 -59.9
## 8568 8569 8570 8579 8582 8583 8588 8589 8592 8595 8598
## Predicted 101.2 100.1 100.0 89.2 65.6 59.6 114 106.3 130.1 94.5 85.6
## cvpred 100.2 99.1 98.9 88.3 64.9 58.9 113 105.3 128.9 93.6 84.8
## pm2.5 42.0 32.0 35.0 34.0 20.0 20.0 71 76.0 111.0 35.0 18.0
## CV residual -58.2 -67.1 -63.9 -54.3 -44.9 -38.9 -42 -29.3 -17.9 -58.6 -66.8
## 8599 8600 8602 8606 8609 8611 8612 8615 8619 8624 8629
## Predicted 94.3 113.0 110.4 72.2 82.8 114.3 115.2 124.6 134.8 110.9 59.3
## cvpred 93.4 111.9 109.4 71.5 82.0 113.3 114.2 123.5 133.7 110.1 58.9
## pm2.5 17.0 19.0 21.0 19.0 20.0 93.0 104.0 111.0 41.0 25.0 30.0
## CV residual -76.4 -92.9 -88.4 -52.5 -62.0 -20.3 -10.2 -12.5 -92.7 -85.1 -28.9
## 8631 8640 8647 8650 8654 8655 8656 8658 8660 8664 8665
## Predicted 49.55 121.1 131.8 135.5 64.19 56.74 54.3 59.5 38.6 63.7 63.1
## cvpred 49.22 120.2 130.8 134.5 63.87 56.45 54.0 59.2 38.3 63.3 62.6
## pm2.5 51.00 60.0 108.0 106.0 62.00 47.00 38.0 28.0 16.0 21.0 16.0
## CV residual 1.78 -60.2 -22.8 -28.5 -1.87 -9.45 -16.0 -31.2 -22.3 -42.3 -46.6
## 8670 8676 8680 8684 8689 8690 8692 8701 8702 8705 8708
## Predicted 64.0 33.2 7.91 102.3 112.2 122 117.3 98.8 82.6 74.8 72.1
## cvpred 63.6 33.1 7.96 101.5 111.3 121 116.4 98.2 82.0 74.3 71.6
## pm2.5 15.0 21.0 21.00 31.0 73.0 65 31.0 69.0 40.0 20.0 18.0
## CV residual -48.6 -12.1 13.04 -70.5 -38.3 -56 -85.4 -29.2 -42.0 -54.3 -53.6
## 8709 8710 8720 8724 8727 8728 8730 8731 8738 8742 8746
## Predicted 70.9 73.4 51.3 31.0 20.22 12 11.89 8.09 5.58 1.88 -17.7
## cvpred 70.4 72.8 50.9 30.8 20.16 12 11.89 8.13 5.69 2.04 -17.4
## pm2.5 22.0 14.0 12.0 18.0 27.00 28 15.00 17.00 21.00 13.00 15.0
## CV residual -48.4 -58.8 -38.9 -12.8 6.84 16 3.11 8.87 15.31 10.96 32.4
## 8747 8748 8750 8755 8758 8787 8791 8793 8794 8797 8799
## Predicted -26.4 -30.2 -41.9 -45.3 -51.7 120.1 122 115.7 109.5 95.4 91.0
## cvpred -26.0 -29.7 -41.2 -44.6 -50.9 119.2 121 114.8 108.6 94.7 90.4
## pm2.5 19.0 14.0 21.0 28.0 19.0 20.0 14 22.0 22.0 31.0 35.0
## CV residual 45.0 43.7 62.2 72.6 69.9 -99.2 -107 -92.8 -86.6 -63.7 -55.4
## 8800 8803 8807 8817 8818 8819 8823 8832 8838 8839 8844
## Predicted 90.8 101.5 125.7 140.9 145 130.3 99.8 141.1 145.4 144.1 120
## cvpred 90.1 100.8 124.8 139.8 144 129.4 99.1 140.1 144.3 143.1 119
## pm2.5 32.0 52.0 76.0 155.0 124 105.0 164.0 226.0 64.0 67.0 96
## CV residual -58.1 -48.8 -48.8 15.2 -20 -24.4 64.9 85.9 -80.3 -76.1 -23
## 8849 8857 8859 8864 8874 8882 8883 8884 8886 8888 8890
## Predicted 76.9 82.8 78.1 72.5 30.8 30.2 28.6 26.4 28.8 27.1 13.032
## cvpred 76.4 82.2 77.6 72.0 30.8 30.1 28.5 26.4 28.8 27.1 13.148
## pm2.5 61.0 28.0 24.0 21.0 16.0 17.0 10.0 12.0 13.0 6.0 14.000
## CV residual -15.4 -54.2 -53.6 -51.0 -14.8 -13.1 -18.5 -14.4 -15.8 -21.1 0.852
## 8892 8894 8896 8897 8901 8902 8905 8907 8912 8916 8918
## Predicted 2.24 -12.9 -18.3 -15.2 -11.8 -7.23 -5.67 -7.37 131 90.6 91.5
## cvpred 2.50 -12.5 -17.9 -14.7 -11.3 -6.85 -5.26 -6.98 130 90.0 90.8
## pm2.5 13.00 15.0 13.0 13.0 27.0 21.00 18.00 16.00 27 40.0 51.0
## CV residual 10.50 27.5 30.9 27.7 38.3 27.85 23.26 22.98 -103 -50.0 -39.8
## 8920 8924 8930 8933 8935 8936 8938 8939 8940 8941
## Predicted 76.6 92.7 125.45 130.6 118.603 112.9 99.3 92.5 84.3 76.7
## cvpred 76.0 92.0 124.55 129.6 117.763 112.1 98.6 91.8 83.7 76.2
## pm2.5 56.0 79.0 126.00 173.0 118.000 79.0 19.0 16.0 21.0 20.0
## CV residual -20.0 -13.0 1.45 43.4 0.237 -33.1 -79.6 -75.8 -62.7 -56.2
## 8943 8944 8993 8996 9004 9010 9021 9027 9028 9031 9033
## Predicted 71.5 64.4 55.6 96.7 111.5 84.8 85.7 109.4 129.7 129.2 140.0
## cvpred 71.1 64.0 55.1 95.9 110.5 84.1 84.9 108.4 128.6 128.1 138.8
## pm2.5 26.0 17.0 43.0 69.0 29.0 15.0 20.0 35.0 30.0 49.0 59.0
## CV residual -45.1 -47.0 -12.1 -26.9 -81.5 -69.1 -64.9 -73.4 -98.6 -79.1 -79.8
## 9034 9036 9037 9039 9043 9044 9046 9050 9051 9057 9058 9060
## Predicted 123.6 92.53 78.4 68.0 84.7 103.5 118.7 114 129 128.2 122.1 96.4
## cvpred 122.5 91.75 77.7 67.4 84.0 102.7 117.7 113 128 127.2 121.1 95.7
## pm2.5 74.0 86.00 71.0 79.0 55.0 49.0 96.0 252 244 168.0 165.0 125.0
## CV residual -48.5 -5.75 -6.7 11.6 -29.0 -53.7 -21.7 139 116 40.8 43.9 29.3
## 9063 9064 9067 9068 9069 9073 9076 9078 9079 9080 9082
## Predicted 49.39 46.9 71.62 90.9 87.13 94.7 94.6 96.3 94.7 99.0 85.4
## cvpred 48.97 46.5 71.06 90.2 86.46 94.0 93.8 95.5 93.9 98.2 84.7
## pm2.5 51.00 69.0 62.00 74.0 95.00 27.0 18.0 17.0 14.0 15.0 19.0
## CV residual 2.03 22.5 -9.06 -16.2 8.54 -67.0 -75.8 -78.5 -79.9 -83.2 -65.7
## 9083 9084 9085 9092 9093 9097 9102 9104 9109 9112 9119
## Predicted 73.8 66.4 59.3 43.7 46.5 47.7 35.2 31.1 3.37 -9.87 102
## cvpred 73.2 65.9 58.9 43.3 46.1 47.3 34.9 30.7 3.38 -9.69 101
## pm2.5 20.0 21.0 20.0 20.0 13.0 11.0 9.0 11.0 12.00 17.00 29
## CV residual -53.2 -44.9 -38.9 -23.3 -33.1 -36.3 -25.9 -19.7 8.62 26.69 -72
## 9123 9127 9129 9130 9131 9134 9137 9138 9145 9153 9154
## Predicted 111.9 112.2 116 104.4 99.5 84.2 88.4 98.6 128.3 116.4 99.9
## cvpred 110.8 111.1 115 103.5 98.6 83.5 87.6 97.8 127.3 115.4 99.0
## pm2.5 16.0 13.0 11 17.0 26.0 37.0 39.0 56.0 107.0 30.0 36.0
## CV residual -94.8 -98.1 -104 -86.5 -72.6 -46.5 -48.6 -41.8 -20.3 -85.4 -63.0
## 9156 9161 9162 9165 9173 9175 9176 9178 9179 9181 9182 9188
## Predicted 80.6 64.5 62.5 62.9 119 128 121 104 97.2 78.0 76.4 66.3
## cvpred 80.0 64.0 62.0 62.4 118 126 120 103 96.3 77.3 75.7 65.8
## pm2.5 26.0 18.0 17.0 26.0 13 18 17 31 31.0 31.0 23.0 21.0
## CV residual -54.0 -46.0 -45.0 -36.4 -105 -108 -103 -72 -65.3 -46.3 -52.7 -44.8
## 9191 9194 9196 9198 9200 9205 9211 9212 9213 9216 9219
## Predicted 80.5 88.3 90.5 84.8 126 74.2 59.0 74.1 88.6 101.7 118.2
## cvpred 79.8 87.6 89.8 84.0 125 73.6 58.5 73.4 87.8 100.8 117.2
## pm2.5 21.0 24.0 26.0 17.0 23 21.0 16.0 18.0 24.0 24.0 20.0
## CV residual -58.8 -63.6 -63.8 -67.0 -102 -52.6 -42.5 -55.4 -63.8 -76.8 -97.2
## 9225 9226 9232 9246 9248 9250 9258 9261 9274 9275 9277
## Predicted 121 108.8 51.9 120.9 118.7 93.4 66.13 90.9 122.7 106.1 99.1
## cvpred 120 107.9 51.3 119.8 117.7 92.6 65.58 90.2 121.7 105.3 98.4
## pm2.5 15 26.0 25.0 39.0 20.0 32.0 67.00 144.0 91.0 54.0 50.0
## CV residual -105 -81.9 -26.3 -80.8 -97.7 -60.6 1.42 53.8 -30.7 -51.3 -48.4
## 9278 9281 9282 9284 9304 9305 9307 9308 9309 9317 9322
## Predicted 93.1 73.4 80.7 73.8 29.0 27.1 28.3 26.32 29.0 115 114.3
## cvpred 92.4 72.9 80.2 73.2 28.9 27.0 28.2 26.26 28.9 114 113.3
## pm2.5 48.0 48.0 45.0 23.0 18.0 16.0 16.0 21.00 16.0 21 33.0
## CV residual -44.4 -24.9 -35.2 -50.2 -10.9 -11.0 -12.2 -5.26 -12.9 -93 -80.3
## 9329 9334 9336 9337 9338 9340 9342 9344 9346 9349 9354
## Predicted 77.0 108.2 127.5 123.6 128.7 117.1 125.9 119 80.6 68.8 53.2
## cvpred 76.4 107.3 126.4 122.5 127.6 116.1 124.8 118 79.8 68.2 52.8
## pm2.5 63.0 78.0 95.0 109.0 95.0 69.0 47.0 16 12.0 23.0 17.0
## CV residual -13.4 -29.3 -31.4 -13.5 -32.6 -47.1 -77.8 -102 -67.8 -45.2 -35.8
## 9362 9366 9367 9372 9374 9376 9380 9381 9384 9386 9389
## Predicted 114.2 121.7 127 91.3 87.6 80.89 112.81 118 122.34 115.5 121.7
## cvpred 113.2 120.7 126 90.5 86.9 80.28 111.88 117 121.33 114.5 120.7
## pm2.5 37.0 21.0 26 61.0 46.0 71.00 103.00 132 117.00 161.0 24.0
## CV residual -76.2 -99.7 -100 -29.5 -40.9 -9.28 -8.88 15 -4.33 46.5 -96.7
## 9390 9398 9401 9402 9404 9410 9416 9418 9419 9422 9424
## Predicted 115.5 87.8 81.9 81.4 81.4 105.7 105.6 97.8 91.3 74.9 61.8
## cvpred 114.5 87.0 81.2 80.7 80.7 104.8 104.7 97.0 90.5 74.3 61.3
## pm2.5 20.0 17.0 13.0 12.0 11.0 18.0 31.0 19.0 21.0 16.0 14.0
## CV residual -94.5 -70.0 -68.2 -68.7 -69.7 -86.8 -73.7 -78.0 -69.5 -58.3 -47.3
## 9427 9432 9433 9438 9439 9440 9447 9451 9459 9462 9463
## Predicted 67.6 76.1 70.9 75.9 78.9 83.2 67.5 72.6 74.1 70.8 73.6
## cvpred 67.0 75.5 70.2 75.2 78.2 82.4 66.9 71.9 73.5 70.2 73.0
## pm2.5 13.0 15.0 3.0 2.0 7.0 11.0 42.0 9.0 10.0 8.0 8.0
## CV residual -54.0 -60.5 -67.2 -73.2 -71.2 -71.4 -24.9 -62.9 -63.5 -62.2 -65.0
## 9467 9468 9474 9477 9481 9482 9484 9486 9497 9499 9501 9502
## Predicted 51.0 38.3 0.458 12.0 96.3 100.1 103.5 118 22.44 26.4 29.8 43.6
## cvpred 50.6 38.0 0.571 12.1 95.5 99.3 102.7 117 22.34 26.2 29.6 43.3
## pm2.5 21.0 24.0 13.000 46.0 21.0 15.0 12.0 13 18.00 24.0 61.0 69.0
## CV residual -29.6 -14.0 12.429 33.9 -74.5 -84.3 -90.7 -104 -4.34 -2.2 31.4 25.7
## 9504 9510 9511 9512 9514 9516 9518 9524 9525 9526 9527
## Predicted 76.3 79.2 78.3 100.9 88.9 47.91 25.94 27.50 36.67 30.4 34.5
## cvpred 75.8 78.7 77.8 100.2 88.3 47.53 25.69 27.26 36.34 30.2 34.2
## pm2.5 55.0 37.0 34.0 27.0 37.0 43.00 20.00 30.00 42.00 49.0 49.0
## CV residual -20.8 -41.7 -43.8 -73.2 -51.3 -4.53 -5.69 2.74 5.66 18.8 14.8
## 9531 9534 9539 9542 9544 9547 9552 9558 9560 9568 9572
## Predicted 107.8 97.3 62.4 28.8 38.3 51.0 78.0 88.0 96.3 41.06 61.6
## cvpred 106.9 96.5 61.9 28.6 38.1 50.7 77.5 87.4 95.6 40.77 61.1
## pm2.5 70.0 47.0 45.0 55.0 33.0 18.0 61.0 29.0 24.0 47.00 143.0
## CV residual -36.9 -49.5 -16.9 26.4 -5.1 -32.7 -16.5 -58.4 -71.6 6.23 81.9
## 9573 9574 9577 9578 9581 9583 9585 9587 9588 9593 9599
## Predicted 66.2 106 126 127 115 103.71 90.7 69.2 75.41 71.7 126.8
## cvpred 65.7 105 125 126 114 102.96 90.1 68.8 75.02 71.4 126.1
## pm2.5 167.0 250 299 378 234 100.00 77.0 102.0 77.00 32.0 99.0
## CV residual 101.3 145 174 252 120 -2.96 -13.1 33.2 1.98 -39.4 -27.1
## 9600 9601 9602 9603 9607 9608 9614 9621 9622 9625 9632
## Predicted 121.5 132.2 143.6 143.4 149 148.6 114.84 130.9 137 130 138
## cvpred 120.7 131.4 142.7 142.4 148 147.6 114.23 130.1 136 129 138
## pm2.5 64.0 43.0 53.0 46.0 82 87.0 109.00 155.0 158 220 34
## CV residual -56.7 -88.4 -89.7 -96.4 -66 -60.6 -5.23 24.9 22 91 -104
## 9633 9637 9638 9639 9644 9650 9651 9652 9660 9662 9668
## Predicted 122.0 74.3 68.0 65.5 79.3 122.4 132 136.6 120.5 91.0 117.1
## cvpred 121.2 74.0 67.8 65.3 78.9 121.7 131 135.8 119.8 90.6 116.4
## pm2.5 31.0 25.0 27.0 21.0 20.0 106.0 110 110.0 131.0 129.0 101.0
## CV residual -90.2 -49.0 -40.8 -44.3 -58.9 -15.7 -21 -25.8 11.2 38.4 -15.4
## 9671 9672 9673 9680 9686 9689 9697 9698 9699 9700 9704
## Predicted 137 137 147.4 138.3 71.1 62.7 124.0 133.7 138.35 147 161.8
## cvpred 137 137 146.4 137.5 70.8 62.4 123.1 132.8 137.46 146 160.8
## pm2.5 295 263 208.0 148.0 43.0 27.0 84.0 78.0 132.00 163 209.0
## CV residual 158 126 61.6 10.5 -27.8 -35.4 -39.1 -54.8 -5.46 17 48.2
## 9708 9709 9714 9718 9720 9722 9728 9731 9734 9735 9738
## Predicted 143.9 128.0 119.3 125.4 134 146 142 140.0 141.8 136.2 135.1
## cvpred 143.1 127.4 118.7 124.8 133 145 142 139.4 141.2 135.6 134.5
## pm2.5 212.0 225.0 79.0 38.0 35 30 41 70.0 68.0 62.0 79.0
## CV residual 68.9 97.6 -39.7 -86.8 -98 -115 -101 -69.4 -73.2 -73.6 -55.5
## 9745 9746 9748 9749 9753 9756 9757 9760 9762 9763 9764
## Predicted 154.1 159.5 159.5 163.4 156.6 95.7 96.8 74.1 69.0 72.0 111
## cvpred 153.3 158.6 158.6 162.5 155.7 95.1 96.2 73.6 68.6 71.5 111
## pm2.5 107.0 100.0 103.0 96.0 82.0 66.0 41.0 8.0 12.0 7.0 7
## CV residual -46.3 -58.6 -55.6 -66.5 -73.7 -29.1 -55.2 -65.6 -56.6 -64.5 -104
## 9766 9771 9774 9777 9778 9783 9790 9795 9802 9803 9805 9809
## Predicted 115 127 114 123 111.6 96.0 117.9 156.8 159.3 161.0 155 131.5
## cvpred 115 126 113 122 110.7 95.3 117.2 155.9 158.4 160.1 154 130.7
## pm2.5 8 11 10 16 21.0 34.0 41.0 59.0 69.0 82.0 87 82.0
## CV residual -107 -115 -103 -106 -89.7 -61.3 -76.2 -96.9 -89.4 -78.1 -67 -48.7
## 9810 9812 9828 9829 9832 9837 9839 9840 9841 9850 9851
## Predicted 135.5 144.4 99.0 92.3 72.2 106.4 139.6 148.9 149.4 153.749 147.6
## cvpred 134.7 143.6 98.2 91.5 71.7 105.7 138.6 147.9 148.3 152.725 146.7
## pm2.5 92.0 108.0 30.0 26.0 46.0 46.0 77.0 89.0 102.0 152.000 181.0
## CV residual -42.7 -35.6 -68.2 -65.5 -25.7 -59.7 -61.6 -58.9 -46.3 -0.725 34.3
## 9852 9859 9860 9863 9865 9868 9871 9873 9884 9889 9892 9903
## Predicted 142.0 135.9 140 155 152 159 160 157 139 155 155 89.7
## cvpred 141.1 135.1 139 154 151 158 159 156 138 154 154 89.3
## pm2.5 214.0 213.0 254 331 335 294 267 258 211 294 316 53.0
## CV residual 72.9 77.9 115 177 184 136 108 102 73 140 162 -36.3
## 9904 9906 9908 9909 9913 9914 9915 9918 9920 9921 9922 9923
## Predicted 80.9 85.6 103.3 107.6 145 151 156 157 132.1 135.3 104.9 85.0
## cvpred 80.5 85.3 102.9 107.1 144 150 155 156 131.3 134.4 104.2 84.5
## pm2.5 50.0 42.0 80.0 188.0 411 345 353 282 41.0 51.0 46.0 48.0
## CV residual -30.5 -43.3 -22.9 80.9 267 195 198 126 -90.3 -83.4 -58.2 -36.5
## 9926 9928 9929 9932 9949 9950 9957 9959 9961 9963 9966 9969
## Predicted 68.5 74.5 78.8 99.6 68.0 62.1 107 131 150 151 150.0 151.5
## cvpred 68.1 74.2 78.5 99.2 67.8 61.8 106 130 149 150 149.2 150.6
## pm2.5 50.0 127.0 140.0 203.0 113.0 92.0 264 273 288 300 202.0 113.0
## CV residual -18.1 52.8 61.5 103.8 45.2 30.2 158 143 139 150 52.8 -37.6
## 9972 9975 9976 9983 9987 9990 9991 9992 9998 10002 10005 10006
## Predicted 109 102 92.0 148 155 149 154 155 126 108 138 143
## cvpred 109 102 91.8 147 154 148 153 154 126 108 138 142
## pm2.5 282 477 510.0 477 493 563 563 528 430 425 492 492
## CV residual 173 375 418.2 330 339 415 410 374 304 317 354 350
## 10011 10014 10018 10021 10022 10027 10031 10032 10037 10039 10041
## Predicted 155 155 148 109 108 113 139 138 154 154 147
## cvpred 154 154 148 108 107 113 139 138 154 153 146
## pm2.5 494 431 391 343 322 335 401 406 455 406 420
## CV residual 340 277 243 235 215 222 262 268 301 253 274
## 10042 10043 10044 10048 10051 10052 10053 10054 10055 10062 10064
## Predicted 141 133 123 98.7 117 127 126 125 129 145 128.84
## cvpred 140 132 122 98.5 116 126 125 125 128 144 128.19
## pm2.5 393 389 401 409.0 396 436 470 451 436 285 136.00
## CV residual 253 257 279 310.5 280 310 345 326 308 141 7.81
## 10068 10070 10071 10073 10075 10082 10084 10085 10090 10091 10095
## Predicted 52.2 37.5 29.0484 17.8 50.4 144.0 155.1 155.3 130.2 119.7 84.67
## cvpred 52.0 37.3 28.9275 17.7 50.1 143.2 154.3 154.4 129.5 119.1 84.29
## pm2.5 13.0 23.0 29.0000 28.0 21.0 53.0 72.0 77.0 100.0 98.0 75.00
## CV residual -39.0 -14.3 0.0725 10.3 -29.1 -90.2 -82.3 -77.4 -29.5 -21.1 -9.29
## 10101 10103 10106 10109 10111 10114 10116 10123 10128 10130 10132
## Predicted 89.7 93.6 100.8 139 163 161.4 155.0 148.5 146.2 158.0 152
## cvpred 89.2 93.1 100.3 139 162 160.6 154.2 147.8 145.5 157.2 151
## pm2.5 78.0 62.0 42.0 36 44 71.0 77.0 122.0 116.0 127.0 123
## CV residual -11.2 -31.1 -58.3 -103 -118 -89.6 -77.2 -25.8 -29.5 -30.2 -28
## 10139 10140 10143 10144 10147 10150 10157 10160 10161 10163 10166
## Predicted 143 151 126.6 120.6 103.7 106.0 126 129.2 127.3 96.3 72.0
## cvpred 143 151 126.1 120.1 103.2 105.5 125 128.4 126.6 95.8 71.6
## pm2.5 35 35 31.0 34.0 28.0 29.0 25 32.0 37.0 18.0 12.0
## CV residual -108 -116 -95.1 -86.1 -75.2 -76.5 -100 -96.4 -89.6 -77.8 -59.6
## 10167 10177 10178 10182 10184 10186 10193 10196 10197 10198 10199
## Predicted 60.5 92.4 118 122 110.5 87.5 30.4 44.3 53.5 72.2 71.1
## cvpred 60.2 92.0 117 121 109.8 87.0 30.4 44.2 53.3 71.8 70.7
## pm2.5 12.0 12.0 9 9 12.0 20.0 17.0 28.0 80.0 87.0 51.0
## CV residual -48.2 -80.0 -108 -112 -97.8 -67.0 -13.4 -16.2 26.7 15.2 -19.7
## 10200 10201 10203 10208 10213 10216 10218 10226 10232 10239 10240
## Predicted 65.6 45.3 67.1 134.9 63.7 34.2 39.28 66.4 72.0 -0.065 -6.79
## cvpred 65.3 45.1 66.7 133.9 63.4 34.0 39.09 66.0 71.7 0.166 -6.50
## pm2.5 37.0 9.0 14.0 44.0 18.0 16.0 49.00 8.0 10.0 16.000 15.00
## CV residual -28.3 -36.1 -52.7 -89.9 -45.4 -18.0 9.91 -58.0 -61.7 15.834 21.50
## 10243 10245 10246 10251 10254 10256 10257 10259 10260 10264 10265
## Predicted 2.20 13.91 12.6 127.2 132.0 132.2 126.6 82.4 67.23 37.31 41.10
## cvpred 2.49 14.14 12.8 126.5 131.2 131.4 125.9 82.0 66.93 37.22 40.97
## pm2.5 9.00 11.00 37.0 46.0 52.0 105.0 83.0 43.0 57.00 46.00 42.00
## CV residual 6.51 -3.14 24.2 -80.5 -79.2 -26.4 -42.9 -39.0 -9.93 8.78 1.03
## 10269 10272 10273 10274 10281 10283 10292 10293 10298 10302 10311
## Predicted 81.1 87.9 85.8 84.5 106.3 103.05 107.2 108.2 70.0 75.5 32.9
## cvpred 80.8 87.6 85.5 84.2 105.9 102.67 106.8 107.8 69.7 75.2 32.8
## pm2.5 91.0 66.0 69.0 56.0 79.0 96.00 108.0 122.0 20.0 12.0 11.0
## CV residual 10.2 -21.6 -16.5 -28.2 -26.9 -6.67 1.2 14.2 -49.7 -63.2 -21.8
## 10328 10334 10336 10339 10341 10344 10348 10350 10355 10357 10363
## Predicted 78.3 33.2 28.57 13.19 29.78 36.24 21.1 41.6 68.4 45.1 58.6
## cvpred 77.8 33.2 28.59 13.27 29.78 36.19 21.1 41.5 68.0 44.8 58.3
## pm2.5 16.0 15.0 22.00 9.00 23.00 33.00 11.0 14.0 20.0 17.0 16.0
## CV residual -61.8 -18.2 -6.59 -4.27 -6.78 -3.19 -10.1 -27.5 -48.0 -27.8 -42.3
## 10375 10376 10377 10381 10383 10387 10395 10397 10399 10402 10404
## Predicted 93.1 103.2 88.8 37.0 18.03 9.32 102.8 117.2 111.8 72.1 33.5
## cvpred 92.6 102.6 88.2 36.8 18.02 9.40 102.2 116.5 111.1 71.8 33.4
## pm2.5 19.0 31.0 35.0 15.0 16.00 12.00 58.0 80.0 72.0 61.0 46.0
## CV residual -73.6 -71.6 -53.2 -21.8 -2.02 2.60 -44.2 -36.5 -39.1 -10.8 12.6
## 10408 10409 10410 10411 10417 10418 10424 10425 10426 10432 10436
## Predicted 12.6 11.0 5.28 19.8 59.7 89.3 103.2 91.9 77.5 35.7 88.9
## cvpred 12.7 11.2 5.45 19.9 59.4 88.7 102.5 91.4 77.1 35.7 88.6
## pm2.5 26.0 22.0 14.00 9.0 48.0 47.0 30.0 85.0 92.0 95.0 132.0
## CV residual 13.3 10.8 8.55 -10.9 -11.4 -41.7 -72.5 -6.4 14.9 59.3 43.4
## 10437 10444 10445 10446 10452 10454 10455 10457 10458 10460 10464
## Predicted 98.9 128 133 142 82.3 75.1 64 57.2 61.8 91.4 121
## cvpred 98.5 128 132 142 82.1 75.1 64 57.3 61.9 91.2 121
## pm2.5 156.0 258 263 266 243.0 241.0 236 225.0 228.0 272.0 360
## CV residual 57.5 130 131 124 160.9 165.9 172 167.7 166.1 180.8 239
## 10467 10468 10469 10473 10474 10477 10482 10487 10492 10496 10497
## Predicted 131 131 132 119 103 39.84 55.6 56.4 66.2 66.1 59.1
## cvpred 131 130 132 119 103 40.02 55.6 56.1 65.8 65.8 58.8
## pm2.5 400 368 351 332 318 42.00 20.0 11.0 9.0 8.0 12.0
## CV residual 269 238 219 213 215 1.98 -35.6 -45.1 -56.8 -57.8 -46.8
## 10504 10510 10512 10514 10522 10524 10525 10526 10528 10529 10531
## Predicted 6.39 7.79 6.81 16.29 -6.84 -30.7 -27.4 -37.8 -46.8 -54.7 -49.8
## cvpred 6.45 7.91 6.91 16.39 -6.56 -30.2 -26.9 -37.2 -46.2 -53.9 -49.1
## pm2.5 23.00 17.00 14.00 17.00 16.00 18.0 21.0 22.0 16.0 21.0 19.0
## CV residual 16.55 9.09 7.09 0.61 22.56 48.2 47.9 59.2 62.2 74.9 68.1
## 10535 10537 10540 10542 10544 10546 10547 10550 10551 10552 10554
## Predicted -25.1 -27.3 98.5 116 123 83.0 68.5 52.47 50.6 44.13 47.1
## cvpred -24.4 -26.7 97.9 115 122 82.5 68.1 52.24 50.4 44.01 46.9
## pm2.5 23.0 18.0 7.0 15 24 33.0 32.0 45.00 40.0 37.00 27.0
## CV residual 47.4 44.7 -90.9 -100 -98 -49.5 -36.1 -7.24 -10.4 -7.01 -19.9
## 10555 10556 10557 10560 10565 10570 10574 10579 10580 10675 10676
## Predicted 51.09 65.3 79.4 93.40 126.1 108.69 71.4 45.2 75.0 -5.92 1.14
## cvpred 50.92 65.0 79.1 92.84 125.4 108.22 71.3 45.2 74.7 -5.84 1.21
## pm2.5 44.00 79.0 117.0 90.00 110.0 101.00 135.0 90.0 99.0 28.00 33.00
## CV residual -6.92 14.0 37.9 -2.84 -15.4 -7.22 63.7 44.8 24.3 33.84 31.79
## 10677 10679 10682 10684 10687 10691 10694 10695 10698 10699 10700
## Predicted 4.07 -3.72 -0.0768 -4.49 82.1 33.1 16.71 14.50 2.49 5.67 20.96
## cvpred 4.11 -3.70 -0.0731 -4.44 81.5 32.9 16.65 14.46 2.58 5.73 20.85
## pm2.5 14.00 23.00 12.0000 9.00 15.0 13.0 18.00 11.00 14.00 12.00 17.00
## CV residual 9.89 26.70 12.0731 13.44 -66.5 -19.9 1.35 -3.46 11.42 6.27 -3.85
## 10701 10704 10707 10709 10719 10721 10736 10737 10741 10742 10747
## Predicted 19.72 37.6 53.3 32.04 -7.04 32.6 31.8 28.6 -0.878 -13.4 -34.3
## cvpred 19.66 37.3 53.0 31.89 -6.72 32.4 31.6 28.5 -0.691 -13.1 -33.8
## pm2.5 24.00 21.0 20.0 24.00 16.00 22.0 10.0 12.0 12.000 11.0 6.0
## CV residual 4.34 -16.3 -33.0 -7.89 22.72 -10.4 -21.6 -16.5 12.691 24.1 39.8
## 10748 10749 10753 10759 10761 10765 10768 10770 10771 10777 10778
## Predicted -21.6 -18.0 -19.2 73.4 54.8 37.9 31.2 36.6 35.7 96.5 91.2
## cvpred -21.2 -17.7 -18.8 72.9 54.5 37.8 31.2 36.5 35.7 96.0 90.7
## pm2.5 7.0 6.0 8.0 27.0 25.0 22.0 13.0 18.0 17.0 36.0 46.0
## CV residual 28.2 23.7 26.8 -45.9 -29.5 -15.8 -18.2 -18.5 -18.7 -60.0 -44.7
## 10780 10781 10784 10787 10788 10790 10792 10797 10800 10803 10804
## Predicted 116.1 101.4 116 70.6 51.2 45.33 31.05 48.8 27.7 42.2 40.8
## cvpred 115.4 100.9 115 70.4 51.1 45.26 31.07 48.6 27.6 42.0 40.7
## pm2.5 66.0 78.0 126 157.0 130.0 38.00 36.00 16.0 11.0 20.0 13.0
## CV residual -49.4 -22.9 11 86.6 78.9 -7.26 4.93 -32.6 -16.6 -22.0 -27.7
## 10806 10807 10808 10809 10818 10822 10826 10827 10828 10829 10830
## Predicted 38.4 36.4 29.95 17.47 20.67 61.5 80.6 84.9 91.2 96.0 110.9
## cvpred 38.3 36.3 29.89 17.53 20.75 61.2 80.3 84.5 90.7 95.6 110.4
## pm2.5 12.0 17.0 27.00 21.00 13.00 22.0 40.0 38.0 37.0 39.0 45.0
## CV residual -26.3 -19.3 -2.89 3.47 -7.75 -39.2 -40.3 -46.5 -53.7 -56.6 -65.4
## 10831 10832 10833 10835 10837 10842 10846 10847 10848 10849 10862
## Predicted 110.1 108.8 78.3 61.9 48.97 40.56 102 106 110.6 115.2 45.6
## cvpred 109.5 108.3 78.0 61.8 48.93 40.54 102 106 110.2 114.8 45.7
## pm2.5 50.0 44.0 58.0 48.0 44.00 35.00 65 61 56.0 69.0 94.0
## CV residual -59.5 -64.3 -20.0 -13.8 -4.93 -5.54 -37 -45 -54.2 -45.8 48.3
## 10863 10864 10865 10868 10872 10873 10876 10877 10878 10879 10884
## Predicted 8.52 8.40 7.54 20.1 69.36 93.5 118.5 122.84 123.8 122.9 60.7
## cvpred 8.81 8.69 7.84 20.3 69.18 93.2 117.9 122.31 123.2 122.3 60.8
## pm2.5 70.00 49.00 59.00 55.0 64.00 75.0 103.0 115.00 112.0 95.0 143.0
## CV residual 61.19 40.31 51.16 34.7 -5.18 -18.2 -14.9 -7.31 -11.2 -27.3 82.2
## 10906 10924 10926 10932 10933 10934 10935 10936 10937 10938 10940
## Predicted 103 64.4 65.4 22.55 12.18 6.45 5.10 58.9 75.8 88.1 134
## cvpred 103 64.4 65.3 22.66 12.33 6.62 5.28 58.7 75.6 87.9 133
## pm2.5 204 51.0 19.0 18.00 20.00 17.00 15.00 16.0 23.0 34.0 25
## CV residual 101 -13.4 -46.3 -4.66 7.67 10.38 9.72 -42.7 -52.6 -53.9 -108
## 10941 10946 10947 10952 10955 10956 10961 10962 10964 10966 10974
## Predicted 142 148 152 142.6 83.0 77.40 32.5 44.6 71.2 100.9 140.3
## cvpred 142 148 151 142.2 82.8 77.21 32.5 44.6 71.0 100.7 139.7
## pm2.5 33 30 48 54.0 45.0 68.00 92.0 127.0 5.0 5.0 184.0
## CV residual -109 -118 -103 -88.2 -37.8 -9.21 59.5 82.4 -66.0 -95.7 44.3
## 10982 10983 10987 10992 10994 10996 10999 11000 11002 11003 11005
## Predicted 16.4 10.7 14.7 55.8 107 113.3 122.6 103 53.7 43.5 22.5
## cvpred 16.5 10.8 14.8 55.7 107 112.8 122.1 102 53.7 43.5 22.8
## pm2.5 50.0 167.0 108.0 86.0 88 125.0 174.0 241 159.0 138.0 149.0
## CV residual 33.5 156.2 93.2 30.3 -19 12.2 51.9 139 105.3 94.5 126.2
## 11006 11010 11014 11016 11019 11024 11026 11027 11028 11031 11033
## Predicted 17.1 2.90 37.8 50.5 73.2 131 70.5 49.1 51.3 27.5 36.7
## cvpred 17.3 3.22 37.9 50.5 73.1 130 70.5 49.2 51.4 27.7 37.0
## pm2.5 192.0 170.00 54.0 150.0 166.0 254 254.0 277.0 207.0 227.0 253.0
## CV residual 174.7 166.78 16.1 99.5 92.9 124 183.5 227.8 155.6 199.3 216.0
## 11036 11038 11039 11041 11044 11047 11048 11104 11127 11130
## Predicted 44.2 47.0 51.0 64.3 50.3 113.71 118.3 0.324 -10.7 -3.26
## cvpred 44.4 47.2 51.2 64.4 50.5 113.43 118.1 0.669 -10.2 -2.79
## pm2.5 143.0 246.0 279.0 220.0 96.0 120.00 77.0 27.000 107.0 102.00
## CV residual 98.6 198.8 227.8 155.6 45.5 6.57 -41.1 26.331 117.2 104.79
## 11131 11141 11147 11148 11149 11156 11159 11163 11167 11168 11174
## Predicted 5.16 35.76 13.65 8.76 3.63 -19.1 7.90 24.5 72.5 39.3 -3.39
## cvpred 5.58 35.78 13.66 8.82 3.73 -18.9 7.92 24.4 72.1 39.1 -3.13
## pm2.5 100.00 28.00 8.00 10.00 12.00 11.0 22.00 8.0 14.0 29.0 12.00
## CV residual 94.42 -7.78 -5.66 1.18 8.27 29.9 14.08 -16.4 -58.1 -10.1 15.13
## 11178 11179 11180 11181 11189 11190 11191 11193 11196 11198 11200
## Predicted -6.59 -3.42 15.0 13.7 93.5 117.6 108.2 81.8 39.5 14.1 5.73
## cvpred -6.26 -3.12 15.2 13.9 93.2 117.1 107.8 81.6 39.7 14.5 6.24
## pm2.5 13.00 18.00 26.0 27.0 85.0 91.0 88.0 103.0 91.0 94.0 91.00
## CV residual 19.26 21.12 10.8 13.1 -8.2 -26.1 -19.8 21.4 51.3 79.5 84.76
## 11204 11205 11207 11208 11211 11216 11218 11220 11224 11226 11229
## Predicted 40.3 48.6 76.9 81.8 107.6 122 95.3 74.8 65.0 63.0 87.3
## cvpred 40.5 48.8 76.9 81.8 107.4 121 95.3 75.0 65.3 63.3 87.5
## pm2.5 104.0 145.0 184.0 202.0 184.0 225 163.0 136.0 138.0 145.0 170.0
## CV residual 63.5 96.2 107.1 120.2 76.6 104 67.7 61.0 72.7 81.7 82.5
## 11232 11235 11236 11237 11238 11239 11243 11245 11246 11247 11257
## Predicted 104.1 119.9 119.6 115.3 119.5 134.9 47.3 -16.5 -24.1 -20.6 61.41
## cvpred 104.1 119.7 119.4 115.2 119.3 134.6 47.7 -15.8 -23.4 -19.8 61.56
## pm2.5 168.0 137.0 133.0 158.0 162.0 158.0 159.0 27.0 21.0 21.0 53.00
## CV residual 63.9 17.3 13.6 42.8 42.7 23.4 111.3 42.8 44.4 40.8 -8.56
## 11281 11297 11298 11300 11301 11303 11307 11310 11311 11312 11319
## Predicted 86.1 19.2 26.6 51.6 41.2 42.4 57.64 54.4 61.9 54.8 27.5
## cvpred 86.0 19.7 27.0 51.9 41.5 42.8 57.79 54.5 62.0 55.0 27.9
## pm2.5 36.0 87.0 146.0 121.0 79.0 53.0 65.00 20.0 12.0 13.0 90.0
## CV residual -50.0 67.3 119.0 69.1 37.5 10.2 7.21 -34.5 -50.0 -42.0 62.1
## 11320 11324 11327 11333 11336 11349 11351 11352 11354 11365 11366
## Predicted 11.8 -1.98 -21.0 71.6 50.0 57.1 77.4 76.0 117.5 41.4 16.6
## cvpred 12.2 -1.55 -20.5 71.3 49.9 57.1 77.2 75.9 117.2 41.6 17.0
## pm2.5 74.0 120.00 15.0 7.0 6.0 32.0 65.0 54.0 63.0 73.0 52.0
## CV residual 61.8 121.55 35.5 -64.3 -43.9 -25.1 -12.2 -21.9 -54.2 31.4 35.0
## 11380 11383 11385 11389 11390 11391 11394 11398 11399 11400 11402
## Predicted 113 123.5 106.3 79.4 68.3 71.8 74.0 96.9 108.5 103.6 99.9
## cvpred 113 123.1 106.2 79.6 68.5 72.1 74.3 97.1 108.5 103.6 99.9
## pm2.5 97 97.0 136.0 153.0 165.0 135.0 137.0 189.0 165.0 195.0 157.0
## CV residual -16 -26.1 29.8 73.4 96.5 62.9 62.7 91.9 56.5 91.4 57.1
## 11406 11410 11411 11412 11425 11439 11464 11467 11469 11475 11487
## Predicted 113 132.3 136.3 135.5 151.3 71.78 76.9 69.7 58.1 68.7 -12.3
## cvpred 113 132.1 136.1 135.2 150.8 71.87 77.0 69.8 58.2 68.8 -11.6
## pm2.5 160 113.0 69.0 44.0 74.0 70.00 16.0 12.0 14.0 8.0 15.0
## CV residual 47 -19.1 -67.1 -91.2 -76.8 -1.87 -61.0 -57.8 -44.2 -60.8 26.6
## 11489 11496 11503 11505 11510 11511 11512 11514 11515 11518 11519
## Predicted 19.46 105 112.1 107.3 92.2 86.3 85.4 88.07 101.12 110.2 124.6
## cvpred 19.78 105 111.9 107.2 92.3 86.4 85.5 88.16 101.16 110.1 124.4
## pm2.5 23.00 41 91.0 122.0 167.0 155.0 126.0 97.00 95.00 100.0 83.0
## CV residual 3.22 -64 -20.9 14.8 74.7 68.6 40.5 8.84 -6.16 -10.1 -41.4
## 11521 11522 11529 11531 11532 11540 11549 11550 11553 11554 11556
## Predicted 124.2 123.4 109.6 84.3 60.4 89.6 145.9 135.6 101.9 59.9 51.8
## cvpred 124.1 123.2 109.5 84.4 60.6 89.6 145.4 135.1 101.8 59.9 51.9
## pm2.5 103.0 138.0 151.0 86.0 51.0 18.0 54.0 43.0 29.0 29.0 20.0
## CV residual -21.1 14.8 41.5 1.6 -9.6 -71.6 -91.4 -92.1 -72.8 -30.9 -31.9
## 11557 11558 11560 11566 11568 11569 11572 11575 11580 11593 11608
## Predicted 48.9 44.5 38.3 88.2 106.7 105.8 103.0 126.9 76.28 113.8 97.0
## cvpred 49.0 44.7 38.6 88.3 106.6 105.7 102.9 126.6 76.39 113.8 97.2
## pm2.5 19.0 25.0 27.0 73.0 60.0 61.0 63.0 75.0 84.00 165.0 152.0
## CV residual -30.0 -19.7 -11.6 -15.3 -46.6 -44.7 -39.9 -51.6 7.61 51.2 54.8
## 11611 11612 11614 11615 11621 11622 11623 11625 11626 11628 11630
## Predicted 133.4 132.6 132.0 146.8 145 144.3 143.8 142.5 136.9 62.0 47.1
## cvpred 133.4 132.5 131.9 146.6 145 144.1 143.7 142.3 136.7 62.2 47.3
## pm2.5 171.0 172.0 168.0 172.0 176 183.0 194.0 200.0 218.0 187.0 76.0
## CV residual 37.6 39.5 36.1 25.4 31 38.9 50.3 57.7 81.3 124.8 28.7
## 11638 11642 11643 11645 11647 11649 11654 11656 11662 11664 11667
## Predicted 36.8 20.9 24.7 15.7 16.6 0.875 -47.4 -52.8 39.769 57.1 56.6
## cvpred 37.2 21.4 25.1 16.3 17.1 1.634 -46.3 -51.6 40.111 57.3 56.7
## pm2.5 238.0 136.0 108.0 65.0 96.0 99.000 38.0 42.0 40.000 33.0 26.0
## CV residual 200.8 114.6 82.9 48.7 78.9 97.366 84.3 93.6 -0.111 -24.3 -30.7
## 11671 11676 11677 11680 11682 11683 11685 11694 11700 11701 11702
## Predicted 118 -12.1 -20.5 -34.6 -39.1 -34.8 -5.99 47.9 34.6 33.8 28.7
## cvpred 118 -11.5 -19.9 -33.8 -38.4 -34.1 -5.54 48.0 34.9 34.1 29.1
## pm2.5 15 14.0 12.0 24.0 31.0 23.0 34.00 7.0 14.0 13.0 15.0
## CV residual -103 25.5 31.9 57.8 69.4 57.1 39.54 -41.0 -20.9 -21.1 -14.1
## 11703 11714 11717 11718 11719 11722 11728 11729 11731 11732 11733
## Predicted 28.7 87.48 95.2 104.2 98.19 94.4 97.8 101.3 109.8 137.3 147
## cvpred 29.1 87.54 95.2 104.2 98.23 94.5 97.9 101.4 109.9 137.1 147
## pm2.5 16.0 79.00 79.0 81.0 93.00 63.0 53.0 43.0 58.0 63.0 80
## CV residual -13.1 -8.54 -16.2 -23.2 -5.23 -31.5 -44.9 -58.4 -51.9 -74.1 -67
## 11734 11736 11743 11745 11751 11753 11755 11756 11757 11763 11764
## Predicted 132.0 142 142.0 146.782 26.4 8.31 5.26 77.0 82.5 122.1 122.7
## cvpred 131.9 142 141.8 146.567 26.7 8.75 5.70 77.1 82.5 121.8 122.4
## pm2.5 95.0 94 130.0 147.000 118.0 59.00 39.00 35.0 63.0 111.0 98.0
## CV residual -36.9 -48 -11.8 0.433 91.3 50.25 33.30 -42.1 -19.5 -10.8 -24.4
## 11765 11769 11770 11772 11776 11780 11781 11783 11798 11799 11806
## Predicted 132.7 57.99 52.9 20.4 -11.5 23.6 72.1 86.8 41.1 39.9 74.0
## cvpred 132.4 58.17 53.1 20.8 -10.9 24.1 72.3 86.8 41.5 40.3 74.2
## pm2.5 97.0 55.00 39.0 34.0 32.0 28.0 37.0 30.0 16.0 20.0 53.0
## CV residual -35.4 -3.17 -14.1 13.2 42.9 3.9 -35.3 -56.8 -25.5 -20.3 -21.2
## 11813 11814 11815 11817 11820 11823 11824 11826 11827 11830 11831
## Predicted 115.3 115.3 115 97.8 66.5 77.8 115.5 142.4 141.3 151.9 151.7
## cvpred 115.2 115.2 115 97.9 66.7 78.0 115.5 142.2 141.1 151.7 151.4
## pm2.5 54.0 66.0 64 82.0 54.0 39.0 40.0 46.0 44.0 63.0 65.0
## CV residual -61.2 -49.2 -51 -15.9 -12.7 -39.0 -75.5 -96.2 -97.1 -88.7 -86.4
## 11837 11840 11841 11843 11844 11845 11850 11860 11863 11864 11866
## Predicted 146.3 144.1 137 105.3 84.7 76.9 43.9 123 118.6 107.5 66.71
## cvpred 146.1 143.9 137 105.5 85.0 77.2 44.3 123 118.5 107.5 66.95
## pm2.5 83.0 82.0 84 75.0 40.0 33.0 18.0 16 33.0 32.0 76.00
## CV residual -63.1 -61.9 -53 -30.5 -45.0 -44.2 -26.3 -107 -85.5 -75.5 9.05
## 11868 11872 11873 11875 11876 11877 11879 11882 11883 11884 11885
## Predicted 32.57 50.7 45.43 62.0 70.9 83.7 115.0 127.8 122.9 132.9 132.7
## cvpred 32.97 51.1 45.89 62.4 71.2 84.0 115.1 127.8 122.9 132.9 132.6
## pm2.5 24.00 70.0 41.00 23.0 24.0 27.0 46.0 83.0 86.0 92.0 98.0
## CV residual -8.97 18.9 -4.89 -39.4 -47.2 -57.0 -69.1 -44.8 -36.9 -40.9 -34.6
## 11888 11889 11890 11897 11901 11909 11910 11917 11918 11919 11923
## Predicted 145.3 129.6 124.50 -11.0 -22.1 -10.7 -2.08 -5.10 -8.06 -11.3 -35.6
## cvpred 145.1 129.6 124.55 -10.4 -21.5 -10.3 -1.68 -4.32 -7.21 -10.3 -34.5
## pm2.5 106.0 111.0 117.00 183.0 44.0 72.0 69.00 22.00 17.00 12.0 32.0
## CV residual -39.1 -18.6 -7.55 193.4 65.5 82.3 70.68 26.32 24.21 22.3 66.5
## 11924 11925 11930 11931 11932 11939 11941 11942 11944 11946 11951
## Predicted -32 -38.6 -25.1 -21.3 -26.8 16.3 -6.29 -10.46 -17.3 -23.2 -26.9
## cvpred -31 -37.6 -24.1 -20.3 -25.8 16.8 -5.64 -9.77 -16.6 -22.4 -26.1
## pm2.5 34 32.0 22.0 20.0 18.0 27.0 27.00 31.00 25.0 32.0 72.0
## CV residual 65 69.6 46.1 40.3 43.8 10.2 32.64 40.77 41.6 54.4 98.1
## 11953 11954 11959 11960 11961 11964 11970 11971 11973 11974 11976
## Predicted -19.3 -20.9 37.4 38.3 35.99 -9.06 7.26 14.6 29.2 32.4 33.9
## cvpred -18.6 -20.1 37.6 38.6 36.36 -8.42 7.86 15.1 29.7 32.9 34.4
## pm2.5 44.0 27.0 21.0 27.0 32.00 25.00 27.00 40.0 58.0 50.0 46.0
## CV residual 62.6 47.1 -16.6 -11.6 -4.36 33.42 19.14 24.9 28.3 17.1 11.6
## 11978 11979 11980 11983 11990 11992 11994 11996 11998 11999 12001
## Predicted 100.4 91.2 120.5 52.7 13.67 27.9 31.5 47.7 65.8 84.4 94.1
## cvpred 100.4 91.2 120.3 52.9 14.14 28.3 31.9 48.0 65.9 84.5 94.0
## pm2.5 55.0 50.0 58.0 34.0 16.00 18.0 48.0 50.0 44.0 40.0 68.0
## CV residual -45.4 -41.2 -62.3 -18.9 1.86 -10.3 16.1 2.0 -21.9 -44.5 -26.0
## 12003 12006 12009 12014 12016 12021 12024 12025 12028 12030 12031
## Predicted 122.0 132.0 89.6 20.7 2.86 40.34 60.4 64.5 100.7 113.1 122.6
## cvpred 121.7 131.7 89.6 21.2 3.52 40.73 60.8 64.8 100.7 113.1 122.5
## pm2.5 37.0 40.0 66.0 156.0 24.00 45.00 42.0 45.0 62.0 134.0 107.0
## CV residual -84.7 -91.7 -23.6 134.8 20.48 4.27 -18.8 -19.8 -38.7 20.9 -15.5
## 12038 12041 12042 12043 12049 12052 12053 12055 12056 12058 12059
## Predicted 93.8 95.2 94.7 107.8 129 123.5 135 138.9 125 112.1 103
## cvpred 94.1 95.6 95.1 108.1 129 123.6 135 138.9 125 112.3 104
## pm2.5 160.0 155.0 174.0 184.0 264 206.0 204 219.0 227 205.0 209
## CV residual 65.9 59.4 78.9 75.9 135 82.4 69 80.1 102 92.7 105
## 12066 12067 12074 12081 12083 12084 12089 12091 12100 12101 12104
## Predicted 99.9 59.3 76.7 37.7 51.4 49.5 57.7 60.1 101.5 40.8 30.6
## cvpred 100.2 59.8 76.9 38.2 51.6 49.8 58.0 60.4 101.5 41.0 30.8
## pm2.5 222.0 205.0 6.0 11.0 8.0 7.0 15.0 11.0 26.0 20.0 17.0
## CV residual 121.8 145.2 -70.9 -27.2 -43.6 -42.8 -43.0 -49.4 -75.5 -21.0 -13.8
## 12114 12120 12122 12124 12125 12126 12127 12132 12135 12137 12138
## Predicted 54.0 71.5 103.4 118.5 122 106.9 91.3 11.7 -17.9 4.66 3.55
## cvpred 54.1 71.5 103.3 118.2 122 106.6 91.2 12.2 -17.2 5.14 4.05
## pm2.5 69.0 27.0 34.0 44.0 56 52.0 47.0 53.0 15.0 43.00 16.00
## CV residual 14.9 -44.5 -69.3 -74.2 -66 -54.6 -44.2 40.8 32.2 37.86 11.95
## 12140 12142 12147 12148 12150 12151 12154 12157 12158 12160 12164
## Predicted 41.6 52.35 111.7 130.5 136 130.5 79.2 9.94 -1.543 -23.7 14.3
## cvpred 41.9 52.59 111.5 130.2 136 130.2 79.3 10.57 -0.837 -23.0 14.9
## pm2.5 30.0 55.00 55.0 47.0 58 74.0 67.0 76.00 55.000 24.0 116.0
## CV residual -11.9 2.41 -56.5 -83.2 -78 -56.2 -12.3 65.43 55.837 47.0 101.1
## 12166 12167 12174 12176 12177 12184 12186 12187 12188 12192 12195
## Predicted 34.9 48.946 123.6 114.90 111.6 56.0 48.0 46.8 37.2 61.6 86.6
## cvpred 35.4 49.347 123.5 114.91 111.7 56.5 48.6 47.4 37.8 62.0 86.9
## pm2.5 89.0 49.000 81.0 123.00 149.0 114.0 109.0 90.0 70.0 41.0 58.0
## CV residual 53.6 -0.347 -42.5 8.09 37.3 57.5 60.4 42.6 32.2 -21.0 -28.9
## 12197 12199 12212 12214 12216 12217 12218 12220 12222 12224 12226
## Predicted 105.4 103.7 20.2 46.59 48.5 52.3 56.6 69.9 77.7 60.32 37.6
## cvpred 105.6 103.9 21.0 47.25 49.2 53.0 57.2 70.4 78.2 60.97 38.4
## pm2.5 59.0 71.0 35.0 53.00 53.0 78.0 46.0 51.0 58.0 66.00 80.0
## CV residual -46.6 -32.9 14.0 5.75 3.8 25.0 -11.2 -19.4 -20.2 5.03 41.6
## 12234 12235 12242 12245 12246 12286 12288 12292 12293 12295 12299
## Predicted -20.1 -17.9 108.8 102.55 107.19 98.2 112.6 120.5 138.7 137.9 99.5
## cvpred -18.9 -16.7 108.9 102.67 107.27 98.5 112.8 120.7 138.6 137.9 99.9
## pm2.5 55.0 55.0 96.0 100.00 100.00 122.0 132.0 190.0 186.0 153.0 253.0
## CV residual 73.9 71.7 -12.9 -2.67 -7.27 23.5 19.2 69.3 47.4 15.1 153.1
## 12301 12309 12310 12312 12313 12316 12321 12324 12327 12328 12329
## Predicted 64.1 80.6 79.8 82.0 86.2 127 119.4 105.61 94.1 98.39 101.2
## cvpred 64.7 81.2 80.4 82.6 86.8 127 119.6 105.96 94.6 98.81 101.6
## pm2.5 113.0 109.0 110.0 100.0 99.0 99 99.0 109.00 112.0 104.00 112.0
## CV residual 48.3 27.8 29.6 17.4 12.2 -28 -20.6 3.04 17.4 5.19 10.4
## 12331 12333 12337 12338 12356 12357 12361 12368 12373 12377 12378
## Predicted 95.8 110.4 108.4 107.86 71.2 86.4 75.0 61.9 35.0 50.7 53.2
## cvpred 96.3 110.7 108.6 108.09 71.7 86.7 75.2 62.3 35.8 51.4 53.8
## pm2.5 139.0 150.0 96.0 107.00 39.0 49.0 29.0 9.0 9.0 12.0 16.0
## CV residual 42.7 39.3 -12.6 -1.09 -32.7 -37.7 -46.2 -53.3 -26.8 -39.4 -37.8
## 12383 12384 12387 12391 12397 12403 12405 12409 12410 12411 12414
## Predicted 41.6 44.6 36.4 45.4 32.5 30.63 54.0 80.6 106.5 107 118.2
## cvpred 42.3 45.3 37.2 46.2 33.1 31.25 54.4 80.8 106.6 107 118.2
## pm2.5 20.0 10.0 12.0 17.0 20.0 28.00 28.0 33.0 33.0 31 48.0
## CV residual -22.3 -35.3 -25.2 -29.2 -13.1 -3.25 -26.4 -47.8 -73.6 -76 -70.2
## 12436 12444 12449 12451 12458 12459 12462 12464 12472 12473 12482
## Predicted 80.4 11.3 27.1 5.05 102.6 107.5 107.1 87.4 33.88 19.1 116
## cvpred 80.7 11.9 27.7 5.72 102.7 107.5 107.2 87.6 34.57 19.9 116
## pm2.5 37.0 28.0 8.0 15.00 53.0 70.0 68.0 44.0 37.00 40.0 40
## CV residual -43.7 16.1 -19.7 9.28 -49.7 -37.5 -39.2 -43.6 2.43 20.1 -76
## 12484 12485 12486 12492 12495 12501 12502 12503 12505 12508 12509
## Predicted 120.6 120.4 130.4 58.4 29.9 45.2 49.8 88.8 93.2 113.5 113.0
## cvpred 120.6 120.4 130.3 59.0 30.7 45.9 50.5 89.2 93.5 113.7 113.2
## pm2.5 78.0 100.0 109.0 142.0 57.0 59.0 64.0 69.0 75.0 41.0 44.0
## CV residual -42.6 -20.4 -21.3 83.0 26.3 13.1 13.5 -20.2 -18.5 -72.7 -69.2
## 12511 12518 12519 12520 12524 12525 12529 12530 12531 12534
## Predicted 123.3 68.8 106.10 76.4 106.35 116.37 131.8 132.8 137.7 143
## cvpred 123.4 69.3 106.44 77.0 106.69 116.62 131.9 132.8 137.7 143
## pm2.5 92.0 100.0 100.00 93.0 114.00 123.00 163.0 166.0 167.0 204
## CV residual -31.4 30.7 -6.44 16.0 7.31 6.38 31.1 33.2 29.3 61
## 12535 12537 12539 12540 12541 12543 12545 12547 12548 12549 12551
## Predicted 142.3 117 80.7 66.8 55.9 47.8 31.5 106.1 130.7 130.2 130.5
## cvpred 142.3 117 81.2 67.4 56.6 48.6 32.3 106.5 130.8 130.3 130.7
## pm2.5 217.0 241 231.0 177.0 160.0 102.0 69.0 82.0 37.0 47.0 58.0
## CV residual 74.7 124 149.8 109.6 103.4 53.4 36.7 -24.5 -93.8 -83.3 -72.7
## 12554 12555 12557 12559 12561 12562 12564 12567 12569 12570 12577
## Predicted 114.5 132.6 124 138 121 96.1 64.8 61.5 54.7 63.9 116.3
## cvpred 114.8 132.7 124 138 121 96.5 65.4 62.2 55.4 64.5 116.6
## pm2.5 61.0 35.0 7 7 20 13.0 24.0 33.0 26.0 22.0 53.0
## CV residual -53.8 -97.7 -117 -131 -101 -83.5 -41.4 -29.2 -29.4 -42.5 -63.6
## 12578 12579 12582 12584 12585 12592 12595 12596 12597 12598 12599
## Predicted 126.1 141.5 141.8 126.1 121 45.4 52.4 70.32 69.46 88.00 102.2
## cvpred 126.3 141.6 141.8 126.3 121 46.1 53.0 70.89 70.04 88.49 102.6
## pm2.5 86.0 151.0 176.0 190.0 196 106.0 92.0 62.00 75.00 96.00 123.0
## CV residual -40.3 9.4 34.2 63.7 75 59.9 39.0 -8.89 4.96 7.51 20.4
## 12602 12604 12605 12608 12610 12611 12614 12615 12617 12623 12629
## Predicted 109.8 127 131.0 112.0 106 95.8 46.4 34.9 31.4 122.2 132.8
## cvpred 110.2 127 131.2 112.2 106 96.3 47.1 35.7 32.2 122.4 132.8
## pm2.5 121.0 108 117.0 185.0 172 141.0 117.0 91.0 71.0 74.0 57.0
## CV residual 10.8 -19 -14.2 72.8 66 44.7 69.9 55.3 38.8 -48.4 -75.8
## 12630 12632 12634 12637 12639 12641 12643 12649 12650 12653 12654
## Predicted 142.0 127.6 115.9 101 81.57 110.4 113.7 108.1 112.8 120 139
## cvpred 142.1 127.8 116.1 101 82.06 110.6 113.9 108.3 112.9 120 139
## pm2.5 87.0 109.0 91.0 81 74.00 29.0 39.0 20.0 16.0 12 18
## CV residual -55.1 -18.8 -25.1 -20 -8.06 -81.6 -74.9 -88.3 -96.9 -108 -121
## 12655 12656 12657 12665 12669 12673 12674 12676 12687 12688 12689
## Predicted 129 99.6 93.6 20.09 61.0 112.4 111.9 132.5 62.2 47.1 46.3
## cvpred 129 99.8 93.9 20.86 61.5 112.6 112.1 132.6 62.8 47.9 47.0
## pm2.5 10 19.0 15.0 14.00 49.0 52.0 63.0 85.0 88.0 83.0 69.0
## CV residual -119 -80.8 -78.9 -6.86 -12.5 -60.6 -49.1 -47.6 25.2 35.1 22.0
## 12690 12694 12703 12704 12707 12708 12710 12714 12716 12720 12721
## Predicted 41.0 94.6 117.4 106.6 76.8 71.3 63.2 47.7 76.3 123.1 135.4
## cvpred 41.8 95.1 117.6 106.9 77.3 71.9 63.9 48.5 76.9 123.3 135.6
## pm2.5 65.0 63.0 94.0 94.0 187.0 195.0 234.0 175.0 151.0 78.0 54.0
## CV residual 23.2 -32.1 -23.6 -12.9 109.7 123.1 170.1 126.5 74.1 -45.3 -81.6
## 12722 12723 12725 12729 12734 12738 12739 12740 12742 12748
## Predicted 135.4 136.4 136.4 121 84.2 80.3 71.4 135.053 122.5 119.448
## cvpred 135.6 136.5 136.5 121 84.8 80.9 72.0 135.172 122.7 119.612
## pm2.5 71.0 106.0 124.0 171 164.0 144.0 142.0 135.000 198.0 120.000
## CV residual -64.6 -30.5 -12.5 50 79.2 63.1 70.0 -0.172 75.3 0.388
## 12750 12753 12755 12759 12764 12766 12767 12776 12782 12784
## Predicted 142.8 132.5 123.0 119.79 126.89 121.40 122.50 125.8 95.1 85.2
## cvpred 142.8 132.6 123.1 120.01 127.04 121.57 122.66 125.9 95.6 85.7
## pm2.5 80.0 69.0 80.0 124.00 135.00 113.00 117.00 115.0 85.0 67.0
## CV residual -62.8 -63.6 -43.1 3.99 7.96 -8.57 -5.66 -10.9 -10.6 -18.7
## 12786 12787 12788 12791 12794 12795 12796 12797 12800 12803 12807
## Predicted 85.0 93.4 102.8 117.0 136.4 136.2 136.4 141.3 131 104.2 74.6
## cvpred 85.5 93.9 103.2 117.2 136.5 136.3 136.5 141.4 131 104.7 75.2
## pm2.5 69.0 79.0 89.0 135.0 179.0 190.0 194.0 212.0 257 180.0 95.0
## CV residual -16.5 -14.9 -14.2 17.8 42.5 53.7 57.5 70.6 126 75.3 19.8
## 12809 12816 12817 12819 12824 12837 12838 12839 12840 12842 12847
## Predicted 55.3 121 125.6 125.0 140.8 94.1 98.9 103 103 108 136.4
## cvpred 56.0 121 125.8 125.2 140.9 94.6 99.3 103 104 108 136.5
## pm2.5 110.0 237 221.0 201.0 209.0 203.0 209.0 206 217 236 214.0
## CV residual 54.0 116 95.2 75.8 68.1 108.4 109.7 103 113 128 77.5
## 12850 12851 12852 12856 12857 12860 12861 12863 12866 12868 12879
## Predicted 119.5 114.9 99.7 72.1 43.4 51.1 69.7 93.1 86.9 94.7 42.1
## cvpred 119.8 115.2 100.2 72.8 44.2 51.8 70.3 93.6 87.4 95.2 42.9
## pm2.5 184.0 174.0 185.0 134.0 104.0 139.0 173.0 181.0 183.0 160.0 120.0
## CV residual 64.2 58.8 84.8 61.2 59.8 87.2 102.7 87.4 95.6 64.8 77.1
## 12881 12889 12893 12895 12898 12900 12904 12906 12912 12916 12917
## Predicted 43.5 86.1 92.2 115.9 114.0 112.3 113 112 134.16 143.67 139.0
## cvpred 44.4 86.7 92.7 116.2 114.3 112.7 114 113 134.38 143.84 139.2
## pm2.5 106.0 166.0 145.0 204.0 187.0 204.0 432 459 136.00 150.00 152.0
## CV residual 61.6 79.3 52.3 87.8 72.7 91.3 318 346 1.62 6.16 12.8
## 12919 12922 12923 12926 12929 12935 12937 12939 12940 12945 12950
## Predicted 137.7 130 128.6 120.4 112.5 139 140.1 140 137 131 96.5
## cvpred 137.9 130 128.9 120.8 112.9 139 140.1 140 137 131 96.8
## pm2.5 166.0 166 160.0 184.0 179.0 36 49.0 22 25 8 25.0
## CV residual 28.1 36 31.1 63.2 66.1 -103 -91.1 -118 -112 -123 -71.8
## 12953 12955 12956 12959 12964 12965 12967 12968 12975 12978 12982
## Predicted 82.1 87.0 92.3 103.2 135 138 132 112 63.4 58.3 94.5
## cvpred 82.5 87.4 92.7 103.5 135 138 132 112 64.0 58.8 94.7
## pm2.5 25.0 34.0 36.0 48.0 31 34 22 20 18.0 25.0 43.0
## CV residual -57.5 -53.4 -56.7 -55.5 -104 -104 -110 -92 -46.0 -33.8 -51.7
## 12983 12984 12990 12993 12995 12999 13003 13005 13010 13015 13016
## Predicted 112.4 111.5 126.7 97.9 70.8 69.1 61.2 75.5 90.9 141.3 131.27
## cvpred 112.6 111.7 126.7 98.3 71.3 69.7 61.8 76.0 91.2 141.4 131.42
## pm2.5 62.0 77.0 87.0 52.0 29.0 16.0 24.0 27.0 74.0 81.0 125.00
## CV residual -50.6 -34.7 -39.7 -46.3 -42.3 -53.7 -37.8 -49.0 -17.2 -60.4 -6.42
## 13017 13018 13020 13023 13024 13027 13044 13048 13052 13053 13054
## Predicted 115.6 100.7 58.7 62.5 58.0 63.3 105 82.6 80.8 84.3 98.9
## cvpred 115.9 101.1 59.2 63.1 58.6 63.8 105 83.2 81.4 84.9 99.3
## pm2.5 127.0 79.0 36.0 16.0 31.0 51.0 149 185.0 156.0 132.0 116.0
## CV residual 11.1 -22.1 -23.2 -47.1 -27.6 -12.8 44 101.8 74.6 47.1 16.7
## 13055 13057 13062 13064 13066 13067 13071 13072 13076 13083 13084
## Predicted 98.0 121.0 135 130 128 122 98.6 97.5 107 136 139.0
## cvpred 98.5 121.2 135 130 128 123 99.1 98.0 108 137 139.2
## pm2.5 113.0 177.0 244 266 274 275 204.0 190.0 229 255 238.0
## CV residual 14.5 55.8 109 136 146 152 104.9 92.0 121 118 98.8
## 13085 13089 13090 13094 13097 13099 13100 13103 13105 13107 13108
## Predicted 139.3 140 134.7 118.3 112.6 117.39 117.8 122 125 133.4 138.3
## cvpred 139.5 140 134.8 118.6 113.1 117.79 118.2 122 126 133.7 138.5
## pm2.5 229.0 35 38.0 48.0 58.0 113.00 150.0 218 245 232.0 220.0
## CV residual 89.5 -105 -96.8 -70.6 -55.1 -4.79 31.8 96 119 98.3 81.5
## 13111 13114 13115 13121 13127 13130 13131 13133 13138 13139 13142
## Predicted 138.5 136.6 139 128.3 138 138.54 138.5 138.3 137.5 131.8 122.14
## cvpred 138.8 136.8 139 128.6 138 138.75 138.8 138.5 137.8 132.1 122.53
## pm2.5 226.0 82.0 29 94.0 108 141.00 150.0 165.0 160.0 176.0 128.00
## CV residual 87.2 -54.8 -110 -34.6 -30 2.25 11.2 26.5 22.2 43.9 5.47
## 13146 13147 13149 13151 13155 13161 13167 13175 13179 13183 13187
## Predicted 122.1 121.9 128.0 133.2 138.5 121 51.5 81.2 130.3 129.6 71.9
## cvpred 122.5 122.3 128.3 133.4 138.8 121 52.2 81.7 130.5 129.7 72.5
## pm2.5 164.0 155.0 164.0 187.0 195.0 238 25.0 46.0 108.0 55.0 36.0
## CV residual 41.5 32.7 35.7 53.6 56.2 117 -27.2 -35.7 -22.5 -74.7 -36.5
## 13190 13192 13193 13194 13195 13198 13204 13206 13208 13213 13216
## Predicted 57.0 42.00 56.3 77.1 81.36 75.4 89.57 88.6 91.3 77.1 107.5
## cvpred 57.7 42.77 57.0 77.8 82.02 76.0 90.08 89.1 91.8 77.7 107.9
## pm2.5 37.0 52.00 71.0 63.0 88.00 63.0 89.00 79.0 112.0 144.0 142.0
## CV residual -20.7 9.23 14.0 -14.8 5.98 -13.0 -1.08 -10.1 20.2 66.3 34.1
## 13219 13223 13229 13233 13236 13237 13240 13242 13245 13248 13249
## Predicted 103.6 124.6 130.5 119.5 98.7 88.5 90.6 92.6 100.9 106.0 112.0
## cvpred 104.1 124.9 130.7 119.8 99.2 89.0 91.2 93.2 101.4 106.3 112.2
## pm2.5 152.0 141.0 193.0 145.0 173.0 164.0 172.0 167.0 171.0 121.0 66.0
## CV residual 47.9 16.1 62.3 25.2 73.8 75.0 80.8 73.8 69.6 14.7 -46.2
## 13250 13251 13253 13257 13260 13261 13268 13272 13273 13278 13279
## Predicted 120.4 125.1 139.8 121 59.8 53.0 68.6 92.2 123 143 137
## cvpred 120.6 125.4 139.9 121 60.3 53.6 69.0 92.6 123 143 137
## pm2.5 54.0 56.0 48.0 12 11.0 16.0 20.0 28.0 21 32 27
## CV residual -66.6 -69.4 -91.9 -109 -49.3 -37.6 -49.0 -64.6 -102 -111 -110
## 13282 13284 13286 13290 13291 13294 13295 13302 13306 13307 13308
## Predicted 96.6 61.8 49.2 46.9 40.5 72.8 89.6 128 92.2 77.6 62.5
## cvpred 97.0 62.4 49.9 47.6 41.3 73.3 89.9 128 92.6 78.0 63.1
## pm2.5 32.0 25.0 23.0 7.0 9.0 17.0 17.0 28 23.0 18.0 18.0
## CV residual -65.0 -37.4 -26.9 -40.6 -32.3 -56.3 -72.9 -100 -69.6 -60.0 -45.1
## 13309 13310 13313 13324 13329 13330 13331 13332 13333 13339 13342
## Predicted 60.5 55.9 45.6 120 108.3 102.7 99.5 95.09 94.59 85.8 119.62
## cvpred 61.2 56.6 46.4 120 108.6 103.1 99.9 95.56 95.09 86.3 119.94
## pm2.5 12.0 17.0 18.0 62 79.0 83.0 75.0 88.00 90.00 73.0 117.00
## CV residual -49.2 -39.6 -28.4 -58 -29.6 -20.1 -24.9 -7.56 -5.09 -13.3 -2.94
## 13343 13345 13350 13352 13355 13356 13357 13361 13363 13364 13366
## Predicted 118.89 126.4 139 134 121 115 107 84.3 91.8 96.1 95.90
## cvpred 119.21 126.7 139 134 121 116 108 84.9 92.5 96.7 96.41
## pm2.5 111.00 146.0 288 274 249 239 218 122.0 118.0 153.0 91.00
## CV residual -8.21 19.3 149 140 128 123 110 37.1 25.5 56.3 -5.41
## 13367 13370 13372 13374 13377 13385 13387 13389 13392 13394
## Predicted 95.55 111.8 134.2 134.2 127.057 96.15 90.0 108.73 127.2 125.46
## cvpred 96.03 112.2 134.4 134.4 127.345 96.68 90.6 109.15 127.5 125.77
## pm2.5 102.00 96.0 118.0 104.0 128.000 100.00 99.0 113.00 112.0 116.00
## CV residual 5.97 -16.2 -16.4 -30.4 0.655 3.32 8.4 3.85 -15.5 -9.77
## 13402 13406 13407 13409 13411 13414 13417 13421 13424 13426 13429
## Predicted 115 104.10 93.59 91.12 90.15 112.1 120.3 134.9 129 127.0 107
## cvpred 115 104.56 94.13 91.73 90.74 112.6 120.7 135.1 129 127.4 108
## pm2.5 92 102.00 103.00 89.00 84.00 97.0 80.0 85.0 86 95.0 135
## CV residual -23 -2.56 8.87 -2.73 -6.74 -15.6 -40.7 -50.1 -43 -32.4 27
## 13432 13434 13437 13439 13440 13442 13445 13452 13453 13454 13460
## Predicted 102.4 92.8 118.0 127.0 131.2 130.3 138.1 114.1 109.0 107.7 107.5
## cvpred 102.9 93.4 118.4 127.2 131.4 130.5 138.2 114.5 109.4 108.2 107.9
## pm2.5 133.0 137.0 94.0 71.0 62.0 39.0 59.0 66.0 70.0 83.0 97.0
## CV residual 30.1 43.6 -24.4 -56.2 -69.4 -91.5 -79.2 -48.5 -39.4 -25.2 -10.9
## 13465 13471 13472 13473 13474 13475 13479 13484 13485 13487 13491
## Predicted 100.7 135.7 129.5 120 109.0 94.9 97.5 98.09 102.74 123.7 140.0
## cvpred 101.1 135.8 129.8 120 109.4 95.3 98.0 98.61 103.21 123.9 140.2
## pm2.5 72.0 90.0 73.0 71 54.0 52.0 87.0 92.00 96.00 37.0 67.0
## CV residual -29.1 -45.8 -56.8 -49 -55.4 -43.3 -11.0 -6.61 -7.21 -86.9 -73.2
## 13495 13497 13499 13501 13504 13508 13510 13514 13515 13516 13522
## Predicted 139.8 128.5 124 118.3 122.4 121.2 130 134.9 134.7 134.2 130.5
## cvpred 139.9 128.8 124 118.6 122.8 121.5 130 135.1 134.8 134.3 130.7
## pm2.5 82.0 97.0 137 166.0 200.0 61.0 87 77.0 61.0 58.0 74.0
## CV residual -57.9 -31.8 13 47.4 77.2 -60.5 -43 -58.1 -73.8 -76.3 -56.7
## 13526 13533 13535 13537 13540 13543 13544 13545 13554 13561
## Predicted 113.37 106.7 128.9 123.3 129.5 138.31 129.02 128.0 103 134.4
## cvpred 113.78 107.1 129.2 123.6 129.8 138.49 129.29 128.3 103 134.6
## pm2.5 119.00 149.0 160.0 165.0 140.0 130.00 131.00 140.0 72 51.0
## CV residual 5.22 41.9 30.8 41.4 10.2 -8.49 1.71 11.7 -31 -83.6
## 13565 13568 13571 13572 13573 13575 13581 13583 13585 13586 13593
## Predicted 143 140 136 130 129 137 139.3 139.0 139.3 139.3 138.3
## cvpred 143 140 137 130 129 137 139.5 139.2 139.5 139.5 138.5
## pm2.5 21 10 11 26 24 14 63.0 84.0 100.0 107.0 83.0
## CV residual -122 -130 -126 -104 -105 -123 -76.5 -55.2 -39.5 -32.5 -55.5
## 13594 13598 13599 13600 13605 13614 13615 13616 13621 13622
## Predicted 138 116.52 117.15 116.0 125.9 125.18 125 128.6 110.0 122.4
## cvpred 138 116.96 117.55 116.5 126.3 125.52 125 128.9 110.5 122.8
## pm2.5 103 111.00 112.00 87.0 75.0 118.00 65 59.0 161.0 170.0
## CV residual -35 -5.96 -5.55 -29.5 -51.3 -7.52 -60 -69.9 50.5 47.2
## 13624 13627 13629 13632 13636 13645 13648 13649 13650 13656 13659
## Predicted 120.9 124 132 136 137 121 114 109 119.4 128 131
## cvpred 121.3 124 132 136 137 121 115 109 119.9 128 132
## pm2.5 196.0 230 271 273 290 302 293 269 206.0 300 330
## CV residual 74.7 106 139 137 153 181 178 160 86.1 172 198
## 13664 13678 13686 13694 13696 13697 13698 13702 13706 13709 13713
## Predicted 136 137.4 139 137.2 122.1 120.9 115.3 138 143.4 139.3 128
## cvpred 137 137.7 139 137.4 122.5 121.3 115.8 138 143.6 139.5 128
## pm2.5 354 51.0 38 41.0 34.0 29.0 34.0 111 100.0 73.0 25
## CV residual 217 -86.7 -101 -96.4 -88.5 -92.3 -81.8 -27 -43.6 -66.5 -103
## 13715 13716 13717 13722 13724 13725 13729 13730 13731 13734 13737
## Predicted 107.9 94.3 84.3 89.3 107.1 111.7 138 143 143 137.9 133.2
## cvpred 108.3 94.8 84.9 89.9 107.6 112.2 138 143 144 138.1 133.4
## pm2.5 22.0 24.0 23.0 33.0 55.0 60.0 32 37 39 48.0 42.0
## CV residual -86.3 -70.8 -61.9 -56.9 -52.6 -52.2 -106 -106 -105 -90.1 -91.4
## 13742 13745 13754 13756 13758 13761 13762 13765 13768 13773 13776
## Predicted 114.8 111.7 118 125.8 124.8 118 131.9 120.6 114 125.9 141
## cvpred 115.3 112.2 118 126.2 125.2 118 132.2 121.1 115 126.3 141
## pm2.5 72.0 55.0 151 179.0 190.0 226 220.0 201.0 233 209.0 269
## CV residual -43.3 -57.2 33 52.8 64.8 108 87.8 79.9 118 82.7 128
## 13784 13789 13794 13797 13799 13804 13805 13808 13813 13814 13821
## Predicted 137 137.9 131.9 134 132.1 144 144 139 103 107 120
## cvpred 137 138.1 132.2 134 132.3 144 144 139 104 108 120
## pm2.5 273 42.0 50.0 56 37.0 35 40 32 18 33 56
## CV residual 136 -96.1 -82.2 -78 -95.3 -109 -104 -107 -86 -75 -64
## 13826 13827 13828 13831 13832 13835 13837 13839 13913 13916 13917
## Predicted 138.5 142.9 138.3 143.1 131.9 108.3 84.1 82.3 88.8 105.8 105.3
## cvpred 138.8 143.1 138.5 143.2 132.2 108.8 84.7 83.0 89.4 106.2 105.7
## pm2.5 77.0 78.0 86.0 72.0 73.0 51.0 38.0 37.0 49.0 68.0 74.0
## CV residual -61.8 -65.1 -52.5 -71.2 -59.2 -57.8 -46.7 -46.0 -40.4 -38.2 -31.7
## 13919 13921 13923 13924 13926 13927 13930 13935 13938 13944
## Predicted 108.5 111.1 120.4 119.9 140.0 140.0 118.508 96.7 99.308 138.4
## cvpred 108.9 111.6 120.8 120.3 140.2 140.2 118.867 97.3 99.843 138.6
## pm2.5 81.0 85.0 86.0 101.0 91.0 108.0 119.000 109.0 100.000 107.0
## CV residual -27.9 -26.6 -34.8 -19.3 -49.2 -32.2 0.133 11.7 0.157 -31.6
## 13946 13951 13953 13960 13966 13969 13970 13993 14023 14028
## Predicted 137.8013 135.8 133 103.2 114.0 122.38 121.52 118 137.4 102.4
## cvpred 138.0243 136.1 133 103.7 114.4 122.73 121.88 118 137.7 102.9
## pm2.5 138.0000 166.0 205 140.0 142.0 114.00 112.00 105 115.0 90.0
## CV residual -0.0243 29.9 72 36.3 27.6 -8.73 -9.88 -13 -22.7 -12.9
## 14029 14034 14039 14047 14050 14052 14054 14088 14091 14094 14096
## Predicted 92.35 86.8 118.1 136.8 122 115.3 105.5 133 137.5 143.4 137.1
## cvpred 92.94 87.5 118.5 137.1 122 115.8 106.1 133 137.8 143.6 137.3
## pm2.5 91.00 104.0 98.0 226.0 227 212.0 202.0 70 82.0 121.0 51.0
## CV residual -1.94 16.5 -20.5 88.9 105 96.2 95.9 -63 -55.8 -22.6 -86.3
## 14100 14108 14109 14111 14113 14120 14122 14124 14126 14127
## Predicted 101.6 106.968 111.610 124.91 110.8 132.66 121.4 111.37 100 99.9
## cvpred 102.2 107.504 112.106 125.33 111.2 132.96 121.8 111.89 101 100.5
## pm2.5 80.0 108.000 113.000 133.00 123.0 125.00 141.0 118.00 153 159.0
## CV residual -22.2 0.496 0.894 7.67 11.8 -7.96 19.2 6.11 52 58.5
## 14131 14139 14141 14143 14146 14152 14153 14157 14159 14160 14163
## Predicted 106.7 131.1 134.8 133.9 121.4 100.8 100.7 112.7 116.3 111 138.4
## cvpred 107.3 131.4 135.1 134.2 121.8 101.5 101.3 113.2 116.9 112 138.6
## pm2.5 138.0 98.0 86.0 92.0 110.0 134.0 134.0 130.0 131.0 135 153.0
## CV residual 30.7 -33.4 -49.1 -42.2 -11.8 32.5 32.7 16.8 14.1 23 14.4
## 14165 14166 14167 14170 14171 14174 14175 14178 14181 14186 14193
## Predicted 137.7 137.2 138.3 131.9 130.9 125.1 128.9 136.0 141 142.7 133.0
## cvpred 137.9 137.4 138.5 132.2 131.3 125.5 129.3 136.4 141 142.9 133.3
## pm2.5 47.0 56.0 46.0 41.0 65.0 93.0 107.0 120.0 158 160.0 109.0
## CV residual -90.9 -81.4 -92.5 -91.2 -66.3 -32.5 -22.3 -16.4 17 17.1 -24.3
## 14194 14201 14202 14204 14206 14208 14211 14213 14214 14217 14218
## Predicted 137.6 132.4 133 138 137.5 124.0 139 134 133 120 113.1
## cvpred 137.9 132.7 133 138 137.8 124.3 139 134 133 120 113.5
## pm2.5 107.0 109.0 87 117 110.0 38.0 6 8 8 16 17.0
## CV residual -30.9 -23.7 -46 -21 -27.8 -86.3 -133 -126 -125 -104 -96.5
## 14220 14228 14229 14231 14232 14233 14236 14237 14245 14247 14253
## Predicted 82.1 91.8 110.0 109 118 134.2 144.2 143.9 125.8 118.1 117.9
## cvpred 82.7 92.3 110.4 109 118 134.4 144.3 144.1 126.1 118.5 118.2
## pm2.5 7.0 24.0 35.0 37 45 45.0 68.0 66.0 88.0 48.0 31.0
## CV residual -75.7 -68.3 -75.4 -72 -73 -89.4 -76.3 -78.1 -38.1 -70.5 -87.2
## 14256 14262 14266 14268 14271 14281 14284 14285 14286 14291 14294
## Predicted 110.2 141 100.5 87.1 71.7 128.4 140.8 140.8 140.8 118.5 93.1
## cvpred 110.6 141 100.9 87.5 72.2 128.6 140.9 140.9 140.9 118.9 93.6
## pm2.5 17.0 2 11.0 8.0 22.0 48.0 56.0 51.0 62.0 67.0 59.0
## CV residual -93.6 -139 -89.9 -79.5 -50.2 -80.6 -84.9 -89.9 -78.9 -51.9 -34.6
## 14295 14296 14298 14307 14313 14314 14319 14320 14321 14325 14326
## Predicted 91.3 81.4 79.4 129.4 139.8 129.52 82.7 91.38 85.9 113.0 111.9
## cvpred 91.8 82.0 80.0 129.6 139.9 129.75 83.3 91.95 86.5 113.4 112.3
## pm2.5 48.0 54.0 42.0 85.0 120.0 124.00 99.0 97.00 74.0 44.0 54.0
## CV residual -43.8 -28.0 -38.0 -44.6 -19.9 -5.75 15.7 5.05 -12.5 -69.4 -58.3
## 14327 14330 14331 14332 14335 14339 14341 14343 14345 14348 14350
## Predicted 134.9 139.8 140.5 140.3 145.7 114 103.1 92.5 80.8 98.0 130
## cvpred 135.1 139.9 140.6 140.4 145.7 114 103.6 93.0 81.4 98.5 130
## pm2.5 45.0 61.0 73.0 90.0 102.0 92 91.0 79.0 52.0 72.0 92
## CV residual -90.1 -78.9 -67.6 -50.4 -43.7 -22 -12.6 -14.0 -29.4 -26.5 -38
## 14360 14361 14363 14401 14413 14415 14417 14418 14422 14425
## Predicted 140.5 125.4 110.0 133.6 108.1 108.6223 93.02 96.91 139.8 141.3
## cvpred 140.6 125.6 110.4 133.7 108.6 109.0365 93.48 97.37 139.9 141.4
## pm2.5 81.0 53.0 94.0 92.0 134.0 109.0000 87.00 88.00 113.0 87.0
## CV residual -59.6 -72.6 -16.4 -41.7 25.4 -0.0365 -6.48 -9.37 -26.9 -54.4
## 14428 14429 14430 14431 14432 14434 14439 14440 14441 14442 14443
## Predicted 145.7 140.0 139.6 139.1 140.0 123.53 134.5 138.4 132.2 127.3 130.3
## cvpred 145.7 140.2 139.7 139.2 140.2 123.82 134.7 138.6 132.4 127.6 130.5
## pm2.5 97.0 97.0 103.0 111.0 110.0 125.00 98.0 92.0 93.0 85.0 95.0
## CV residual -48.7 -43.2 -36.7 -28.2 -30.2 1.18 -36.7 -46.6 -39.4 -42.6 -35.5
## 14444 14447 14449 14452 14453 14462 14466 14469 14476 14479 14480
## Predicted 135.8 140.5 140.5 139.9 139.7 119 110.8 118.9 139.8 145.4 145
## cvpred 135.9 140.6 140.6 140.1 139.8 119 111.2 119.2 139.9 145.5 145
## pm2.5 93.0 109.0 121.0 126.0 114.0 70 71.0 108.0 103.0 124.0 112
## CV residual -42.9 -31.6 -19.6 -14.1 -25.8 -49 -40.2 -11.2 -36.9 -21.5 -33
## 14483 14485 14486 14488 14491 14494 14496 14497 14498 14500 14501
## Predicted 124.4 113.52 98.8 110.5 104.5 132.0 142.2 141.9 147.2 147.3 147.9
## cvpred 124.7 113.86 99.2 110.8 104.8 132.1 142.2 141.9 147.1 147.3 147.9
## pm2.5 95.0 109.00 71.0 64.0 69.0 52.0 78.0 78.0 86.0 98.0 122.0
## CV residual -29.7 -4.86 -28.2 -46.8 -35.8 -80.1 -64.2 -63.9 -61.1 -49.3 -25.9
## 14502 14503 14505 14506 14511 14516 14523 14528 14529 14532 14534
## Predicted 146.9 142 138.8 122.6 94.23 112.4 145.8 140.79 130.3 113.9 108.13
## cvpred 146.9 142 138.9 122.8 94.71 112.8 145.9 140.88 130.5 114.2 108.55
## pm2.5 100.0 103 101.0 98.0 89.00 72.0 98.0 150.00 151.0 129.0 102.00
## CV residual -46.9 -39 -37.9 -24.8 -5.71 -40.8 -47.9 9.12 20.5 14.8 -6.55
## 14538 14545 14550 14553 14555 14557 14562 14565 14566 14569 14572
## Predicted 91.16 139.8 139.3 134.2 127.8 117.8 105.8 123.5 119 139.0 144.4
## cvpred 91.67 139.9 139.5 134.4 128.1 118.2 106.3 123.8 119 139.2 144.6
## pm2.5 93.00 202.0 178.0 166.0 169.0 152.0 141.0 152.0 148 193.0 211.0
## CV residual 1.33 62.1 38.5 31.6 40.9 33.8 34.7 28.2 29 53.8 66.4
## 14574 14579 14589 14594 14602 14606 14608 14613 14620 14622 14629
## Predicted 144.2 127.3 132 134.3 127 86.7 71.3 101 143 143.4 91.5
## cvpred 144.3 127.6 132 134.5 127 87.1 71.8 101 143 143.4 91.9
## pm2.5 201.0 210.0 316 96.0 16 23.0 22.0 31 36 58.0 40.0
## CV residual 56.7 82.4 184 -38.5 -111 -64.1 -49.8 -70 -107 -85.4 -51.9
## 14632 14636 14640 14649 14654 14656 14659 14660 14664 14665 14669
## Predicted 79.0 113.1 125.4 131.0 105.8 90.5 105.7 115.5 135.30 140.2 142.3
## cvpred 79.5 113.3 125.6 131.2 106.2 90.9 106.1 115.8 135.41 140.3 142.3
## pm2.5 31.0 57.0 50.0 96.0 69.0 61.0 81.0 105.0 137.00 169.0 160.0
## CV residual -48.5 -56.3 -75.6 -35.2 -37.2 -29.9 -25.1 -10.8 1.59 28.7 17.7
## 14672 14673 14674 14675 14676 14677 14679 14684 14692 14693 14697
## Predicted 146.1 135.5 119.7 111.2 106.1 91.1 81.2 95.0 142.8 147.7 131.0
## cvpred 146.1 135.7 119.9 111.5 106.4 91.5 81.7 95.4 142.8 147.6 131.2
## pm2.5 111.0 83.0 65.0 66.0 76.0 79.0 58.0 35.0 81.0 93.0 96.0
## CV residual -35.1 -52.7 -54.9 -45.5 -30.4 -12.5 -23.7 -60.4 -61.8 -54.6 -35.2
## 14698 14703 14705 14708 14710 14711 14712 14714 14715 14719 14720
## Predicted 121 77.4 85.0 93.9 103.2 133.6 138 132.8 133.5 137.7 137.9
## cvpred 121 77.9 85.5 94.3 103.5 133.7 138 132.8 133.5 137.7 137.9
## pm2.5 146 101.0 118.0 38.0 55.0 41.0 36 50.0 51.0 157.0 100.0
## CV residual 25 23.1 32.5 -56.3 -48.5 -92.7 -102 -82.8 -82.5 19.3 -37.9
## 14722 14723 14724 14726 14727 14728 14737 14739 14741 14743 14746
## Predicted 112.25 103.47 92.95 94.1 93.0 81.65 119.9 128.4 127.4 127 131
## cvpred 112.47 103.73 93.31 94.6 93.5 82.21 120.1 128.6 127.7 127 131
## pm2.5 117.00 95.00 85.00 127.0 108.0 85.00 195.0 221.0 218.0 228 264
## CV residual 4.53 -8.73 -8.31 32.4 14.5 2.79 74.9 92.4 90.3 101 133
## 14750 14753 14756 14763 14765 14767 14772 14773 14778 14783 14790
## Predicted 108.0 66.8 123.0 125.2 133 139 119.6 125 130.3 144 142
## cvpred 108.4 67.4 123.1 125.3 133 139 119.7 125 130.4 144 142
## pm2.5 202.0 35.0 46.0 64.0 14 11 26.0 23 57.0 43 26
## CV residual 93.6 -32.4 -77.1 -61.3 -119 -128 -93.7 -102 -73.4 -101 -116
## 14793 14797 14798 14800 14803 14806 14809 14817 14818 14820 14821
## Predicted 111 49.1 48.0 44.6 97.7 107 121.6 141 135 133 137
## cvpred 111 49.5 48.4 45.0 97.8 107 121.6 140 135 133 137
## pm2.5 11 16.0 9.0 7.0 14.0 32 48.0 11 12 22 8
## CV residual -100 -33.5 -39.4 -38.0 -83.8 -75 -73.6 -129 -123 -111 -129
## 14835 14837 14839 14840 14841 14845 14851 14854 14855 14856 14857
## Predicted 142 146 151 141 139 118.4 122.5 131 139.4 145.0 150
## cvpred 142 146 151 141 139 118.5 122.6 131 139.3 144.9 150
## pm2.5 28 30 28 27 39 33.0 47.0 51 56.0 54.0 68
## CV residual -114 -116 -123 -114 -100 -85.5 -75.6 -80 -83.3 -90.9 -82
## 14860 14862 14867 14873 14877 14878 14879 14882 14886 14890 14892
## Predicted 146.8 151.4 147.2 123.6 131.5 131.04 135 132.3 135.1 135.6 129.07
## cvpred 146.6 151.2 147.1 123.7 131.6 131.11 135 132.5 135.3 135.6 129.21
## pm2.5 83.0 77.0 128.0 163.0 179.0 135.00 85 113.0 117.0 124.0 120.00
## CV residual -63.6 -74.2 -19.1 39.3 47.4 3.89 -50 -19.5 -18.3 -11.6 -9.21
## 14895 14897 14900 14908 14911 14913 14915 14918 14920 14921
## Predicted 121.73 115.63 128.807 147 142.3 141.3 127 114.0 107.6 106.9
## cvpred 121.94 115.87 128.963 147 142.3 141.4 127 114.3 107.9 107.2
## pm2.5 117.00 118.00 128.000 163 170.0 188.0 188 155.0 145.0 147.0
## CV residual -4.94 2.13 -0.963 16 27.7 46.6 61 40.7 37.1 39.8
## 14922 14924 14928 14930 14933 14934 14938 14939 14946 14949
## Predicted 116.00 134.8 142.8 143.2 148.2 148.9 136.4 125.9 114.27 133.08
## cvpred 116.26 134.9 142.8 143.1 148.1 148.8 136.5 126.1 114.57 133.25
## pm2.5 113.00 96.0 172.0 188.0 182.0 187.0 195.0 174.0 123.00 124.00
## CV residual -3.26 -38.9 29.2 44.9 33.9 38.2 58.5 47.9 8.43 -9.25
## 14951 14955 14957 14959 14967 14974 14980 14981 14983 14984 14985
## Predicted 130.1 143 143 143 85.6 113.6 132 109.6 95.3 96.4 91.2
## cvpred 130.2 143 143 143 85.8 113.6 131 109.5 95.3 96.4 91.2
## pm2.5 70.0 24 25 26 19.0 28.0 10 21.0 8.0 9.0 10.0
## CV residual -60.2 -119 -118 -117 -66.8 -85.6 -121 -88.5 -87.3 -87.4 -81.2
## 14986 14990 14992 14998 15005 15006 15008 15009 15011 15014 15016
## Predicted 88.6 45.4 58.0 100 131 127.1 115.1 100.6 66.5 58.3 57.5
## cvpred 88.6 45.7 58.2 100 131 126.8 114.9 100.5 66.6 58.5 57.7
## pm2.5 18.0 6.0 7.0 35 29 32.0 44.0 17.0 9.0 8.0 8.0
## CV residual -70.6 -39.7 -51.2 -65 -102 -94.8 -70.9 -83.5 -57.6 -50.5 -49.7
## 15017 15018 15020 15023 15024 15025 15026 15029 15035 15037 15038
## Predicted 53.6 62.0 69.8 121 140 144.4 139.6 143 85.6 55.3 36.9
## cvpred 53.8 62.2 69.9 121 140 144.1 139.3 143 85.8 55.7 37.3
## pm2.5 8.0 9.0 21.0 24 27 48.0 48.0 21 23.0 12.0 10.0
## CV residual -45.8 -53.2 -48.9 -97 -113 -96.1 -91.3 -122 -62.8 -43.7 -27.3
## 15042 15044 15048 15054 15058 15060 15061 15067 15068 15077 15078
## Predicted 52.4 108 139.6 144 94.1 57.9 47.9 65.2 79.3 139 138.6
## cvpred 52.6 108 139.4 144 94.1 58.2 48.3 65.4 79.4 138 138.2
## pm2.5 12.0 55 43.0 23 38.0 42.0 24.0 32.0 26.0 37 45.0
## CV residual -40.6 -53 -96.4 -121 -56.1 -16.2 -24.3 -33.4 -53.4 -101 -93.2
## 15081 15082 15088 15093 15097 15102 15104 15105 15106 15109 15111
## Predicted 114 84.4 24.72 61.9 143.1 132.0 128.0 96.8 66.2 31.837 15.5
## cvpred 114 84.5 25.23 62.2 142.9 131.7 127.8 96.9 66.5 32.431 16.0
## pm2.5 45 30.0 21.00 36.0 92.0 42.0 32.0 32.0 46.0 33.000 15.0
## CV residual -69 -54.5 -4.23 -26.2 -50.9 -89.7 -95.8 -64.9 -20.5 0.569 -1.0
## 15116 15117 15118 15120 15123 15124 15125 15129 15130 15133 15134
## Predicted 70.0 122.6 127.5 138.8 143.1 138.27 138.2 128.4 107.2 80.9 65.2
## cvpred 70.2 122.5 127.4 138.5 142.9 138.04 137.9 128.4 107.3 81.2 65.6
## pm2.5 56.0 74.0 60.0 125.0 138.0 137.00 114.0 94.0 74.0 106.0 104.0
## CV residual -14.2 -48.5 -67.4 -13.5 -4.9 -1.04 -23.9 -34.4 -33.3 24.8 38.4
## 15136 15143 15144 15147 15150 15151 15157 15158 15161 15163 15170
## Predicted 58.6 133.4 138 146.0 145.8 150.7 84.4 65.5 62.3 80.7 140.4
## cvpred 59.0 133.4 138 145.9 145.6 150.4 84.8 66.0 62.8 81.0 140.3
## pm2.5 100.0 208.0 225 162.0 125.0 119.0 134.0 125.0 153.0 139.0 209.0
## CV residual 41.0 74.6 87 16.1 -20.6 -31.4 49.2 59.0 90.2 58.0 68.7
## 15171 15175 15177 15178 15179 15181 15183 15184 15187 15189 15190
## Predicted 140 147.5 145 134 119 113 101 95.5 118 133 143
## cvpred 140 147.3 144 134 119 113 101 95.8 118 133 143
## pm2.5 252 231.0 273 275 274 284 277 260.0 269 255 289
## CV residual 112 83.7 129 141 155 171 176 164.2 151 122 146
## 15195 15196 15197 15200 15202 15203 15208 15212 15215 15217 15218
## Predicted 150 149 145 146 129 113 57.5 112.269 125.7 125.5 129.4
## cvpred 150 149 145 145 129 113 57.9 112.407 125.7 125.5 129.4
## pm2.5 299 295 298 247 290 282 108.0 112.000 139.0 159.0 200.0
## CV residual 149 146 153 102 161 169 50.1 -0.407 13.3 33.5 70.6
## 15219 15223 15224 15226 15234 15237 15241 15244 15245 15246 15247
## Predicted 129.9 146 151 134 87.0 115 139.9 144.5 144 144.5 145
## cvpred 129.8 146 151 134 87.3 115 139.8 144.4 144 144.4 144
## pm2.5 219.0 250 253 290 140.0 167 177.0 239.0 246 244.0 280
## CV residual 89.2 104 102 156 52.7 52 37.2 94.6 102 99.6 136
## 15249 15257 15263 15264 15265 15267 15268 15275 15281 15283 15288
## Predicted 144 127 143 144 144 143.6 141.7 41.8 7.32 14.64 98.3
## cvpred 144 127 143 143 144 143.4 141.6 42.1 7.96 15.23 98.2
## pm2.5 278 300 386 350 339 241.0 80.0 14.0 18.00 13.00 27.0
## CV residual 134 173 243 207 195 97.6 -61.6 -28.1 10.04 -2.23 -71.2
## 15291 15293 15296 15298 15299 15300 15302 15304 15308 15313 15315
## Predicted 82.6 86.0 82.7 60 53.2 65 50.2 54.0 78.7 146.1 131.4
## cvpred 82.5 85.9 82.6 60 53.4 65 50.4 54.1 78.8 145.7 131.1
## pm2.5 19.0 26.0 20.0 18 20.0 21 13.0 21.0 26.0 62.0 85.0
## CV residual -63.5 -59.9 -62.6 -42 -33.4 -44 -37.4 -33.1 -52.8 -83.7 -46.1
## 15317 15320 15321 15333 15338 15339 15342 15343 15346 15350 15351
## Predicted 140.3 139.5 109.0 92.1 114 133 134.2 135 80.1 49.0 44.5
## cvpred 139.9 139.2 108.9 92.0 114 133 133.8 134 80.1 49.2 44.7
## pm2.5 59.0 59.0 60.0 53.0 24 20 36.0 22 23.0 13.0 11.0
## CV residual -80.9 -80.2 -48.9 -39.0 -90 -113 -97.8 -112 -57.1 -36.2 -33.7
## 15356 15357 15359 15361 15363 15364 15369 15373 15475 15481 15484
## Predicted 87.8 106.4 76.2 133.0 132.3 147 107.0 35.1 121.5 142.7 148.0
## cvpred 87.7 106.2 76.2 132.6 131.9 147 106.8 35.3 121.5 142.4 147.7
## pm2.5 23.0 29.0 53.0 63.0 61.0 32 40.0 14.0 104.0 164.0 103.0
## CV residual -64.7 -77.2 -23.2 -69.6 -70.9 -115 -66.8 -21.3 -17.5 21.6 -44.7
## 15486 15487 15488 15490 15494 15496 15497 15499 15502 15504
## Predicted 145.95 140.32 140.58 123 110.1 114.0 119 124 144 145
## cvpred 145.68 140.11 140.33 123 110.2 114.1 119 124 144 144
## pm2.5 138.00 144.00 150.00 113 150.0 181.0 230 258 324 347
## CV residual -7.68 3.89 9.67 -10 39.8 66.9 111 134 180 203
## 15505 15511 15512 15515 15517 15520 15530 15533 15537 15538 15541
## Predicted 145 145 150 127 94.1 97.7 126.8 136.5 117.2 85.4 70.7
## cvpred 145 145 150 127 94.4 98.0 126.7 136.4 117.2 85.5 70.8
## pm2.5 351 274 269 360 378.0 271.0 153.0 71.0 69.0 75.0 49.0
## CV residual 206 129 119 233 283.6 173.0 26.3 -65.4 -48.2 -10.5 -21.8
## 15542 15544 15547 15553 15558 15560 15561 15562 15563 15565 15568
## Predicted 74.78 60.78 96.3 122.6 136.3 136.5 126.5 112.8 102.3 95.72 94.2
## cvpred 74.97 60.97 96.3 122.5 136.1 136.4 126.4 112.8 102.4 95.89 94.5
## pm2.5 69.00 56.00 62.0 42.0 64.0 102.0 86.0 89.0 81.0 93.00 139.0
## CV residual -5.97 -4.97 -34.3 -80.5 -72.1 -34.4 -40.4 -23.8 -21.4 -2.89 44.5
## 15571 15576 15577 15579 15585 15587 15591 15595 15601 15605 15606
## Predicted 111.6 145.3 145.0 145.8 140.7 129.6 114 109.7 139.2 142 150
## cvpred 111.7 145.1 144.9 145.6 140.5 129.6 114 109.9 139.1 142 150
## pm2.5 155.0 199.0 212.0 221.0 216.0 220.0 313 149.0 225.0 279 280
## CV residual 43.3 53.9 67.1 75.4 75.5 90.4 199 39.1 85.9 137 130
## 15607 15611 15623 15635 15640 15647 15651 15653 15657 15659 15661
## Predicted 144 125 101.8 55.8 36.5 99.4 94.4 113 98.1 64.2 49.6
## cvpred 144 125 101.8 56.0 36.8 99.3 94.3 113 98.1 64.5 50.0
## pm2.5 258 11 30.0 6.0 11.0 10.0 14.0 15 32.0 15.0 8.0
## CV residual 114 -114 -71.8 -50.0 -25.8 -89.3 -80.3 -98 -66.1 -49.5 -42.0
## 15665 15667 15668 15670 15673 15677 15680 15682 15683 15684 15686
## Predicted 47.7 48.8 47.4 55.2 80.8 114.7 106.6 76.4 66.9 55.5 40.6
## cvpred 48.1 49.2 47.9 55.6 80.9 114.6 106.5 76.5 67.0 55.8 41.0
## pm2.5 9.0 7.0 8.0 13.0 16.0 35.0 16.0 12.0 10.0 8.0 8.0
## CV residual -39.1 -42.2 -39.9 -42.6 -64.9 -79.6 -90.5 -64.5 -57.0 -47.8 -33.0
## 15689 15692 15693 15695 15697 15698 15705 15706 15707 15715 15721
## Predicted 25.0 60.3 57.9 82.2 118.5 133 93.2 74.4 69.8 88.7 141.3
## cvpred 25.4 60.4 58.1 82.2 118.2 132 93.1 74.4 69.8 88.7 140.9
## pm2.5 4.0 10.0 33.0 26.0 23.0 20 22.0 12.0 11.0 30.0 83.0
## CV residual -21.4 -50.4 -25.1 -56.2 -95.2 -112 -71.1 -62.4 -58.8 -58.7 -57.9
## 15724 15727 15729 15731 15734 15736 15744 15745 15750 15751 15753
## Predicted 145.7 151.2 139 122 98 79.54 149.0 145.39 149.8 149.3 142.1
## cvpred 145.3 150.7 139 122 98 79.69 148.7 145.03 149.4 148.9 141.8
## pm2.5 96.0 93.0 72 69 86 86.00 129.0 141.00 103.0 100.0 96.0
## CV residual -49.3 -57.7 -67 -53 -12 6.31 -19.7 -4.03 -46.4 -48.9 -45.8
## 15755 15759 15760 15763 15764 15765 15766 15767 15769 15771 15776
## Predicted 119.8 118.8 122.3 137 147 147 147 152 153 152 147
## cvpred 119.7 118.8 122.3 137 147 146 147 152 152 152 146
## pm2.5 88.0 170.0 187.0 253 254 275 292 315 280 255 258
## CV residual -31.7 51.2 64.7 116 107 129 145 163 128 103 112
## 15778 15780 15782 15784 15792 15794 15800 15803 15807 15810 15813
## Predicted 147 141 130 123 152 148 154.7 140.7 116 130.1 147
## cvpred 147 141 130 123 152 147 154.3 140.5 116 130.1 147
## pm2.5 278 339 304 284 302 266 227.0 202.0 224 222.0 285
## CV residual 131 198 174 161 150 119 72.7 61.5 108 91.9 138
## 15814 15816 15820 15823 15824 15828 15829 15830 15831 15835 15836
## Predicted 153 148 149 152.7 147.1 120 115 115 121 141 146
## cvpred 152 148 149 152.3 146.8 120 115 115 121 141 146
## pm2.5 298 313 261 212.0 215.0 285 287 297 318 416 399
## CV residual 146 165 112 59.7 68.2 165 172 182 197 275 253
## 15837 15843 15845 15851 15858 15859 15860 15861 15862 15864 15871
## Predicted 146 147 152 125 119 113.1 107.3 101.9 116.0 145 149
## cvpred 146 147 152 125 119 112.8 107.1 101.6 115.7 144 149
## pm2.5 389 418 414 291 12 13.0 13.0 18.0 17.0 9 15
## CV residual 243 271 262 166 -107 -99.8 -94.1 -83.6 -98.7 -135 -134
## 15874 15876 15879 15880 15882 15883 15889 15892 15897 15898 15900
## Predicted 81.9 57.6 56.4 57.4 76.6 129.1 113 137 119.4 103.9 67.4
## cvpred 81.7 57.6 56.4 57.3 76.5 128.7 112 137 118.9 103.5 67.3
## pm2.5 18.0 8.0 16.0 9.0 24.0 35.0 8 19 27.0 15.0 21.0
## CV residual -63.7 -49.6 -40.4 -48.3 -52.5 -93.7 -104 -118 -91.9 -88.5 -46.3
## 15901 15903 15913 15915 15918 15922 15925 15926 15928 15951 15954
## Predicted 66.9 55.6 139.4 144.0 148.8 138.1 117.85 126.9 117.3 93.1 115.8
## cvpred 66.8 55.6 138.9 143.5 148.2 137.7 117.56 126.6 117.1 93.1 115.7
## pm2.5 27.0 27.0 127.0 158.0 114.0 80.0 110.00 110.0 110.0 237.0 145.0
## CV residual -39.8 -28.6 -11.9 14.5 -34.2 -57.7 -7.56 -16.6 -7.1 143.9 29.3
## 15956 15957 15958 15959 15970 15971 15972 15974 15976 15989 15999
## Predicted 145.9 140.5 146.1 151.0 106.97 92.673 101.2 90.4 86.5 156.9 117
## cvpred 145.5 140.2 145.7 150.6 106.78 92.608 101.1 90.5 86.6 156.4 117
## pm2.5 184.0 208.0 224.0 235.0 109.00 92.000 82.0 118.0 106.0 218.0 282
## CV residual 38.5 67.8 78.3 84.4 2.22 -0.608 -19.1 27.5 19.4 61.6 165
## 16002 16004 16005 16006 16010 16012 16013 16017 16018 16020 16027
## Predicted 124.5 144.3 140 144.5 156 153 158 152 156.4 154 134.3
## cvpred 124.3 143.9 140 144.2 155 152 157 151 155.9 153 134.1
## pm2.5 216.0 167.0 193 220.0 329 302 297 257 248.0 354 206.0
## CV residual 91.7 23.1 53 75.8 174 150 140 106 92.1 201 71.9
## 16030 16031 16035 16036 16037 16039 16040 16042 16048 16052 16062
## Predicted 138.5 142.4 144 148 144 148 148 147 136.3 141 152
## cvpred 138.3 142.2 143 148 144 148 148 147 136.1 141 152
## pm2.5 207.0 233.0 255 258 257 257 256 264 202.0 245 259
## CV residual 68.7 90.8 112 110 113 109 108 117 65.9 104 107
## 16063 16064 16065 16070 16073 16074 16075 16076 16080 16082 16086
## Predicted 148 147 146 136 136 126.5 134.9 138.2 137.8 136.8 143
## cvpred 147 147 146 136 136 126.4 134.8 138.1 137.5 136.5 143
## pm2.5 252 256 283 312 288 102.0 48.0 43.0 38.0 44.0 33
## CV residual 105 109 137 176 152 -24.4 -86.8 -95.1 -99.5 -92.5 -110
## 16088 16089 16090 16093 16094 16097 16098 16099 16101 16103 16105
## Predicted 127.1 101 86 74.5 73.8 97.6 106.6 120.0 125.5 125.1 134
## cvpred 126.8 101 86 74.5 73.8 97.5 106.4 119.8 125.3 124.9 134
## pm2.5 44.0 32 17 20.0 27.0 33.0 55.0 66.0 70.0 67.0 27
## CV residual -82.8 -69 -69 -54.5 -46.8 -64.5 -51.4 -53.8 -55.3 -57.9 -107
## 16107 16108 16109 16112 16120 16129 16132 16134 16135 16136 16137
## Predicted 135 135.1 136 140.1 105.6 139 142.9 144.0 143.6 143.9 142.9
## cvpred 135 134.9 136 139.8 105.5 139 142.6 143.7 143.4 143.6 142.7
## pm2.5 27 46.0 34 60.0 54.0 102 76.0 107.0 91.0 90.0 87.0
## CV residual -108 -88.9 -102 -79.8 -51.5 -37 -66.6 -36.7 -52.4 -53.6 -55.7
## 16138 16139 16145 16147 16149 16150 16151 16152 16157 16161
## Predicted 132.9 128.2 103.36 119.73 123.9 128.14 112.6 116.4 92.1 111.3
## cvpred 132.7 128.1 103.33 119.59 123.7 127.96 112.5 116.3 92.1 111.2
## pm2.5 90.0 85.0 106.00 121.00 143.0 123.00 102.0 55.0 18.0 27.0
## CV residual -42.7 -43.1 2.67 1.41 19.3 -4.96 -10.5 -61.3 -74.1 -84.2
## 16165 16166 16177 16178 16179 16187 16190 16193 16195 16201 16203
## Predicted 126.4 125.7 144.4 144.8 140.1 113.2 86.8 103.4 132.3 148.4 143.7
## cvpred 126.1 125.5 144.1 144.4 139.8 112.9 86.8 103.3 131.9 147.9 143.1
## pm2.5 33.0 32.0 85.0 77.0 66.0 39.0 45.0 46.0 60.0 111.0 87.0
## CV residual -93.1 -93.5 -59.1 -67.4 -73.8 -73.9 -41.8 -57.3 -71.9 -36.9 -56.1
## 16210 16211 16212 16214 16221 16222 16223 16232 16235 16240 16245
## Predicted 107.3 96.2 92.8 83.9 127.9 137 137 100.4 104.4 78.2 106.7
## cvpred 107.1 96.1 92.7 83.9 127.5 137 137 100.2 104.3 78.2 106.6
## pm2.5 27.0 31.0 36.0 36.0 71.0 79 90 42.0 27.0 11.0 45.0
## CV residual -80.1 -65.1 -56.7 -47.9 -56.5 -58 -47 -58.2 -77.3 -67.2 -61.6
## 16246 16248 16263 16271 16273 16274 16276 16279 16286 16287 16289
## Predicted 116.1 150 56.8 135.0 136.5 150.1 151 145 57.4 56.86 66.01
## cvpred 115.9 149 56.9 134.5 135.9 149.5 150 144 57.3 56.86 65.96
## pm2.5 56.0 77 23.0 69.0 84.0 115.0 91 29 42.0 48.00 59.00
## CV residual -59.9 -72 -33.9 -65.5 -51.9 -34.5 -59 -115 -15.3 -8.86 -6.96
## 16301 16304 16308 16311 16320 16323 16326 16331 16333 16335 16337
## Predicted 151.4 151.4 104.9 92.9 146 136.9 115 58.8 34.622 16.1 16.8
## cvpred 150.7 150.7 104.7 92.8 146 136.5 115 58.8 34.762 16.3 17.0
## pm2.5 139.0 115.0 90.0 114.0 252 73.0 16 39.0 34.000 41.0 41.0
## CV residual -11.7 -35.7 -14.7 21.2 106 -63.5 -99 -19.8 -0.762 24.7 24.0
## 16339 16341 16344 16352 16353 16360 16363 16365 16366 16368 16374
## Predicted 19.5 59.74 56.4 71.4 59.1 43.6 99.7 124.2 134.6 128.7 121.45
## cvpred 19.7 59.57 56.1 71.0 58.9 43.4 99.2 123.6 133.9 128.1 120.77
## pm2.5 50.0 65.00 17.0 9.0 10.0 19.0 34.0 74.0 89.0 78.0 127.00
## CV residual 30.3 5.43 -39.1 -62.0 -48.9 -24.4 -65.2 -49.6 -44.9 -50.1 6.23
## 16375 16376 16378 16388 16390 16391 16393 16403 16404 16405 16406
## Predicted 130.97 150.0 113.3 132.4 137 137.7 133 119.2 116.5 114.0 118.1
## cvpred 130.24 149.2 112.8 131.8 137 137.1 133 118.8 116.2 113.7 117.8
## pm2.5 124.00 134.0 84.0 178.0 242 235.0 314 185.0 185.0 194.0 195.0
## CV residual -6.24 -15.2 -28.8 46.2 105 97.9 181 66.2 68.8 80.3 77.2
## 16409 16413 16416 16419 16422 16423 16424 16431 16436 16438 16445
## Predicted 132.7 148.4 152.0 143.0 154.3 155.0 160.0 130.0 140 135.5 157.2
## cvpred 132.4 147.9 151.5 142.5 153.7 154.4 159.3 129.7 139 135.2 156.6
## pm2.5 165.0 205.0 206.0 195.0 186.0 177.0 193.0 224.0 380 166.0 113.0
## CV residual 32.6 57.1 54.5 52.5 32.3 22.6 33.7 94.3 241 30.8 -43.6
## 16446 16449 16450 16453 16454 16462 16463 16465 16467 16474
## Predicted 151.2 153.3 156.2 154.1 150.3 144.885 149.2 156.2 155.56 121.1
## cvpred 150.7 152.9 155.7 153.6 149.9 144.537 148.8 155.7 155.05 120.9
## pm2.5 111.0 126.0 121.0 99.0 107.0 144.000 136.0 139.0 157.00 78.0
## CV residual -39.7 -26.9 -34.7 -54.6 -42.9 -0.537 -12.8 -16.7 1.95 -42.9
## 16479 16481 16485 16486 16488 16491 16492 16495 16496 16500 16502
## Predicted 83.2 118.9 135.0 134.5 143 147.8 153.4 109 96.8 55.6 40.9
## cvpred 83.1 118.7 134.7 134.2 143 147.2 152.8 108 96.4 55.5 40.8
## pm2.5 53.0 43.0 77.0 91.0 99 72.0 71.0 7 3.0 9.0 13.0
## CV residual -30.1 -75.7 -57.7 -43.2 -44 -75.2 -81.8 -101 -93.4 -46.5 -27.8
## 16504 16506 16507 16510 16513 16517 16518 16523 16526 16529 16534
## Predicted 41.8 47.8 52.6 74.7 57.2 121 123.5 94.2 80.9 93.0 144.6
## cvpred 41.8 47.8 52.5 74.4 57.0 120 122.7 93.7 80.5 92.5 143.8
## pm2.5 10.0 7.0 8.0 12.0 9.0 17 25.0 30.0 53.0 47.0 113.0
## CV residual -31.8 -40.8 -44.5 -62.4 -48.0 -103 -97.7 -63.7 -27.5 -45.5 -30.8
## 16535 16539 16545 16547 16549 16554 16557 16562 16564 16566 16568
## Predicted 144.4 154.140 148.5 126.5 93.29 124.4 146.0 142 146 152 146.3
## cvpred 143.6 153.308 147.8 125.9 92.96 123.9 145.4 141 145 151 145.6
## pm2.5 172.0 154.000 91.0 73.0 99.00 165.0 190.0 358 363 315 227.0
## CV residual 28.4 0.692 -56.8 -52.9 6.04 41.1 44.6 217 218 164 81.4
## 16569 16571 16577 16580 16583 16587 16593 16596 16597 16600 16601
## Predicted 150.4 134.6 65.2 62.3 56.4 44.4 40.8 11.10 -0.0103 -15.0 -7.12
## cvpred 149.8 134.1 65.0 62.0 56.2 44.3 40.8 11.31 0.2642 -14.7 -6.77
## pm2.5 197.0 198.0 17.0 9.0 9.0 9.0 12.0 14.00 14.0000 15.0 13.00
## CV residual 47.2 63.9 -48.0 -53.0 -47.2 -35.3 -28.8 2.69 13.7358 29.7 19.77
## 16602 16603 16608 16611 16613 16615 16618 16621 16622 16624 16626
## Predicted 7.04 113 122.2 147.6 147.9 153 140.5 120.2 120.7 119.2 140
## cvpred 7.30 112 121.5 146.7 146.9 152 139.7 119.6 120.1 118.6 139
## pm2.5 13.00 18 72.0 99.0 118.0 134 90.0 135.0 151.0 211.0 278
## CV residual 5.70 -94 -49.5 -47.7 -28.9 -18 -49.7 15.4 30.9 92.4 139
## 16631 16639 16646 16649 16650 16658 16660 16662 16665 16666 16667
## Predicted 150 146.5 118.2 123.3 133.1 159 147.2 145.8 148.3 136.5 125.9
## cvpred 149 145.6 117.7 122.8 132.5 158 146.4 145.1 147.6 135.9 125.3
## pm2.5 323 128.0 206.0 193.0 229.0 311 227.0 229.0 234.0 223.0 203.0
## CV residual 174 -17.6 88.3 70.2 96.5 153 80.6 83.9 86.4 87.1 77.7
## 16673 16675 16683 16684 16687 16689 16693 16694 16701 16702 16704
## Predicted 108 128 154 153 147 143.34 91.8 86.55 143 152 147
## cvpred 108 127 153 152 146 142.68 91.5 86.31 142 152 146
## pm2.5 210 250 306 295 176 135.00 106.0 86.00 313 350 391
## CV residual 102 123 153 143 30 -7.68 14.5 -0.31 171 198 245
## 16706 16711 16713 16714 16715 16717 16718 16723 16727 16728 16729
## Predicted 146 142.96 120.21 103.7 91.2 65.1 86.3 128.5 127.0 118.2 122.5
## cvpred 145 142.33 119.79 103.4 90.9 65.0 86.1 128.1 126.4 117.7 121.9
## pm2.5 289 148.00 124.00 127.0 143.0 96.0 34.0 93.0 48.0 39.0 40.0
## CV residual 144 5.67 4.21 23.6 52.1 31.0 -52.1 -35.1 -78.4 -78.7 -81.9
## 16732 16733 16734 16736 16737 16741 16742 16745 16747 16750 16751
## Predicted 129.2 129.5 129.0 133 101.7 90.8 85.9 88.5 115.4 125.08 130.0
## cvpred 128.6 128.8 128.3 132 101.1 90.3 85.4 88.0 114.9 124.44 129.3
## pm2.5 50.0 49.0 50.0 45 40.0 45.0 39.0 63.0 78.0 115.00 145.0
## CV residual -78.6 -79.8 -78.3 -87 -61.1 -45.3 -46.4 -25.0 -36.9 -9.44 15.7
## 16752 16758 16762 16766 16768 16773 16775 16776 16783 16784 16785
## Predicted 130.3 155.4 86.8 61.8 60.8 86.6 127.1 137 156.4 155.4 148.7
## cvpred 129.7 154.5 86.3 61.4 60.5 86.1 126.3 136 155.4 154.5 147.8
## pm2.5 155.0 229.0 43.0 32.0 25.0 97.0 111.0 99 107.0 73.0 87.0
## CV residual 25.3 74.5 -43.3 -29.4 -35.5 10.9 -15.3 -37 -48.4 -81.5 -60.8
## 16789 16791 16795 16805 16816 16817 16819 16821 16822 16824 16832
## Predicted 110.4 90.9 143.9 158 155 155 155 157 157 156 144
## cvpred 109.9 90.5 143.1 157 155 154 155 156 156 156 144
## pm2.5 75.0 116.0 238.0 284 278 281 307 431 494 473 37
## CV residual -34.9 25.5 94.9 127 123 127 152 275 338 317 -107
## 16842 16844 16847 16848 16856 16857 16860 16861 16862 16865 16867
## Predicted 102.2 128.24 154.1 154.4 160.9 160.0 133.4 133.1 132.1 152 161
## cvpred 101.6 127.61 153.3 153.6 159.9 159.1 132.7 132.5 131.5 151 160
## pm2.5 42.0 137.00 184.0 195.0 203.0 222.0 63.0 65.0 100.0 406 498
## CV residual -59.6 9.39 30.7 41.4 43.1 62.9 -69.7 -67.5 -31.5 255 338
## 16874 16879 16880 16884 16885 16886 16888 16890 16893 16894 16897
## Predicted 164 161 158 157 162 161 156 157 156 157 156.3
## cvpred 163 160 157 156 161 161 155 156 156 156 155.6
## pm2.5 392 395 370 270 283 269 268 270 324 318 226.0
## CV residual 229 235 213 114 122 108 113 114 168 162 70.4
## 16899 16900 16902 16903 16905 16908 16911 16912 16914 16920 16924
## Predicted 160 155.0 154.1 153.6 157.2 154.8 150 145.0 155.3 162 162
## cvpred 159 154.3 153.4 152.9 156.5 154.1 149 144.4 154.6 162 161
## pm2.5 247 247.0 229.0 225.0 211.0 211.0 215 201.0 189.0 420 284
## CV residual 88 92.7 75.6 72.1 54.5 56.9 66 56.6 34.4 258 123
## 16925 16927 16928 16936 16938 16940 16952 16958 16961 16963 16965
## Predicted 157 161 160.9 83.3 75.2 67.0 122 87.7 75.8 76.1 76.3
## cvpred 156 160 160.2 82.9 74.9 66.6 121 87.1 75.3 75.5 75.8
## pm2.5 287 265 232.0 17.0 15.0 13.0 16 17.0 12.0 15.0 9.0
## CV residual 131 105 71.8 -65.9 -59.9 -53.6 -105 -70.1 -63.3 -60.5 -66.8
## 16976 16977 16978 16983 16985 16988 16990 16991 16993 16995 16997
## Predicted 130 129 115.3 73.2 69.0 77.6 78.6 82.4 84.3 80.1 87.3
## cvpred 129 128 114.5 72.6 68.5 77.1 78.1 81.9 83.8 79.7 86.8
## pm2.5 12 22 32.0 18.0 17.0 20.0 17.0 19.0 18.0 16.0 14.0
## CV residual -117 -106 -82.5 -54.6 -51.5 -57.1 -61.1 -62.9 -65.8 -63.7 -72.8
## 17001 17004 17005 17010 17014 17015 17016 17018 17019 17021 17022
## Predicted 67.1 37.3 35 35.0 113.3 117.9 113 137 138.1 146.4 152
## cvpred 66.8 37.3 35 35.1 112.6 117.2 112 136 137.2 145.5 151
## pm2.5 15.0 27.0 23 63.0 85.0 77.0 76 82 87.0 113.0 135
## CV residual -51.8 -10.3 -12 27.9 -27.6 -40.2 -36 -54 -50.2 -32.5 -16
## 17024 17033 17036 17037 17039 17052 17055 17057 17059 17061 17064
## Predicted 157.40 60.6 65.7 70.0 101.4 86.0 80.4 89.3 113.5 139.2 137.0
## cvpred 156.37 60.4 65.5 69.7 100.9 85.6 80.0 88.9 112.9 138.5 136.4
## pm2.5 153.00 30.0 47.0 55.0 79.0 26.0 38.0 65.0 82.0 79.0 71.0
## CV residual -3.37 -30.4 -18.5 -14.7 -21.9 -59.6 -42.0 -23.9 -30.9 -59.5 -65.4
## 17065 17069 17071 17072 17073 17076 17077 17081 17085 17086 17089
## Predicted 141.9 152.9 146.8 146.3 145.8 146.26 146.3 146.3 158 159 89.1
## cvpred 141.2 152.1 146.1 145.6 145.1 145.62 145.6 145.6 157 158 88.6
## pm2.5 82.0 88.0 87.0 90.0 83.0 147.00 175.0 223.0 304 320 16.0
## CV residual -59.2 -64.1 -59.1 -55.6 -62.1 1.38 29.4 77.4 147 162 -72.6
## 17092 17101 17102 17104 17106 17107 17112 17115 17117 17118 17119
## Predicted 92.9 50.7 38.7 29.7 44.6 47.7 47.2 53.4 118 117.7 116.8
## cvpred 92.3 50.4 38.5 29.6 44.4 47.5 47.0 53.2 117 116.7 115.9
## pm2.5 14.0 19.0 13.0 14.0 10.0 16.0 23.0 15.0 22 21.0 19.0
## CV residual -78.3 -31.4 -25.5 -15.6 -34.4 -31.5 -24.0 -38.2 -95 -95.7 -96.9
## 17120 17121 17122 17126 17130 17131 17133 17134 17135 17138 17142
## Predicted 115.5 108.5 97.6 65.1 57.4 64.4 63.4 65.8 63.8 62.0 48.5
## cvpred 114.6 107.7 96.9 64.6 56.9 63.8 62.9 65.3 63.3 61.5 48.2
## pm2.5 28.0 11.0 13.0 12.0 11.0 11.0 9.0 10.0 11.0 11.0 8.0
## CV residual -86.6 -96.7 -83.9 -52.6 -45.9 -52.8 -53.9 -55.3 -52.3 -50.5 -40.2
## 17143 17149 17150 17151 17154 17159 17166 17167 17173 17176 17177
## Predicted 50.7 6.91 -0.428 -7.77 94.5 134 141.0 130.5 76.61 62.0 71.2
## cvpred 50.3 6.94 -0.334 -7.61 93.7 133 139.9 129.5 76.04 61.5 70.7
## pm2.5 7.0 15.00 16.000 20.00 18.0 74 109.0 92.0 75.00 129.0 107.0
## CV residual -43.3 8.06 16.334 27.61 -75.7 -59 -30.9 -37.5 -1.04 67.5 36.3
## 17179 17181 17188 17189 17192 17195 17199 17200 17201 17203 17207
## Predicted 120.1 125.82 116.3 106 108.1 84.0 57.6 57.6 81.7 117 113.23
## cvpred 119.2 124.91 115.4 105 107.3 83.4 57.1 57.1 81.1 116 112.43
## pm2.5 108.0 128.00 28.0 14 19.0 33.0 40.0 44.0 45.0 88 116.00
## CV residual -11.2 3.09 -87.4 -91 -88.3 -50.4 -17.1 -13.1 -36.1 -28 3.57
## 17208 17210 17212 17215 17216 17218 17222 17225 17227 17228 17229
## Predicted 102.85 96.5 101.7 102.7 117.3 91.4 44.42 58.8 101 111.3 126
## cvpred 102.12 95.8 100.9 101.8 116.4 90.7 43.97 58.3 100 110.5 125
## pm2.5 105.00 31.0 26.0 13.0 21.0 30.0 39.00 42.0 58 150.0 152
## CV residual 2.88 -64.8 -74.9 -88.8 -95.4 -60.7 -4.97 -16.3 -42 39.5 27
## 17232 17234 17235 17236 17238 17242 17243 17244 17245 17248 17251
## Predicted 125.5 130.8 135.5 135 138.5 99.2 78.3 72.3 61.53 73.9 82.9
## cvpred 124.6 129.9 134.5 134 137.5 98.5 77.7 71.8 61.14 73.4 82.4
## pm2.5 142.0 191.0 188.0 123 69.0 42.0 48.0 66.0 66.00 85.0 105.0
## CV residual 17.4 61.1 53.5 -11 -68.5 -56.5 -29.7 -5.8 4.86 11.6 22.6
## 17255 17261 17263 17264 17273 17277 17278 17281 17285 17293 17299
## Predicted 129.6 120.0 136 110.7 32.8 46.1 61.4 96.8 96.7 45.9 76.2
## cvpred 128.7 119.1 135 109.9 32.6 45.8 60.9 96.0 96.0 45.6 75.7
## pm2.5 100.0 21.0 13 13.0 14.0 12.0 18.0 19.0 13.0 19.0 38.0
## CV residual -28.7 -98.1 -122 -96.9 -18.6 -33.8 -42.9 -77.0 -83.0 -26.6 -37.7
## 17301 17302 17304 17307 17310 17311 17313 17314 17320 17321 17322
## Predicted 111.3 126.7 131.8 145.7 140.4 145.4 140.6 128.6 61.6 65.2 59.7
## cvpred 110.5 125.7 130.8 144.7 139.3 144.3 139.6 127.7 61.3 64.8 59.3
## pm2.5 51.0 64.0 70.0 117.0 98.0 73.0 87.0 98.0 18.0 16.0 18.0
## CV residual -59.5 -61.7 -60.8 -27.7 -41.3 -71.3 -52.6 -29.7 -43.3 -48.8 -41.3
## 17326 17330 17331 17335 17338 17339 17340 17342 17343 17344 17348
## Predicted 83.9 89.0 87.7 140 100.3 81.0 69.9 61.4 64.2 57.9 110.3
## cvpred 83.3 88.4 87.1 139 99.6 80.4 69.4 61.0 63.8 57.5 109.5
## pm2.5 15.0 10.0 11.0 13 19.0 21.0 27.0 27.0 38.0 30.0 90.0
## CV residual -68.3 -78.4 -76.1 -126 -80.6 -59.4 -42.4 -34.0 -25.8 -27.5 -19.5
## 17355 17357 17363 17371 17372 17374 17377 17379 17380 17381 17382
## Predicted 140.7 145.0 94.0 119 119.3 129.2 144.7 148.6 144.35 160 154.8
## cvpred 139.7 143.9 93.4 118 118.5 128.3 143.7 147.6 143.38 159 153.7
## pm2.5 99.0 64.0 48.0 90 136.0 193.0 77.0 79.0 146.00 139 124.0
## CV residual -40.7 -79.9 -45.4 -28 17.5 64.7 -66.7 -68.6 2.62 -20 -29.7
## 17388 17390 17392 17396 17397 17405 17406 17408 17410 17411
## Predicted 113.4 94.2 98.79 138 136 147.645 147.15 146.9 133.1 121.9
## cvpred 112.7 93.6 98.15 137 135 146.646 146.16 145.9 132.3 121.2
## pm2.5 60.0 57.0 92.00 221 268 146.000 150.00 116.0 122.0 132.0
## CV residual -52.7 -36.6 -6.15 84 133 -0.646 3.84 -29.9 -10.3 10.8
## 17419 17421 17423 17425 17426 17428 17430 17432 17433 17437 17441
## Predicted 141.2 147 152 152 152 150.6 148.35 136.6 140.2 82.4 113.4
## cvpred 140.4 146 151 151 151 149.6 147.39 135.7 139.3 82.0 112.8
## pm2.5 204.0 271 324 333 262 169.0 145.00 184.0 187.0 115.0 137.0
## CV residual 63.6 125 173 182 111 19.4 -2.39 48.3 47.7 33.0 24.2
## 17445 17447 17450 17452 17453 17462 17463 17469 17470 17471 17472
## Predicted 144.1 144.1 157.4 151.0 137.4 116.0 125.0 126.4 125.9 125.5 125.0
## cvpred 143.4 143.3 156.4 150.1 136.5 115.3 124.2 125.7 125.2 124.7 124.2
## pm2.5 228.0 87.0 61.0 52.0 50.0 68.0 72.0 91.0 79.0 64.0 69.0
## CV residual 84.6 -56.3 -95.4 -98.1 -86.5 -47.3 -52.2 -34.7 -46.2 -60.7 -55.2
## 17480 17483 17485 17487 17497 17500 17501 17504 17509 17511 17512
## Predicted 146.7 136.6 136.6 135.9 151.3 149.82 158.5 151.14 86.3 73.6 78.3
## cvpred 145.9 135.8 135.8 135.1 150.3 148.84 157.5 150.19 85.8 73.2 77.8
## pm2.5 80.0 101.0 123.0 150.0 163.0 144.00 137.0 157.00 98.0 71.0 66.0
## CV residual -65.9 -34.8 -12.8 14.9 12.7 -4.84 -20.5 6.81 12.2 -2.2 -11.8
## 17517 17519 17521 17526 17527 17530 17531 17534 17539 17540 17542
## Predicted 139.1 139 149 117.4 116.3 98.8 92.1 64.6 105.0 119.6 126
## cvpred 138.2 138 148 116.6 115.5 98.1 91.5 64.2 104.3 118.8 125
## pm2.5 217.0 251 275 38.0 23.0 16.0 21.0 17.0 55.0 55.0 81
## CV residual 78.8 113 127 -78.6 -92.5 -82.1 -70.5 -47.2 -49.3 -63.8 -44
## 17543 17551 17553 17555 17556 17559 17560 17561 17564 17565 17569
## Predicted 124 141.2 153.6 141.23 131 71.4 59.6 61.7 72.1 74.2 63.4
## cvpred 123 140.4 152.6 140.42 130 71.0 59.2 61.2 71.7 73.7 63.0
## pm2.5 80 99.0 104.0 134.00 169 12.0 19.0 14.0 16.0 8.0 14.0
## CV residual -43 -41.4 -48.6 -6.42 39 -59.0 -40.2 -47.2 -55.7 -65.7 -49.0
## 17570 17571 17572 17575 17576 17578 17579 17580 17582 17583 17587
## Predicted 66.6 65.5 69.0 63.3 61.3 48.1 45.9 27.43 21.67 9.34 10.50
## cvpred 66.2 65.1 68.6 62.9 60.9 47.9 45.7 27.37 21.67 9.40 10.61
## pm2.5 16.0 17.0 11.0 15.0 17.0 16.0 18.0 24.00 18.00 13.00 8.00
## CV residual -50.2 -48.1 -57.6 -47.9 -43.9 -31.9 -27.7 -3.37 -3.67 3.60 -2.61
## 17590 17591 17592 17593 17597 17599 17600 17602 17606 17608 17609
## Predicted 11.693 13.76 11.1 8.61 25 128 124 95.7 50.1 46.9 45.6
## cvpred 11.813 13.87 11.2 8.77 25 127 123 94.9 49.7 46.5 45.2
## pm2.5 12.000 10.00 16.0 14.00 18 13 15 19.0 25.0 15.0 21.0
## CV residual 0.187 -3.87 4.8 5.23 -7 -114 -108 -75.9 -24.7 -31.5 -24.2
## 17613 17615 17621 17625 17630 17631 17633 17642 17643 17656 17659
## Predicted 108.4 127.4 148.86 145.4 67.34 61.96 72.5 137.0 131.6 109.9 121.3
## cvpred 107.5 126.5 147.62 144.3 66.82 61.49 71.9 135.9 130.6 109.2 120.6
## pm2.5 74.0 86.0 150.00 96.0 69.00 53.00 65.0 161.0 161.0 67.0 56.0
## CV residual -33.5 -40.5 2.38 -48.3 2.18 -8.49 -6.9 25.1 30.4 -42.2 -64.6
## 17660 17661 17671 17672 17674 17675 17677 17679 17680 17682 17689
## Predicted 120.8 116.0 134.1 133.2 146.2 144.9 159.5 159.3 158.8 158.0 154.8
## cvpred 120.1 115.3 133.3 132.5 145.4 144.2 158.6 158.4 157.9 157.2 153.9
## pm2.5 58.0 54.0 49.0 60.0 66.0 68.0 132.0 170.0 172.0 176.0 171.0
## CV residual -62.1 -61.3 -84.3 -72.5 -79.4 -76.2 -26.6 11.6 14.1 18.8 17.1
## 17691 17694 17699 17705 17711 17714 17718 17730 17731 17734 17735
## Predicted 160.3 158.67 145.4 120.2 157.8 163 153 109.4 132.5 142 150
## cvpred 159.4 157.77 144.6 119.6 156.7 162 152 108.7 131.7 141 149
## pm2.5 191.0 151.00 124.0 144.0 235.0 284 79 175.0 149.0 314 350
## CV residual 31.6 -6.77 -20.6 24.4 78.3 122 -73 66.3 17.3 173 201
## 17738 17743 17749 17750 17756 17759 17760 17766 17768 17772 17778
## Predicted 154 167 76.6 70.0 68.0 83.4 107.8 133 143 101.5 95.3
## cvpred 152 166 76.1 69.5 67.5 82.8 106.9 132 142 100.8 94.6
## pm2.5 358 501 155.0 21.0 11.0 10.0 18.0 24 32 33.0 71.0
## CV residual 206 335 78.9 -48.5 -56.5 -72.8 -88.9 -108 -110 -67.8 -23.6
## 17781 17787 17788 17789 17792 17799 17803 17804 17810 17814 17816
## Predicted 107.3 151.9 151.6 153.1 146.249 74.0 119.3 119.2 131.4 127.5 122.1
## cvpred 106.6 150.7 150.5 151.9 145.131 73.5 118.5 118.4 130.5 126.6 121.3
## pm2.5 93.0 156.0 169.0 156.0 146.000 196.0 174.0 144.0 60.0 41.0 44.0
## CV residual -13.6 5.3 18.5 4.1 0.869 122.5 55.5 25.6 -70.5 -85.6 -77.3
## 17820 17823 17824 17825 17827 17829 17832 17838 17840 17841 17917
## Predicted 67.5 73.4 78.14 81.7 80.7 105 139.6 135.6 140.6 134.6 125
## cvpred 67.1 73.0 77.68 81.2 80.2 104 138.6 134.6 139.6 133.6 124
## pm2.5 43.0 61.0 69.00 66.0 57.0 73 101.0 98.0 42.0 39.0 254
## CV residual -24.1 -12.0 -8.68 -15.2 -23.2 -31 -37.6 -36.6 -97.6 -94.6 130
## 17920 17925 17929 17931 17932 17940 17947 17949 17950 17954 17955
## Predicted 125 156 158 158 153 130 145 150 145 149 149
## cvpred 124 155 157 157 153 129 145 149 145 148 148
## pm2.5 285 416 332 344 353 370 450 469 450 460 503
## CV residual 161 261 175 187 200 241 305 320 305 312 355
## 17956 17961 17965 17969 17972 17975 17980 17981 17983 17985 17988
## Predicted 150 143 130 134 150 156 97.0 96.4 94.4 82.7 73.5
## cvpred 149 142 130 134 149 155 96.3 95.7 93.7 82.1 73.0
## pm2.5 558 348 373 399 436 494 49.0 52.0 29.0 15.0 21.0
## CV residual 409 206 243 265 287 339 -47.3 -43.7 -64.7 -67.1 -52.0
## 17989 17997 18003 18006 18008 18010 18013 18015 18016 18019 18023
## Predicted 67.2 61.4 62.9 58.1 51.1 38.1 74.4 72.0 75.9 85.3 95.9
## cvpred 66.7 60.9 62.3 57.6 50.5 37.7 73.6 71.2 75.1 84.4 95.0
## pm2.5 20.0 22.0 10.0 9.0 10.0 16.0 18.0 20.0 17.0 15.0 20.0
## CV residual -46.7 -38.9 -52.3 -48.6 -40.5 -21.7 -55.6 -51.2 -58.1 -69.4 -75.0
## 18024 18025 18026 18028 18033 18036 18037 18038 18039 18041 18042
## Predicted 96.9 105.6 112.0 109.3 107.4 82.6 80.5 74.0 62.9 75.1 83.5
## cvpred 95.9 104.5 110.9 108.3 106.3 81.7 79.7 73.3 62.2 74.4 82.7
## pm2.5 13.0 21.0 29.0 14.0 19.0 21.0 22.0 20.0 18.0 35.0 51.0
## CV residual -82.9 -83.5 -81.9 -94.3 -87.3 -60.7 -57.7 -53.3 -44.2 -39.4 -31.7
## 18044 18045 18046 18051 18052 18053 18055 18056 18058 18067 18070
## Predicted 106.8 111.05 107 115 125 128 137 141.6 114.3 65.6 95.0
## cvpred 105.7 109.98 106 114 124 127 136 140.3 113.3 65.1 94.1
## pm2.5 68.0 108.00 193 972 430 296 285 223.0 66.0 24.0 200.0
## CV residual -37.7 -1.98 87 858 306 169 149 82.7 -47.3 -41.1 105.9
## 18073 18074 18075 18077 18081 18082 18083 18085 18086 18091 18093
## Predicted 100.1 109.9 103 95.8 94.8 79.1 73.1 60.6 54.3 81.9 86.5
## cvpred 99.2 108.9 102 95.0 94.0 78.4 72.4 60.1 53.8 81.0 85.6
## pm2.5 79.0 14.0 12 8.0 9.0 7.0 10.0 13.0 13.0 9.0 25.0
## CV residual -20.2 -94.9 -90 -87.0 -85.0 -71.4 -62.4 -47.1 -40.8 -72.0 -60.6
## 18094 18095 18101 18109 18111 18116 18117 18118 18119 18123 18124
## Predicted 110.4 110.2 130.9 81.5 53.08 80.0 83.3 87.6 118.06 133.3 133.8
## cvpred 109.4 109.2 129.8 80.9 52.59 79.4 82.7 87.0 117.09 132.3 132.7
## pm2.5 37.0 85.0 50.0 51.0 51.00 69.0 93.0 127.0 122.00 166.0 151.0
## CV residual -72.4 -24.2 -79.8 -29.9 -1.59 -10.4 10.3 40.0 4.91 33.7 18.3
## 18128 18130 18133 18134 18136 18138 18143 18146 18149 18152 18155
## Predicted 144.3 127.4 66.6 61.96 61.0 87.5694 126 89.6 119.4 114.8 83.2
## cvpred 143.1 126.5 66.1 61.48 60.5 86.9717 125 88.9 118.4 113.8 82.5
## pm2.5 80.0 47.0 79.0 66.00 77.0 87.0000 227 51.0 40.0 95.0 20.0
## CV residual -63.1 -79.5 12.9 4.52 16.5 0.0283 102 -37.9 -78.4 -18.8 -62.5
## 18156 18157 18161 18166 18167 18168 18170 18173 18180 18181 18182
## Predicted 77.1 72.5 79.66 129.7 137.6 141 148.4 138 132.2 136.6 132
## cvpred 76.5 71.9 79.06 128.8 136.7 140 147.4 137 131.4 135.8 131
## pm2.5 29.0 24.0 84.00 158.0 124.0 122 51.0 69 79.0 82.0 79
## CV residual -47.5 -47.9 4.94 29.2 -12.7 -18 -96.4 -68 -52.4 -53.8 -52
## 18183 18185 18192 18193 18197 18209 18213 18214 18215 18217 18220
## Predicted 131.5 131.1 159.89 153.5 108.5 82.2 106.4 105 108.4 131.7 138.6
## cvpred 130.7 130.3 158.75 152.5 107.6 81.6 105.6 104 107.6 130.7 137.7
## pm2.5 76.0 91.0 164.00 170.0 25.0 35.0 47.0 69 76.0 91.0 109.0
## CV residual -54.7 -39.3 5.25 17.5 -82.6 -46.6 -58.6 -35 -31.6 -39.7 -28.7
## 18221 18224 18225 18238 18240 18241 18242 18243 18244 18245
## Predicted 138.1 149.4 144.1 150.77 149.8 151.6 151.3 150.395 149.54 155
## cvpred 137.2 148.3 143.1 149.87 148.9 150.7 150.4 149.501 148.65 154
## pm2.5 81.0 91.0 84.0 151.00 142.0 132.0 139.0 150.000 150.00 143
## CV residual -56.2 -57.3 -59.1 1.13 -6.9 -18.7 -11.4 0.499 1.35 -11
## 18248 18251 18252 18253 18258 18259 18261 18263 18264 18268 18269
## Predicted 148.09 98.0 87.2 71.7 48.2 53.0 56.4 59.1 57.5 96.5 95.2
## cvpred 147.16 97.3 86.6 71.1 47.7 52.4 55.7 58.4 56.8 95.5 94.2
## pm2.5 152.00 135.0 58.0 14.0 17.0 14.0 13.0 8.0 9.0 9.0 11.0
## CV residual 4.84 37.7 -28.6 -57.1 -30.7 -38.4 -42.7 -50.4 -47.8 -86.5 -83.2
## 18271 18273 18274 18276 18280 18283 18290 18294 18296 18299 18305
## Predicted 103.9 98.1 80.5 71.6 73.3 96.8 99.1 94.4 96.0 71.7 66.5
## cvpred 102.8 97.1 79.6 70.8 72.5 95.8 98.1 93.5 95.1 70.9 65.7
## pm2.5 11.0 13.0 13.0 14.0 16.0 23.0 30.0 7.0 9.0 13.0 18.0
## CV residual -91.8 -84.1 -66.6 -56.8 -56.5 -72.8 -68.1 -86.5 -86.1 -57.9 -47.7
## 18306 18307 18312 18313 18318 18320 18327 18330 18331 18332 18336
## Predicted 81.4 81.1 120.2 121.7 118.9 132.5 36.0 25.2 69.3 84.2 75.1
## cvpred 80.5 80.3 119.1 120.5 117.7 131.3 35.6 24.9 68.7 83.5 74.4
## pm2.5 24.0 39.0 92.0 64.0 68.0 63.0 50.0 72.0 82.0 100.0 50.0
## CV residual -56.5 -41.3 -27.1 -56.5 -49.7 -68.3 14.4 47.1 13.3 16.5 -24.4
## 18338 18342 18345 18347 18350 18354 18355 18356 18366 18367 18368
## Predicted 77.3 111 91.7 78.5 45.7 66.14 70.41 75.1 120.1 125.2 124.9
## cvpred 76.5 110 90.9 77.8 45.1 65.57 69.81 74.4 119.2 124.3 124.1
## pm2.5 16.0 9 17.0 19.0 22.0 70.00 62.00 60.0 100.0 92.0 90.0
## CV residual -60.5 -101 -73.9 -58.8 -23.1 4.43 -7.81 -14.4 -19.2 -32.3 -34.1
## 18370 18373 18380 18383 18384 18387 18388 18389 18390 18395 18398
## Predicted 115.4 102.92 115.0 134 133 139 139 133 93.1 59.6 26.14
## cvpred 114.6 102.31 114.3 133 132 138 138 132 92.4 59.1 25.85
## pm2.5 103.0 100.00 128.0 265 252 251 278 263 183.0 11.0 19.00
## CV residual -11.6 -2.31 13.7 132 120 113 140 131 90.6 -48.1 -6.85
## 18400 18402 18405 18406 18418 18420 18421 18428 18429 18435 18438
## Predicted 19.78 23.8 28.91 29.7 90.7 80.8 68.9 61.5 68.3 60.0 61.7
## cvpred 19.53 23.5 28.58 29.4 89.7 80.1 68.2 60.9 67.7 59.4 61.1
## pm2.5 23.00 12.0 32.00 42.0 13.0 15.0 13.0 12.0 12.0 10.0 10.0
## CV residual 3.47 -11.5 3.42 12.6 -76.7 -65.1 -55.2 -48.9 -55.7 -49.4 -51.1
## 18443 18444 18445 18446 18449 18451 18453 18455 18456 18457 18460
## Predicted 78.1 70.6 57.6 46.1 30.1 84.0 94.3 104.0 104.2 108.1 134
## cvpred 77.4 69.9 57.1 45.6 29.8 83.3 93.4 103.1 103.2 107.1 133
## pm2.5 11.0 27.0 21.0 16.0 17.0 12.0 21.0 18.0 22.0 18.0 28
## CV residual -66.4 -42.9 -36.1 -29.6 -12.8 -71.3 -72.4 -85.1 -81.2 -89.1 -105
## 18461 18462 18463 18465 18466 18467 18474 18476 18477 18480 18481
## Predicted 136 139 128.3 126.8 106.2 101.5 53.42 65.618 81.4 65.0 67.1
## cvpred 134 138 127.3 125.8 105.4 100.8 52.96 65.093 80.8 64.5 66.5
## pm2.5 28 33 33.0 77.0 84.0 84.0 51.00 66.000 64.0 21.0 6.0
## CV residual -106 -105 -94.3 -48.8 -21.4 -16.8 -1.96 0.907 -16.8 -43.5 -60.5
## 18482 18483 18484 18485 18487 18488 18492 18494 18497 18498 18502
## Predicted 70.0 66.8 74.4 74.3 79.2 119 54.2 48.3 45.5 49.3 67.5
## cvpred 69.4 66.3 73.8 73.7 78.5 118 53.7 47.9 45.1 48.8 67.0
## pm2.5 4.0 6.0 8.0 7.0 11.0 13 36.0 23.0 27.0 36.0 54.0
## CV residual -65.4 -60.3 -65.8 -66.7 -67.5 -105 -17.7 -24.9 -18.1 -12.8 -13.0
## 18505 18512 18513 18514 18519 18521 18524 18527 18528 18532 18535
## Predicted 80.86 142.6 141.4 104.6 37.93 32.19 77.9 98.94 138.80 147.9 159.4
## cvpred 80.25 141.5 140.3 103.8 37.57 31.85 77.2 98.24 137.98 146.9 158.3
## pm2.5 74.00 123.0 126.0 129.0 40.00 40.00 44.0 106.00 147.00 86.0 75.0
## CV residual -6.25 -18.5 -14.3 25.2 2.43 8.15 -33.2 7.76 9.02 -60.9 -83.3
## 18538 18539 18541 18542 18543 18546 18553 18555 18561 18563 18564
## Predicted 134.1 124.1 116.1 125.6 120.5 121.0 148 149.1 139.2 126.3 111.7
## cvpred 133.4 123.4 115.4 124.9 119.8 120.3 147 148.1 138.3 125.6 111.1
## pm2.5 77.0 90.0 97.0 111.0 104.0 105.0 170 175.0 170.0 138.0 149.0
## CV residual -56.4 -33.4 -18.4 -13.9 -15.8 -15.3 23 26.9 31.7 12.4 37.9
## 18570 18574 18578 18579 18580 18581 18582 18592 18595 18599 18600
## Predicted 111 131 148 152 146 144 136.8 38.2 78.1 89.1 116
## cvpred 111 130 147 151 145 143 136.1 37.8 77.4 88.3 115
## pm2.5 224 295 380 327 306 248 235.0 26.0 25.0 41.0 71
## CV residual 113 165 233 176 161 105 98.9 -11.8 -52.4 -47.3 -44
## 18601 18610 18611 18615 18616 18617 18623 18624 18627 18628 18629
## Predicted 146.8 142.7 137 107 105.9 100.5 85.7 79.3 86.3 84.9 84.1
## cvpred 145.8 141.8 136 106 105.4 99.9 85.0 78.7 85.6 84.2 83.4
## pm2.5 80.0 92.0 87 167 134.0 112.0 163.0 16.0 8.0 12.0 11.0
## CV residual -65.8 -49.8 -49 61 28.6 12.1 78.0 -62.7 -77.6 -72.2 -72.4
## 18633 18636 18637 18641 18645 18650 18653 18655 18659 18662 18667
## Predicted 74.6 45.8 34.7 33.4 55.9 71.6 62.2 49.4 21.72 -2.88 -1.48
## cvpred 74.1 45.4 34.4 33.2 55.5 71.1 61.8 49.0 21.63 -2.74 -1.29
## pm2.5 12.0 24.0 17.0 18.0 13.0 8.0 12.0 9.0 15.00 26.00 9.00
## CV residual -62.1 -21.4 -17.4 -15.2 -42.5 -63.1 -49.8 -40.0 -6.63 28.74 10.29
## 18670 18675 18676 18681 18688 18689 18692 18693 18695 18696 18702
## Predicted 13.16 100.4 100.5 103.6 35.8 34.23 57.60 77.7 103.0 96.90 125
## cvpred 13.26 99.5 99.6 102.8 35.5 33.92 57.07 77.1 102.2 96.15 124
## pm2.5 10.00 12.0 9.0 17.0 45.0 40.00 53.00 52.0 74.0 90.00 98
## CV residual -3.26 -87.5 -90.6 -85.8 9.5 6.08 -4.07 -25.1 -28.2 -6.15 -26
## 18709 18711 18715 18720 18721 18725 18733 18738 18747 18749 18750
## Predicted 42.4 37.30 36.5 107.2 102 132.1 37.8 57.5 128.5 139.1 139.1
## cvpred 42.1 36.98 36.1 106.3 101 131.1 37.5 57.2 127.6 138.2 138.2
## pm2.5 73.0 38.00 32.0 56.0 65 162.0 139.0 145.0 73.0 69.0 82.0
## CV residual 30.9 1.02 -4.1 -50.3 -36 30.9 101.5 87.8 -54.6 -69.2 -56.2
## 18753 18756 18760 18764 18766 18770 18772 18774 18780 18784
## Predicted 127.34 93.65 90.6 117.1 136.6 153.8955 149.25 152.6 142.0 122.1
## cvpred 126.55 93.09 90.1 116.4 135.8 153.0667 148.46 151.9 141.3 121.6
## pm2.5 117.00 103.00 151.0 134.0 155.0 153.0000 158.00 164.0 203.0 219.0
## CV residual -9.55 9.91 60.9 17.6 19.2 -0.0667 9.54 12.1 61.7 97.4
## 18788 18792 18797 18800 18801 18807 18810 18811 18815 18816 18817
## Predicted 104 104.3 118 107 100.3 51.7 45.6 64.5 109.2 107.9 122.1
## cvpred 104 103.6 117 106 99.6 51.3 45.2 64.0 108.4 107.3 121.3
## pm2.5 248 18.0 8 14 16.0 19.0 18.0 18.0 70.0 81.0 84.0
## CV residual 144 -85.6 -109 -92 -83.6 -32.3 -27.2 -46.0 -38.4 -26.3 -37.3
## 18819 18820 18826 18827 18828 18838 18839 18840 18841 18848 18851
## Predicted 125.1 124.6 141.2 131.5 126.09 94.0 97.8 97.7 100.7 104 69.7
## cvpred 124.4 123.9 140.4 130.7 125.38 93.4 97.2 97.0 100.1 103 69.2
## pm2.5 74.0 79.0 98.0 102.0 125.00 11.0 15.0 10.0 9.0 16 21.0
## CV residual -50.4 -44.9 -42.4 -28.7 -0.38 -82.4 -82.2 -87.0 -91.1 -87 -48.2
## 18853 18855 18859 18862 18865 18867 18870 18873 18874 18875 18876
## Predicted 44.1 31.86 69.0 84.4 87.6 115.6 123.6 104.8 86.1 75.0 66.3
## cvpred 43.7 31.63 68.4 83.8 87.0 114.7 122.7 104.1 85.5 74.5 65.9
## pm2.5 14.0 25.00 30.0 36.0 62.0 78.0 73.0 35.0 37.0 46.0 30.0
## CV residual -29.7 -6.63 -38.4 -47.8 -25.0 -36.7 -49.7 -69.1 -48.5 -28.5 -35.9
## 18887 18888 18891 18893 18894 18902 18905 18908 18917 18922 18923
## Predicted 82.9 111.0 122.1 135.98 147.1 105 79.1 108.4 148 130 120
## cvpred 82.3 110.3 121.3 135.16 146.2 105 78.7 107.8 147 130 119
## pm2.5 111.0 140.0 153.0 127.00 134.0 230 193.0 179.0 276 264 299
## CV residual 28.7 29.7 31.7 -8.16 -12.2 125 114.3 71.2 129 134 180
## 18926 18927 18932 18933 18936 18940 18944 18953 18958 18962 18965
## Predicted 92.7 90.8 102.97 117.13 104.8 146.4 156.4 90.6 139 149 148
## cvpred 92.3 90.5 102.47 116.54 104.3 145.5 155.4 90.3 139 148 147
## pm2.5 192.0 154.0 106.00 109.00 161.0 190.0 184.0 229.0 286 293 249
## CV residual 99.7 63.5 3.53 -7.54 56.7 44.5 28.6 138.7 147 145 102
## 18966 18968 18970 18972 18973 18974 18979 18981 18985 18988 18994
## Predicted 147.5 147.6 133.9 122 122 118 151 155.0 153 151.4 151.8
## cvpred 146.7 146.7 133.2 122 121 117 150 154.4 152 150.7 151.2
## pm2.5 230.0 220.0 209.0 262 326 347 200 213.0 269 112.0 121.0
## CV residual 83.3 73.3 75.8 140 205 230 50 58.6 117 -38.7 -30.2
## 18995 18997 18998 19001 19003 19004 19005 19010 19015 19016 19017
## Predicted 145.8 143.9 156.5 151 150.3 145.4 146.8 161.7 140.3 139.8 139.3
## cvpred 145.3 143.3 155.8 150 149.6 144.8 146.1 160.9 139.6 139.1 138.6
## pm2.5 111.0 121.0 110.0 110 100.0 83.0 75.0 93.0 73.0 72.0 76.0
## CV residual -34.3 -22.3 -45.8 -40 -49.6 -61.8 -71.1 -67.9 -66.6 -67.1 -62.6
## 19021 19024 19027 19028 19029 19030 19037 19041 19044 19052
## Predicted 111.2 103.90 107.576 111.85 111.6 116.25 140.5 140.5 104.5 121.2
## cvpred 110.7 103.47 107.084 111.32 111.1 115.68 139.7 139.7 103.9 120.5
## pm2.5 91.0 94.00 108.000 117.00 98.0 112.00 131.0 127.0 149.0 97.0
## CV residual -19.7 -9.47 0.916 5.68 -13.1 -3.68 -8.7 -12.7 45.1 -23.5
## 19056 19063 19064 19065 19069 19073 19075 19076 19079 19080 19081
## Predicted 145.1 155.6 155.1 158.8 114.1 106.2 120.0 125.1 147.9 122.9 107.4
## cvpred 144.3 154.7 154.2 157.9 113.5 105.8 119.4 124.4 147.1 122.3 106.8
## pm2.5 189.0 183.0 179.0 181.0 176.0 137.0 154.0 150.0 180.0 97.0 28.0
## CV residual 44.7 28.3 24.8 23.1 62.5 31.2 34.6 25.6 32.9 -25.3 -78.8
## 19082 19084 19087 19091 19094 19096 19099 19101 19103 19107 19109
## Predicted 87.4 89.6 69.1 45.0 17.89 3.96 -0.441 7.12 73.6 93.0 108.0
## cvpred 86.9 89.1 68.7 44.9 18.01 4.18 -0.206 7.32 73.2 92.5 107.4
## pm2.5 24.0 20.0 12.0 27.0 17.00 14.00 13.000 40.00 35.0 34.0 26.0
## CV residual -62.9 -69.1 -56.7 -17.9 -1.01 9.82 13.206 32.68 -38.2 -58.5 -81.4
## 19110 19113 19114 19116 19123 19125 19131 19133 19137 19144 19148
## Predicted 117 78.8 77.5 58.9 21.76 42.9 95.8 93.6 84.6 43.0 58.3
## cvpred 116 78.4 77.1 58.7 21.75 42.7 95.1 92.9 83.9 42.5 57.8
## pm2.5 14 10.0 21.0 17.0 16.00 14.0 11.0 11.0 13.0 12.0 17.0
## CV residual -102 -68.4 -56.1 -41.7 -5.75 -28.7 -84.1 -81.9 -70.9 -30.5 -40.8
## 19149 19150 19152 19153 19159 19162 19164 19165 19166 19173 19176
## Predicted 57.2 73.0 110.7 120 156.6 140.0 129.22 109.8 89.4 79.08 99.5
## cvpred 56.7 72.4 109.9 119 155.7 139.2 128.58 109.3 89.0 78.64 99.1
## pm2.5 18.0 31.0 26.0 18 93.0 112.0 133.00 140.0 112.0 69.00 77.0
## CV residual -38.7 -41.4 -83.9 -101 -62.7 -27.2 4.42 30.7 23.0 -9.64 -22.1
## 19177 19180 19181 19182 19184 19185 19188 19200 19202 19207 19212
## Predicted 118.1 140.6 140.2 145.6 149 90.3 45.5 41.8 45.7 32.2 -11.3
## cvpred 117.5 139.8 139.5 144.8 149 89.8 45.3 41.5 45.4 32.1 -11.1
## pm2.5 89.0 103.0 89.0 93.0 32 28.0 18.0 5.0 7.0 11.0 18.0
## CV residual -28.5 -36.8 -50.5 -51.8 -117 -61.8 -27.3 -36.5 -38.4 -21.1 29.1
## 19222 19225 19230 19234 19237 19239 19242 19244 19249 19257 19258
## Predicted 44.15 107.0 124.7 81.0 37.04 30.8 32.4 59.2 92.9 122.2 107
## cvpred 43.74 106.2 123.8 80.4 36.75 30.6 32.2 58.9 92.4 121.5 106
## pm2.5 45.00 72.0 78.0 49.0 28.00 41.0 78.0 81.0 106.0 180.0 156
## CV residual 1.26 -34.2 -45.8 -31.4 -8.75 10.4 45.8 22.1 13.6 58.5 50
## 19261 19262 19266 19269 19271 19274 19277 19281 19282 19284 19286
## Predicted 56.3 46.1 23.3 47.3 81.1 79.4 57.2 52.2 40.9 30.4 29.2
## cvpred 56.1 46.0 23.4 47.2 80.6 78.9 56.8 51.9 40.7 30.2 29.0
## pm2.5 170.0 147.0 68.0 81.0 26.0 8.0 9.0 17.0 26.0 15.0 16.0
## CV residual 113.9 101.0 44.6 33.8 -54.6 -70.9 -47.8 -34.9 -14.7 -15.2 -13.0
## 19290 19292 19294 19295 19297 19306 19308 19310 19313 19315
## Predicted 30.1 70.3707 77.7 95.6 109.1 106.0 76.499 60.9 84.4 87.4
## cvpred 30.0 70.0935 77.4 95.2 108.5 105.5 76.155 60.6 84.1 87.2
## pm2.5 77.0 70.0000 65.0 59.0 71.0 65.0 76.000 84.0 114.0 135.0
## CV residual 47.0 -0.0935 -12.4 -36.2 -37.5 -40.5 -0.155 23.4 29.9 47.8
## 19316 19325 19327 19331 19332 19333 19335 19337 19346 19347 19348
## Predicted 96.0 152.8 158.4 147 138 137 122 116 157.7 158 158
## cvpred 95.8 152.2 157.8 147 138 136 122 116 157.1 157 157
## pm2.5 148.0 183.0 196.0 286 293 328 345 320 250.0 283 268
## CV residual 52.2 30.8 38.2 139 155 192 223 204 92.9 126 111
## 19351 19352 19358 19360 19362 19365 19375 19376 19377 19399 19400
## Predicted 158.4 157.9 152.3 149.1 142 139.8 137 136 126 157.3 157.0
## cvpred 157.8 157.3 151.7 148.6 142 139.4 136 135 125 156.5 156.3
## pm2.5 210.0 185.0 184.0 181.0 245 219.0 21 17 17 97.0 102.0
## CV residual 52.2 27.7 32.3 32.4 103 79.6 -115 -118 -108 -59.5 -54.3
## 19412 19415 19419 19420 19421 19424 19427 19432 19437 19438 19440
## Predicted 125 135.6 162.4 161.7 161.5 155.92 112.0 84.7 113.6 117.1 129.3
## cvpred 125 135.1 161.6 160.9 160.8 155.18 111.7 84.5 113.3 116.8 128.9
## pm2.5 100 95.0 134.0 142.0 172.0 162.00 166.0 143.0 94.0 126.0 163.0
## CV residual -25 -40.1 -27.6 -18.9 11.2 6.82 54.3 58.5 -19.3 9.2 34.1
## 19444 19450 19451 19458 19459 19461 19462 19463 19470 19471 19472
## Predicted 137.0 150 134 117 122 133 138 133 139 144 148
## cvpred 136.5 149 134 116 121 133 138 133 138 143 148
## pm2.5 188.0 252 262 338 338 355 356 393 269 306 306
## CV residual 51.5 103 128 222 217 222 218 260 131 163 158
## 19473 19476 19477 19479 19485 19489 19490 19491 19502 19505
## Predicted 143 102.75 91.38 77.275 107 90.7 99.1 124.9 35.60 10.942
## cvpred 142 102.47 91.21 77.087 107 90.4 98.8 124.5 35.71 11.134
## pm2.5 282 107.00 94.00 78.000 71 37.0 41.0 37.0 28.00 11.000
## CV residual 140 4.53 2.79 0.913 -36 -53.4 -57.8 -87.5 -7.71 -0.134
## 19506 19512 19514 19515 19517 19519 19521 19524 19525 19526 19527
## Predicted 6.77 114.8 110.2 45.1 63.5 65.4 50.9 7.02 4.33 -4.12 -11.8
## cvpred 7.01 114.3 109.6 44.9 63.3 65.1 50.8 7.28 4.61 -3.75 -11.4
## pm2.5 8.00 16.0 18.0 26.0 27.0 12.0 15.0 16.00 20.00 12.00 12.0
## CV residual 0.99 -98.3 -91.6 -18.9 -36.3 -53.1 -35.8 8.72 15.39 15.75 23.4
## 19529 19530 19531 19533 19534 19537 19538 19539 19546 19549 19550
## Predicted -8.30 -5.62 1.69 60.1 67.2 110.2 106 107 67.2 36.3 31.43
## cvpred -7.88 -5.22 2.06 59.9 66.9 109.6 105 106 66.9 36.3 31.42
## pm2.5 10.00 17.00 8.00 17.0 21.0 31.0 40 11 21.0 21.0 27.00
## CV residual 17.88 22.22 5.94 -42.9 -45.9 -78.6 -65 -95 -45.9 -15.3 -4.42
## 19556 19559 19561 19563 19567 19568 19569 19570 19572 19578 19585
## Predicted 62.50 95.0 107.9 123.59 127.2 132.9 116 97.9 76.6 53.0 130
## cvpred 62.39 94.7 107.5 123.02 126.7 132.2 116 97.6 76.5 53.1 130
## pm2.5 68.00 115.0 118.0 118.00 152.0 156.0 148 129.0 131.0 135.0 280
## CV residual 5.61 20.3 10.5 -5.02 25.3 23.8 32 31.4 54.5 81.9 150
## 19588 19592 19593 19594 19599 19601 19604 19608 19611 19612 19617
## Predicted 129 121.2 85.2 55 -17.7 -27.1 8.40 92.0 45.3 49.6 72.0
## cvpred 129 120.8 85.0 55 -17.1 -26.5 8.69 91.8 45.3 49.5 71.9
## pm2.5 261 131.0 152.0 119 26.0 31.0 41.00 131.0 16.0 18.0 97.0
## CV residual 132 10.2 67.0 64 43.1 57.5 32.31 39.2 -29.3 -31.5 25.1
## 19619 19622 19624 19627 19629 19632 19636 19639 19641 19642 19643
## Predicted 51.1 36.1 37.1 43.36 56.6 72.8 104.5 115.5 98.9 80.27 69.0
## cvpred 51.2 36.3 37.4 43.53 56.6 72.8 104.2 115.1 98.7 80.18 69.1
## pm2.5 62.0 51.0 57.0 41.00 32.0 45.0 60.0 80.0 77.0 79.00 87.0
## CV residual 10.8 14.7 19.6 -2.53 -24.6 -27.8 -44.2 -35.1 -21.7 -1.18 17.9
## 19645 19647 19651 19652 19653 19654 19655 19657 19658 19660 19664
## Predicted 27.4 -6.31 -21.4 -8.50 -6.06 -4.49 12.10 14.392 17.07 12.67 13.38
## cvpred 27.7 -5.84 -20.9 -8.11 -5.69 -4.12 12.39 14.683 17.35 12.96 13.68
## pm2.5 64.0 36.00 16.0 13.00 10.00 8.00 10.00 15.000 10.00 10.00 8.00
## CV residual 36.3 41.84 36.9 21.11 15.69 12.12 -2.39 0.317 -7.35 -2.96 -5.68
## 19667 19668 19674 19697 19699 19701 19703 19708 19714 19715 19716
## Predicted -15.7 -28.5 -57.6 25.71 37.6 55.7 76.9 97.9 93.18 82.05 67.05
## cvpred -15.2 -27.9 -56.8 25.69 37.6 55.5 76.7 97.5 92.82 81.79 66.86
## pm2.5 13.0 20.0 19.0 29.00 27.0 27.0 54.0 71.0 90.00 78.00 76.00
## CV residual 28.2 47.9 75.8 3.31 -10.6 -28.5 -22.7 -26.5 -2.82 -3.79 9.14
## 19721 19722 19725 19727 19730 19731 19732 19739 19741 19742 19743
## Predicted 57.8 70.5 67.2 61.88 90.4 85.3 95.0 79.4 73.0 80.7 75.4
## cvpred 57.8 70.4 67.1 61.74 90.0 84.9 94.6 79.1 72.8 80.5 75.3
## pm2.5 40.0 43.0 43.0 54.00 41.0 31.0 35.0 46.0 52.0 48.0 52.0
## CV residual -17.8 -27.4 -24.1 -7.74 -49.0 -53.9 -59.6 -33.1 -20.8 -32.5 -23.3
## 19747 19751 19758 19766 19769 19770 19771 19773 19774 19775 19779
## Predicted 88.6 45.5 67.6 14.68 -18.1 -15.1 -15.7 -3.04 -9.02 -9.62 27.1
## cvpred 88.4 45.3 67.2 14.82 -17.7 -14.8 -15.4 -2.79 -8.75 -9.37 27.0
## pm2.5 55.0 11.0 15.0 24.00 32.0 27.0 10.0 19.00 15.00 27.00 25.0
## CV residual -33.4 -34.3 -52.2 9.18 49.7 41.8 25.4 21.79 23.75 36.37 -2.0
## 19780 19785 19789 19790 19798 19801 19805 19808 19809 19810 19812
## Predicted 26.6 19.29 0.317 -11.2 28.3 40.0 38.2 37.2 21.25 14.505 -12.7
## cvpred 26.5 19.43 0.642 -10.8 28.2 39.9 38.0 37.2 21.33 14.678 -12.4
## pm2.5 9.0 11.00 21.000 14.0 11.0 19.0 9.0 8.0 17.00 14.000 13.0
## CV residual -17.5 -8.43 20.358 24.8 -17.2 -20.9 -29.0 -29.2 -4.33 -0.678 25.4
## 19815 19818 19825 19827 19829 19833 19838 19842 19844 19846 19847
## Predicted -18.9 -17.4 63.6 61.9 97.9 72.8 16.9 6.05 92.5 96.7 92.2
## cvpred -18.4 -16.8 63.5 61.8 97.6 72.6 17.2 6.42 92.3 96.4 91.8
## pm2.5 25.0 17.0 15.0 20.0 24.0 44.0 35.0 20.00 36.0 18.0 21.0
## CV residual 43.4 33.8 -48.5 -41.8 -73.6 -28.6 17.8 13.58 -56.3 -78.4 -70.8
## 19848 19853 19856 19861 19863 19867 19871 19872 19873 19879 19882
## Predicted 87.3 124.3 121.9 56.88 40.0 42.4 99.3 89.5 89.4 25.4 -10.4
## cvpred 87.0 123.7 121.3 56.84 40.1 42.6 99.1 89.4 89.3 25.5 -10.1
## pm2.5 23.0 46.0 58.0 63.00 92.0 87.0 151.0 147.0 160.0 42.0 24.0
## CV residual -64.0 -77.7 -63.3 6.16 51.9 44.4 51.9 57.6 70.7 16.5 34.1
## 19885 19888 19891 19892 19893 19894 19897 19902 19904 19914 19916
## Predicted -31.3 -46.7 -50.2 10.65 14.2 31.97 58.3 93.6 109.6 29.3 45.6
## cvpred -30.8 -46.0 -49.4 10.82 14.4 32.09 58.3 93.4 109.3 29.9 46.1
## pm2.5 20.0 23.0 17.0 16.00 27.0 31.00 63.0 148.0 164.0 99.0 90.0
## CV residual 50.8 69.0 66.4 5.18 12.6 -1.09 4.7 54.6 54.7 69.1 43.9
## 19919 19920 19923 19925 19927 19928 19931 19935 19937 19939 19940
## Predicted 87.14 82.26 98.58 106.640 124 128.3 71.9 65.4 67.0 64.4 116
## cvpred 87.35 82.49 98.63 106.621 124 128.1 72.2 65.8 67.4 64.8 116
## pm2.5 79.00 91.00 91.00 107.000 94 72.0 45.0 54.0 56.0 49.0 38
## CV residual -8.35 8.51 -7.63 0.379 -30 -56.1 -27.2 -11.8 -11.4 -15.8 -78
## 19953 19956 19957 19958 19960 19963 19964 19969 19979 19982
## Predicted 49.0 11.23 13.513 12.16 -2.03 -16.3 10.4 66.3 0.0302 12.04
## cvpred 48.9 11.41 13.748 12.41 -1.64 -15.9 10.6 66.2 0.4517 12.36
## pm2.5 10.0 15.00 14.000 14.00 18.00 8.0 43.0 45.0 40.0000 22.00
## CV residual -38.9 3.59 0.252 1.59 19.64 23.9 32.4 -21.2 39.5483 9.64
## 19983 19984 19986 19991 19998 19999 20002 20004 20006 20008 20010
## Predicted 1.27 4.55 10.65 41.4 133.3 137.5 76.5 40.7 4.36 6.18 12.515
## cvpred 1.71 5.00 11.08 41.6 132.8 137.1 76.6 41.1 4.92 6.74 13.049
## pm2.5 13.00 22.00 18.00 28.0 89.0 63.0 91.0 85.0 46.00 25.00 14.000
## CV residual 11.29 17.00 6.92 -13.6 -43.8 -74.1 14.4 43.9 41.08 18.26 0.951
## 20011 20013 20016 20024 20025 20028 20030 20032 20034 20036 20039
## Predicted 20.07 47.9 31.0 120.5 86.0 26.0 -8.43 -26.3 -15.8 4.33 33.0
## cvpred 20.58 48.2 31.5 120.3 86.1 26.4 -7.83 -25.5 -15.1 4.92 33.4
## pm2.5 22.00 20.0 47.0 92.0 101.0 89.0 49.00 34.0 31.0 22.00 63.0
## CV residual 1.42 -28.2 15.5 -28.3 14.9 62.6 56.83 59.5 46.1 17.08 29.6
## 20041 20042 20044 20045 20051 20052 20053 20055 20057 20062 20065
## Predicted 58.8 67.9 81.53 119.5 49.4 14.9 18.7 8.29 66.4 87.9 81.2
## cvpred 59.2 68.2 81.74 119.3 49.7 15.3 19.1 8.81 66.7 87.9 81.2
## pm2.5 79.0 86.0 80.00 83.0 84.0 52.0 35.0 27.00 24.0 66.0 56.0
## CV residual 19.8 17.8 -1.74 -36.3 34.3 36.7 15.9 18.19 -42.7 -21.9 -25.2
## 20068 20074 20075 20076 20078 20079 20081 20088 20090 20092 20096
## Predicted 114 15.65 15.28 10.0 12.3 9.01 6.07 71.5 88.3 91.3 98.09
## cvpred 113 15.81 15.44 10.3 12.6 9.30 6.38 71.6 88.4 91.3 98.06
## pm2.5 9 22.00 22.00 22.0 23.0 23.00 40.00 61.0 64.0 80.0 95.00
## CV residual -104 6.19 6.56 11.7 10.4 13.70 33.62 -10.6 -24.4 -11.3 -3.06
## 20098 20102 20107 20109 20111 20113 20115 20118 20122 20125 20126
## Predicted 71.4 58.2 54.8 74.5 91.9 94.5 102.1 119.7 96.5 84.4 82.8
## cvpred 71.6 58.5 55.2 74.9 92.1 94.8 102.3 119.8 96.7 84.7 83.2
## pm2.5 108.0 138.0 163.0 164.0 116.0 105.0 121.0 140.0 142.0 160.0 174.0
## CV residual 36.4 79.5 107.8 89.1 23.9 10.2 18.7 20.2 45.3 75.3 90.8
## 20127 20134 20135 20138 20141 20146 20147 20148 20150 20151 20155
## Predicted 81.9 124 143.3 145.4 146.0 122.7 121.8 116.2 123.59 117.96 127
## cvpred 82.3 124 143.2 145.2 145.9 122.5 121.6 116.1 123.49 117.92 127
## pm2.5 178.0 229 73.0 59.0 61.0 100.0 109.0 102.0 122.00 125.00 158
## CV residual 95.7 105 -70.2 -86.2 -84.9 -22.5 -12.6 -14.1 -1.49 7.08 31
## 20156 20157 20161 20162 20167 20169 20172 20174 20179 20183 20188
## Predicted 131.4 130.9 132 131.9 141 140.41 142.2 135.7 135.0 151.7 146.55
## cvpred 131.3 130.8 132 131.8 141 140.28 142.1 135.5 134.9 151.4 146.31
## pm2.5 152.0 148.0 164 170.0 183 149.00 172.0 205.0 89.0 82.0 151.00
## CV residual 20.7 17.2 32 38.2 42 8.72 29.9 69.5 -45.9 -69.4 4.69
## 20193 20197 20199 20203 20204 20210 20213 20217 20223 20225 20226
## Predicted 138.4 137.8 137.0 126.3 130.9 142.4 136.9 130.6 100.7 99.1 102.6
## cvpred 138.2 137.6 136.9 126.2 130.8 142.2 136.7 130.4 100.9 99.3 102.8
## pm2.5 154.0 181.0 202.0 159.0 185.0 157.0 116.0 115.0 162.0 160.0 195.0
## CV residual 15.8 43.4 65.1 32.8 54.2 14.8 -20.7 -15.4 61.1 60.7 92.2
## 20227 20228 20229 20230 20231 20232 20235 20243 20245 20247 20248
## Predicted 112.4 122.4 132 126 126 125 131.4 125 118 109 108
## cvpred 112.5 122.5 132 126 126 125 131.3 125 118 109 108
## pm2.5 201.0 216.0 235 247 257 245 203.0 258 281 278 268
## CV residual 88.5 93.5 103 121 131 120 71.7 133 163 169 160
## 20254 20255 20256 20257 20260 20262 20264 20265 20269 20274 20276
## Predicted 119 134 123 122.5 139.9 135.5 130.6 134.4 140 134.1 131.2
## cvpred 119 134 123 122.6 139.8 135.4 130.6 134.4 140 134.1 131.2
## pm2.5 298 307 268 157.0 207.0 174.0 179.0 187.0 34 35.0 41.0
## CV residual 179 173 145 34.4 67.2 38.6 48.4 52.6 -106 -99.1 -90.2
## 20281 20293 20294 20295 20297 20299 20300 20302 20303 20304 20307
## Predicted 109.1 -8.74 -21.0 -19.3 -24.4 -13.7 -1.121 109.6 127.6 114.2 144
## cvpred 109.2 -8.15 -20.3 -18.6 -23.7 -13.0 -0.505 109.3 127.3 113.9 143
## pm2.5 13.0 15.00 17.0 13.0 12.0 8.0 4.000 37.0 69.0 120.0 28
## CV residual -96.2 23.15 37.3 31.6 35.7 21.0 4.505 -72.3 -58.3 6.1 -115
## 20313 20316 20319 20325 20326 20328 20333 20334 20338 20342 20343
## Predicted 113.0 91.9 92.7 118.2 133.4 128.5 128.50 133.4 46.9 -18.4 -22.6
## cvpred 112.7 91.9 92.8 118.2 133.2 128.3 128.34 133.2 47.1 -17.9 -22.0
## pm2.5 51.0 65.0 76.0 78.0 144.0 176.0 134.00 112.0 126.0 41.0 21.0
## CV residual -61.7 -26.9 -16.8 -40.2 10.8 47.7 5.66 -21.2 78.9 58.9 43.0
## 20349 20350 20352 20354 20358 20365 20368 20370 20375 20387 20388
## Predicted -23.0 -19.1 -4.44 30.1 36.2 28.3 37.9 27.2 75.3 57.5 50.0
## cvpred -22.4 -18.5 -3.97 30.1 36.1 28.5 38.1 27.4 75.3 57.6 50.1
## pm2.5 30.0 28.0 39.00 46.0 135.0 83.0 136.0 98.0 183.0 205.0 220.0
## CV residual 52.4 46.5 42.97 15.9 98.9 54.5 97.9 70.6 107.7 147.4 169.9
## 20389 20392 20396 20400 20401 20402 20404 20407 20411 20412 20413
## Predicted 45.1 41.8 76.9 103.7 129.9 138.9 147.7 153.5 134.8 126 120.4
## cvpred 45.3 42.0 77.0 103.7 129.8 138.8 147.4 153.2 134.7 126 120.4
## pm2.5 200.0 142.0 130.0 168.0 121.0 112.0 108.0 122.0 174.0 183 179.0
## CV residual 154.7 100.0 53.0 64.3 -8.8 -26.8 -39.4 -31.2 39.3 57 58.6
## 20418 20421 20426 20427 20429 20430 20431 20441 20442 20446 20451
## Predicted 110.6 126 145 146 145.8 145.3 144.8 92.2 95.5 89.9 122.6
## cvpred 110.7 126 145 146 145.6 145.1 144.6 92.5 95.8 90.2 122.5
## pm2.5 162.0 227 257 259 210.0 204.0 215.0 156.0 137.0 121.0 72.0
## CV residual 51.3 101 112 113 64.4 58.9 70.4 63.5 41.2 30.8 -50.5
## 20456 20463 20465 20468 20472 20474 20477 20479 20481 20484 20488
## Predicted 136.5 13.2 26.1 56.2 120.36 131.4 127.0 131.8 79.2 27.2 8.68
## cvpred 136.4 13.9 26.8 56.7 120.41 131.3 126.9 131.6 79.5 27.9 9.39
## pm2.5 119.0 85.0 90.0 98.0 119.00 146.0 112.0 80.0 61.0 64.0 49.00
## CV residual -17.4 71.1 63.2 41.3 -1.41 14.7 -14.9 -51.6 -18.5 36.1 39.61
## 20493 20510 20513 20518 20519 20521 20522 20530 20535 20540 20541
## Predicted 58.6 44.1 36.3 67.5 54.9 112.3 112.3 24.4 5.67 35.1 43.47
## cvpred 59.0 44.8 37.0 67.9 55.3 112.4 112.4 24.8 6.31 35.6 43.95
## pm2.5 19.0 152.0 126.0 217.0 116.0 50.0 77.0 72.0 39.00 121.0 46.00
## CV residual -40.0 107.2 89.0 149.1 60.7 -62.4 -35.4 47.2 32.69 85.4 2.05
## 20542 20545 20546 20551 20556 20557 20560 20566 20569 20570 20573
## Predicted 47.74 63.72 83.0 123 66.3 50.8 50.8 72.50 85.0 80.9 114.7
## cvpred 48.19 64.09 83.2 123 66.7 51.3 51.4 72.83 85.1 81.0 114.6
## pm2.5 43.00 68.00 61.0 104 132.0 110.0 113.0 79.00 57.0 57.0 73.0
## CV residual -5.19 3.91 -22.2 -19 65.3 58.7 61.6 6.17 -28.1 -24.0 -41.6
## 20579 20580 20582 20583 20588 20590 20592 20595 20596 20605 20606
## Predicted 84.85 49.2 46.2 52.7 59.6 59.3 46.3 110.2 115.3 39.5 32.2
## cvpred 85.09 49.6 46.6 53.2 59.9 59.6 46.5 110.1 115.2 40.1 32.8
## pm2.5 76.00 64.0 75.0 76.0 146.0 113.0 84.0 59.0 77.0 100.0 81.0
## CV residual -9.09 14.4 28.4 22.8 86.1 53.4 37.5 -51.1 -38.2 59.9 48.2
## 20607 20612 20614 20624 20626 20627 20628 20637 20640 20642 20648
## Predicted 23.0 55.06 59.6 103.6 78.2 68.1 62.5 67.5 102.8 117.4 129.6
## cvpred 23.6 55.49 60.0 103.6 78.4 68.5 62.9 67.8 102.9 117.3 129.6
## pm2.5 83.0 57.00 80.0 125.0 154.0 124.0 146.0 91.0 125.0 142.0 195.0
## CV residual 59.4 1.51 20.0 21.4 75.6 55.5 83.1 23.2 22.1 24.7 65.4
## 20653 20655 20656 20657 20658 20661 20662 20663 20670 20675 20681
## Predicted 73.2 75.8 70.6 78.5 78.4 82.8 87.5 91.4 111.6 124.75 131.6
## cvpred 73.7 76.3 71.1 79.0 78.9 83.2 87.8 91.7 111.7 124.79 131.6
## pm2.5 166.0 165.0 171.0 172.0 164.0 152.0 204.0 209.0 152.0 128.00 143.0
## CV residual 92.3 88.7 99.9 93.0 85.1 68.8 116.2 117.3 40.3 3.21 11.4
## 20685 20686 20689 20691 20693 20694 20697 20700 20704 20707
## Predicted 134.3 138.2 131.13 135.77 140.9 140.7 139.90 128.40 80.7 96.18
## cvpred 134.3 138.2 131.06 135.68 140.8 140.5 139.81 128.44 81.0 96.39
## pm2.5 148.0 149.0 138.00 143.00 124.0 123.0 141.00 135.00 28.0 87.00
## CV residual 13.7 10.8 6.94 7.32 -16.8 -17.5 1.19 6.56 -53.0 -9.39
## 20709 20710 20711 20713 20714 20719 20722 20726 20731 20742
## Predicted 108.4 121.2 125.21 127.89 122.40 133.4 110 92.6 44.6 149.0
## cvpred 108.5 121.3 125.27 127.93 122.46 133.4 110 93.0 45.2 148.7
## pm2.5 83.0 85.0 124.00 130.00 121.00 189.0 193 124.0 84.0 69.0
## CV residual -25.5 -36.3 -1.27 2.07 -1.46 55.6 83 31.0 38.8 -79.7
## 20743 20744 20755 20759 20766 20769 20770 20772 20776 20777 20779
## Predicted 143.0 131.0 -10.38 48.3 109.6 58.4 37.24 8.54 -13.1 -20.8 -10.8
## cvpred 142.8 130.9 -9.81 48.5 109.3 58.5 37.53 9.01 -12.4 -20.1 -10.1
## pm2.5 71.0 61.0 15.00 37.0 51.0 37.0 33.00 42.00 28.0 16.0 16.0
## CV residual -71.8 -69.9 24.81 -11.5 -58.3 -21.5 -4.53 32.99 40.4 36.1 26.1
## 20780 20788 20790 20794 20795 20799 20802 20804 20807 20809 20810
## Predicted 13.0 105 88.8 38.4 16.66 -11.8 -24.5 -31.9 -31.8 -40.1 1.48
## cvpred 13.5 105 88.7 38.8 17.17 -10.9 -23.5 -31.0 -30.9 -39.1 2.26
## pm2.5 19.0 43 18.0 25.0 20.00 22.0 33.0 27.0 32.0 38.0 40.00
## CV residual 5.5 -62 -70.7 -13.8 2.83 32.9 56.5 58.0 62.9 77.1 37.74
## 20816 20817 20818 20821 20827 20830 20831 20833 20841 20842 20844
## Predicted 98.9 87.6 81.34 70.31 57.57 84.6 84.8 89.7 102.6 96.2 85.2
## cvpred 99.0 87.7 81.54 70.67 58.07 84.8 85.1 89.9 102.7 96.4 85.5
## pm2.5 58.0 73.0 73.00 79.00 50.00 27.0 27.0 34.0 69.0 72.0 107.0
## CV residual -41.0 -14.7 -8.54 8.33 -8.07 -57.8 -58.1 -55.9 -33.7 -24.4 21.5
## 20851 20852 20854 20855 20862 20871 20872 20874 20876 20917 20918
## Predicted 56.0 62.8 72.7 86.5 122.8 78.7 82.2 95.1 94.1 108.4 103
## cvpred 56.5 63.3 73.2 86.9 122.9 79.3 82.8 95.6 94.6 108.6 103
## pm2.5 122.0 130.0 129.0 136.0 140.0 162.0 163.0 147.0 128.0 137.0 157
## CV residual 65.5 66.7 55.8 49.1 17.1 82.7 80.2 51.4 33.4 28.4 54
## 20921 20935 20945 20946 20947 20948 20949 20951 20954 20957 20958
## Predicted 105.7 131.3 53.29 51.69 64.00 68.0 72.30 83.9 113.38 45.7 58.9
## cvpred 106.1 131.4 53.84 52.27 64.54 68.5 72.77 84.3 113.52 45.9 59.0
## pm2.5 165.0 102.0 61.00 50.00 61.00 58.0 68.00 117.0 107.00 19.0 15.0
## CV residual 58.9 -29.4 7.16 -2.27 -3.54 -10.5 -4.77 32.7 -6.52 -26.9 -44.0
## 20963 20965 20968 20972 20976 20977 20979 20986 20992 20995 20997
## Predicted 29.6 13.4 11.20 33.41 89.4 93.8 112.9 26.8 8.90 22.31 42.1
## cvpred 30.0 13.9 11.73 33.81 89.5 93.9 112.8 27.3 9.41 22.77 42.4
## pm2.5 10.0 12.0 16.00 34.00 49.0 51.0 51.0 57.0 8.00 19.00 16.0
## CV residual -20.0 -1.9 4.27 0.19 -40.5 -42.9 -61.8 29.7 -1.41 -3.77 -26.4
## 20999 21001 21005 21007 21010 21019 21022 21023 21024 21025 21026
## Predicted 96.4 109.2 114 94.2 54.5 57.5 96.4 109.2 126.2 126 130.6
## cvpred 96.4 109.2 114 94.2 54.8 57.9 96.6 109.4 126.2 126 130.6
## pm2.5 31.0 69.0 48 30.0 22.0 31.0 63.0 83.0 98.0 99 98.0
## CV residual -65.4 -40.2 -66 -64.2 -32.8 -26.9 -33.6 -26.4 -28.2 -27 -32.6
## 21027 21030 21032 21034 21036 21038 21040 21043 21045 21046 21051
## Predicted 141.4 147.8 125.3 104.7 73.7 42.3 12.5 -1.008 20.2 23.76 112.3
## cvpred 141.2 147.5 125.3 104.9 74.1 43.0 13.3 -0.193 20.9 24.43 112.4
## pm2.5 98.0 138.0 146.0 129.0 104.0 67.0 27.0 31.000 36.0 28.00 58.0
## CV residual -43.2 -9.5 20.7 24.1 29.9 24.0 13.7 31.193 15.1 3.57 -54.4
## 21052 21055 21060 21061 21067 21071 21076 21082 21085 21096 21097
## Predicted 118.2 106.7 74.7 68.3 65.9 83.5 115.7 89.3 76.2 88.6 97.59
## cvpred 118.2 106.8 75.2 68.8 66.5 83.9 115.8 89.6 76.7 88.9 97.91
## pm2.5 63.0 80.0 134.0 162.0 151.0 158.0 135.0 125.0 143.0 134.0 94.00
## CV residual -55.2 -26.8 58.8 93.2 84.5 74.1 19.2 35.4 66.3 45.1 -3.91
## 21103 21105 21108 21109 21111 21112 21113 21114 21118 21120 21132
## Predicted 99.2 96.72 69.3 58.6 64.8 108.7 102.5 105.7 120.3 114.4 48.0
## cvpred 99.5 97.05 69.7 59.2 65.4 108.9 102.7 105.9 120.3 114.4 48.4
## pm2.5 86.0 102.00 104.0 99.0 105.0 76.0 33.0 26.0 22.0 15.0 6.0
## CV residual -13.5 4.95 34.3 39.8 39.6 -32.9 -69.7 -79.9 -98.3 -99.4 -42.4
## 21133 21136 21140 21141 21143 21151 21153 21160 21165 21170 21171
## Predicted 42.7 39.6 46.2 66.3 105.2 118.61 97.7 43.70 139.9 143.2 142.7
## cvpred 43.2 40.1 46.6 66.5 105.2 118.51 97.8 44.21 139.8 143.1 142.6
## pm2.5 6.0 10.0 9.0 16.0 29.0 115.00 82.0 38.00 43.0 51.0 55.0
## CV residual -37.2 -30.1 -37.6 -50.5 -76.2 -3.51 -15.8 -6.21 -96.8 -92.1 -87.6
## 21178 21181 21189 21193 21196 21198 21201 21206 21208 21211
## Predicted 120.9 91.6 133.5 146.94 145.96 148.92 141.5 88.3 52.41 53.2
## cvpred 120.9 91.8 133.5 146.89 145.92 148.81 141.6 88.7 53.01 53.9
## pm2.5 54.0 55.0 121.0 143.00 143.00 145.00 180.0 108.0 63.00 67.0
## CV residual -66.9 -36.8 -12.5 -3.89 -2.92 -3.81 38.4 19.3 9.99 13.1
## 21212 21214 21219 21220 21228 21230 21232 21234 21235 21236 21239
## Predicted 57.0 89.7 101.6 110.6 125 130.3 135 130.7 135.0 136.2 142.8
## cvpred 57.6 90.1 101.9 110.9 125 130.5 135 130.8 135.2 136.3 142.8
## pm2.5 71.0 117.0 178.0 175.0 246 206.0 261 39.0 41.0 57.0 84.0
## CV residual 13.4 26.9 76.1 64.1 121 75.5 126 -91.8 -94.2 -79.3 -58.8
## 21241 21243 21248 21249 21250 21251 21258 21259 21261 21263 21267
## Predicted 143.2 148.9 142.3 137 125.9 116.6 42.3 40.9 49.5 72.3 127.2
## cvpred 143.1 148.8 142.3 137 126.1 116.9 43.0 41.6 50.1 72.8 127.2
## pm2.5 95.0 135.0 161.0 167 164.0 148.0 66.0 62.0 61.0 47.0 72.0
## CV residual -48.1 -13.8 18.7 30 37.9 31.1 23.0 20.4 10.9 -25.8 -55.2
## 21268 21272 21274 21275 21278 21282 21287 21290 21291 21294 21295
## Predicted 126.7 105.7 53.7 28.3 11.81 36.91 95.6 103 103 110.1 114.4
## cvpred 126.8 105.9 54.2 29.0 12.59 37.63 96.0 104 103 110.2 114.5
## pm2.5 86.0 87.0 42.0 15.0 5.00 47.00 135.0 237 219 122.0 130.0
## CV residual -40.8 -18.9 -12.2 -14.0 -7.59 9.37 39.0 133 116 11.8 15.5
## 21296 21298 21299 21302 21303 21305 21309 21314 21316 21317 21320
## Predicted 103.8 103 97.3 85.3 83.7 86.8 103.2 119.6 128.4 123.8 113
## cvpred 104.1 103 97.7 85.8 84.3 87.3 103.5 119.7 128.5 123.8 113
## pm2.5 148.0 194 193.0 205.0 203.0 212.0 45.0 50.0 49.0 56.0 45
## CV residual 43.9 91 95.3 119.2 118.7 124.7 -58.5 -69.7 -79.5 -67.8 -68
## 21322 21323 21324 21327 21335 21339 21344 21348 21350 21352 21353
## Predicted 93.0 82.2 76.1 56.55 74.1 112.4 123.0 91.5 60.8 39.6 42.4
## cvpred 93.3 82.6 76.6 57.17 74.5 112.6 123.1 91.9 61.4 40.3 43.1
## pm2.5 44.0 48.0 50.0 61.00 129.0 101.0 82.0 111.0 82.0 56.0 56.0
## CV residual -49.3 -34.6 -26.6 3.83 54.5 -11.6 -41.1 19.1 20.6 15.7 12.9
## 21356 21357 21359 21361 21365 21372 21373 21376 21378 21380 21381
## Predicted 58.2 68.0 89.5 97.6 118.73 99.5 84.7 47.1 130.2 136 136
## cvpred 58.9 68.6 89.9 98.1 119.06 99.9 85.2 47.9 130.3 137 136
## pm2.5 46.0 58.0 69.0 71.0 110.00 181.0 177.0 116.0 66.0 29 33
## CV residual -12.9 -10.6 -20.9 -27.1 -9.06 81.1 91.8 68.1 -64.3 -108 -103
## 21382 21383 21390 21391 21399 21403 21404 21407 21415 21416 21419
## Predicted 136 142 119 125 45.1 -3.11 8.15 65.3 131.4 110.8 52.7
## cvpred 136 142 119 126 45.5 -2.45 8.70 65.7 131.3 110.9 53.2
## pm2.5 32 38 7 8 10.0 1.00 7.00 20.0 33.0 54.0 31.0
## CV residual -104 -104 -112 -118 -35.5 3.45 -1.70 -45.7 -98.3 -56.9 -22.2
## 21421 21426 21430 21431 21432 21434 21436 21438 21439 21440 21444
## Predicted -5.33 -0.589 96.9 81.1 104.4 126 121.6 117.6 101.4 89.5 51.6
## cvpred -4.59 0.168 97.1 81.4 104.5 126 121.6 117.6 101.4 89.7 52.1
## pm2.5 8.00 13.000 22.0 68.0 75.0 75 71.0 23.0 23.0 24.0 4.0
## CV residual 12.59 12.832 -75.1 -13.4 -29.5 -51 -50.6 -94.6 -78.4 -65.7 -48.1
## 21446 21449 21452 21454 21455 21457 21467 21474 21475 21481 21483
## Predicted 42.1 41.7 69.3 78.6 77.5 96.9 103.6 83.6 83.1 112.4 110.4
## cvpred 42.7 42.3 69.7 78.9 77.8 97.1 103.8 83.9 83.5 112.5 110.6
## pm2.5 4.0 6.0 15.0 10.0 11.0 11.0 152.0 61.0 54.0 17.0 12.0
## CV residual -38.7 -36.3 -54.7 -68.9 -66.8 -86.1 48.2 -22.9 -29.5 -95.5 -98.6
## 21484 21485 21494 21496 21508 21509 21510 21512 21514 21516 21519
## Predicted 130 129 78.9 60.9 139 140 135 93.6 67.5 70.2 53.7
## cvpred 130 129 79.3 61.3 139 139 135 93.9 67.9 70.6 54.2
## pm2.5 11 13 17.0 8.0 15 9 14 11.0 9.0 4.0 6.0
## CV residual -119 -116 -62.3 -53.3 -124 -130 -121 -82.9 -58.9 -66.6 -48.2
## 21530 21534 21538 21541 21542 21548 21549 21554 21556 21560 21561
## Predicted 113 120.1 74.7 34.9 24.3 73.4 102.5 123.0 124.0 117.1 102.5
## cvpred 113 120.2 75.1 35.6 25.1 73.9 102.8 123.1 124.1 117.3 102.8
## pm2.5 11 76.0 15.0 11.0 12.0 25.0 29.0 53.0 49.0 46.0 49.0
## CV residual -102 -44.2 -60.1 -24.6 -13.1 -48.9 -73.8 -70.1 -75.1 -71.3 -53.8
## 21562 21564 21566 21567 21572 21574 21577 21585 21589 21592 21593
## Predicted 77.6 66.4 27.4 20.9 15.6 73.4 68.8 101.1 79.1 61.0 69.7
## cvpred 78.0 67.0 28.2 21.8 16.5 73.9 69.3 101.5 79.6 61.7 70.3
## pm2.5 54.0 87.0 104.0 127.0 93.0 86.0 101.0 144.0 155.0 164.0 202.0
## CV residual -24.0 20.0 75.8 105.2 76.5 12.1 31.7 42.5 75.4 102.3 131.7
## 21596 21600 21606 21607 21611 21612 21614 21615 21616 21617 21625
## Predicted 90.1 107 123.7 123.2 106.1 95.0 85.2 88.5 87.1 90.2 124
## cvpred 90.6 107 123.9 123.4 106.4 95.4 85.7 89.0 87.7 90.7 124
## pm2.5 254.0 266 147.0 139.0 135.0 157.0 161.0 166.0 208.0 275.0 277
## CV residual 163.4 159 23.1 15.6 28.6 61.6 75.3 77.0 120.3 184.3 153
## 21633 21634 21637 21641 21649 21654 21662 21668 21669 21670 21675
## Predicted 116.74 106.2 95.5 77.6 116 140.1 80.4 99.5 103.7 103.5 141.5
## cvpred 116.98 106.6 95.9 78.2 116 140.2 81.0 99.9 104.2 103.9 141.6
## pm2.5 111.00 94.0 83.0 130.0 185 203.0 154.0 210.0 183.0 191.0 71.0
## CV residual -5.98 -12.6 -12.9 51.8 69 62.8 73.0 110.1 78.8 87.1 -70.6
## 21684 21686 21687 21688 21692 21693 21698 21702 21712 21713
## Predicted 117.4 110 108.7 102 109.340 108.5 130.28 140.8 124.6 119.3
## cvpred 117.7 110 109.2 103 109.738 108.9 130.47 140.9 124.9 119.6
## pm2.5 85.0 125 156.0 160 109.000 98.0 138.00 181.0 167.0 173.0
## CV residual -32.7 15 46.8 57 -0.738 -10.9 7.53 40.1 42.1 53.4
## 21714 21719 21729 21732 21733 21736 21737 21739 21746 21748 21751
## Predicted 119.5 136.9 128.9 116.3 120.2 138.30 133.67 133.0 144.8 145 145.7
## cvpred 119.8 137.2 129.1 116.6 120.5 138.51 133.89 133.3 144.9 145 145.7
## pm2.5 178.0 224.0 162.0 132.0 143.0 130.00 140.00 196.0 71.0 61 86.0
## CV residual 58.2 86.8 32.9 15.4 22.5 -8.51 6.11 62.7 -73.9 -84 -59.7
## 21752 21754 21756 21757 21761 21767 21773 21774 21781 21786
## Predicted 145.2 134.9 119.1 117.3 109.2 123.2 126.14 135.41 122.06 116.2
## cvpred 145.3 135.1 119.4 117.6 109.6 123.6 126.33 135.56 122.36 116.6
## pm2.5 98.0 90.0 80.0 91.0 135.0 62.0 131.00 134.00 115.00 131.0
## CV residual -47.3 -45.1 -39.4 -26.6 25.4 -61.6 4.67 -1.56 -7.36 14.4
## 21789 21791 21796 21798 21799 21800 21805 21806 21807 21812 21814
## Predicted 125.4 123.6 136.4 140.4 144.6 125.1 101.0 95.5 95.8 107.2 116
## cvpred 125.6 123.9 136.5 140.5 144.7 125.4 101.4 95.9 96.3 107.5 116
## pm2.5 59.0 47.0 77.0 127.0 130.0 139.0 44.0 58.0 63.0 36.0 51
## CV residual -66.6 -76.9 -59.5 -13.5 -14.7 13.6 -57.4 -37.9 -33.3 -71.5 -65
## 21816 21817 21822 21826 21830 21840 21847 21858 21860 21863 21864
## Predicted 119.9 119.4 127.4 140.8 133.0 145.17 145.7 128.5 127.6 134.7 140.0
## cvpred 120.1 119.7 127.6 140.9 133.1 145.26 145.7 128.8 127.8 134.8 140.2
## pm2.5 34.0 34.0 53.0 74.0 106.0 151.00 91.0 73.0 73.0 98.0 106.0
## CV residual -86.1 -85.7 -74.6 -66.9 -27.1 5.74 -54.7 -55.8 -54.8 -36.8 -34.2
## 21868 21869 21870 21874 21889 21901 21904 21910 21911 21913 21914
## Predicted 134.7 139.3 139 117.2 114.7 96.2 78.2 114.9 114.8 125.3 118.1
## cvpred 134.8 139.4 139 117.5 115.1 96.8 79.0 115.4 115.3 125.7 118.5
## pm2.5 105.0 97.0 127 78.0 77.0 137.0 133.0 192.0 199.0 200.0 178.0
## CV residual -29.8 -42.4 -12 -39.5 -38.1 40.2 54.0 76.6 83.7 74.3 59.5
## 21916 21923 21933 21934 21937 21938 21941 21947 21948 21949 21950
## Predicted 100.1 57.8 49.5 81.9 107.1 121.5 130.7 61.8 56.6 51.0 49.8
## cvpred 100.5 58.4 50.1 82.4 107.4 121.7 130.8 62.4 57.3 51.8 50.6
## pm2.5 84.0 12.0 24.0 27.0 33.0 45.0 45.0 20.0 16.0 18.0 18.0
## CV residual -16.5 -46.4 -26.1 -55.4 -74.4 -76.7 -85.8 -42.4 -41.3 -33.8 -32.6
## 21951 21953 21954 21958 21960 21962 21968 21969 21971 21979 21980
## Predicted 46.4 46.8 51.0 77.6 85.0 84.4 106.10 101.2 90.7 99.2 94.5
## cvpred 47.1 47.5 51.8 78.2 85.5 84.8 106.44 101.6 91.2 99.7 94.9
## pm2.5 15.0 22.0 20.0 33.0 103.0 60.0 114.00 96.0 81.0 106.0 105.0
## CV residual -32.1 -25.5 -31.8 -45.2 17.5 -24.8 7.56 -5.6 -10.2 6.3 10.1
## 21983 21984 21989 21991 21995 21996 21997 22000 22001 22005 22007
## Predicted 92.6 100.8 139.4 139.2 127.9 127.1 117.0 117.91 112.42 118.9 134.8
## cvpred 93.1 101.2 139.6 139.3 128.2 127.3 117.4 118.24 112.77 119.2 134.9
## pm2.5 83.0 68.0 94.0 85.0 89.0 93.0 97.0 109.00 109.00 133.0 122.0
## CV residual -10.1 -33.2 -45.6 -54.3 -39.2 -34.3 -20.4 -9.24 -3.77 13.8 -12.9
## 22008 22010 22013 22018 22019 22025 22028 22030 22031 22032 22036
## Predicted 135 140.8 135.7 129.5 129 133.2 132.2 136.3 138.5 138.3 138.3
## cvpred 135 140.9 135.8 129.8 129 133.4 132.5 136.6 138.8 138.5 138.5
## pm2.5 32 46.0 55.0 90.0 112 168.0 184.0 188.0 189.0 179.0 180.0
## CV residual -103 -94.9 -80.8 -39.8 -17 34.6 51.5 51.4 50.2 40.5 41.5
## 22040 22044 22045 22046 22047 22054 22060 22064 22070 22076 22079
## Predicted 138.5 120.4 120 113.9 102.82 111 132.7 132.2 107.0 122.86 126.2
## cvpred 138.8 120.8 120 114.4 103.39 112 132.9 132.5 107.5 123.26 126.5
## pm2.5 179.0 168.0 178 157.0 110.00 232 149.0 184.0 135.0 119.00 115.0
## CV residual 40.2 47.2 58 42.6 6.61 120 16.1 51.5 27.5 -4.26 -11.5
## 22081 22082 22085 22090 22092 22094 22098 22102 22109 22112 22119
## Predicted 129.9 134.2 138.5 137.3 137.5 120.8 122.0 124.6 138.3 130.6 104.5
## cvpred 130.3 134.5 138.8 137.6 137.8 121.2 122.4 124.9 138.5 130.9 105.1
## pm2.5 115.0 103.0 95.0 122.0 104.0 107.0 90.0 72.0 52.0 52.0 46.0
## CV residual -15.3 -31.5 -43.8 -15.6 -33.8 -14.2 -32.4 -52.9 -86.5 -78.9 -59.1
## 22122 22123 22125 22129 22131 22137 22140 22143 22145 22146 22147
## Predicted 105.6 108.8 129 135 134.9 144.2 118.8 112.6 102.0 102.4 116.2
## cvpred 106.2 109.3 129 135 135.1 144.3 119.1 113.1 102.5 102.9 116.6
## pm2.5 67.0 56.0 22 25 45.0 86.0 95.0 76.0 87.0 88.0 94.0
## CV residual -39.2 -53.3 -107 -110 -90.1 -58.3 -24.1 -37.1 -15.5 -14.9 -22.6
## 22148 22153 22154 22157 22158 22162 22164 22166 22168 22178 22179
## Predicted 136.9 135 140 139 144 118 104.1 83.2 98.2 133 135
## cvpred 137.2 135 140 139 144 118 104.6 83.8 98.8 134 135
## pm2.5 61.0 28 20 19 27 20 57.0 35.0 13.0 26 18
## CV residual -76.2 -107 -120 -120 -117 -98 -47.6 -48.8 -85.8 -108 -117
## 22182 22183 22184 22185 22186 22191 22192 22193 22194 22200 22203
## Predicted 135 139 134 114.0 104.7 89.7 80.7 89.0 98.4 134.2 135.0
## cvpred 135 139 134 114.3 105.1 90.2 81.2 89.5 98.9 134.4 135.2
## pm2.5 25 33 25 22.0 15.0 14.0 17.0 28.0 34.0 38.0 61.0
## CV residual -110 -106 -109 -92.3 -90.1 -76.2 -64.2 -61.5 -64.9 -96.4 -74.2
## 22207 22221 22224 22230 22231 22244 22247 22252 22253 22258 22260
## Predicted 130.3 99.0 107.3 140.8 136.2 79.3 87.2 118.0 122.7 105 89.205
## cvpred 130.5 99.4 107.6 140.9 136.3 79.9 87.6 118.3 122.9 105 89.757
## pm2.5 38.0 34.0 53.0 52.0 54.0 32.0 53.0 86.0 63.0 126 90.000
## CV residual -92.5 -65.4 -54.6 -88.9 -82.3 -47.9 -34.6 -32.3 -59.9 21 0.243
## 22261 22265 22266 22267 22271 22273 22274 22275 22281 22285 22286
## Predicted 78.83 59.2 58.8 67.0 83.5 88.4 111.6 115.6 119.0 95.0 84.64
## cvpred 79.44 59.9 59.5 67.7 84.0 88.8 111.9 115.9 119.3 95.6 85.28
## pm2.5 85.00 51.0 45.0 52.0 55.0 60.0 55.0 61.0 108.0 79.0 77.00
## CV residual 5.56 -8.9 -14.5 -15.7 -29.0 -28.8 -56.9 -54.9 -11.3 -16.6 -8.28
## 22289 22292 22300 22304 22307 22309 22312 22313 22314 22316
## Predicted 77.19 83.90 111.6 110.0 88.00 103.86 96.51 95.66 99.18 98.58
## cvpred 77.87 84.53 112.1 110.5 88.65 104.31 97.04 96.19 99.72 99.09
## pm2.5 83.00 79.00 99.0 54.0 81.00 96.00 103.00 95.00 98.00 105.00
## CV residual 5.13 -5.53 -13.1 -56.5 -7.65 -8.31 5.96 -1.19 -1.72 5.91
## 22318 22319 22322 22324 22326 22327 22328 22330 22335 22338 22342
## Predicted 112.3 111.4 119.8 138.5 133.42 132.9 136.8 125.6 102.6 100.7 117.8
## cvpred 112.7 111.8 120.2 138.8 133.65 133.2 137.1 125.9 103.1 101.3 118.2
## pm2.5 100.0 100.0 83.0 105.0 124.00 123.0 116.0 132.0 115.0 142.0 138.0
## CV residual -12.7 -11.8 -37.2 -33.8 -9.65 -10.2 -21.1 6.1 11.9 40.7 19.8
## 22344 22350 22353 22355 22359 22360 22362 22365 22370 22373 22379
## Predicted 116.7 133.5 126.8 122.1 103 93.3 95.7 113.7 121 125.1 110
## cvpred 117.1 133.8 127.1 122.5 104 93.9 96.4 114.2 122 125.6 111
## pm2.5 146.0 195.0 206.0 212.0 220 189.0 181.0 189.0 239 198.0 278
## CV residual 28.9 61.2 78.9 89.5 116 95.1 84.6 74.8 117 72.4 167
## 22381 22385 22390 22393 22396 22397 22409 22411 22414 22416 22422
## Predicted 109 135 143 143 141 140 44.5 84.1 128.1 111.2 132
## cvpred 110 135 144 143 141 140 45.3 84.7 128.5 111.5 132
## pm2.5 293 31 21 28 12 11 12.0 17.0 39.0 20.0 17
## CV residual 183 -104 -123 -115 -129 -129 -33.3 -67.7 -89.5 -91.5 -115
## 22425 22427 22428 22435 22438 22440 22447 22448 22449 22454 22455
## Predicted 109.4 89.6 84.8 104.4 103.1 111.9 134.4 133.4 123.7 107.8 107
## cvpred 109.7 90.1 85.4 104.9 103.6 112.3 134.6 133.7 123.9 108.2 108
## pm2.5 17.0 13.0 20.0 63.0 30.0 23.0 53.0 56.0 66.0 80.0 69
## CV residual -92.7 -77.1 -65.4 -41.9 -73.6 -89.3 -81.6 -77.7 -57.9 -28.2 -39
## 22458 22459 22460 22461 22464 22470 22471 22472 22473 22474 22475
## Predicted 98.2 103.5 112.1 116.8 119.3 138.5 133.2 137.1 131.1 135.3 139.2
## cvpred 98.8 103.9 112.6 117.2 119.7 138.8 133.4 137.3 131.4 135.6 139.5
## pm2.5 65.0 65.0 76.0 83.0 103.0 56.0 88.0 90.0 95.0 102.0 122.0
## CV residual -33.8 -38.9 -36.6 -34.2 -16.7 -82.8 -45.4 -47.3 -36.4 -33.6 -17.5
## 22477 22481 22482 22483 22484 22487 22489 22493 22494 22496 22497
## Predicted 117.73 119.0 126.8 121.8 126.4 133.1 131.4 137.2 136.1 138 141.9
## cvpred 118.17 119.5 127.2 122.2 126.8 133.5 131.8 137.4 136.3 138 142.2
## pm2.5 121.00 62.0 79.0 75.0 68.0 54.0 73.0 78.0 69.0 54 68.0
## CV residual 2.83 -57.5 -48.2 -47.2 -58.8 -79.5 -58.8 -59.4 -67.3 -84 -74.2
## 22500 22501 22502 22504 22506 22510 22512 22519 22520 22524 22526
## Predicted 129.6 127.7 127.4 130 129.6 138 132.7 137.5 137.1 137.0 131.2
## cvpred 129.9 128.1 127.7 130 129.9 138 132.9 137.8 137.3 137.3 131.5
## pm2.5 61.0 46.0 61.0 29 46.0 39 56.0 79.0 77.0 99.0 94.0
## CV residual -68.9 -82.1 -66.7 -101 -83.9 -99 -76.9 -58.8 -60.3 -38.3 -37.5
## 22534 22535 22536 22538 22540 22542 22546 22548 22601 22608 22612
## Predicted 132 136.3 142 135.9 141.9 136.2 137.27 124.90 132.4 143.3 146
## cvpred 132 136.6 142 136.2 142.2 136.5 137.57 125.35 132.7 143.5 146
## pm2.5 108 109.0 37 83.0 88.0 98.0 130.00 128.00 49.0 47.0 35
## CV residual -24 -27.6 -105 -53.2 -54.2 -38.5 -7.57 2.65 -83.7 -96.5 -111
## 22613 22614 22615 22616 22619 22632 22636 22639 22640 22646 22649
## Predicted 140 144 145 145 141 139 136 146 145 144 135
## cvpred 140 145 145 145 141 139 136 146 145 144 135
## pm2.5 35 39 44 29 16 22 9 14 17 19 6
## CV residual -105 -106 -101 -116 -125 -117 -127 -132 -128 -125 -129
## 22652 22655 22656 22657 22662 22675 22681 22682 22683 22689 22692
## Predicted 133 135 141 141 141 106 131.6 135.8 135.3 137.5 117
## cvpred 133 135 141 141 141 106 131.8 136.1 135.6 137.8 117
## pm2.5 13 17 11 18 16 18 69.0 77.0 64.0 77.0 76
## CV residual -120 -118 -130 -123 -125 -88 -62.8 -59.1 -71.6 -60.8 -41
## 22693 22695 22698 22712 22717 22718 22720 22724 22733 22736 22738
## Predicted 112.3 100.6 108.7 127.2 85.5 88.7 96.7 103.3 138.3 136.8 122.1
## cvpred 112.7 101.2 109.2 127.5 86.1 89.3 97.3 103.8 138.5 137.1 122.5
## pm2.5 81.0 38.0 50.0 36.0 18.0 17.0 22.0 24.0 47.0 53.0 51.0
## CV residual -31.7 -63.2 -59.2 -91.5 -68.1 -72.3 -75.3 -79.8 -91.5 -84.1 -71.5
## 22744 22745 22746 22747 22749 22750 22755 22759 22761 22770 22771
## Predicted 91.9 95.4 94.5 98.8 117.2 111.3 132.4 142.9 126.8 102.2 102.1
## cvpred 92.4 96.0 95.1 99.4 117.7 111.7 132.7 143.1 127.2 102.8 102.6
## pm2.5 39.0 29.0 23.0 24.0 69.0 69.0 74.0 95.0 85.0 46.0 47.0
## CV residual -53.4 -67.0 -72.1 -75.4 -48.7 -42.7 -58.7 -48.1 -42.2 -56.8 -55.6
## 22774 22777 22781 22783 22787 22789 22795 22797 22801 22809 22811
## Predicted 115.3 115 142.9 142.9 116.3 111 111 116.4 130.8 137.0 130.7
## cvpred 115.7 115 143.1 143.1 116.7 111 112 116.8 131.2 137.3 131.1
## pm2.5 44.0 57 67.0 73.0 56.0 63 61 73.0 89.0 120.0 106.0
## CV residual -71.7 -58 -76.1 -70.1 -60.7 -48 -51 -43.8 -42.2 -17.3 -25.1
## 22814 22815 22817 22819 22820 22825 22827 22832 22833 22835 22837
## Predicted 115.8 115.3 114.9 108.5 122.4 142 134.7 133 123.1 112.4 78.7
## cvpred 116.3 115.8 115.4 108.9 122.8 142 134.8 133 123.5 112.8 79.3
## pm2.5 80.0 76.0 33.0 25.0 29.0 31 37.0 23 40.0 49.0 46.0
## CV residual -36.3 -39.8 -82.4 -83.9 -93.8 -111 -97.8 -110 -83.5 -63.8 -33.3
## 22839 22846 22848 22851 22853 22854 22855 22858 22859 22862 22863
## Predicted 76.2 114.0 129.0 137.6 143.4 143.4 143.2 121.9 112.14 88.5 83.2
## cvpred 76.9 114.4 129.3 137.8 143.6 143.6 143.4 122.3 112.59 89.0 83.8
## pm2.5 48.0 38.0 41.0 53.0 72.0 85.0 89.0 116.0 120.00 70.0 55.0
## CV residual -28.9 -76.4 -88.3 -84.8 -71.6 -58.6 -54.4 -6.3 7.41 -19.0 -28.8
## 22867 22876 22878 22881 22883 22884 22885 22936 22940 22941 22944
## Predicted 90.4 132.9 139.0 129 121.5 123.1 105 72.7 93.5 127 140.6
## cvpred 91.0 133.2 139.2 129 121.9 123.5 105 73.2 93.9 127 140.6
## pm2.5 60.0 105.0 114.0 112 136.0 137.0 138 14.0 32.0 33 47.0
## CV residual -31.0 -28.2 -25.2 -17 14.1 13.5 33 -59.2 -61.9 -94 -93.6
## 22948 22951 22953 22955 22956 22963 22968 22970 22971 22972 22974
## Predicted 141.0 142.0 136.2 124.6 104.8 102.8 118.4 138.7 142.8 148.2 148.2
## cvpred 141.1 142.1 136.3 124.9 105.1 103.1 118.6 138.6 142.8 148.1 148.1
## pm2.5 71.0 66.0 73.0 104.0 76.0 50.0 40.0 57.0 59.0 68.0 67.0
## CV residual -70.1 -76.1 -63.3 -20.9 -29.1 -53.1 -78.6 -81.6 -83.8 -80.1 -81.1
## 22975 22977 22982 22984 22988 22991 22994 22995 22996 22997 23007
## Predicted 148.3 126.0 89.6 79.7 94.7 102.3 140.8 135.4 140.8 140.5 79.5
## cvpred 148.2 126.2 90.1 80.3 95.2 102.7 140.9 135.6 140.9 140.6 80.0
## pm2.5 73.0 70.0 26.0 16.0 31.0 67.0 90.0 96.0 88.0 86.0 53.0
## CV residual -75.2 -56.2 -64.1 -64.3 -64.2 -35.7 -50.9 -39.6 -52.9 -54.6 -27.0
## 23010 23012 23015 23016 23018 23019 23020 23024 23028 23035 23037
## Predicted 85.2 97.6 105.7 104.3 103.4 112.4 121.1 134.9 121.1 109.9 112.8
## cvpred 85.7 98.1 106.1 104.8 103.8 112.7 121.4 135.1 121.4 110.4 113.3
## pm2.5 41.0 67.0 73.0 77.0 67.0 64.0 77.0 119.0 146.0 147.0 148.0
## CV residual -44.7 -31.1 -33.1 -27.8 -36.8 -48.7 -44.4 -16.1 24.6 36.6 34.7
## 23038 23048 23050 23051 23126 23128 23131 23132 23133 23134 23136
## Predicted 111.7 119.9 113.0 128.3 52.4 45.1 69.3 83.1 107 120.2 128.9
## cvpred 112.2 120.3 113.5 128.6 52.8 45.7 69.7 83.4 107 120.3 128.9
## pm2.5 145.0 153.0 182.0 190.0 3.0 8.0 5.0 20.0 23 28.0 29.0
## CV residual 32.8 32.7 68.5 61.4 -49.8 -37.7 -64.7 -63.4 -84 -92.3 -99.9
## 23138 23139 23145 23149 23158 23161 23164 23166 23173 23175 23176
## Predicted 144 140 75.3 34.7 107.8 129.9 135.8 141.4 87.5 85.95 76.08
## cvpred 144 140 75.6 35.2 107.9 129.9 135.7 141.2 87.9 86.44 76.59
## pm2.5 42 24 21.0 6.0 29.0 40.0 67.0 87.0 110.0 88.00 70.00
## CV residual -102 -116 -54.6 -29.2 -78.9 -89.9 -68.7 -54.2 22.1 1.56 -6.59
## 23178 23182 23185 23186 23187 23189 23190 23191 23198 23199 23204
## Predicted 73.63 109.5 132.8 137.4 143 142.5 143.8 147.9 58.30 47.7 81.8
## cvpred 74.16 109.8 132.8 137.4 143 142.5 143.7 147.9 58.83 48.3 82.2
## pm2.5 77.00 66.0 66.0 71.0 73 88.0 101.0 110.0 66.00 62.0 59.0
## CV residual 2.84 -43.8 -66.8 -66.4 -70 -54.5 -42.7 -37.9 7.17 13.7 -23.2
## 23205 23208 23209 23221 23224 23227 23228 23229 23232 23233 23239
## Predicted 101.1 127.3 121.3 96.6 71.7 87.7 101.5 106.1 123.9 124.42 141.6
## cvpred 101.4 127.4 121.4 97.0 72.2 88.1 101.8 106.4 124.1 124.61 141.6
## pm2.5 71.0 103.0 90.0 149.0 120.0 123.0 131.0 127.0 114.0 120.00 180.0
## CV residual -30.4 -24.4 -31.4 52.0 47.8 34.9 29.2 20.6 -10.1 -4.61 38.4
## 23246 23248 23255 23256 23257 23259 23261 23264 23266 23268 23269
## Predicted 83.4 81.4 109.2 118.24 130 134.2 138.6 139.0 132.9 124 108.5
## cvpred 83.9 81.9 109.6 118.59 130 134.4 138.7 139.2 133.2 124 108.9
## pm2.5 161.0 146.0 134.0 128.00 125 93.0 93.0 81.0 73.0 48 46.0
## CV residual 77.1 64.1 24.4 9.41 -5 -41.4 -45.7 -58.2 -60.2 -76 -62.9
## 23270 23271 23275 23279 23282 23285 23287 23288 23295 23297 23298
## Predicted 108.0 106.8 113.4 126.4 139.3 144.5 144.2 143.7 74.3 74.6 60.28
## cvpred 108.4 107.2 113.8 126.7 139.5 144.7 144.3 143.8 75.0 75.2 60.99
## pm2.5 47.0 48.0 56.0 54.0 64.0 80.0 83.0 83.0 64.0 55.0 56.00
## CV residual -61.4 -59.2 -57.8 -72.7 -75.5 -64.7 -61.3 -60.8 -11.0 -20.2 -4.99
## 23301 23305 23309 23311 23316 23318 23322 23323 23332 23336 23338
## Predicted 111.41 126.8 138.6 138.3 65.2 51.3 100.0 99.2 134 129 113
## cvpred 111.84 127.1 138.7 138.5 65.8 52.0 100.6 99.7 134 129 114
## pm2.5 115.00 154.0 153.0 115.0 35.0 26.0 63.0 115.0 266 302 252
## CV residual 3.16 26.9 14.3 -23.5 -30.8 -26.0 -37.6 15.3 132 173 138
## 23341 23345 23347 23350 23355 23357 23359 23360 23361 23367 23369
## Predicted 107 79.8 92.8 123 136.1 131 138.5 138 132 84.5 86.7
## cvpred 107 80.4 93.4 123 136.3 131 138.8 138 133 85.2 87.4
## pm2.5 232 195.0 176.0 229 197.0 207 232.0 240 245 142.0 135.0
## CV residual 125 114.6 82.6 106 60.7 76 93.2 102 112 56.8 47.6
## 23371 23381 23382 23383 23395 23399 23402 23405 23409 23414 23417
## Predicted 99.6 139.3 138.3 143.7 138.2 139.3 139.0 140.2 128 109.2 121
## cvpred 100.2 139.5 138.5 143.8 138.4 139.5 139.2 140.3 128 109.6 121
## pm2.5 150.0 183.0 186.0 203.0 110.0 106.0 103.0 123.0 5 13.0 13
## CV residual 49.8 43.5 47.5 59.2 -28.4 -33.5 -36.2 -17.3 -123 -96.6 -108
## 23425 23426 23427 23430 23434 23435 23439 23441 23443 23448 23455
## Predicted 100.1 116 111 113 86.8 94.6 51.7 52.0 72.1 74.0 131
## cvpred 100.3 116 111 113 87.1 94.8 52.2 52.5 72.5 74.3 131
## pm2.5 7.0 5 6 6 17.0 11.0 11.0 11.0 13.0 11.0 10
## CV residual -93.3 -111 -105 -107 -70.1 -83.8 -41.2 -41.5 -59.5 -63.3 -121
## 23457 23460 23461 23467 23468 23470 23472 23474 23477 23483 23484
## Predicted 98.2 42.4 40.5 79.5 93.6 107 131 142 147 95.2 89.8
## cvpred 98.3 42.8 41.0 79.8 93.8 107 131 141 146 95.4 90.1
## pm2.5 12.0 7.0 7.0 15.0 19.0 24 27 37 31 22.0 21.0
## CV residual -86.3 -35.8 -34.0 -64.8 -74.8 -83 -104 -104 -115 -73.4 -69.1
## 23485 23489 23490 23493 23496 23497 23499 23500 23504 23505 23506
## Predicted 79.8 61.6 56.0 100.5 124 128.9 140.7 140.7 140.3 139.2 124.7
## cvpred 80.2 62.1 56.5 100.8 124 128.9 140.5 140.5 140.2 139.1 124.8
## pm2.5 31.0 52.0 34.0 37.0 34 39.0 47.0 55.0 72.0 70.0 63.0
## CV residual -49.2 -10.1 -22.5 -63.8 -90 -89.9 -93.5 -85.5 -68.2 -69.1 -61.8
## 23510 23514 23516 23517 23518 23521 23532 23533 23534 23536
## Predicted 108.35 110.1 138.65 143.04 143 146.80 114.5 104.2 116.0 109.4
## cvpred 108.57 110.3 138.64 143.02 143 146.79 114.8 104.5 116.3 109.7
## pm2.5 101.00 98.0 142.00 150.00 154 143.00 99.0 81.0 60.0 38.0
## CV residual -7.57 -12.3 3.36 6.98 11 -3.79 -15.8 -23.5 -56.3 -71.7
## 23538 23541 23542 23545 23549 23550 23553 23555 23557 23560 23562
## Predicted 112.1 133 138 142.3 141.8 143 127.0 106.9 96.6 101 99.6
## cvpred 112.4 133 138 142.3 141.8 143 127.1 107.2 97.0 101 100.0
## pm2.5 32.0 26 33 44.0 42.0 50 34.0 39.0 34.0 52 64.0
## CV residual -80.4 -107 -105 -98.3 -99.8 -93 -93.1 -68.2 -63.0 -49 -36.0
## 23564 23570 23574 23575 23581 23583 23584 23585 23587 23589 23590
## Predicted 117.8 147 147.4 147.4 110.0 105.36 105.0 99.74 113.0 116.5 121
## cvpred 118.1 147 147.4 147.4 110.3 105.73 105.4 100.14 113.4 116.8 121
## pm2.5 58.0 80 124.0 132.0 133.0 103.00 87.0 93.00 80.0 90.0 106
## CV residual -60.1 -67 -23.4 -15.4 22.7 -2.73 -18.4 -7.14 -33.4 -26.8 -15
## 23591 23593 23594 23601 23602 23605 23608 23609 23612 23615 23617
## Predicted 115.86 146.7 146.4 135.7 125.4 109.3 101 99.74 122.8 125.5 125.3
## cvpred 116.13 146.7 146.4 135.8 125.6 109.6 101 100.14 123.1 125.7 125.5
## pm2.5 118.00 126.0 129.0 173.0 180.0 161.0 116 106.00 78.0 96.0 108.0
## CV residual 1.87 -20.7 -17.4 37.2 54.4 51.4 15 5.86 -45.1 -29.7 -17.5
## 23618 23620 23622 23623 23624 23625 23627 23628 23635 23637 23638
## Predicted 136.4 136.16 141.5 141.5 135.91 140.8 135 133.7 112.9 116.3 147.4
## cvpred 136.5 136.26 141.6 141.6 136.02 140.9 135 133.9 113.2 116.6 147.4
## pm2.5 116.0 133.00 115.0 123.0 134.00 160.0 150 174.0 75.0 99.0 88.0
## CV residual -20.5 -3.26 -26.6 -18.6 -2.02 19.1 15 40.1 -38.2 -17.6 -59.4
## 23641 23646 23647 23649 23652 23657 23658 23670 23673 23674 23683
## Predicted 147.4 112 116 87.4 59.4 56.4 59.7 134 107.5 93.3 96.9
## cvpred 147.4 112 116 87.7 59.8 56.8 60.1 134 107.5 93.4 97.1
## pm2.5 62.0 6 6 10.0 7.0 10.0 9.0 16 27.0 16.0 17.0
## CV residual -85.4 -106 -110 -77.7 -52.8 -46.8 -51.1 -118 -80.5 -77.4 -80.1
## 23684 23685 23699 23703 23709 23721 23726 23727 23731 23739 23745
## Predicted 111 112.3 73.8 50.1 102.7 116.2 57.9 53.5 80.3 146.0 128.2
## cvpred 111 112.4 74.2 50.5 102.8 116.3 58.3 53.9 80.6 145.8 128.2
## pm2.5 10 16.0 14.0 6.0 25.0 24.0 26.0 29.0 24.0 79.0 43.0
## CV residual -101 -96.4 -60.2 -44.5 -77.8 -92.3 -32.3 -24.9 -56.6 -66.8 -85.2
## 23749 23752 23765 23766 23770 23772 23778 23781 23784 23785 23787
## Predicted 80.3 47.99 145.3 139.3 98.5 67.5 62.5 70.1 140.7 140.9 126.4
## cvpred 80.6 48.45 145.1 139.2 98.7 67.9 62.9 70.4 140.5 140.8 126.3
## pm2.5 66.0 41.00 47.0 40.0 33.0 32.0 18.0 49.0 74.0 59.0 69.0
## CV residual -14.6 -7.45 -98.1 -99.2 -65.7 -35.9 -44.9 -21.4 -66.5 -81.8 -57.3
## 23792 23794 23796 23798 23805 23806 23808 23812 23821 23825 23826
## Predicted 116.7 80.3 44.2 38.1 62.4 56.2 82.4 141.8 52.4 27.2 40.7
## cvpred 116.7 80.6 44.7 38.6 62.7 56.6 82.7 141.6 52.8 27.8 41.2
## pm2.5 31.0 28.0 29.0 23.0 33.0 34.0 33.0 62.0 22.0 58.0 66.0
## CV residual -85.7 -52.6 -15.7 -15.6 -29.7 -22.6 -49.7 -79.6 -30.8 30.2 24.8
## 23839 23842 23844 23847 23848 23849 23853 23854 23855 23856 23861
## Predicted 144.8 124.0 107.4 92.2 87.07 73.8 129.82 133.52 138.4 143.3 139.4
## cvpred 144.6 124.1 107.6 92.6 87.51 74.2 129.93 133.55 138.4 143.2 139.3
## pm2.5 65.0 71.0 128.0 123.0 96.00 94.0 124.00 127.00 146.0 156.0 170.0
## CV residual -79.6 -53.1 20.4 30.4 8.49 19.8 -5.93 -6.55 7.6 12.8 30.7
## 23864 23866 23869 23876 23879 23880 23882 23883 23888 23896 23899
## Predicted 138.7 132.5 111 105.3 85.9 86.1 133.5 138.7 143 98.1 106.5
## cvpred 138.6 132.6 111 105.6 86.2 86.4 133.5 138.6 143 98.4 106.8
## pm2.5 188.0 193.0 238 134.0 56.0 50.0 50.0 54.0 169 96.0 75.0
## CV residual 49.4 60.4 127 28.4 -30.2 -36.4 -83.5 -84.6 26 -2.4 -31.8
## 23900 23903 23905 23913 23917 23919 23920 23923 23925 23926
## Predicted 120.7 117.39 134.27 132.3 93.20 77.6 73.55 118.1 127.39 113.1
## cvpred 120.8 117.54 134.26 132.3 93.55 78.0 74.01 118.3 127.51 113.3
## pm2.5 82.0 127.00 128.00 90.0 91.00 95.0 83.00 104.0 121.00 159.0
## CV residual -38.8 9.46 -6.26 -42.3 -2.55 17.0 8.99 -14.3 -6.51 45.7
## 23927 23928 23930 23934 23935 23936 23940 23944 23948 23953 23957
## Predicted 124.13 123.9 134.8 140 139 139 108.6 107.2 127.6 115.9 134.5
## cvpred 124.18 123.9 134.7 140 139 139 108.8 107.5 127.8 116.1 134.5
## pm2.5 128.00 101.0 58.0 32 32 34 61.0 101.0 76.0 46.0 68.0
## CV residual 3.82 -22.9 -76.7 -108 -107 -105 -47.8 -6.5 -51.8 -70.1 -66.5
## 23959 23960 23964 23969 23971 23973 23976 23979 23980 23986 23990
## Predicted 133.7 133.3 115.1 138.4 139 138 140 145 140 119.8 66.3
## cvpred 133.8 133.3 115.4 138.4 139 138 140 145 140 119.9 66.7
## pm2.5 81.0 83.0 88.0 96.0 19 15 13 25 19 30.0 17.0
## CV residual -52.8 -50.3 -27.4 -42.4 -120 -123 -127 -120 -121 -89.9 -49.7
## 23992 23993 23994 23995 23999 24001 24002 24006 24007 24008 24009
## Predicted 30.8 35.5 90.3 105.0 140.1 140.9 145.3 152 147 145.8 148.6
## cvpred 31.3 35.9 90.6 105.1 140.1 140.8 145.1 151 147 145.6 148.4
## pm2.5 11.0 9.0 9.0 14.0 55.0 49.0 51.0 50 49 47.0 62.0
## CV residual -20.3 -26.9 -81.6 -91.1 -85.1 -91.8 -94.1 -101 -98 -98.6 -86.4
## 24022 24023 24032 24033 24036 24038 24039 24040 24043 24046 24050
## Predicted 85.3 84.7 36.4 18.7 -23.4 -34.3 -46.9 -58.8 -28.0 -22.4 15.2
## cvpred 85.4 84.7 36.8 19.2 -22.7 -33.5 -46.0 -57.8 -27.2 -21.6 15.9
## pm2.5 9.0 9.0 2.0 4.0 4.0 5.0 2.0 0.0 2.0 5.0 7.0
## CV residual -76.4 -75.7 -34.8 -15.2 26.7 38.5 48.0 57.8 29.2 26.6 -8.9
## 24055 24057 24059 24060 24061 24064 24066 24067 24068 24069 24070
## Predicted 125 86.2 52.2 36.7 31.2 23.8 51.4 85.3 128 132 127.8
## cvpred 125 86.2 52.5 37.1 31.6 24.2 51.7 85.4 128 132 127.6
## pm2.5 6 9.0 7.0 2.0 5.0 4.0 5.0 12.0 21 30 62.0
## CV residual -119 -77.2 -45.5 -35.1 -26.6 -20.2 -46.7 -73.4 -107 -102 -65.6
## 24073 24076 24077 24078 24082 24089 24090 24092 24094 24095 24096
## Predicted 125 140 136 141 85.9 27.2 50.1 88.0 128.5 138 139
## cvpred 125 140 135 141 86.0 27.6 50.5 88.1 128.3 138 139
## pm2.5 21 1 19 22 17.0 3.0 4.0 25.0 29.0 29 28
## CV residual -104 -139 -116 -119 -69.0 -24.6 -46.5 -63.1 -99.3 -109 -111
## 24097 24098 24099 24102 24109 24110 24113 24115 24118 24120 24124
## Predicted 139.5 143.9 148.8 149 68.9 62.5 53.4 85.5 141.6 141.6 147
## cvpred 139.2 143.6 148.5 149 69.2 62.9 53.8 85.7 141.5 141.5 147
## pm2.5 41.0 60.0 65.0 31 25.0 32.0 42.0 59.0 104.0 108.0 115
## CV residual -98.2 -83.6 -83.5 -118 -44.2 -30.9 -11.8 -26.7 -37.5 -33.5 -32
## 24130 24132 24146 24151 24152 24155 24160 24161 24166 24173 24176
## Predicted 121.6 110.6 151 146 140 46.8 41.5 45.4 80.3 140 139
## cvpred 121.6 110.7 150 145 140 47.2 41.8 45.7 80.4 140 139
## pm2.5 87.0 140.0 259 24 16 10.0 12.0 9.0 17.0 7 13
## CV residual -34.6 29.3 109 -121 -124 -37.2 -29.8 -36.7 -63.4 -133 -126
## 24181 24182 24183 24188 24193 24194 24197 24201 24206 24207 24217
## Predicted 46.9 40.2 25.0 61.0 124 139 144 125 63.4 63.8 141.4
## cvpred 47.3 40.6 25.4 61.2 124 138 144 125 63.7 64.1 141.2
## pm2.5 8.0 11.0 12.0 16.0 27 37 16 24 14.0 16.0 189.0
## CV residual -39.3 -29.6 -13.4 -45.2 -97 -101 -128 -101 -49.7 -48.1 47.8
## 24220 24221 24226 24230 24233 24234 24235 24236 24241 24245 24250
## Predicted 142.4 142.9 103.7 50.6 32.2 50.0 97.4 90.6 147.53 149.0 123.8
## cvpred 142.2 142.6 103.7 50.9 32.6 50.3 97.4 90.8 147.28 148.7 123.8
## pm2.5 173.0 171.0 61.0 28.0 20.0 37.0 80.0 109.0 145.00 129.0 76.0
## CV residual 30.8 28.4 -42.7 -22.9 -12.6 -13.3 -17.4 18.2 -2.28 -19.7 -47.8
## 24255 24262 24265 24267 24270 24272 24278 24279 24280 24281 24286
## Predicted 90.4 135.5 145.8 147.0 153 152.8 109 104 98.6 93.1 140
## cvpred 90.7 135.4 145.6 146.8 153 152.5 109 104 98.8 93.4 140
## pm2.5 167.0 170.0 189.0 207.0 262 215.0 237 264 263.0 227.0 343
## CV residual 76.3 34.6 43.4 60.2 109 62.5 128 160 164.2 133.6 203
## 24287 24289 24296 24297 24298 24302 24303 24310 24311 24316
## Predicted 140 135 144.795 134.4 123.03 40.0 37.3 48.9 47.7 50.8
## cvpred 140 134 144.663 134.4 123.09 40.4 37.7 49.3 48.1 51.1
## pm2.5 347 446 145.000 160.0 128.00 11.0 11.0 8.0 8.0 9.0
## CV residual 207 312 0.337 25.6 4.91 -29.4 -26.7 -41.3 -40.1 -42.1
## 24320 24322 24326 24328 24331 24335 24337 24343 24345 24349 24350
## Predicted 132 91.9 31.6 20.2 83.2 66.3 141.0 153 141.0 78.5 53.1
## cvpred 131 91.9 31.9 20.5 83.1 66.4 140.7 152 140.7 78.6 53.3
## pm2.5 9 20.0 8.0 5.0 15.0 51.0 80.0 84 82.0 185.0 139.0
## CV residual -122 -71.9 -23.9 -15.5 -68.1 -15.4 -60.7 -68 -58.7 106.4 85.7
## 24357 24360 24364 24365 24367 24369 24370 24372 24374 24375
## Predicted 129.0 130.5 130.01 129.8 129 128.79 128.5 128.1 127.57 127.3
## cvpred 128.8 130.2 129.75 129.5 129 128.54 128.3 127.8 127.34 127.1
## pm2.5 158.0 191.0 134.00 177.0 173 125.00 123.0 152.0 132.00 143.0
## CV residual 29.2 60.8 4.25 47.5 44 -3.54 -5.3 24.2 4.66 15.9
## 24381 24383 24384 24385 24388 24392 24395 24396 24398 24400 24403
## Predicted 125.9 125 125 125 124 123 122 122 122 121 120
## cvpred 125.6 125 125 125 124 123 122 122 122 121 120
## pm2.5 214.0 248 269 256 30 9 10 8 8 17 11
## CV residual 88.4 123 144 131 -94 -114 -112 -114 -114 -104 -109
## 24406 24415 24418 24420 24421 24425 24427 24428 24432 24435 24437
## Predicted 119.8 106.5 105.8 105.3 105.1 104.1 103.6 103.4 102.39 101.7 101.2
## cvpred 119.6 106.5 105.8 105.3 105.1 104.1 103.6 103.4 102.44 101.7 101.2
## pm2.5 59.0 24.0 11.0 14.0 13.0 29.0 34.0 56.0 109.00 131.0 123.0
## CV residual -60.6 -82.5 -94.8 -91.3 -92.1 -75.1 -69.6 -47.4 6.56 29.3 21.8
## 24439 24440 24441 24443 24445 24448 24456 24460 24464 24468
## Predicted 100.68 100.4 100.2 99.7 99.2 98.49 101.67 147.5 151.4 124
## cvpred 100.75 100.5 100.3 99.8 99.3 98.58 101.73 147.3 151.2 123
## pm2.5 98.00 82.0 79.0 80.0 88.0 102.00 99.00 94.0 71.0 14
## CV residual -2.75 -18.5 -21.3 -19.8 -11.3 3.42 -2.73 -53.3 -80.2 -109
## 24473 24475 24481 24482 24485 24490 24495 24497 24503 24504 24505
## Predicted 42.5 40.2 66.7 113 150 76.3 6.20 5.68 134 138.6 148.7
## cvpred 42.7 40.3 66.6 112 149 76.1 6.47 5.99 134 138.2 148.1
## pm2.5 7.0 9.0 7.0 8 5 22.0 11.00 13.00 59 70.0 82.0
## CV residual -35.7 -31.3 -59.6 -104 -144 -54.1 4.53 7.01 -75 -68.2 -66.1
## 24506 24511 24513 24514 24517 24521 24523 24530 24536 24537 24541
## Predicted 148.4 154.5 140 110.3 43.98 59.5 68.7 147.0 157.9 151.8 91.2
## cvpred 147.9 153.9 140 110.1 44.18 59.6 68.7 146.6 157.3 151.3 91.2
## pm2.5 85.0 71.0 34 38.0 39.00 18.0 37.0 130.0 60.0 65.0 189.0
## CV residual -62.9 -82.9 -106 -72.1 -5.18 -41.6 -31.7 -16.6 -97.3 -86.3 97.8
## 24546 24549 24552 24554 24555 24557 24559 24562 24564 24566 24575
## Predicted 104 150 156 151 151 151.3 149.6 129.7 98.9 70.4 121.1
## cvpred 104 149 155 151 150 150.8 149.1 129.5 99.0 70.6 120.9
## pm2.5 219 277 285 308 285 233.0 213.0 215.0 214.0 176.0 56.0
## CV residual 115 128 130 157 135 82.2 63.9 85.5 115.0 105.4 -64.9
## 24576 24578 24582 24583 24584 24585 24589 24591 24594 24596 24600
## Predicted 135 125.4 125 121.0 125.6 116.7 138.0 141.2 141.5 154 149
## cvpred 135 125.1 125 120.8 125.4 116.5 137.8 140.9 141.3 153 149
## pm2.5 42 43.0 55 53.0 48.0 56.0 57.0 49.0 43.0 40 41
## CV residual -93 -82.1 -70 -67.8 -77.4 -60.5 -80.8 -91.9 -98.3 -113 -108
## 24601 24603 24606 24607 24609 24613 24622 24623 24625 24626 24633
## Predicted 148 156 124.9 119 108.1 55.5 146.9 147.4 153 153 152
## cvpred 148 156 124.6 119 107.9 55.7 146.5 146.9 152 152 152
## pm2.5 41 36 39.0 16 11.0 14.0 69.0 58.0 36 34 34
## CV residual -107 -120 -85.6 -103 -96.9 -41.7 -77.5 -88.9 -116 -118 -118
## 24638 24639 24642 24645 24650 24653 24655 24659 24660 24663 24670
## Predicted 61.90 53.24 82.2 145 151.15 156.9 152.8 109.5 85.80 7.09 139.27
## cvpred 62.04 53.42 82.2 145 150.71 156.4 152.2 109.4 85.86 7.56 138.99
## pm2.5 59.00 60.00 41.0 125 154.00 132.0 108.0 77.0 82.00 42.00 129.00
## CV residual -3.04 6.58 -41.2 -20 3.29 -24.4 -44.2 -32.4 -3.86 34.44 -9.99
## 24673 24675 24677 24681 24684 24695 24697 24700 24704 24705 24712
## Predicted 151.0 155 145.8 140 104.1 138 147 151.7 151.7 151 136
## cvpred 150.6 155 145.4 140 104.1 137 147 151.4 151.4 151 136
## pm2.5 174.0 202 89.0 55 131.0 301 293 235.0 240.0 253 293
## CV residual 23.4 47 -56.4 -85 26.9 164 146 83.6 88.6 102 157
## 24715 24718 24719 24720 24732 24733 24734 24735 24740 24741 24745
## Predicted 142 140 134 138 108 77.8 52.9 51.0 37.2 18.496 71.1
## cvpred 142 140 134 138 108 78.0 53.2 51.3 37.5 18.729 71.0
## pm2.5 317 307 309 299 222 232.0 166.0 105.0 20.0 19.000 11.0
## CV residual 175 167 175 161 114 154.0 112.8 53.7 -17.5 0.271 -60.0
## 24747 24748 24749 24751 24756 24761 24763 24764 24765 24774 24777
## Predicted 82.8 96.6 100.7 113 71.3 72.0 94.4 102.1 109.7 132.0 127.1
## cvpred 82.7 96.4 100.4 113 71.2 71.9 94.2 101.9 109.6 131.7 126.8
## pm2.5 13.0 7.0 11.0 13 8.0 26.0 52.0 57.0 54.0 48.0 58.0
## CV residual -69.7 -89.4 -89.4 -100 -63.2 -45.9 -42.2 -44.9 -55.6 -83.7 -68.8
## 24778 24779 24781 24782 24785 24788 24789 24797 24798 24800 24801
## Predicted 126.9 117.1 111.0 105.6 101.2 75.8 94.5 138 129 143 121.8
## cvpred 126.6 116.9 110.8 105.5 101.1 75.6 94.2 138 129 142 121.4
## pm2.5 58.0 68.0 67.0 65.0 9.0 11.0 10.0 12 16 25 29.0
## CV residual -68.6 -48.9 -43.8 -40.5 -92.1 -64.6 -84.2 -126 -113 -117 -92.4
## 24806 24807 24812 24816 24817 24821 24824 24825 24826 24827 24830
## Predicted 58.59 57.0 86.0 49.6 53.1 109.4 147 145 78.4 63.4 20.45
## cvpred 58.51 56.9 85.8 49.5 53.0 108.9 146 144 78.2 63.2 20.48
## pm2.5 49.00 37.0 68.0 8.0 7.0 13.0 28 34 15.0 16.0 12.00
## CV residual -9.51 -19.9 -17.8 -41.5 -46.0 -95.9 -118 -110 -63.2 -47.2 -8.48
## 24832 24833 24834 24845 24855 24863 24867 24869 24870 24879 24881
## Predicted 16.76 5.65 41.6 152 56.2 116.4 152.8 154.0 148.4 109.9 111.0
## cvpred 16.86 5.81 41.5 151 56.3 116.1 152.2 153.4 147.9 109.7 110.8
## pm2.5 10.00 13.00 11.0 78 81.0 173.0 124.0 126.0 136.0 175.0 164.0
## CV residual -6.86 7.19 -30.5 -73 24.7 56.9 -28.2 -27.4 -11.9 65.3 53.2
## 24886 24888 24889 24890 24891 24892 24893 24894 24900 24905 24910
## Predicted 151.3 146.3 150 150.3 151.3 151.8 151.3 155.7 131.3 147.07 140
## cvpred 150.8 145.9 150 149.9 150.8 151.3 150.8 155.2 131.1 146.75 139
## pm2.5 214.0 209.0 228 212.0 206.0 199.0 210.0 194.0 205.0 156.00 10
## CV residual 63.2 63.1 78 62.1 55.2 47.7 59.2 38.8 73.9 9.25 -129
## 24912 24913 24914 24915 24917 24927 24930 24939 24943 24944 24945
## Predicted 135 132 135 127 126 96.1 83.3 43.0 28.5 27.2 20.10
## cvpred 134 132 135 127 125 96.0 83.4 43.4 29.0 27.7 20.67
## pm2.5 12 14 11 10 6 27.0 25.0 17.0 19.0 16.0 19.00
## CV residual -122 -118 -124 -117 -119 -69.0 -58.4 -26.4 -10.0 -11.7 -1.67
## 24947 24955 24958 24959 24960 24962 24963 24966 24968 24970 24972
## Predicted 4.17 -7.98 -7.75 -3.72 -0.9319 17.4 142 131.7 151.1 124.6 100.8
## cvpred 4.93 -7.08 -6.84 -2.84 -0.0403 18.1 141 131.2 150.5 124.2 100.5
## pm2.5 26.00 36.00 40.00 32.00 38.0000 42.0 48 50.0 54.0 66.0 71.0
## CV residual 21.07 43.08 46.84 34.84 38.0403 23.9 -93 -81.2 -96.5 -58.2 -29.5
## 24974 24978 24979 24985 24986 24987 24988 24993 24995 24999
## Predicted 90.3 114.705 114.46 155.0 160.0 159.8 155.8 152.9 76.61 36.56
## cvpred 90.1 114.382 114.14 154.4 159.3 159.1 155.1 152.3 76.51 36.69
## pm2.5 77.0 114.000 109.00 99.0 114.0 132.0 106.0 95.0 85.00 31.00
## CV residual -13.1 -0.382 -5.14 -55.4 -45.3 -27.1 -49.1 -57.3 8.49 -5.69
## 25000 25001 25002 25004 25005 25007 25008 25011 25020 25022 25023
## Predicted 39.73 43.27 51.4 58 57.2 55.5 59.7 96.5 82.5 67.1 65.9
## cvpred 39.84 43.35 51.5 58 57.2 55.5 59.7 96.2 82.3 67.0 65.8
## pm2.5 32.00 40.00 32.0 39 43.0 43.0 44.0 32.0 51.0 29.0 50.0
## CV residual -7.84 -3.35 -19.5 -19 -14.2 -12.5 -15.7 -64.2 -31.3 -38.0 -15.8
## 25035 25036 25041 25047 25048 25049 25051 25053 25054 25057 25058
## Predicted 144.8 140 148 107.3 97.3 103.7 143.0 148.4 152.53 142.04 143.3
## cvpred 144.2 139 147 107.1 97.2 103.5 142.5 147.9 152.01 141.57 142.8
## pm2.5 135.0 116 118 71.0 71.0 44.0 67.0 116.0 143.00 132.00 116.0
## CV residual -9.2 -23 -29 -36.1 -26.2 -59.5 -75.5 -31.9 -9.01 -9.57 -26.8
## 25061 25062 25066 25072 25075 25080 25081 25085 25086 25089 25093
## Predicted 147.4 147.6 145 144.0 142 98.5 96.8 70.7 68.2 56.8 33.0
## cvpred 146.9 147.2 145 143.5 142 98.2 96.5 70.4 68.0 56.7 33.1
## pm2.5 122.0 130.0 110 46.0 26 12.0 10.0 9.0 11.0 9.0 13.0
## CV residual -24.9 -17.2 -35 -97.5 -116 -86.2 -86.5 -61.4 -57.0 -47.7 -20.1
## 25097 25098 25101 25106 25107 25110 25114 25115 25117 25120 25122
## Predicted 16.43 24.4 17.99 21.9 20.78 11.61 87.5 72.3 60.0 39.3 53.1
## cvpred 16.71 24.6 18.28 22.1 21.06 11.95 87.0 71.9 59.8 39.1 53.0
## pm2.5 13.00 12.0 9.00 12.0 12.00 13.00 22.0 18.0 26.0 26.0 23.0
## CV residual -3.71 -12.6 -9.28 -10.1 -9.06 1.05 -65.0 -53.9 -33.8 -13.1 -30.0
## 25123 25127 25130 25132 25133 25137 25138 25144 25145 25148 25149
## Predicted 56.7 65.9 72.1 39.8 46.3 42.8 35.2 -8.65 -19.6 -1.71 -13.5
## cvpred 56.5 65.7 71.9 39.7 46.1 42.7 35.2 -8.35 -19.3 -1.45 -13.2
## pm2.5 34.0 8.0 12.0 8.0 14.0 10.0 14.0 12.00 8.0 11.00 18.0
## CV residual -22.5 -57.7 -59.9 -31.7 -32.1 -32.7 -21.2 20.35 27.3 12.45 31.2
## 25151 25155 25156 25159 25161 25165 25172 25174 25177 25179 25181
## Predicted -14.8 -1.90 1.64 127 104.4 55.8 124.7 143.3 149.88 154.39 159.5
## cvpred -14.5 -1.58 1.94 126 103.8 55.5 124.1 142.5 149.05 153.55 158.6
## pm2.5 24.0 17.00 14.00 16 23.0 27.0 49.0 81.0 144.00 162.00 171.0
## CV residual 38.5 18.58 12.06 -110 -80.8 -28.5 -75.1 -61.5 -5.05 8.45 12.4
## 25184 25185 25186 25187 25188 25190 25192 25196 25197 25208 25215
## Predicted 159.5 158.5 133.1 123.3 113.6 103.8 85.0 89.2 134.9 160.5 123.5
## cvpred 158.6 157.7 132.5 122.8 113.1 103.4 84.7 88.8 134.4 159.8 123.1
## pm2.5 85.0 103.0 83.0 112.0 146.0 191.0 227.0 122.0 113.0 170.0 182.0
## CV residual -73.6 -54.7 -49.5 -10.8 32.9 87.6 142.3 33.2 -21.4 10.2 58.9
## 25218 25224 25229 25232 25235 25236 25238 25240 25241 25242 25244
## Predicted 92.3 90.1 144 128.0 102.6 107.2 88.4 74.3 83.3 101.8 136.7
## cvpred 92.0 89.8 143 127.4 102.2 106.8 88.1 74.0 83.0 101.5 136.2
## pm2.5 17.0 18.0 35 57.0 50.0 51.0 56.0 64.0 72.0 69.0 57.0
## CV residual -75.0 -71.8 -108 -70.4 -52.2 -55.8 -32.1 -10.0 -11.0 -32.5 -79.2
## 25245 25247 25248 25249 25250 25251 25255 25256 25257 25258
## Predicted 142 137.24 136.7 136.3 151.4 152.9 152.64 158.02 151.6 140.1
## cvpred 141 136.62 136.1 135.7 150.7 152.1 151.89 157.22 150.9 139.6
## pm2.5 93 135.00 157.0 179.0 171.0 180.0 154.00 167.00 164.0 168.0
## CV residual -48 -1.62 20.9 43.3 20.3 27.9 2.11 9.78 13.1 28.4
## 25259 25264 25265 25269 25272 25277 25278 25281 25287 25319 25320
## Predicted 126 109.8 110.8 75.1 67.1 69.2 72.7 116.3 61.9 147.01 152.14
## cvpred 126 109.5 110.5 74.8 66.8 69.0 72.5 115.7 61.6 146.33 151.42
## pm2.5 179 156.0 153.0 11.0 7.0 6.0 12.0 22.0 22.0 141.00 153.00
## CV residual 53 46.5 42.5 -63.8 -59.8 -63.0 -60.5 -93.7 -39.6 -5.33 1.58
## 25323 25324 25329 25331 25334 25335 25339 25343 25349 25350 25352
## Predicted 148 148 158 135 106.2 96.4 141 151 157 151 149.9
## cvpred 147 148 157 135 105.9 96.1 141 150 156 151 149.3
## pm2.5 164 248 305 280 183.0 196.0 269 338 359 318 236.0
## CV residual 17 100 148 145 77.1 99.9 128 188 203 167 86.7
## 25354 25356 25357 25366 25370 25373 25376 25378 25381 25386 25388
## Predicted 144.8 132.8 124.7 54.7 105.5 129 138 93.8 67.0 69.8 86.90
## cvpred 144.2 132.3 124.3 54.3 104.8 128 138 93.2 66.6 69.4 86.44
## pm2.5 226.0 84.0 33.0 6.0 16.0 12 21 27.0 30.0 49.0 85.00
## CV residual 81.8 -48.3 -91.3 -48.3 -88.8 -116 -117 -66.2 -36.6 -20.4 -1.44
## 25390 25391 25395 25396 25399 25400 25404 25411 25414 25417 25420
## Predicted 98.6 97.74 156.4 156 156.6 161.8 105.1 117.5 154.4 149 153
## cvpred 98.1 97.25 155.4 155 155.7 160.8 104.6 116.9 153.6 148 153
## pm2.5 105.0 100.00 123.0 131 177.0 148.0 84.0 202.0 209.0 326 413
## CV residual 6.9 2.75 -32.4 -24 21.3 -12.8 -20.6 85.1 55.4 178 260
## 25422 25428 25431 25438 25440 25447 25448 25452 25461 25471 25472
## Predicted 149 91.5 49.9 93.5 106.6 75.2 74.1 39.8 67.4 141.7 147.9
## cvpred 148 91.1 49.7 92.9 105.9 74.7 73.6 39.6 67.0 140.9 146.9
## pm2.5 329 109.0 14.0 13.0 32.0 15.0 15.0 11.0 44.0 182.0 184.0
## CV residual 181 17.9 -35.7 -79.9 -73.9 -59.7 -58.6 -28.6 -23.0 41.1 37.1
## 25478 25481 25482 25483 25484 25488 25491 25492 25499 25503 25506
## Predicted 113 119 139 138 148 31.7 44.41 55.2 38.5 20.62 24.60
## cvpred 112 119 138 138 148 31.4 44.15 55.0 38.3 20.62 24.65
## pm2.5 230 241 245 247 276 73.0 53.00 37.0 23.0 11.00 19.00
## CV residual 118 122 107 109 128 41.6 8.85 -18.0 -15.3 -9.62 -5.65
## 25508 25510 25512 25521 25523 25525 25530 25535 25537 25538 25541
## Predicted 61.7 89.8 118.6 145.4 111.7 56.8 80.8 142.5 136.8 136 102
## cvpred 61.5 89.2 117.8 144.6 111.1 56.4 80.2 141.6 135.9 135 101
## pm2.5 18.0 24.0 43.0 76.0 58.0 38.0 49.0 79.0 167.0 152 31
## CV residual -43.5 -65.2 -74.8 -68.6 -53.1 -18.4 -31.2 -62.6 31.1 17 -70
## 25542 25543 25548 25550 25552 25557 25559 25562 25563 25568 25571
## Predicted 91.4 89.9 62.9 46.3 39.7 99.4 98.6 122.3 131 144 115.2
## cvpred 90.7 89.2 62.4 45.9 39.3 98.5 97.8 121.4 130 143 114.4
## pm2.5 24.0 17.0 18.0 16.0 9.0 20.0 45.0 46.0 37 57 101.0
## CV residual -66.7 -72.2 -44.4 -29.9 -30.3 -78.5 -52.8 -75.4 -93 -86 -13.4
## 25572 25574 25575 25576 25577 25581 25585 25586 25587 25588
## Predicted 114.7 107.340 105.5 112.9 121.1 142 161.0 160.8 166.2 165.9
## cvpred 113.9 106.632 104.8 112.3 120.4 141 160.1 159.8 165.1 164.9
## pm2.5 117.0 107.000 90.0 78.0 76.0 97 128.0 129.0 132.0 151.0
## CV residual 3.1 0.368 -14.8 -34.3 -44.4 -44 -32.1 -30.8 -33.1 -13.9
## 25590 25591 25601 25604 25609 25611 25613 25614 25616 25617 25620
## Predicted 161.78 166.2 149 152 161 160 159 150 103.3 86.9 57.7
## cvpred 160.75 165.1 148 151 160 159 158 149 102.6 86.4 57.4
## pm2.5 166.00 155.0 332 277 322 327 36 9 12.0 12.0 15.0
## CV residual 5.25 -10.1 184 126 162 168 -122 -140 -90.6 -74.4 -42.4
## 25621 25624 25626 25627 25638 25643 25649 25650 25651 25653 25655
## Predicted 46.3 40.1 50.6 48.7 150.1 132.0 89.8 113.2 94.4 143.2 118.2
## cvpred 46.0 39.9 50.3 48.4 149.1 131.2 89.2 112.5 93.8 142.3 117.4
## pm2.5 20.0 14.0 11.0 14.0 102.0 71.0 138.0 128.0 138.0 123.0 50.0
## CV residual -26.0 -25.9 -39.3 -34.4 -47.1 -60.2 48.8 15.5 44.2 -19.3 -67.4
## 25658 25661 25662 25665 25666 25667 25669 25673 25676 25680 25681
## Predicted 145 98.2 91.6 83.4 76.7 70.6 50.1 39.8 59.2 138 137
## cvpred 144 97.5 91.0 82.8 76.1 70.0 49.6 39.4 58.7 137 136
## pm2.5 35 9.0 9.0 9.0 9.0 9.0 9.0 7.0 9.0 29 26
## CV residual -109 -88.5 -82.0 -73.8 -67.1 -61.0 -40.6 -32.4 -49.7 -108 -110
## 25686 25692 25694 25696 25697 25698 25699 25702 25714 25718 25719
## Predicted 123.1 124.9 100.5 91.6 96.3 101.2 124.4 141.3 112.8 73.7 63.2
## cvpred 122.1 124.1 99.8 90.9 95.5 100.4 123.5 140.3 111.9 73.1 62.7
## pm2.5 49.0 83.0 44.0 39.0 54.0 78.0 95.0 144.0 35.0 50.0 95.0
## CV residual -73.1 -41.1 -55.8 -51.9 -41.5 -22.4 -28.5 3.7 -76.9 -23.1 32.3
## 25729 25731 25732 25736 25741 25744 25749 25750 25758 25760 25761
## Predicted 67.6 63.7 61.5 58.2 22.46 14.601 22.86 30.8 11.31 27.9 26
## cvpred 66.9 63.0 60.8 57.6 22.17 14.426 22.67 30.6 11.26 27.8 26
## pm2.5 16.0 9.0 9.0 11.0 16.00 14.000 15.00 14.0 13.00 16.0 15
## CV residual -50.9 -54.0 -51.8 -46.6 -6.17 -0.426 -7.67 -16.6 1.74 -11.8 -11
## 25763 25771 25777 25780 25788 25790 25791 25792 25793 25794 25795
## Predicted -2.32 98.9 116 108.1 103.0 103.9 107.4 107.0 106.5 119.3 134.5
## cvpred -2.14 98.1 115 107.3 102.3 103.2 106.8 106.3 105.8 118.5 133.6
## pm2.5 19.00 27.0 37 29.0 68.0 75.0 82.0 96.0 92.0 80.0 97.0
## CV residual 21.14 -71.1 -78 -78.3 -34.3 -28.2 -24.8 -10.3 -13.8 -38.5 -36.6
## 25796 25803 25819 25821 25833 25841 25843 25844 25846 25847 25848
## Predicted 133.5 149.4 131.7 135.4 151.91 158 153 153 159 159 159
## cvpred 132.6 148.3 130.9 134.6 151.12 157 152 152 158 158 158
## pm2.5 104.0 200.0 179.0 146.0 149.00 284 289 281 287 290 259
## CV residual -28.6 51.7 48.1 11.4 -2.12 127 137 129 129 132 101
## 25850 25851 25854 25857 25863 25870 25872 25888 25889 25891 25894
## Predicted 159 159 158.0 151.4 137.9 133 144.8 121.2 125 151.4 161.0
## cvpred 158 158 157.2 150.7 137.2 132 144.1 120.9 125 150.7 160.3
## pm2.5 274 281 247.0 235.0 196.0 212 217.0 197.0 204 199.0 225.0
## CV residual 116 123 89.8 84.3 58.8 80 72.9 76.1 79 48.3 64.7
## 25896 25897 25898 25910 25912 25915 25919 25922 25923 25925 25929
## Predicted 160.9 155.5 155 150 145 146 156 151 159 157.6 150.3
## cvpred 160.2 154.8 154 149 144 146 155 150 158 156.9 149.6
## pm2.5 221.0 192.0 256 305 284 290 309 284 262 243.0 91.0
## CV residual 60.8 37.2 102 156 140 144 154 134 104 86.1 -58.6
## 25934 25935 25939 25941 25943 25950 25956 25959 25961 25963 25964
## Predicted 137.5 153.6 153.6 153.6 157.41 124 97.0 85.5 82.7 70.0 73.2
## cvpred 136.8 152.8 152.8 152.8 156.61 123 96.5 85.1 82.3 69.6 72.7
## pm2.5 70.0 72.0 101.0 115.0 155.00 20 13.0 16.0 22.0 22.0 22.0
## CV residual -66.8 -80.8 -51.8 -37.8 -1.61 -103 -83.5 -69.1 -60.3 -47.6 -50.7
## 25965 25971 25972 25973 25975 25983 25984 25986 25987 25989 25990
## Predicted 66.8 81.8 81.0 123 123 101.0 101.5 120.6 116.4 124.9 133.2
## cvpred 66.4 81.3 80.5 122 122 100.3 100.8 119.7 115.6 124.1 132.4
## pm2.5 17.0 22.0 16.0 18 13 24.0 25.0 53.0 69.0 78.0 81.0
## CV residual -49.4 -59.3 -64.5 -104 -109 -76.3 -75.8 -66.7 -46.6 -46.1 -51.4
## 25991 25994 25995 25997 26000 26002 26006 26011 26014 26015 26017
## Predicted 132.4 148.6 149.1 143 143.5 142.3 132.0 157.4 157.4 157 149
## cvpred 131.5 147.6 148.1 142 142.5 141.3 131.2 156.4 156.4 156 148
## pm2.5 90.0 114.0 124.0 166 199.0 158.0 186.0 245.0 256.0 290 244
## CV residual -41.5 -33.6 -24.1 24 56.5 16.7 54.8 88.6 99.6 134 96
## 26018 26020 26021 26022 26026 26028 26029 26030 26032 26034 26036
## Predicted 155.8 158.9 154.0 153 152.3 150.8 145.4 140 145 146 148.9
## cvpred 154.8 157.8 152.9 152 151.3 149.9 144.6 139 145 145 148.1
## pm2.5 244.0 217.0 244.0 267 187.0 175.0 208.0 244 246 308 229.0
## CV residual 89.2 59.2 91.1 115 35.7 25.1 63.4 105 101 163 80.9
## 26037 26038 26040 26041 26047 26055 26059 26065 26067 26069 26076
## Predicted 159.5 164 160 160 161 99.2 90.7 117 128 120.9 92.6
## cvpred 158.6 163 159 159 160 98.7 90.1 116 127 119.9 91.9
## pm2.5 218.0 229 314 315 299 29.0 23.0 16 21 22.0 25.0
## CV residual 59.4 66 155 156 139 -69.7 -67.1 -100 -106 -97.9 -66.9
## 26079 26080 26081 26087 26088 26094 26230 26232 26233 26236 26238
## Predicted 103.2 96.4 99.0 79.4 76.4 64.2 144.2 160 159 118.4 107.5
## cvpred 102.5 95.7 98.4 78.7 75.6 63.5 143.5 159 159 117.7 106.7
## pm2.5 32.0 32.0 34.0 15.0 12.0 12.0 191.0 288 284 71.0 15.0
## CV residual -70.5 -63.7 -64.4 -63.7 -63.6 -51.5 47.5 129 125 -46.7 -91.7
## 26241 26243 26245 26246 26247 26249 26251 26252 26254 26259 26261
## Predicted 90.7 80.6 69.7 67.1 55.2 54.9 64.4 54.4 103.4 103.3 90.3
## cvpred 89.9 80.0 69.2 66.6 54.8 54.5 64.0 54.0 102.5 102.4 89.6
## pm2.5 16.0 17.0 16.0 15.0 13.0 11.0 20.0 14.0 15.0 11.0 11.0
## CV residual -73.9 -63.0 -53.2 -51.6 -41.8 -43.5 -44.0 -40.0 -87.5 -91.4 -78.6
## 26264 26266 26271 26272 26276 26281 26282 26283 26284 26297 26298
## Predicted 86.8 88.4 53.8 47.2 66.6 147.0 152.6 153.1 153.61 85.3 94.3
## cvpred 86.1 87.8 53.4 46.9 66.2 145.9 151.4 151.9 152.36 84.7 93.7
## pm2.5 14.0 18.0 17.0 16.0 19.0 97.0 95.0 131.0 147.00 54.0 78.0
## CV residual -72.1 -69.8 -36.4 -30.9 -47.2 -48.9 -56.4 -20.9 -5.36 -30.7 -15.7
## 26303 26305 26307 26309 26310 26312 26314 26317 26318 26320 26323
## Predicted 149 141 146 147 156 120 99.7 65.3 68.2 59.9 59.9
## cvpred 148 141 145 146 155 120 98.9 64.7 67.6 59.3 59.3
## pm2.5 45 35 32 16 15 9 14.0 10.0 16.0 15.0 15.0
## CV residual -103 -106 -113 -130 -140 -111 -84.9 -54.7 -51.6 -44.3 -44.3
## 26329 26331 26335 26336 26338 26339 26343 26346 26349 26351 26352
## Predicted 63.1 59.2 56.6 54.4 43.8 31.2 13.44 4.98 3.26 8.12 10.1
## cvpred 62.4 58.5 55.9 53.8 43.3 30.8 13.28 4.92 3.20 8.05 10.0
## pm2.5 19.0 19.0 17.0 15.0 15.0 15.0 20.00 25.00 20.00 21.00 27.0
## CV residual -43.4 -39.5 -38.9 -38.8 -28.3 -15.8 6.72 20.08 16.80 12.95 17.0
## 26354 26356 26359 26360 26361 26362 26364 26365 26366 26370 26379
## Predicted -3.86 -2.90 108 116 112.7 97.4 91.3 86.4 85.6 101.1 142
## cvpred -3.84 -2.88 107 115 111.5 96.4 90.3 85.5 84.8 100.2 141
## pm2.5 21.00 18.00 13 13 17.0 22.0 26.0 26.0 18.0 18.0 35
## CV residual 24.84 20.88 -94 -102 -94.5 -74.4 -64.3 -59.5 -66.8 -82.2 -106
## 26380 26382 26387 26393 26395 26396 26397 26399 26401 26402
## Predicted 146.4 134.5 99.7 79.990 114.8 119.55 133.324 148 153.4 145.1
## cvpred 145.1 133.3 98.9 79.226 113.8 118.53 132.252 147 152.1 143.9
## pm2.5 58.0 62.0 39.0 79.000 94.0 113.00 132.000 205 198.0 176.0
## CV residual -87.1 -71.3 -59.9 -0.226 -19.8 -5.53 -0.252 58 45.9 32.1
## 26406 26409 26413 26414 26416 26417 26418 26422 26429 26430 26431
## Predicted 127 103.6 78.7 72.3 60.0 64.7 79.1 117.5 146 145 139
## cvpred 126 102.6 78.0 71.6 59.5 64.1 78.4 116.5 145 144 138
## pm2.5 30 29.0 39.0 38.0 37.0 36.0 41.0 73.0 40 39 30
## CV residual -96 -73.6 -39.0 -33.6 -22.5 -28.1 -37.4 -43.5 -105 -105 -108
## 26432 26438 26443 26447 26451 26456 26458 26461 26462 26463 26465
## Predicted 138 87.6 98.6 146 152.0 143.7 125.4 109.9 100.03 76.6 77.5
## cvpred 137 86.9 97.9 145 150.8 142.6 124.5 109.2 99.35 76.0 76.9
## pm2.5 32 70.0 204.0 413 173.0 88.0 71.0 89.0 102.00 113.0 33.0
## CV residual -105 -16.9 106.1 268 22.2 -54.6 -53.5 -20.2 2.65 37.0 -43.9
## 26467 26469 26470 26476 26478 26481 26482 26484 26485 26490 26492
## Predicted 115.7 135.2 140.1 145 162 155.0 148.6 97.9 81.7 64.2 91.8
## cvpred 114.9 134.3 139.1 144 160 153.9 147.6 97.1 81.1 63.6 91.0
## pm2.5 150.0 194.0 233.0 326 365 159.0 170.0 19.0 20.0 16.0 18.0
## CV residual 35.1 59.7 93.9 182 205 5.1 22.4 -78.1 -61.1 -47.6 -73.0
## 26497 26499 26508 26509 26511 26515 26519 26522 26525 26526 26527
## Predicted 111.2 109 93.8 92.8 53.8 95.7 136.2 152 152.5 151.7 150.4
## cvpred 110.1 108 93.0 92.0 53.3 94.9 135.2 151 151.3 150.4 149.2
## pm2.5 23.0 22 48.0 59.0 72.0 75.0 63.0 304 179.0 162.0 111.0
## CV residual -87.1 -86 -45.0 -33.0 18.7 -19.9 -72.2 153 27.7 11.6 -38.2
## 26534 26535 26536 26538 26541 26545 26546 26549 26550 26551 26552
## Predicted 119.1 127.3 126.9 145 154 161 156 155 155 154 154
## cvpred 118.3 126.6 126.1 144 153 160 155 154 154 154 153
## pm2.5 97.0 111.0 167.0 395 421 434 425 402 429 408 456
## CV residual -21.3 -15.6 40.9 251 268 274 270 248 275 254 303
## 26556 26558 26563 26564 26571 26574 26577 26580 26581 26583 26586
## Predicted 144 135 135.5 141 165 165 162 137 137 134 148
## cvpred 143 135 134.7 140 164 163 160 136 136 133 147
## pm2.5 377 343 216.0 291 442 287 278 383 472 529 810
## CV residual 234 208 81.3 151 278 124 118 247 336 396 663
## 26587 26590 26593 26598 26600 26602 26611 26613 26617 26618 26620
## Predicted 154 163 162 160 149 142 155 152 158 163 167
## cvpred 153 161 161 159 148 141 154 151 157 162 166
## pm2.5 776 852 744 673 475 288 334 333 309 298 523
## CV residual 623 691 583 514 327 147 180 182 152 136 357
## 26623 26624 26625 26626 26629 26631 26632 26634 26641 26645 26646
## Predicted 159 154 158 155 145 133 132 145 140.6 139.4 138
## cvpred 158 153 157 154 144 133 132 144 139.8 138.6 137
## pm2.5 328 308 358 296 335 307 271 277 151.0 61.0 71
## CV residual 170 155 201 142 191 174 139 133 11.2 -77.6 -66
## 26648 26651 26652 26658 26661 26662 26664 26666 26669 26671 26673
## Predicted 141.3 139.1 137.8 145.4 161.6 162.3 163.0 157.5 115.9 113.7 163.8
## cvpred 140.5 138.4 137.2 144.6 160.6 161.2 161.9 156.5 115.1 112.9 162.7
## pm2.5 74.0 79.0 69.0 134.0 183.0 181.0 227.0 189.0 46.0 35.0 82.0
## CV residual -66.5 -59.4 -68.2 -10.6 22.4 19.8 65.1 32.5 -69.1 -77.9 -80.7
## 26677 26681 26683 26684 26688 26690 26691 26697 26699 26700 26705
## Predicted 104.0 84.4 110 119 121.6 130 126 119.4 102.0 95.0 65.49
## cvpred 103.4 83.8 109 118 120.6 129 125 118.5 101.3 94.4 65.01
## pm2.5 194.0 45.0 227 219 28.0 25 24 33.0 34.0 38.0 71.00
## CV residual 90.6 -38.8 118 101 -92.6 -104 -101 -85.5 -67.3 -56.4 5.99
## 26708 26709 26711 26714 26715 26717 26728 26732 26733 26735 26737
## Predicted 105.1 104.63 139.1 155 155.2 150.9 88.2 128 138 148 142
## cvpred 104.5 103.98 138.2 154 154.1 149.8 87.6 127 137 147 141
## pm2.5 86.0 107.00 208.0 283 214.0 231.0 176.0 448 485 573 412
## CV residual -18.5 3.02 69.8 129 59.9 81.2 88.4 321 348 426 271
## 26740 26745 26750 26752 26755 26757 26760 26762 26763 26765 26767
## Predicted 139 158.6 106.2 91.3 131.0 120.96 119.9 114.9 122.9 127.7 150.8
## cvpred 138 157.6 105.6 90.8 130.2 120.29 119.2 114.2 122.2 126.9 149.9
## pm2.5 253 237.0 201.0 76.0 85.0 115.00 72.0 91.0 69.0 53.0 64.0
## CV residual 115 79.4 95.4 -14.8 -45.2 -5.29 -47.2 -23.2 -53.2 -73.9 -85.9
## 26769 26771 26779 26782 26784 26787 26788 26791 26792 26795 26797
## Predicted 159.5 157.7 158.8 153.4 158.8 158.28 158.8 157.3 157.20 148.1 122.9
## cvpred 158.6 156.8 157.9 152.6 157.9 157.44 157.9 156.5 156.32 147.4 122.3
## pm2.5 87.0 80.0 142.0 156.0 169.0 156.00 198.0 187.0 154.00 159.0 156.0
## CV residual -71.6 -76.8 -15.9 3.4 11.1 -1.44 40.1 30.5 -2.32 11.6 33.7
## 26801 26807 26819 26824 26829 26831 26833 26837 26838 26842 26843
## Predicted 114.8 155.6 164 153 160 154 165 161 156 160 160
## cvpred 114.3 154.7 163 152 159 153 164 160 155 159 159
## pm2.5 72.0 179.0 48 326 398 412 453 411 424 388 401
## CV residual -42.3 24.3 -115 174 239 259 289 251 269 229 242
## 26844 26845 26846 26847 26849 26854 26856 26860 26862 26863 26869
## Predicted 155 155 154 153 152 167 135 100.7 108.0 112.3 54.9
## cvpred 154 154 154 152 151 166 134 100.1 107.4 111.6 54.6
## pm2.5 402 396 395 392 301 399 398 18.0 16.0 12.0 12.0
## CV residual 248 242 241 240 150 233 264 -82.1 -91.4 -99.6 -42.6
## 26872 26874 26877 26883 26884 26886 26889 26890 26891 26893 26896
## Predicted 43.3 65.7 91.7 132.7 137.4 142.4 126.7 115.6 109.6 92.8 100.3
## cvpred 43.1 65.3 90.9 131.6 136.2 141.2 125.7 114.7 108.7 92.0 99.6
## pm2.5 13.0 14.0 30.0 47.0 46.0 47.0 48.0 40.0 50.0 53.0 84.0
## CV residual -30.1 -51.3 -60.9 -84.6 -90.2 -94.2 -77.7 -74.7 -58.7 -39.0 -15.6
## 26898 26901 26903 26906 26908 26909 26912 26915 26917 26919 26920
## Predicted 119.6 144 149.5 159.8 164.8 160.4 159.3 133.2 117.33 102.2 106.1
## cvpred 118.8 143 148.5 158.6 163.6 159.2 158.1 132.4 116.62 101.6 105.5
## pm2.5 73.0 130 118.0 174.0 186.0 189.0 138.0 96.0 122.00 198.0 162.0
## CV residual -45.8 -13 -30.5 15.4 22.4 29.8 -20.1 -36.4 5.38 96.4 56.5
## 26922 26923 26925 26928 26929 26933 26934 26936 26937 26942 26945
## Predicted 120.0 134 146.1 156.4 151.3 159 163.3 162 162 159 149
## cvpred 119.3 133 145.3 155.4 150.4 158 162.2 161 161 158 148
## pm2.5 172.0 195 174.0 179.0 229.0 293 258.0 312 310 321 320
## CV residual 52.7 62 28.7 23.6 78.6 135 95.8 151 149 163 172
## 26947 26948 26952 26953 26956 26958 26960 26961 26963 26965 26970
## Predicted 154 154 154 154 160 160 160 154 148 132 137
## cvpred 153 153 154 153 159 159 159 153 147 131 136
## pm2.5 300 314 318 340 369 364 362 369 348 367 490
## CV residual 147 161 164 187 210 205 203 216 201 236 354
## 26983 26985 26987 26990 26996 27009 27010 27011 27014 27015 27016
## Predicted 160 160 164 159 155 159 153 153 158 153 153
## cvpred 159 159 163 158 154 158 152 152 157 152 153
## pm2.5 526 438 462 463 389 275 287 302 286 297 288
## CV residual 367 279 299 305 235 117 135 150 129 145 135
## 27017 27021 27025 27028 27029 27030 27031 27033 27034 27035 27036
## Predicted 154 153 154 153.4 153.6 153.4 154 158.0 162.4 156.7 157.3
## cvpred 153 152 153 152.6 152.8 152.6 153 157.2 161.6 155.9 156.5
## pm2.5 281 199 311 205.0 181.0 213.0 208 183.0 178.0 178.0 169.0
## CV residual 128 47 158 52.4 28.2 60.4 55 25.8 16.4 22.1 12.5
## 27038 27039 27040 27042 27044 27047 27052 27053 27054 27056 27058
## Predicted 161.4 161.7 161.41 161.4 159.9 152.6 164.4 151.9 137 140 126
## cvpred 160.6 160.9 160.64 160.6 159.2 151.9 163.5 151.1 136 139 125
## pm2.5 174.0 172.0 157.00 147.0 144.0 129.0 98.0 53.0 26 21 14
## CV residual 13.4 11.1 -3.64 -13.6 -15.2 -22.9 -65.5 -98.1 -110 -118 -111
## 27060 27061 27063 27064 27068 27075 27077 27078 27084 27087 27090
## Predicted 105.8 100.8 88.4 77.3 93.6 108.3 135 145 93.7 79.0 83.3
## cvpred 105.2 100.2 87.9 76.8 92.9 107.5 134 144 93.0 78.5 82.7
## pm2.5 20.0 24.0 19.0 21.0 23.0 9.0 16 15 50.0 51.0 57.0
## CV residual -85.2 -76.2 -68.9 -55.8 -69.9 -98.5 -118 -129 -43.0 -27.5 -25.7
## 27094 27096 27097 27104 27105 27106 27113 27114 27119 27121 27122
## Predicted 126.2 136.6 141.2 163.2 162.9 162.4 161.9 161.7 157.8 162 165.4
## cvpred 125.5 135.8 140.4 162.3 162.1 161.6 161.1 160.9 156.9 161 164.4
## pm2.5 84.0 90.0 114.0 126.0 126.0 138.0 228.0 227.0 233.0 215 217.0
## CV residual -41.5 -45.8 -26.4 -36.3 -36.1 -23.6 66.9 66.1 76.1 54 52.6
## 27127 27130 27137 27138 27142 27152 27156 27158 27172 27173 27178
## Predicted 126 115.1 90.0 109.0 121 142.0 148 157.5 161.8 162.4 159.3
## cvpred 125 114.3 89.4 108.4 120 141.3 147 156.7 160.8 161.3 158.4
## pm2.5 14 18.0 22.0 27.0 32 72.0 80 90.0 234.0 229.0 203.0
## CV residual -111 -96.3 -67.4 -81.4 -88 -69.3 -67 -66.7 73.2 67.7 44.6
## 27179 27185 27187 27189 27190 27192 27195 27198 27206 27208 27216
## Predicted 152.9 61.2 63.1 64.0 61.3 58.0 66.7 128 75.5 84.3 101.0
## cvpred 152.1 60.7 62.5 63.3 60.6 57.3 66.1 126 74.7 83.5 100.1
## pm2.5 188.0 10.0 5.0 9.0 12.0 9.0 7.0 9 13.0 10.0 27.0
## CV residual 35.9 -50.7 -57.5 -54.3 -48.6 -48.3 -59.1 -117 -61.7 -73.5 -73.1
## 27217 27219 27220 27221 27222 27228 27234 27237 27238 27241 27243
## Predicted 95.3 98.7 117 126 130 90.6 104.3 129.5 143.88 139.4 138.4
## cvpred 94.3 97.7 116 125 128 89.8 103.6 128.6 142.88 138.4 137.4
## pm2.5 15.0 12.0 9 13 11 15.0 66.0 174.0 152.00 108.0 111.0
## CV residual -79.3 -85.7 -107 -112 -117 -74.8 -37.6 45.4 9.12 -30.4 -26.4
## 27256 27257 27258 27261 27262 27265 27266 27267 27269 27270 27272
## Predicted 89.0 84.1 98.5 117 132 94.8 107 125.2 102.3 97.0 94.6
## cvpred 88.5 83.6 97.9 116 132 94.1 107 124.3 101.5 96.3 93.8
## pm2.5 163.0 156.0 161.0 282 428 71.0 419 209.0 78.0 23.0 10.0
## CV residual 74.5 72.4 63.1 166 296 -23.1 312 84.7 -23.5 -73.3 -83.8
## 27274 27275 27277 27278 27279 27281 27282 27289 27290 27293 27296
## Predicted 91.1 84.7 67.3 61.6 51.9 49.9 71.7 118.4 107.1 125 131.3
## cvpred 90.4 84.0 66.8 61.1 51.5 49.4 71.2 117.5 106.2 124 130.3
## pm2.5 20.0 25.0 16.0 20.0 14.0 16.0 16.0 55.0 36.0 21 46.0
## CV residual -70.4 -59.0 -50.8 -41.1 -37.5 -33.4 -55.2 -62.5 -70.2 -103 -84.3
## 27297 27298 27300 27301 27313 27315 27317 27318 27320 27323 27325
## Predicted 115.8 110 133.2 128 147.1 152.1 156.6 157.9 163.3 135.4 56.2
## cvpred 114.9 109 132.4 127 146.2 151.2 155.7 156.9 162.2 134.6 55.8
## pm2.5 23.0 24 43.0 59 67.0 78.0 129.0 132.0 138.0 83.0 94.0
## CV residual -91.9 -85 -89.4 -68 -79.2 -73.2 -26.7 -24.9 -24.2 -51.6 38.2
## 27330 27333 27335 27336 27338 27341 27343 27344 27346 27347 27356
## Predicted 70.1 102.9 115.0 141.2 150.0 166 162 167 160 154 139
## cvpred 69.6 102.3 114.5 140.4 149.2 165 161 166 159 154 138
## pm2.5 115.0 162.0 183.0 190.0 229.0 267 290 304 326 352 312
## CV residual 45.4 59.7 68.5 49.6 79.8 102 129 138 167 198 174
## 27359 27360 27364 27367 27368 27370 27373 27374 27377 27378 27380
## Predicted 148 160 105.7 101.3 95.6 88.0 42.8 32.1 44.7 44.4 90.0
## cvpred 147 159 105.1 100.7 95.0 87.5 42.4 31.8 44.2 44.0 89.4
## pm2.5 344 384 143.0 9.0 11.0 13.0 9.0 7.0 18.0 16.0 22.0
## CV residual 197 225 37.9 -91.7 -84.0 -74.5 -33.4 -24.8 -26.2 -28.0 -67.4
## 27384 27385 27386 27388 27394 27395 27397 27399 27401 27406 27408
## Predicted 94.2 108.5 97.9 96.4 96.4 73.2 52.7 82.16 88.5 112.8 116.9
## cvpred 93.5 107.7 97.1 95.7 95.7 72.6 52.2 81.68 88.0 112.1 116.2
## pm2.5 197.0 48.0 17.0 15.0 16.0 11.0 27.0 75.00 54.0 66.0 77.0
## CV residual 103.5 -59.7 -80.1 -80.7 -79.7 -61.6 -25.2 -6.68 -34.0 -46.1 -39.2
## 27415 27420 27422 27423 27424 27425 27427 27435 27436 27441 27445
## Predicted 139.1 135.1 119.7 119.2 113.6 122.2 129.8 157 161.4 158 63.1
## cvpred 138.2 134.4 119.1 118.6 113.1 121.7 129.2 157 160.6 158 62.7
## pm2.5 81.0 121.0 139.0 144.0 149.0 159.0 167.0 296 220.0 276 74.0
## CV residual -57.2 -13.4 19.9 25.4 35.9 37.3 37.8 139 59.4 118 11.3
## 27446 27448 27449 27450 27453 27459 27460 27462 27463 27464 27465
## Predicted 34.1 21.42 29.5 32.3 75.8 101.5 106 114 114 125 119
## cvpred 33.8 21.19 29.2 32.0 75.2 100.8 105 114 113 124 118
## pm2.5 22.0 13.00 12.0 11.0 20.0 14.0 10 11 12 15 13
## CV residual -11.8 -8.19 -17.2 -21.0 -55.2 -86.8 -95 -103 -101 -109 -105
## 27466 27468 27469 27470 27471 27475 27477 27478 27482 27493 27494
## Predicted 95.1 71.5 61.5 47.1 56.5 70.9 78.7 96.4 88.0 55.4 41.2
## cvpred 94.5 71.0 61.0 46.7 56.0 70.3 78.1 95.7 87.3 54.9 40.6
## pm2.5 16.0 18.0 19.0 23.0 34.0 52.0 46.0 13.0 6.0 18.0 30.0
## CV residual -78.5 -53.0 -42.0 -23.7 -22.0 -18.3 -32.1 -82.7 -81.3 -36.9 -10.6
## 27496 27497 27499 27504 27506 27508 27509 27511 27512 27515 27520
## Predicted 50.63 58.8 88.5 123.4 126.8 137.1 154.5 154.3 155.2 125.60 50.7
## cvpred 50.16 58.3 87.9 122.6 126.1 136.2 153.4 153.2 154.1 124.89 50.4
## pm2.5 41.00 39.0 45.0 90.0 73.0 63.0 65.0 104.0 109.0 126.00 68.0
## CV residual -9.16 -19.3 -42.9 -32.6 -53.1 -73.2 -88.4 -49.2 -45.1 1.11 17.6
## 27528 27530 27535 27536 27537 27538 27539 27541 27542 27545 27549
## Predicted 116.6 125.7 150.95 150.46 150.0 149.5 149.3 138.2 139.0 123 149
## cvpred 115.7 124.8 150.15 149.67 149.2 148.7 148.5 137.6 138.3 122 148
## pm2.5 76.0 67.0 153.00 153.00 162.0 171.0 186.0 200.0 212.0 250 278
## CV residual -39.7 -57.8 2.85 3.33 12.8 22.3 37.5 62.4 73.7 128 130
## 27552 27553 27554 27556 27557 27562 27565 27571 27574 27577 27583
## Predicted 156 160 162 155 142.7 62.0 24.5 17.1740 91.3 129.6 144.3
## cvpred 155 159 161 154 141.9 61.6 24.2 16.9139 90.6 128.7 143.2
## pm2.5 332 339 322 266 219.0 10.0 14.0 17.0000 41.0 94.0 73.0
## CV residual 177 180 161 112 77.1 -51.6 -10.2 0.0861 -49.6 -34.7 -70.2
## 27594 27597 27601 27603 27604 27606 27610 27615 27617 27618 27623
## Predicted 43.8 108 112 126 135 142 134 104 109 109 128
## cvpred 43.6 107 111 125 135 141 134 104 109 109 128
## pm2.5 163.0 243 426 417 372 287 282 320 318 313 386
## CV residual 119.4 136 315 292 237 146 148 216 209 204 258
## 27624 27626 27627 27629 27631 27635 27638 27639 27640 27641
## Predicted 139 149.1 148.3 143.1 138.1 131.76 152.9 157.0 156.7 155.80
## cvpred 138 148.3 147.5 142.4 137.5 131.13 152.1 156.3 155.9 155.05
## pm2.5 383 226.0 222.0 207.0 183.0 137.00 118.0 128.0 143.0 153.00
## CV residual 245 77.7 74.5 64.6 45.5 5.87 -34.1 -28.3 -12.9 -2.05
## 27642 27644 27645 27646 27648 27653 27654 27655 27660 27664
## Predicted 155.31 154.7 149 143.840 138 153.044 152.2 156.460 113.7 81.2
## cvpred 154.57 153.9 148 143.141 137 152.174 151.3 155.563 113.3 81.0
## pm2.5 158.00 143.0 146 144.000 153 152.000 163.0 155.000 173.0 198.0
## CV residual 3.43 -10.9 -2 0.859 16 -0.174 11.7 -0.563 59.7 117.0
## 27666 27671 27673 27675 27676 27679 27680 27683 27686 27690 27692
## Predicted 80.0 136 154 160 161 159 164 93.3 2.53 13.4 70.8
## cvpred 79.7 136 153 159 160 158 163 93.0 2.62 13.4 70.6
## pm2.5 213.0 370 415 415 408 395 394 188.0 49.00 27.0 273.0
## CV residual 133.3 234 262 256 248 237 231 95.0 46.38 13.6 202.4
## 27695 27701 27710 27712 27717 27729 27733 27737 27740 27741 27747
## Predicted 120 147 10.6 18.4 35.7 73.9 39.4 19.9 58.3 49.0 92.3
## cvpred 120 146 10.6 18.3 35.5 73.2 39.0 19.6 57.8 48.4 91.5
## pm2.5 259 466 95.0 39.0 12.0 12.0 11.0 8.0 13.0 13.0 8.0
## CV residual 139 320 84.4 20.7 -23.5 -61.2 -28.0 -11.6 -44.8 -35.4 -83.5
## 27750 27753 27755 27756 27762 27763 27765 27766 27767 27784 27789
## Predicted 105.1 97.7 81.1 67.3 54.86 81.0 84.89 89.5 103.9 -3.46 73.1
## cvpred 104.3 97.0 80.5 66.8 54.45 80.4 84.31 88.9 103.3 -3.32 72.7
## pm2.5 10.0 18.0 17.0 24.0 59.00 67.0 81.00 100.0 120.0 19.00 162.0
## CV residual -94.3 -79.0 -63.5 -42.8 4.55 -13.4 -3.31 11.1 16.7 22.32 89.3
## 27790 27795 27799 27800 27807 27809 27811 27812 27814 27818
## Predicted 82.38 56.7 108 131 -10.6 -0.00986 17.32 31.11 66.5 78.1
## cvpred 81.95 56.5 108 131 -10.5 0.05905 17.28 30.98 66.2 77.7
## pm2.5 86.00 5.0 7 9 10.0 17.00000 25.00 36.00 54.0 98.0
## CV residual 4.05 -51.5 -101 -122 20.5 16.94095 7.72 5.02 -12.2 20.3
## 27819 27820 27822 27823 27830 27836 27840 27843 27847 27850
## Predicted 97.28 107.55 121.45 131.5 58.6 109 119 122.7 123.7 90.6
## cvpred 96.75 106.93 120.77 130.7 58.5 108 118 122.2 123.1 90.3
## pm2.5 101.00 115.00 116.00 116.0 181.0 225 275 220.0 206.0 196.0
## CV residual 4.25 8.07 -4.77 -14.7 122.5 117 157 97.8 82.9 105.7
## 27851 27853 27856 27857 27858 27861 27862 27864 27870 27876 27879
## Predicted 84.3 71.9 67.4 62.0 71.3 120 120 136 149 85.2 46.0
## cvpred 84.1 71.7 67.3 61.9 71.2 120 119 135 149 85.0 46.1
## pm2.5 188.0 204.0 267.0 246.0 247.0 257 257 245 334 289.0 293.0
## CV residual 103.9 132.3 199.7 184.1 175.8 137 138 110 185 204.0 246.9
## 27882 27884 27885 27887 27892 27894 27900 27901 27904 27910 27913
## Predicted 74.1 104 119 125 135 142 35.2 24.6 81.1 107.86 133.1
## cvpred 74.1 104 119 125 134 141 35.4 24.9 81.1 107.53 132.5
## pm2.5 201.0 195 294 516 364 357 139.0 95.0 216.0 101.00 87.0
## CV residual 126.9 91 175 391 230 216 103.6 70.1 134.9 -6.53 -45.5
## 27915 27918 27919 27920 27924 27929 27930 27931 27932 27938 27940
## Predicted 138.2 137.00 138.0 141.5 15.9 -10.3 -12.5 -9.83 -2.26 94.5 85.6
## cvpred 137.6 136.38 137.3 140.9 16.1 -10.2 -12.4 -9.71 -2.20 93.9 85.0
## pm2.5 114.0 129.00 122.0 122.0 33.0 19.0 16.0 13.00 16.00 15.0 20.0
## CV residual -23.6 -7.38 -15.3 -18.9 16.9 29.2 28.4 22.71 18.20 -78.9 -65.0
## 27941 27942 27947 27948 27951 27955 27957 27959 27960 27961 27966
## Predicted 129 114.2 33.84 13.5 4.02 31.1 53.9 66.8 86.10 80.474 130.5
## cvpred 128 113.4 33.62 13.3 4.03 31.0 53.7 66.5 85.71 80.131 129.8
## pm2.5 18 22.0 27.00 33.0 35.00 59.0 80.0 87.0 88.00 81.000 110.0
## CV residual -110 -91.4 -6.62 19.7 30.97 28.0 26.3 20.5 2.29 0.869 -19.8
## 27967 27969 27973 27975 27977 27985 27988 27994 28001 28002 28004
## Predicted 131.0 114.57 77.4 59.9 52.1 89.9 121.1 153.9 147.64 141.9 141.7
## cvpred 130.2 114.02 77.2 59.8 52.1 89.7 120.6 153.3 147.16 141.5 141.2
## pm2.5 102.0 105.00 156.0 114.0 120.0 114.0 135.0 130.0 150.00 152.0 159.0
## CV residual -28.2 -9.02 78.8 54.2 67.9 24.3 14.4 -23.3 2.84 10.5 17.8
## 28005 28006 28008 28009 28011 28012 28013 28018 28021 28034 28036
## Predicted 148.4 154.0 149.9 123.0 114 128 122 90.7 54.2 137.5 142
## cvpred 147.9 153.4 149.3 122.4 113 127 122 90.2 53.9 136.8 141
## pm2.5 176.0 174.0 114.0 67.0 13 10 11 16.0 13.0 82.0 83
## CV residual 28.1 20.6 -35.3 -55.4 -100 -117 -111 -74.2 -40.9 -54.8 -58
## 28037 28039 28040 28041 28046 28048 28049 28050 28051 28053 28055
## Predicted 146.3 148.5 148.5 148 107.2 86.9 76.1 84.2 97.5 110.8 124.7
## cvpred 145.6 147.8 147.8 147 106.8 86.7 75.9 84.0 97.2 110.4 124.3
## pm2.5 92.0 84.0 75.0 88 124.0 109.0 111.0 121.0 128.0 126.0 165.0
## CV residual -53.6 -63.8 -72.8 -59 17.2 22.3 35.1 37.0 30.8 15.6 40.7
## 28056 28060 28062 28063 28065 28067 28070 28072 28074 28075 28077
## Predicted 124.3 139.0 152.9 158 151.4 130.9 101 99.8 104 119 133
## cvpred 123.8 138.3 152.1 157 150.7 130.4 100 99.6 104 119 133
## pm2.5 182.0 217.0 220.0 197 174.0 192.0 254 302.0 280 294 324
## CV residual 58.2 78.7 67.9 40 23.3 61.6 154 202.4 176 175 191
## 28080 28082 28084 28091 28097 28101 28104 28105 28107 28108 28111
## Predicted 145 149 137 99.9 76.5 115 130.1 134 135.2 140.1 140.1
## cvpred 144 148 136 99.7 76.4 115 129.6 134 134.7 139.6 139.6
## pm2.5 355 347 342 295.0 229.0 280 202.0 204 221.0 227.0 232.0
## CV residual 211 199 206 195.3 152.6 165 72.4 70 86.3 87.4 92.4
## 28116 28118 28126 28130 28133 28135 28138 28139 28140 28144 28146
## Predicted 118 107 142 131 58.9 62.4 24.4 -5.80 25.9 1.14 19.4
## cvpred 118 107 141 131 58.7 62.2 24.3 -5.69 25.7 1.10 19.3
## pm2.5 316 359 512 517 14.0 10.0 13.0 10.00 7.0 19.00 22.0
## CV residual 198 252 371 386 -44.7 -52.2 -11.3 15.69 -18.7 17.90 2.7
## 28147 28148 28168 28169 28170 28172 28176 28179 28180 28185 28187
## Predicted 31.37 110.1 137.9 141.9 146.0 150.0 159.6 159 162 155 149.3
## cvpred 31.21 109.7 137.4 141.4 145.4 149.4 158.8 158 162 154 148.6
## pm2.5 25.00 87.0 72.0 63.0 57.0 60.0 83.0 53 54 39 63.0
## CV residual -6.21 -22.7 -65.4 -78.4 -88.4 -89.4 -75.8 -105 -108 -115 -85.6
## 28192 28193 28194 28197 28199 28201 28203 28204 28208 28219 28220
## Predicted 99.3 102.1 106.1 131.4 135 128.04 131.5 126.2 148 123.8 128.0
## cvpred 98.9 101.7 105.7 130.8 134 127.53 130.9 125.7 147 123.3 127.6
## pm2.5 53.0 53.0 63.0 97.0 109 118.00 98.0 91.0 107 210.0 224.0
## CV residual -45.9 -48.7 -42.7 -33.8 -25 -9.53 -32.9 -34.7 -40 86.7 96.4
## 28221 28226 28231 28233 28239 28240 28242 28243 28245 28246 28248
## Predicted 130.6 132.2 100.3 68.7 69.35 76.521 73.3 81.26 98.6 107.8 120.0
## cvpred 130.1 131.6 99.8 68.4 69.17 76.353 73.2 81.09 98.3 107.4 119.5
## pm2.5 224.0 166.0 51.0 14.0 73.00 76.000 74.0 82.00 69.0 63.0 58.0
## CV residual 93.9 34.4 -48.8 -54.4 3.83 -0.353 0.8 0.91 -29.3 -44.4 -61.5
## 28249 28251 28254 28257 28264 28267 28268 28272 28276 28288 28294
## Predicted 124.0 127.8 125.3 112.5 97.67 56.3 55.1 78.6 96.9 30.9 73.0
## cvpred 123.5 127.3 124.8 112.1 97.34 56.2 54.9 78.1 96.3 30.7 72.6
## pm2.5 54.0 51.0 52.0 76.0 94.00 18.0 15.0 5.0 11.0 12.0 60.0
## CV residual -69.5 -76.3 -72.8 -36.1 -3.34 -38.2 -39.9 -73.1 -85.3 -18.7 -12.6
## 28295 28300 28303 28304 28306 28307 28310 28313 28317 28321 28322
## Predicted 81.6 134.8 139.5 138.5 119.0 109.4 79.0 63.5 85.5 93.42 92.6
## cvpred 81.2 134.2 138.8 137.8 118.4 108.9 78.7 63.3 85.2 93.04 92.2
## pm2.5 56.0 90.0 103.0 119.0 137.0 126.0 137.0 123.0 150.0 98.00 110.0
## CV residual -25.2 -44.2 -35.8 -18.8 18.6 17.1 58.3 59.7 64.8 4.96 17.8
## 28323 28326 28327 28328 28333 28338 28340 28341 28343 28344 28345
## Predicted 97.2 143.4 143.4 148 107 76.2 115 124.0 123 125.2 129.43
## cvpred 96.8 142.7 142.7 147 106 76.2 114 123.6 122 124.8 129.09
## pm2.5 128.0 187.0 188.0 196 240 210.0 220 223.0 231 154.0 128.00
## CV residual 31.2 44.3 45.3 49 134 133.8 106 99.4 109 29.2 -1.09
## 28349 28352 28353 28354 28355 28359 28362 28365 28366 28367 28371
## Predicted 146.9 147.6 146.5 135.8 126.4 29.72 -1.82 5.81 25.2 29.2 39.9
## cvpred 146.4 147.2 146.1 135.4 126.1 29.96 -1.58 5.86 25.0 29.0 39.7
## pm2.5 134.0 204.0 183.0 179.0 192.0 21.00 17.00 15.00 15.0 16.0 8.0
## CV residual -12.4 56.8 36.9 43.6 65.9 -8.96 18.58 9.14 -10.0 -13.0 -31.7
## 28373 28374 28375 28377 28382 28392 28395 28404 28409 28414 28415
## Predicted 47.7 75.4 93.4 42.4 58.9 119.26 138.0 65.6 64.7 116.7 115.6
## cvpred 47.4 74.9 92.8 42.1 58.7 118.81 137.3 65.4 64.6 116.2 115.1
## pm2.5 8.0 16.0 17.0 17.0 21.0 109.00 103.0 90.0 93.0 75.0 58.0
## CV residual -39.4 -58.9 -75.8 -25.1 -37.7 -9.81 -34.3 24.6 28.4 -41.2 -57.1
## 28420 28424 28426 28430 28433 28435 28440 28441 28442 28443 28447
## Predicted 111 133 93.669 83.6 102.47 114.9 131.6 130 129.5 128.7 126.7
## cvpred 110 132 93.304 83.4 102.24 114.6 131.2 130 129.2 128.3 126.4
## pm2.5 82 84 93.000 97.0 98.00 85.0 101.0 107 105.0 106.0 140.0
## CV residual -28 -48 -0.304 13.6 -4.24 -29.6 -30.2 -23 -24.2 -22.3 13.6
## 28449 28450 28452 28455 28458 28460 28462 28463 28464 28465 28466
## Predicted 130.1 129.3 122.4 120 138 148 142 140 134 138 142
## cvpred 129.8 128.9 122.1 120 137 147 142 140 134 138 142
## pm2.5 155.0 174.0 203.0 251 253 254 256 255 246 244 259
## CV residual 25.2 45.1 80.9 131 116 107 114 115 112 106 117
## 28473 28477 28482 28484 28485 28501 28503 28506 28509 28511 28512
## Predicted 136.1 75.4 55.9 64.1 74.3 79.4 57.2 39.0 65.2 93.5 95.7
## cvpred 135.8 75.5 55.9 64.0 74.0 79.3 57.3 39.2 65.3 93.4 95.4
## pm2.5 158.0 29.0 38.0 29.0 20.0 169.0 144.0 130.0 112.0 122.0 130.0
## CV residual 22.2 -46.5 -17.9 -35.0 -54.0 89.7 86.7 90.8 46.7 28.6 34.6
## 28516 28519 28521 28523 28526 28532 28533 28534 28535 28536 28537
## Predicted 141.1 140.4 113.2 68.4 66.6 66.1 70.7 75.4 79.6 84.3 93.3
## cvpred 140.5 139.8 112.9 68.4 66.8 66.1 70.7 75.3 79.5 84.1 93.1
## pm2.5 184.0 194.0 153.0 126.0 178.0 46.0 33.0 32.0 34.0 37.0 38.0
## CV residual 43.5 54.2 40.1 57.6 111.2 -20.1 -37.7 -43.3 -45.5 -47.1 -55.1
## 28541 28542 28543 28547 28552 28555 28556 28557 28561 28568 28569
## Predicted 75.6 80.2 84.1 87.41 107.62 145.0 143.9 142.8 138.7 151.3 149.7
## cvpred 75.5 80.1 84.0 87.16 107.33 144.6 143.5 142.4 138.3 150.8 149.2
## pm2.5 48.0 47.0 56.0 83.00 98.00 84.0 91.0 99.0 122.0 116.0 106.0
## CV residual -27.5 -33.1 -28.0 -4.16 -9.33 -60.6 -52.5 -43.4 -16.3 -34.8 -43.2
## 28572 28574 28575 28578 28579 28583 28584 28585 28586 28588 28592
## Predicted 100.9 56.6 54.4 52.4 69.7 71.4 75.6 111 105.8 110 132
## cvpred 100.9 56.6 54.4 52.5 69.7 71.2 75.4 110 105.3 109 131
## pm2.5 122.0 24.0 9.0 11.0 11.0 8.0 9.0 8 7.0 6 9
## CV residual 21.1 -32.6 -45.4 -41.5 -58.7 -63.2 -66.4 -102 -98.3 -103 -122
## 28593 28595 28599 28600 28602 28603 28606 28610 28615 28617 28619
## Predicted 83.9 42.3 40.2 36.2 35.7 44.4 75.2 87.5 120.1 107 89.0
## cvpred 83.6 42.2 40.2 36.2 35.7 44.3 75.0 87.2 119.6 107 88.9
## pm2.5 17.0 16.0 10.0 15.0 13.0 11.0 33.0 43.0 104.0 69 63.0
## CV residual -66.6 -26.2 -30.2 -21.2 -22.7 -33.3 -42.0 -44.2 -15.6 -38 -25.9
## 28623 28629 28631 28634 28637 28638 28640 28642 28645 28646 28649
## Predicted 49.7 66.8 131.1 133.1 45.1 21.3 25.0 21.53 5.21 -2.24 -15.7
## cvpred 49.8 66.9 130.8 132.7 44.9 21.1 24.9 21.52 5.42 -1.99 -15.3
## pm2.5 89.0 97.0 93.0 59.0 27.0 33.0 13.0 17.00 14.00 12.00 12.0
## CV residual 39.2 30.1 -37.8 -73.7 -17.9 11.9 -11.9 -4.52 8.58 13.99 27.3
## 28652 28657 28665 28666 28676 28682 28683 28684 28687 28689 28690
## Predicted -13.6 2.38 -4.67 -21.3 42.1 69.3 67.7 67.1 76.5 48 40.7
## cvpred -13.3 2.75 -4.14 -20.6 41.9 69.1 67.6 66.9 76.3 48 40.8
## pm2.5 16.0 12.00 11.00 10.0 13.0 10.0 11.0 9.0 9.0 8 12.0
## CV residual 29.3 9.25 15.14 30.6 -28.9 -59.1 -56.6 -57.9 -67.3 -40 -28.8
## 28692 28693 28697 28699 28704 28708 28716 28719 28720 28723 28725
## Predicted 12.123 -4.23 -10.7 -8.69 11.2 37.19 -51.0 -77.5 -89.7 -90.4 51.1
## cvpred 12.355 -3.92 -10.2 -8.27 11.5 37.32 -50.2 -76.4 -88.6 -89.3 50.9
## pm2.5 12.000 10.00 10.0 6.00 26.0 41.00 10.0 14.0 9.0 6.0 11.0
## CV residual -0.355 13.92 20.2 14.27 14.5 3.68 60.2 90.4 97.6 95.3 -39.9
## 28726 28731 28732 28742 28743 28748 28751 28754 28758 28761 28765
## Predicted 89.1 99.9 122.8 24.4 12.5 44.84 56.40 108.8 133.3 107.08 31.5
## cvpred 88.8 99.5 122.3 24.6 12.8 45.03 56.59 108.6 132.8 106.92 31.9
## pm2.5 22.0 41.0 35.0 62.0 74.0 52.00 52.00 57.0 109.0 101.00 117.0
## CV residual -66.8 -58.5 -87.3 37.4 61.2 6.97 -4.59 -51.6 -23.8 -5.92 85.1
## 28766 28774 28777 28781 28782 28785 28787 28789 28792 28796 28798
## Predicted 33.4 27.5 29.6 78.4 68.6 30.0 20.1 61.37 52.4 61.7 65.1
## cvpred 33.8 27.7 29.6 77.9 68.2 29.9 20.1 61.35 52.5 61.7 65.1
## pm2.5 75.0 10.0 8.0 7.0 6.0 9.0 10.0 59.00 38.0 43.0 48.0
## CV residual 41.2 -17.7 -21.6 -70.9 -62.2 -20.9 -10.1 -2.35 -14.5 -18.7 -17.1
## 28804 28806 28807 28808 28809 28811 28817 28820 28825 28832 28837
## Predicted 114.7 120.3 125.7 119.1 95.4 71.25 69.7 94.6 93.5 111.1 44.9
## cvpred 114.4 119.9 125.3 118.8 95.2 71.18 69.8 94.5 93.4 110.9 45.1
## pm2.5 44.0 65.0 70.0 73.0 71.0 73.00 99.0 81.0 50.0 58.0 70.0
## CV residual -70.4 -54.9 -55.3 -45.8 -24.2 1.82 29.2 -13.5 -43.4 -52.9 24.9
## 28838 28844 28845 28846 28847 28849 28852 28854 28861 28864 28867
## Predicted 35.6 70.72 84.8 88.56 96.5 103.5 110.9 124.0 63.2 45.9 53.14
## cvpred 35.8 70.73 84.7 88.41 96.3 103.3 110.6 123.6 63.2 46.1 53.22
## pm2.5 57.0 62.00 96.0 81.00 78.0 57.0 47.0 27.0 41.0 63.0 60.00
## CV residual 21.2 -8.73 11.3 -7.41 -18.3 -46.3 -63.6 -96.6 -22.2 16.9 6.78
## 28871 28872 28873 28877 28884 28886 28889 28892 28900 28907 28911
## Predicted 88.4 91.4 70.2 69.9 20.6 4.02 -2.20 14.04 121.7 106.6 104.7
## cvpred 88.1 91.2 70.0 69.6 20.6 4.06 -2.14 13.99 121.3 106.4 104.4
## pm2.5 44.0 46.0 39.0 6.0 8.0 6.00 6.00 8.00 72.0 41.0 40.0
## CV residual -44.1 -45.2 -31.0 -63.6 -12.6 1.94 8.14 -5.99 -49.3 -65.4 -64.4
## 28912 28917 28918 28923 28924 28925 28928 28933 28934 28938 28941
## Predicted 103.6 120.1 128.5 134.9 134 155.0 153.0 74.90 69.28 71.09 82.20
## cvpred 103.3 119.7 128.1 134.5 134 154.4 152.5 74.83 69.26 71.09 82.11
## pm2.5 41.0 64.0 71.0 65.0 74 80.0 86.0 78.00 75.00 63.00 73.00
## CV residual -62.3 -55.7 -57.1 -69.5 -60 -74.4 -66.5 3.17 5.74 -8.09 -9.11
## 28947 28953 28955 28957 28960 28967 28968 28969 28970 28983 28985
## Predicted 129.4 137 111.7 84.8 70.5 91.63 90.3 94.3 102.7 110 103
## cvpred 128.9 137 111.5 84.8 70.7 91.64 90.3 94.3 102.7 110 103
## pm2.5 118.0 151 153.0 164.0 138.0 89.00 89.0 104.0 114.0 236 228
## CV residual -10.9 14 41.5 79.2 67.3 -2.64 -1.3 9.7 11.3 126 125
## 28987 28989 28999 29001 29007 29016 29022 29025 29027 29030
## Predicted 105.8 130.0 133.4 131.8 123 150.3 150.9 125.1957 99.7 7.84
## cvpred 105.8 129.8 133.1 131.6 123 149.9 150.4 125.0492 99.7 8.27
## pm2.5 158.0 171.0 175.0 203.0 250 236.0 125.0 125.0000 85.0 74.00
## CV residual 52.2 41.2 41.9 71.4 127 86.1 -25.4 -0.0492 -14.7 65.73
## 29031 29033 29035 29041 29043 29044 29045 29047 29052 29053 29054
## Predicted -12.1 -8.77 35.5 63.8 65.7 69.8 64.3 42.4 -14.1 -17.3 -24.6
## cvpred -11.7 -8.25 35.8 63.8 65.7 69.7 64.3 42.5 -13.5 -16.6 -23.9
## pm2.5 36.0 9.00 11.0 6.0 14.0 12.0 16.0 15.0 10.0 10.0 9.0
## CV residual 47.7 17.25 -24.8 -57.8 -51.7 -57.7 -48.3 -27.5 23.5 26.6 32.9
## 29060 29071 29075 29076 29077 29081 29083 29084 29085 29091 29098
## Predicted -49.0 124.7 50.2 57.7 43.0 37.7 45.5 54.4 53.8 84.7 36.2
## cvpred -48.3 124.3 50.4 57.9 43.2 38.1 45.8 54.7 54.0 84.6 36.4
## pm2.5 8.0 100.0 87.0 81.0 80.0 66.0 74.0 80.0 74.0 63.0 61.0
## CV residual 56.3 -24.3 36.6 23.1 36.8 27.9 28.2 25.3 20.0 -21.6 24.6
## 29100 29102 29103 29112 29115 29125 29127 29130 29132 29138 29143
## Predicted 50.28 42.4 40.6 86.2 94.66 103.7 99.2 97.7 38.1 21.0 124
## cvpred 50.53 42.8 41.0 86.3 94.68 103.7 99.2 97.8 38.3 21.1 124
## pm2.5 45.00 54.0 64.0 97.0 89.00 89.0 82.0 92.0 74.0 11.0 17
## CV residual -5.53 11.2 23.0 10.7 -5.68 -14.7 -17.2 -5.8 35.7 -10.1 -107
## 29144 29146 29152 29155 29160 29163 29165 29172 29174 29177 29178
## Predicted 92.9 7.90 -60.8 -54.1 -43.1 9.05 68.4 -12.4 -23.1 -31.7 -31.2
## cvpred 92.8 8.22 -60.0 -53.3 -42.4 9.24 68.2 -11.9 -22.5 -31.1 -30.6
## pm2.5 21.0 20.00 30.0 38.0 48.0 12.00 11.0 11.0 11.0 16.0 11.0
## CV residual -71.8 11.78 90.0 91.3 90.4 2.76 -57.2 22.9 33.5 47.1 41.6
## 29179 29183 29184 29185 29188 29192 29193 29196 29197 29200 29204
## Predicted -38.9 19.3 64.8 77.6 114.0 102.9 82.2 43.6 21.42 10.0 46.2
## cvpred -38.4 19.5 64.8 77.5 113.7 102.8 82.2 43.8 21.72 10.5 46.5
## pm2.5 13.0 40.0 38.0 38.0 36.0 83.0 45.0 27.0 24.00 33.0 59.0
## CV residual 51.4 20.5 -26.8 -39.5 -77.7 -19.8 -37.2 -16.8 2.28 22.5 12.5
## 29207 29211 29215 29219 29221 29223 29235 29238 29239 29243 29244
## Predicted 74.4 76.5 105.8 94.06 55.6 39.0 138.5 138.8 133.6 102.6 93.3
## cvpred 74.5 76.6 105.7 94.15 55.9 39.4 138.3 138.5 133.4 102.7 93.4
## pm2.5 56.0 52.0 88.0 102.00 78.0 98.0 82.0 48.0 52.0 57.0 63.0
## CV residual -18.5 -24.6 -17.7 7.85 22.1 58.6 -56.3 -90.5 -81.4 -45.7 -30.4
## 29249 29255 29257 29261 29262 29263 29264 29266 29270 29271 29272
## Predicted 69.03 97.7 106.4 113.3 112.5 134.1 128.2 106.7 54.6 43.9 32.8
## cvpred 69.27 97.8 106.4 113.3 112.4 133.9 128.1 106.8 55.0 44.3 33.2
## pm2.5 67.00 77.0 86.0 83.0 88.0 98.0 112.0 131.0 82.0 78.0 70.0
## CV residual -2.27 -20.8 -20.4 -30.3 -24.4 -35.9 -16.1 24.2 27.0 33.7 36.8
## 29273 29274 29280 29282 29283 29285 29293 29296 29297 29300 29305
## Predicted 22.9 16.9 92.65 96.8 105.8 124.0 84.4 69.1 72.3 83.7 134
## cvpred 23.4 17.4 92.81 96.9 105.9 123.8 84.8 69.5 72.8 84.1 134
## pm2.5 64.0 65.0 84.00 134.0 136.0 144.0 156.0 182.0 179.0 211.0 284
## CV residual 40.6 47.6 -8.81 37.1 30.1 20.2 71.2 112.5 106.2 126.9 150
## 29311 29312 29313 29314 29320 29324 29325 29327 29334 29335 29341
## Predicted 145 144 124 113 39.3 50.5 69.1 119.6 140.9 135.8 87.0
## cvpred 145 144 124 113 39.9 51.0 69.5 119.7 140.8 135.7 87.4
## pm2.5 318 312 286 271 103.0 90.0 135.0 143.0 169.0 185.0 194.0
## CV residual 173 168 162 158 63.1 39.0 65.5 23.3 28.2 49.3 106.6
## 29343 29345 29348 29358 29360 29365 29372 29374 29375 29377 29378
## Predicted 66.2 59.4 71.2 122.4 107.96 86.8 89.7 88.7 88.8 106.6 107
## cvpred 66.7 59.9 71.7 122.3 107.99 87.1 90.0 89.0 89.1 106.7 107
## pm2.5 127.0 143.0 172.0 137.0 116.00 116.0 60.0 77.0 42.0 42.0 53
## CV residual 60.3 83.1 100.3 14.7 8.01 28.9 -30.0 -12.0 -47.1 -64.7 -54
## 29380 29383 29384 29385 29386 29390 29391 29393 29394 29397 29399
## Predicted 125 123.2 122.1 116.6 115.7 111.7 96.2 104.0 103.5 131.1 135.3
## cvpred 125 123.2 122.1 116.6 115.8 111.8 96.4 104.1 103.7 131.1 135.2
## pm2.5 48 56.0 64.0 52.0 17.0 35.0 28.0 53.0 60.0 64.0 64.0
## CV residual -77 -67.2 -58.1 -64.6 -98.8 -76.8 -68.4 -51.1 -43.7 -67.1 -71.2
## 29410 29411 29412 29413 29419 29421 29427 29431 29435 29437 29443
## Predicted 45.5 24.3 1.91 34.6 -34.5 7.80 124 144.4 34.8 -33.2 -37.5
## cvpred 45.8 24.7 2.50 35.1 -33.8 8.32 124 144.1 35.3 -32.4 -36.7
## pm2.5 27.0 9.0 13.00 16.0 16.0 38.00 52 115.0 83.0 26.0 55.0
## CV residual -18.8 -15.7 10.50 -19.1 49.8 29.68 -72 -29.1 47.7 58.4 91.7
## 29444 29445 29452 29457 29458 29462 29466 29471 29475 29481 29484
## Predicted -22.2 6.96 104.4 11.8 15.4 -41.7 -6.96 42.7 99.7 73.6 33.1
## cvpred -21.6 7.39 104.2 12.1 15.8 -41.0 -6.37 43.0 99.7 73.7 33.4
## pm2.5 26.0 37.00 119.0 47.0 29.0 12.0 24.00 79.0 50.0 130.0 69.0
## CV residual 47.6 29.61 14.8 34.9 13.2 53.0 30.37 36.0 -49.7 56.3 35.6
## 29487 29488 29489 29490 29491 29492 29496 29500 29502 29503 29506
## Predicted 47.9 41.9 45.2 59.0 67.6 76.3 125.3 13.2 24.3 31.1 18.4
## cvpred 48.3 42.4 45.7 59.4 68.0 76.6 125.3 13.6 24.6 31.5 18.9
## pm2.5 72.0 75.0 90.0 103.0 115.0 120.0 176.0 89.0 50.0 15.0 47.0
## CV residual 23.7 32.6 44.3 43.6 47.0 43.4 50.7 75.4 25.4 -16.5 28.1
## 29513 29514 29515 29517 29518 29523 29525 29526 29534 29535 29536
## Predicted 4.68 9.57 34.46 16.3 21.4 109.2 119.0 118.7 39.6 38.7 42.0
## cvpred 5.36 10.21 34.97 16.8 21.9 109.2 118.9 118.6 40.1 39.2 42.5
## pm2.5 23.00 19.00 38.00 37.0 42.0 55.0 86.0 105.0 76.0 58.0 48.0
## CV residual 17.64 8.79 3.03 20.2 20.1 -54.2 -32.9 -13.6 35.9 18.8 5.5
## 29537 29538 29541 29543 29547 29550 29556 29557 29558 29559 29561
## Predicted 40.665 43.95 75.1 84.0 106.2 133.3 70.6 66.65 61.4 60.5 62.5
## cvpred 41.163 44.45 75.4 84.2 106.3 133.1 70.9 67.04 61.8 61.0 62.9
## pm2.5 42.000 37.00 53.0 38.0 38.0 49.0 37.0 63.00 51.0 124.0 101.0
## CV residual 0.837 -7.45 -22.4 -46.2 -68.3 -84.1 -33.9 -4.04 -10.8 63.0 38.1
## 29562 29567 29568 29571 29576 29578 29602 29604 29611 29620 29624
## Predicted 66.5 96.4 100.4 116.7 121.62 114.38 116.0 103.1 84.4 123.2 132.9
## cvpred 66.9 96.6 100.6 116.7 121.59 114.46 116.2 103.4 84.8 123.2 132.9
## pm2.5 85.0 79.0 83.0 79.0 119.00 121.00 154.0 150.0 72.0 58.0 70.0
## CV residual 18.1 -17.6 -17.6 -37.7 -2.59 6.54 37.8 46.6 -12.8 -65.2 -62.9
## 29629 29630 29633 29638 29643 29644 29645 29646 29653 29658 29659
## Predicted 109.10 43.6 -59.1 -2.71 99.3 85.2 109.6 113.7 -19.5 -7.78 4.78
## cvpred 109.28 44.1 -58.4 -2.21 99.1 85.0 109.3 113.4 -18.9 -7.08 5.43
## pm2.5 101.00 79.0 44.0 22.00 16.0 21.0 22.0 20.0 27.0 42.00 41.00
## CV residual -8.28 34.9 102.4 24.21 -83.1 -64.0 -87.3 -93.4 45.9 49.08 35.57
## 29661 29662 29665 29673 29674 29675 29676 29680 29681 29682 29685
## Predicted 16.4 29.2 60.6 96.70 90.3 71.2 57.9 66.2 69.8 60.0 103
## cvpred 16.9 29.7 61.0 96.86 90.6 71.5 58.3 66.7 70.2 60.5 103
## pm2.5 118.0 107.0 76.0 99.00 101.0 99.0 101.0 105.0 106.0 118.0 144
## CV residual 101.1 77.3 15.0 2.14 10.4 27.5 42.7 38.3 35.8 57.5 41
## 29687 29691 29692 29699 29706 29709 29710 29711 29712 29713 29714
## Predicted 78.9 111.9 121.1 57.4 34.8 32.72 47.6 56.7 79.8 93.5 113.1
## cvpred 79.2 111.9 121.1 57.8 35.3 33.25 48.0 57.0 80.1 93.7 113.1
## pm2.5 129.0 53.0 61.0 98.0 48.0 29.00 36.0 35.0 38.0 38.0 29.0
## CV residual 49.8 -58.9 -60.1 40.2 12.7 -4.25 -12.0 -22.0 -42.1 -55.7 -84.1
## 29716 29717 29719 29720 29723 29724 29725 29730 29731 29732 29733
## Predicted 118.2 122.1 98.95 88.2 68.1 58.63 49.1 65.9 83.6 75.1 79.8
## cvpred 118.2 122.1 98.99 88.3 68.5 58.99 49.5 66.4 84.1 75.6 80.2
## pm2.5 59.0 70.0 94.00 50.0 45.0 61.00 71.0 149.0 97.0 89.0 91.0
## CV residual -59.2 -52.1 -4.99 -38.3 -23.5 2.01 21.5 82.6 12.9 13.4 10.8
## 29734 29736 29738 29740 29744 29757 29762 29766 29768 29769 29774
## Predicted 108.35 127.6 132.0 137.2 116.6 94.6 119.6 140.1 109.2 93.7 50.1
## cvpred 108.57 127.8 132.1 137.2 116.8 94.8 119.7 140.1 109.4 94.0 50.7
## pm2.5 103.00 148.0 205.0 233.0 201.0 47.0 37.0 74.0 44.0 32.0 77.0
## CV residual -5.57 20.2 72.9 95.8 84.2 -47.8 -82.7 -66.1 -65.4 -62.0 26.3
## 29776 29778 29781 29784 29786 29788 29791 29795 29797 29802
## Predicted 47.9 55.2 82.08 112.2 127.6 132.3 131.77 120.52 112.74 117.98
## cvpred 48.5 55.8 82.48 112.5 127.8 132.4 131.88 120.74 112.95 118.16
## pm2.5 76.0 86.0 76.00 67.0 103.0 120.0 129.00 114.00 117.00 124.00
## CV residual 27.5 30.2 -6.48 -45.5 -24.8 -12.4 -2.88 -6.74 4.05 5.84
## 29806 29807 29809 29813 29819 29821 29823 29826 29831 29834 29842
## Predicted 133.9 132.7 127.0 143.9 128.9 118 113 108.4 131.4 129.5 137.3
## cvpred 133.9 132.8 127.1 143.8 128.9 118 113 108.6 131.5 129.5 137.3
## pm2.5 67.0 57.0 47.0 68.0 65.0 72 75 86.0 89.0 94.0 122.0
## CV residual -66.9 -75.8 -80.1 -75.8 -63.9 -46 -38 -22.6 -42.5 -35.5 -15.3
## 29843 29852 29853 29856 29859 29860 29873 29875 29877 29879 29880
## Predicted 131.1 103.1 113 89.9 44.1 52.1 -66 -74.6 23.619 48.5 52.3
## cvpred 131.1 103.4 113 90.1 44.5 52.4 -65 -73.5 24.136 48.9 52.7
## pm2.5 120.0 48.0 64 113.0 18.0 13.0 22 18.0 25.000 34.0 42.0
## CV residual -11.1 -55.4 -49 22.9 -26.5 -39.4 87 91.5 0.864 -14.9 -10.7
## 29884 29886 29887 29889 29892 29895 29898 29902 29906 29908 29909
## Predicted 127 123.3 122.6 77.7 37.34 -13.8 -38.5 23.5 37.3 79.1 73.5
## cvpred 127 123.1 122.5 77.9 37.93 -12.9 -37.5 24.2 37.9 79.5 73.9
## pm2.5 51 91.0 79.0 60.0 47.00 65.0 44.0 63.0 46.0 50.0 62.0
## CV residual -76 -32.1 -43.5 -17.9 9.07 77.9 81.5 38.8 8.1 -29.5 -11.9
## 29913 29914 29915 29916 29918 29920 29921 29923 29924 29926 29930
## Predicted 107.4 95.51 94.7 88.41 70.8 49.3 48.5 59.4 73.0 102.72 112.99
## cvpred 107.6 95.85 95.0 88.82 71.4 50.0 49.1 60.1 73.5 103.02 113.18
## pm2.5 89.0 86.00 117.0 96.00 98.0 104.0 101.0 113.0 101.0 110.00 121.00
## CV residual -18.6 -9.85 22.0 7.18 26.6 54.0 51.9 52.9 27.5 6.98 7.82
## 29931 29939 29941 29945 29948 29950 29951 29959 29961 29963 29971
## Predicted 128.4 -3.46 -10.9 -7.36 60.548 73.0 87.2 128.5 125.8 115 96.8
## cvpred 128.5 -2.81 -10.2 -6.70 60.965 73.3 87.4 128.6 125.9 115 97.2
## pm2.5 141.0 53.00 26.0 23.00 60.000 54.0 41.0 168.0 220.0 217 138.0
## CV residual 12.5 55.81 36.2 29.70 -0.965 -19.3 -46.4 39.4 94.1 102 40.8
## 29973 29975 29978 29979 29985 29989 29993 30000 30002 30004 30010
## Predicted 100.3 104.1 132.8 138 111.6 26.7 -5.48 109.3 94.7 101.4 103.9
## cvpred 100.7 104.5 132.8 138 111.9 27.4 -4.68 109.5 95.0 101.6 104.2
## pm2.5 127.0 122.0 160.0 168 170.0 89.0 123.00 171.0 164.0 152.0 149.0
## CV residual 26.3 17.5 27.2 30 58.1 61.6 127.68 61.5 69.0 50.4 44.8
## 30014 30019 30025 30032 30034 30035 30039 30040 30047 30048 30053
## Predicted 141.9 132.8 140.3 142.0 146.7 146.19 133.7 133.2 137.7 137.7 137.2
## cvpred 141.9 132.8 140.4 142.1 146.7 146.18 133.8 133.3 137.7 137.7 137.2
## pm2.5 124.0 71.0 76.0 109.0 132.0 140.00 184.0 182.0 178.0 173.0 176.0
## CV residual -17.9 -61.8 -64.4 -33.1 -14.7 -6.18 50.2 48.7 40.3 35.3 38.8
## 30057 30061 30064 30066 30070 30072 30078 30079 30081 30083 30084
## Predicted 144.5 142.29 141.29 141.3 139.1 132.6 136.2 135.7 129.1 141.7 140.4
## cvpred 144.5 142.31 141.35 141.4 139.2 132.7 136.3 135.8 129.2 141.7 140.5
## pm2.5 104.0 141.00 140.00 173.0 162.0 156.0 148.0 100.0 103.0 122.0 129.0
## CV residual -40.5 -1.31 -1.35 31.6 22.8 23.3 11.7 -35.8 -26.2 -19.7 -11.5
## 30087 30088 30090 30095 30099 30100 30101 30102 30110 30111
## Predicted 135.8 135.3 136.2 141.537 140.55 141.5 141.29 141.5 135.2 134.7
## cvpred 135.9 135.4 136.3 141.595 140.62 141.6 141.35 141.6 135.3 134.8
## pm2.5 138.0 150.0 162.0 142.000 138.00 139.0 135.00 134.0 221.0 206.0
## CV residual 2.1 14.6 25.7 0.405 -2.62 -2.6 -6.35 -7.6 85.7 71.2
## 30112 30113 30114 30117 30119 30121 30123 30124 30125 30126
## Predicted 136.4 136.2 130.8 134.8 141.5 141.5 141.7 141.29 141.537 141.3
## cvpred 136.5 136.3 130.9 134.9 141.6 141.6 141.7 141.35 141.595 141.4
## pm2.5 189.0 187.0 187.0 196.0 184.0 172.0 169.0 146.00 142.000 130.0
## CV residual 52.5 50.7 56.1 61.1 42.4 30.4 27.3 4.65 0.405 -11.4
## 30127 30128 30129 30133 30141 30145 30154 30158 30162 30176 30180
## Predicted 141.2 141.3 142 131 116.5 143 133.3 88.6 83.8 133.3 106.4
## cvpred 141.2 141.4 142 131 116.7 143 133.3 88.9 84.2 133.3 106.6
## pm2.5 153.0 110.0 21 14 22.0 33 47.0 25.0 18.0 87.0 69.0
## CV residual 11.8 -31.4 -121 -117 -94.7 -110 -86.3 -63.9 -66.2 -46.3 -37.6
## 30181 30182 30185 30189 30193 30200 30202 30203 30208 30210 30211
## Predicted 100.4 94.15 96.720 103.8 125 135 114.5 103.4 83.5 82.32 81.5
## cvpred 100.7 94.53 97.057 103.9 125 135 114.6 103.6 84.0 82.75 81.9
## pm2.5 81.0 96.00 98.000 41.0 22 76 55.0 50.0 72.0 87.00 83.0
## CV residual -19.7 1.47 0.943 -62.9 -103 -59 -59.6 -53.6 -12.0 4.25 1.1
## 30214 30215 30217 30218 30220 30222 30224 30249 30254 30256 30263
## Predicted 104.17 103.31 113 134.3 139.4 139.2 123.0 84.64 53.7 41.5 69.4
## cvpred 104.44 103.59 113 134.3 139.3 139.1 123.1 85.03 54.4 42.2 70.0
## pm2.5 113.00 101.00 93 98.0 108.0 106.0 111.0 94.00 132.0 111.0 115.0
## CV residual 8.56 -2.59 -20 -36.3 -31.3 -33.1 -12.1 8.97 77.6 68.8 45.0
## 30268 30270 30271 30273 30274 30275 30279 30281 30286 30291 30293
## Predicted 105.10 119.4 119.6 107.9 101.50 95.9 76.8 71.2 97.3 113.0 112.2
## cvpred 105.25 119.5 119.7 108.1 101.79 96.2 77.3 71.8 97.7 113.2 112.5
## pm2.5 100.00 70.0 69.0 93.0 95.00 108.0 141.0 144.0 203.0 147.0 131.0
## CV residual -5.25 -49.5 -50.7 -15.1 -6.79 11.8 63.7 72.2 105.3 33.8 18.5
## 30310 30314 30322 30324 30330 30333 30337 30339 30347 30349 30353
## Predicted 126.7 127.6 95.6 80.4 75.6 92.5 112.2 122 76.4 41.0 35.16
## cvpred 126.9 127.8 96.0 80.8 76.1 93.0 112.5 122 77.0 41.8 35.94
## pm2.5 199.0 101.0 20.0 14.0 40.0 55.0 49.0 62 23.0 28.0 33.00
## CV residual 72.1 -26.8 -76.0 -66.8 -36.1 -38.0 -63.5 -60 -54.0 -13.8 -2.94
## 30354 30362 30366 30367 30373 30374 30376 30379 30381 30382 30384
## Predicted 33.807 122 132.0 131.1 33.7 28.11 10.56 34.6 33.50 48.63 91.7
## cvpred 34.607 122 132.1 131.3 34.5 28.91 11.41 35.3 34.22 49.28 92.1
## pm2.5 35.000 76 86.0 85.0 21.0 22.00 20.00 21.0 44.00 48.00 59.0
## CV residual 0.393 -46 -46.1 -46.3 -13.5 -6.91 8.59 -14.3 9.78 -1.28 -33.1
## 30387 30388 30399 30400 30401 30403 30408 30414 30416 30420 30422
## Predicted 101.72 111.48 67.3 66.8 66.7 97.5 106.4 132.0 121 71.3 64.4
## cvpred 102.06 111.77 67.9 67.4 67.2 98.0 106.7 132.1 121 71.9 65.1
## pm2.5 95.00 108.00 30.0 34.0 51.0 118.0 129.0 154.0 58 84.0 32.0
## CV residual -7.06 -3.77 -37.9 -33.4 -16.2 20.0 22.3 21.9 -63 12.1 -33.1
## 30424 30425 30426 30428 30429 30433 30436 30446 30447 30450 30454
## Predicted 57.3 79.1 82.9 85.6 84.9 92.6 113 125.2 128.7 126.1 129.9
## cvpred 57.9 79.6 83.4 86.1 85.4 93.1 113 125.3 128.9 126.3 130.1
## pm2.5 46.0 67.0 67.0 70.0 48.0 42.0 45 40.0 45.0 69.0 45.0
## CV residual -11.9 -12.6 -16.4 -16.1 -37.4 -51.1 -68 -85.3 -83.9 -57.3 -85.1
## 30455 30456 30462 30463 30465 30466 30472 30473 30490 30491 30493
## Predicted 129.4 137.2 141.5 141.7 120.3 111.2 58.1 57.3 115.1 109.1 102.0
## cvpred 129.6 137.2 141.6 141.7 120.5 111.5 58.7 57.9 115.4 109.5 102.5
## pm2.5 44.0 51.0 103.0 103.0 87.0 61.0 32.0 40.0 194.0 153.0 147.0
## CV residual -85.6 -86.2 -38.6 -38.7 -33.5 -50.5 -26.7 -17.9 78.6 43.5 44.5
## 30498 30499 30500 30502 30503 30505 30507 30508 30509 30512 30515
## Predicted 91.6 90.5 99.2 135.0 135.7 136.4 140.3 140.5 140.5 135.7 130.3
## cvpred 92.2 91.1 99.7 135.2 135.8 136.5 140.4 140.6 140.6 135.8 130.5
## pm2.5 120.0 122.0 122.0 45.0 45.0 48.0 52.0 58.0 64.0 103.0 150.0
## CV residual 27.8 30.9 22.3 -90.2 -90.8 -88.5 -88.4 -82.6 -76.6 -32.8 19.5
## 30517 30518 30520 30532 30534 30535 30539 30545 30547 30549
## Predicted 130.3 130.5 124.77 136.2 140.5 140.3 123.9 87.335 89.3 98.18
## cvpred 130.5 130.7 125.01 136.3 140.6 140.4 124.2 87.948 89.9 98.74
## pm2.5 161.0 103.0 128.00 158.0 178.0 186.0 187.0 87.000 86.0 101.00
## CV residual 30.5 -27.7 2.99 21.7 37.4 45.6 62.8 -0.948 -3.9 2.26
## 30551 30560 30562 30570 30571 30572 30573 30576 30577 30579 30583
## Predicted 106.0 125 98.5 66.2 74.9 93.5 99.72 118.8 122.5 121 128
## cvpred 106.5 125 98.9 66.8 75.5 94.0 100.18 119.1 122.9 122 128
## pm2.5 137.0 89 183.0 50.0 56.0 88.0 96.00 150.0 184.0 339 265
## CV residual 30.5 -36 84.1 -16.8 -19.5 -6.0 -4.18 30.9 61.1 217 137
## 30584 30585 30586 30587 30590 30591 30592 30596 30599 30605 30606
## Predicted 127 121 120 124 111 110 109 123 141 141 140.8
## cvpred 127 121 120 124 111 110 109 123 141 141 140.9
## pm2.5 257 240 243 229 242 297 369 466 267 68 72.0
## CV residual 130 119 123 105 131 187 260 343 126 -73 -68.9
## 30622 30623 30625 30626 30630 30632 30634 30636 30637 30639 30642
## Predicted 133.9 139.0 139.0 134.9 139.8 138.4 132 119 118.5 112.0 122.4
## cvpred 134.1 139.2 139.2 135.1 139.9 138.6 133 120 118.9 112.5 122.8
## pm2.5 146.0 164.0 186.0 183.0 194.0 190.0 250 244 178.0 156.0 145.0
## CV residual 11.9 24.8 46.8 47.9 54.1 51.4 117 124 59.1 43.5 22.2
## 30644 30645 30649 30650 30651 30653 30654 30659 30660 30662 30666
## Predicted 126.4 122.9 132.9 128.3 133.54 134.2 134.3 127.9 128.3 128.0 132.7
## cvpred 126.8 123.2 133.2 128.6 133.77 134.4 134.5 128.2 128.6 128.3 132.9
## pm2.5 146.0 176.0 155.0 144.0 141.00 147.0 154.0 143.0 150.0 172.0 193.0
## CV residual 19.2 52.8 21.8 15.4 7.23 12.6 19.5 14.8 21.4 43.7 60.1
## 30671 30672 30673 30676 30680 30686 30687 30693 30694 30698 30700
## Predicted 132.9 137.9 134 131 112.3 35.2 33.2 62.0 69.9 90.7 130
## cvpred 133.2 138.1 134 131 112.6 36.1 34.2 62.7 70.6 91.2 130
## pm2.5 69.0 50.0 41 18 18.0 15.0 9.0 24.0 27.0 31.0 29
## CV residual -64.2 -88.1 -93 -113 -94.6 -21.1 -25.2 -38.7 -43.6 -60.2 -101
## 30701 30702 30704 30708 30715 30719 30722 30726 30729 30730 30731
## Predicted 135.2 134.9 114 72.8 39.0 88.3 105.4 128.3 90.3 88.7 75.4
## cvpred 135.3 135.1 114 73.5 39.9 88.9 105.7 128.5 90.8 89.2 76.0
## pm2.5 37.0 43.0 56 14.0 17.0 47.0 69.0 35.0 24.0 21.0 18.0
## CV residual -98.3 -92.1 -58 -59.5 -22.9 -41.9 -36.7 -93.5 -66.8 -68.2 -58.0
## 30732 30733 30735 30739 30740 30741 30742 30743 30744 30746 30747
## Predicted 77.5 64.7 46.0 111.2 119.4 120.4 119.3 116.4 121.9 126 120
## cvpred 78.1 65.4 46.8 111.5 119.7 120.6 119.5 116.6 122.1 126 120
## pm2.5 19.0 26.0 14.0 45.0 29.0 30.0 24.0 28.0 38.0 25 18
## CV residual -59.1 -39.4 -32.8 -66.5 -90.7 -90.6 -95.5 -88.6 -84.1 -101 -102
## 30748 30750 30751 30752 30753 30754 30758 30759 30761 30764 30770
## Predicted 129 122 110.9 104.5 93.1 86.4 42.0 46.4 45.5 62.9 106.8
## cvpred 129 122 111.2 104.9 93.6 87.0 42.8 47.1 46.3 63.5 107.2
## pm2.5 21 19 25.0 26.0 23.0 24.0 12.0 14.0 20.0 24.0 38.0
## CV residual -108 -103 -86.2 -78.9 -70.6 -63.0 -30.8 -33.1 -26.3 -39.5 -69.2
## 30775 30778 30780 30783 30790 30792 30795 30798 30805 30806 30808
## Predicted 123.9 108.2 88.1 46.47 76.3 115.5 132.7 135.7 106.8 96.4 92.93
## cvpred 124.2 108.7 88.7 47.28 77.0 115.8 132.9 135.8 107.2 96.9 93.56
## pm2.5 74.0 119.0 57.0 42.00 64.0 26.0 47.0 49.0 66.0 65.0 97.00
## CV residual -50.2 10.3 -31.7 -5.28 -13.0 -89.8 -85.9 -86.8 -41.2 -31.9 3.44
## 30812 30816 30820 30822 30824 30826 30828 30831 30834 30835 30839
## Predicted 98.7 111 139.0 139.3 138.3 133.2 133.2 122.9 120.7 119.8 133.41
## cvpred 99.3 112 139.2 139.5 138.5 133.4 133.4 123.2 121.1 120.2 133.67
## pm2.5 130.0 195 64.0 56.0 71.0 79.0 79.0 85.0 91.0 104.0 140.00
## CV residual 30.7 83 -75.2 -83.5 -67.5 -54.4 -54.4 -38.2 -30.1 -16.2 6.33
## 30840 30845 30846 30850 30854 30856 30858 30862 30866 30870
## Predicted 137.79 137.79 132.91 131.93 133.7 134.7 134 139 139.2 137.6
## cvpred 138.04 138.04 133.18 132.21 133.9 134.8 134 139 139.3 137.7
## pm2.5 141.00 143.00 139.00 124.00 59.0 46.0 34 46 46.0 41.0
## CV residual 2.96 4.96 5.82 -8.21 -74.9 -88.8 -100 -93 -93.3 -96.7
## 30871 30876 30886 30888 30889 30895 30896 30898 30899 30900 30901
## Predicted 137 124.4 119.6 119 123.3 120.8 119.9 108.3 102.7 97.1 119.3
## cvpred 137 124.7 119.9 119 123.6 121.1 120.3 108.8 103.2 97.6 119.6
## pm2.5 34 37.0 41.0 40 32.0 33.0 34.0 29.0 46.0 36.0 43.0
## CV residual -103 -87.7 -78.9 -79 -91.6 -88.1 -86.3 -79.8 -57.2 -61.6 -76.6
## 30905 30908 30909 30910 30916 30919 30920 30922 30933 30935
## Predicted 100.2 115.1 120.0 114.0 140.8 139.5 139.3 118.5 116.3 120.42
## cvpred 100.6 115.4 120.3 114.3 140.9 139.7 139.5 118.9 116.7 120.81
## pm2.5 42.0 53.0 46.0 50.0 74.0 71.0 71.0 71.0 64.0 125.00
## CV residual -58.6 -62.4 -74.3 -64.3 -66.9 -68.7 -68.5 -47.9 -52.7 4.19
## 30938 30940 30944 30951 30952 30956 30957 30958 30960 30961
## Predicted 118.962 134.2 132.91 101.27 95.6 102.47 111.1 110.78 109.8 114.5
## cvpred 119.338 134.4 133.18 101.78 96.2 102.99 111.6 111.22 110.2 114.8
## pm2.5 120.000 123.0 136.00 93.00 80.0 98.00 82.0 116.00 131.0 94.0
## CV residual 0.662 -11.4 2.82 -8.78 -16.2 -4.99 -29.6 4.78 20.8 -20.8
## 30964 30965 30966 30968 30969 30970 30975 30981 30982 30983 30984
## Predicted 117.0 120.5 120.05 114.7 113.4 107.8 98.7 113.0 113.8 118.0 134.2
## cvpred 117.4 120.9 120.42 115.1 113.9 108.3 99.2 113.4 114.1 118.4 134.4
## pm2.5 101.0 99.0 113.00 162.0 127.0 93.0 75.0 67.0 59.0 66.0 71.0
## CV residual -16.4 -21.9 -7.42 46.9 13.1 -15.3 -24.2 -46.4 -55.1 -52.4 -63.4
## 30990 30991 31000 31004 31006 31007 31009 31010 31011 31012 31016
## Predicted 139.0 142.6 121.4 138.5 138 137.3 138.5 138.3 139.3 138.3 115
## cvpred 139.2 142.7 121.8 138.8 138 137.5 138.8 138.5 139.5 138.5 116
## pm2.5 68.0 53.0 59.0 59.0 70 61.0 56.0 60.0 64.0 66.0 15
## CV residual -71.2 -89.7 -62.8 -79.8 -68 -76.5 -82.8 -78.5 -75.5 -72.5 -101
## 31022 31024 31031 31032 31038 31039 31041 31051 31058 31061 31063
## Predicted 39.6 41.0 107.1 97.3 142.0 135.3 115.9 57.5 112.1 124.2 138.3
## cvpred 40.3 41.8 107.4 97.7 142.1 135.4 116.2 58.2 112.5 124.6 138.5
## pm2.5 11.0 8.0 36.0 39.0 50.0 43.0 47.0 35.0 100.0 149.0 150.0
## CV residual -29.3 -33.8 -71.4 -58.7 -92.1 -92.4 -69.2 -23.2 -12.5 24.4 11.5
## 31066 31069 31077 31078 31083 31084 31088 31094 31095 31097 31098
## Predicted 131.4 118.9 112 111.8 130.28 130.0 128.3 103.35 98.5 97.1 96.26
## cvpred 131.7 119.2 112 112.2 130.47 130.2 128.5 103.85 99.0 97.7 96.81
## pm2.5 163.0 175.0 91 99.0 126.00 141.0 165.0 95.00 109.0 111.0 98.00
## CV residual 31.3 55.8 -21 -13.2 -4.47 10.8 36.5 -8.85 10.0 13.3 1.19
## 31101 31105 31106 31108 31109 31115 31120 31122 31127 31138 31139
## Predicted 113.8 134.2 139.3 139.3 139.0 85.068 39.5 54.1 118.51 114.1 108.0
## cvpred 114.3 134.4 139.5 139.5 139.2 85.623 40.2 54.7 118.87 114.5 108.5
## pm2.5 97.0 119.0 127.0 170.0 170.0 86.000 15.0 17.0 128.00 77.0 80.0
## CV residual -17.3 -15.4 -12.5 30.5 30.8 0.377 -25.2 -37.7 9.13 -37.5 -28.5
## 31143 31148 31151 31153 31155 31159 31172 31174 31175 31178 31179
## Predicted 88.1 90.7 120 123.6 123.3 134.7 94.1 110.7 110.49 120 115.1
## cvpred 88.7 91.2 120 123.9 123.6 134.8 94.6 111.1 110.82 120 115.4
## pm2.5 65.0 48.0 48 61.0 84.0 118.0 117.0 124.0 107.00 71 80.0
## CV residual -23.7 -43.2 -72 -62.9 -39.6 -16.8 22.4 12.9 -3.82 -49 -35.4
## 31180 31182 31184 31185 31186 31191 31199 31207 31208 31209 31210
## Predicted 115.0 109.8 117.3 111.2 100.9 70.6 106.5 134 117.3 101.4 90.2
## cvpred 115.3 110.1 117.6 111.5 101.2 71.2 106.9 134 117.6 101.9 90.7
## pm2.5 83.0 49.0 59.0 44.0 27.0 28.0 46.0 79 72.0 62.0 51.0
## CV residual -32.3 -61.1 -58.6 -67.5 -74.2 -43.2 -60.9 -55 -45.6 -39.9 -39.7
## 31216 31218 31220 31226 31229 31231 31232 31235 31237 31239 31240
## Predicted 13.550 14.38 17.31 120.0 114.0 102.9 91.6 65.9 42.4 36.6 40.1
## cvpred 14.486 15.35 18.25 120.3 114.3 103.3 92.0 66.6 43.1 37.4 41.0
## pm2.5 15.000 17.00 17.00 26.0 18.0 18.0 17.0 24.0 22.0 20.0 30.0
## CV residual 0.514 1.65 -1.25 -94.3 -96.3 -85.3 -75.0 -42.6 -21.1 -17.4 -11.0
## 31242 31243 31245 31250 31254 31259 31261 31262 31267 31268 31272
## Predicted 38.44 60.5 82.5 94.9 110.7 99.9 124.2 130 109.7 109.4 124.6
## cvpred 39.25 61.2 83.1 95.4 111.1 100.3 124.4 130 110.1 109.7 124.9
## pm2.5 30.00 48.0 66.0 42.0 40.0 53.0 59.0 46 56.0 62.0 71.0
## CV residual -9.25 -13.2 -17.1 -53.4 -71.1 -47.3 -65.4 -84 -54.1 -47.7 -53.9
## 31274 31276 31277 31278 31279 31284 31288 31289 31294 31297 31298
## Predicted 128.5 134.2 129.5 134.2 128.5 133.9 133.4 132.9 132.7 134.2 135.0
## cvpred 128.8 134.4 129.8 134.4 128.8 134.1 133.7 133.2 132.9 134.4 135.2
## pm2.5 85.0 80.0 83.0 89.0 87.0 88.0 118.0 119.0 164.0 171.0 178.0
## CV residual -43.8 -54.4 -46.8 -45.4 -41.8 -46.1 -15.7 -14.2 31.1 36.6 42.8
## 31302 31304 31307 31308 31310 31311 31312 31313 31316 31317 31319
## Predicted 133.4 130.2 90.0 75.3 44.8 35.87 35.9 29.88 63.1 76.9 90.7
## cvpred 133.6 130.5 90.5 75.9 45.6 36.73 36.7 30.79 63.8 77.5 91.2
## pm2.5 103.0 93.0 32.0 32.0 20.0 28.00 20.0 22.00 26.0 27.0 33.0
## CV residual -30.6 -37.5 -58.5 -43.9 -25.6 -8.73 -16.7 -8.79 -37.8 -50.5 -58.2
## 31320 31322 31323 31325 31330 31335 31338 31339 31341 31343 31345
## Predicted 114.4 118.5 123.2 124 112.6 101 102.6 107.2 112.1 106.2 125.2
## cvpred 114.7 118.9 123.5 124 113.1 102 103.1 107.7 112.6 106.6 125.5
## pm2.5 33.0 38.0 49.0 79 76.0 84 53.0 40.0 60.0 70.0 106.0
## CV residual -81.7 -80.9 -74.5 -45 -37.1 -18 -50.1 -67.7 -52.6 -36.6 -19.5
## 31352 31353 31358 31359 31362 31368 31369 31370 31372 31373 31374
## Predicted 133.41 124 87.2 83.0 71.2 110.6 129.1 129 125 124 124
## cvpred 133.67 124 87.9 83.6 71.9 111.1 129.2 129 125 125 124
## pm2.5 135.00 139 128.0 96.0 55.0 96.0 76.0 18 22 20 20
## CV residual 1.33 15 40.1 12.4 -16.9 -15.1 -53.2 -111 -103 -105 -104
## 31376 31381 31382 31387 31388 31389 31390 31391 31392 31393 31396
## Predicted 131 84.3 78.3 92.09 107.74 114.2 126.5 130 134 135.4 137
## cvpred 131 84.9 79.0 92.69 108.22 114.4 126.7 130 134 135.6 137
## pm2.5 29 35.0 47.0 88.00 106.00 85.0 31.0 24 33 36.0 31
## CV residual -102 -49.9 -32.0 -4.69 -2.22 -29.4 -95.7 -106 -101 -99.6 -106
## 31399 31405 31410 31413 31415 31417 31418 31424 31427 31433 31434
## Predicted 130.7 120.1 110.7 130.5 135.5 135.2 134.9 129.7 114.4 101.8 96.51
## cvpred 130.8 120.4 111.1 130.7 135.7 135.3 135.1 129.9 114.7 102.3 97.04
## pm2.5 37.0 42.0 45.0 59.0 68.0 76.0 80.0 61.0 68.0 89.0 107.00
## CV residual -93.8 -78.4 -66.1 -71.7 -67.7 -59.3 -55.1 -68.9 -46.7 -13.3 9.96
## 31435 31436 31437 31444 31445 31448 31449 31450 31458 31459 31461
## Predicted 98.00 105.0 104.0 97.5 122.3 116 106.1 90.7 65.8 73.9 96.9
## cvpred 98.48 105.4 104.4 97.8 122.4 116 106.4 91.2 66.4 74.6 97.4
## pm2.5 102.00 48.0 47.0 19.0 25.0 18 21.0 26.0 30.0 29.0 55.0
## CV residual 3.52 -57.4 -57.4 -78.8 -97.4 -98 -85.4 -65.2 -36.4 -45.6 -42.4
## 31462 31470 31472 31476 31477 31480 31481 31482 31488 31491 31495
## Predicted 100.4 130.3 129.0 97.9 83.5 80.1 83.7 92.07 130 136.2 136.2
## cvpred 100.9 130.5 129.3 98.4 84.0 80.8 84.3 92.71 130 136.3 136.2
## pm2.5 62.0 100.0 109.0 66.0 58.0 75.0 62.0 96.00 28 42.0 50.0
## CV residual -38.9 -30.5 -20.3 -32.4 -26.0 -5.8 -22.3 3.29 -102 -94.3 -86.2
## 31501 31502 31503 31508 31511 31516 31519 31520 31521 31523
## Predicted 90.0 85.1 75.3 96.4 115.0 127.8 128.3 123.9 123.6439 122.4
## cvpred 90.5 85.6 75.9 96.9 115.3 128.1 128.6 124.2 123.9578 122.8
## pm2.5 35.0 41.0 41.0 43.0 39.0 80.0 94.0 116.0 124.0000 139.0
## CV residual -55.5 -44.6 -34.9 -53.9 -76.3 -48.1 -34.6 -8.2 0.0422 16.2
## 31527 31530 31532 31533 31534 31541 31542 31546 31549 31554 31555
## Predicted 106.0 98.8 111.0 115.2 119.9 130 129.2 113.0 93.7 107.8 106.4
## cvpred 106.6 99.4 111.5 115.8 120.4 130 129.4 113.4 94.2 108.1 106.8
## pm2.5 138.0 122.0 147.0 154.0 168.0 37 48.0 39.0 34.0 18.0 23.0
## CV residual 31.4 22.6 35.5 38.2 47.6 -93 -81.4 -74.4 -60.2 -90.1 -83.8
## 31560 31561 31564 31567 31572 31581 31583 31587 31588 31590 31598
## Predicted 112.2 112 131 126 84.6 108.5 100.2 123.0 128 126 51.1
## cvpred 112.5 112 131 126 85.1 108.9 100.6 123.2 128 127 51.9
## pm2.5 16.0 21 20 21 27.0 59.0 27.0 26.0 24 23 38.0
## CV residual -96.5 -91 -111 -105 -58.1 -49.9 -73.6 -97.2 -104 -104 -13.9
## 31602 31604 31606 31607 31608 31611 31613 31614 31617 31619 31629
## Predicted 67.0 70.6 118.2 108.2 117.3 129.0 124.4 123.9 114.3 109.0 98.4
## cvpred 67.7 71.3 118.6 108.7 117.7 129.3 124.6 124.2 114.6 109.4 99.0
## pm2.5 36.0 43.0 60.0 65.0 56.0 101.0 62.0 54.0 39.0 62.0 111.0
## CV residual -31.7 -28.3 -58.6 -43.7 -61.7 -28.3 -62.6 -70.2 -75.6 -47.4 12.0
## 31630 31633 31640 31641 31644 31645 31648 31650 31661 31662 31664
## Predicted 118.0 128.3 126.8 121.2 121 109.4 106.3 127.5 124.9 124.4 127.8
## cvpred 118.4 128.6 127.1 121.6 121 109.9 106.9 127.9 125.1 124.7 128.1
## pm2.5 109.0 74.0 203.0 208.0 194 161.0 143.0 55.0 48.0 42.0 42.0
## CV residual -9.4 -54.6 75.9 86.4 73 51.1 36.1 -72.9 -77.1 -82.7 -86.1
## 31667 31669 31673 31675 31681 31682 31685 31686 31687 31696 31705
## Predicted 115.3 98.2 84.7 92.3 127.5 127.8 126.0 126 125.2 91.5 120.4
## cvpred 115.7 98.7 85.4 92.9 127.9 128.1 126.3 126 125.5 92.1 120.6
## pm2.5 48.0 47.0 51.0 53.0 82.0 87.0 69.0 63 73.0 78.0 49.0
## CV residual -67.7 -51.7 -34.4 -39.9 -45.9 -41.1 -57.3 -63 -52.5 -14.1 -71.6
## 31706 31708 31715 31716 31721 31726 31729 31730 31732 31733 31736
## Predicted 123.9 125.1 103.1 101.9 96.6 107 110.7 115.4 110.0 113.9 127.5
## cvpred 124.2 125.4 103.6 102.4 97.2 108 111.3 115.9 110.5 114.4 127.9
## pm2.5 73.0 41.0 66.0 65.0 69.0 88 57.0 61.0 72.0 70.0 79.0
## CV residual -51.2 -84.4 -37.6 -37.4 -28.2 -20 -54.3 -54.9 -38.5 -44.4 -48.9
## 31740 31742 31747 31748 31752 31757 31758 31759 31760 31761 31762
## Predicted 106.7 96.24 106.2 110.9 118.4 128.3 128.0 127.5 127.3 127.3 126.8
## cvpred 107.3 96.83 106.8 111.4 118.9 128.6 128.3 127.9 127.6 127.6 127.1
## pm2.5 91.0 94.00 139.0 142.0 160.0 61.0 60.0 57.0 68.0 75.0 83.0
## CV residual -16.3 -2.83 32.2 30.6 41.1 -67.6 -68.3 -70.9 -59.6 -52.6 -44.1
## 31765 31769 31779 31783 31784 31787 31791 31794 31800 31802 31803
## Predicted 116.0 120.6 126.8 74.9 58.2 33.44 10.6 -0.684 93.7 98.5 98.8
## cvpred 116.5 121.1 127.2 75.4 58.9 34.24 11.6 0.387 94.0 98.7 99.1
## pm2.5 98.0 136.0 145.0 26.0 21.0 32.00 29.0 20.000 17.0 9.0 13.0
## CV residual -18.5 14.9 17.8 -49.4 -37.9 -2.24 17.4 19.613 -77.0 -89.7 -86.1
## 31805 31807 31809 31810 31817 31824 31833 31841 31842 31843 31848
## Predicted 123 118 77.7 75.8 47.9 112.0 92.2 17.06 43.9 53.6 120.0
## cvpred 123 118 78.1 76.3 48.6 112.2 92.6 17.82 44.6 54.2 120.3
## pm2.5 15 13 10.0 16.0 15.0 27.0 19.0 12.00 17.0 25.0 48.0
## CV residual -108 -105 -68.1 -60.3 -33.6 -85.2 -73.6 -5.82 -27.6 -29.2 -72.3
## 31858 31860 31862 31864 31866 31872 31892 31893 31895 31901
## Predicted 104.9 97.999 96.28 117.0 123.0 134.2 95.0 99.6 113.3 136.40
## cvpred 105.2 98.476 96.78 117.4 123.3 134.4 95.4 100.0 113.6 136.51
## pm2.5 118.0 98.000 92.00 63.0 75.0 115.0 74.0 73.0 93.0 144.00
## CV residual 12.8 -0.476 -4.78 -54.4 -48.3 -19.4 -21.4 -27.0 -20.6 7.49
## 31905 31907 31908 31915 31916 31918 31921 31927 31930 31931
## Predicted 120.39 115.87 120.01 108.4 124.6 130 134.7 126.4 99.2 79.1
## cvpred 120.63 116.15 120.29 108.8 124.9 130 134.8 126.6 99.7 79.6
## pm2.5 117.00 119.00 115.00 128.0 105.0 123 110.0 72.0 77.0 68.0
## CV residual -3.63 2.85 -5.29 19.2 -19.9 -7 -24.8 -54.6 -22.7 -11.6
## 31935 31936 31939 31940 31941 31949 31951 31953 31954 31959 31962
## Predicted 32.8 36.6 49.2 96.6 106.6 127.6 126.3 104.0 83.4 38.4 33.5
## cvpred 33.5 37.4 49.9 97.0 106.9 127.7 126.4 104.3 83.9 39.1 34.2
## pm2.5 5.0 12.0 18.0 19.0 23.0 64.0 38.0 31.0 31.0 11.0 18.0
## CV residual -28.5 -25.4 -31.9 -78.0 -83.9 -63.7 -88.4 -73.3 -52.9 -28.1 -16.2
## 31963 31964 31966 31969 31970 31971 31972 31974 31978 31982 31983
## Predicted 57.2 80.8 94.5 126.6 126.1 132.5 132.0 131.8 87.1 52.1 37.00
## cvpred 57.8 81.3 94.9 126.8 126.3 132.6 132.1 131.8 87.5 52.8 37.78
## pm2.5 17.0 39.0 47.0 70.0 95.0 101.0 59.0 47.0 29.0 33.0 31.00
## CV residual -40.8 -42.3 -47.9 -56.8 -31.3 -31.6 -73.1 -84.8 -58.5 -19.8 -6.78
## 31990 31991 31993 32004 32009 32012 32014 32022 32024 32025 32027
## Predicted 82.8 102.0 112 36.8 62.1 92.01 104.0 99.2 97.9 97.4 94.9
## cvpred 83.3 102.3 112 37.5 62.8 92.52 104.4 99.6 98.3 97.8 95.4
## pm2.5 41.0 50.0 51 16.0 38.0 98.00 71.0 51.0 56.0 57.0 60.0
## CV residual -42.3 -52.3 -61 -21.5 -24.8 5.48 -33.4 -48.6 -42.3 -40.8 -35.4
## 32033 32038 32041 32043 32044 32049 32050 32051 32055 32058 32059
## Predicted 113.8 114.4 112.1 109.6 108.8 136 136.4 135.7 120 119.0 123.2
## cvpred 114.1 114.7 112.4 109.9 109.1 136 136.5 135.8 120 119.3 123.5
## pm2.5 61.0 55.0 33.0 39.0 40.0 68 69.0 75.0 81 74.0 75.0
## CV residual -53.1 -59.7 -79.4 -70.9 -69.1 -68 -67.5 -60.8 -39 -45.3 -48.5
## 32060 32066 32068 32071 32072 32073 32081 32082 32083 32085 32086
## Predicted 128.1 135.7 140.5 112 67.6 55.6 13.55 20.4 28.4 34.1 42.3
## cvpred 128.3 135.8 140.6 112 68.0 56.1 14.37 21.2 29.2 34.9 43.0
## pm2.5 72.0 124.0 118.0 16 20.0 14.0 7.00 10.0 8.0 15.0 12.0
## CV residual -56.3 -11.8 -22.6 -96 -48.0 -42.1 -7.37 -11.2 -21.2 -19.9 -31.0
## 32089 32090 32091 32095 32096 32097 32101 32108 32116 32118 32119
## Predicted 94.0 83.9 96.4 109.1 108.3 97.5 40.9 81.2 126 131 125
## cvpred 94.2 84.1 96.6 109.2 108.4 97.7 41.4 81.5 126 131 125
## pm2.5 14.0 8.0 10.0 10.0 13.0 13.0 9.0 18.0 43 30 18
## CV residual -80.2 -76.1 -86.6 -99.2 -95.4 -84.7 -32.4 -63.5 -83 -101 -107
## 32120 32124 32126 32129 32130 32131 32144 32145 32147 32153 32154
## Predicted 118.2 46.4 24.4 9.92 47.6 75.9 127.9 109.5 88.0 55.9 64.8
## cvpred 118.2 46.9 25.0 10.59 48.1 76.3 127.9 109.6 88.3 56.4 65.3
## pm2.5 21.0 13.0 10.0 15.00 18.0 21.0 42.0 39.0 33.0 45.0 49.0
## CV residual -97.2 -33.9 -15.0 4.41 -30.1 -55.3 -85.9 -70.6 -55.3 -11.4 -16.3
## 32161 32165 32168 32172 32177 32184 32189 32192 32195 32202 32204
## Predicted 129.1 135 125.5 80.5 78.1 123.1 138.7 132.9 107.6 92.1 115.28
## cvpred 129.2 135 125.5 80.9 78.5 123.3 138.6 132.9 107.9 92.5 115.51
## pm2.5 71.0 33 47.0 49.0 65.0 80.0 122.0 99.0 66.0 109.0 124.00
## CV residual -58.2 -102 -78.5 -31.9 -13.5 -43.3 -16.6 -33.9 -41.9 16.5 8.49
## 32205 32207 32211 32213 32215 32219 32222 32224 32231 32233 32237
## Predicted 120.17 108.93 121.6 131.4 132.4 122.5 127.4 122.3 132.4 137 133
## cvpred 120.36 109.19 121.8 131.5 132.5 122.7 127.5 122.4 132.5 137 133
## pm2.5 119.00 103.00 144.0 149.0 38.0 58.0 85.0 72.0 86.0 31 17
## CV residual -1.36 -6.19 22.2 17.5 -94.5 -64.7 -42.5 -50.4 -46.5 -106 -116
## 32238 32244 32245 32247 32248 32251 32254 32262 32263 32265 32270
## Predicted 132 93.0 76.2 78.8 79.4 109.6 117.3 134.4 129.3 128.9 92.5
## cvpred 132 93.3 76.5 79.2 79.8 109.8 117.4 134.4 129.3 128.9 92.8
## pm2.5 14 11.0 14.0 13.0 14.0 34.0 57.0 65.0 64.0 62.0 68.0
## CV residual -118 -82.3 -62.5 -66.2 -65.8 -75.8 -60.4 -69.4 -65.3 -66.9 -24.8
## 32273 32274 32275 32280 32281 32283 32285 32289 32298 32304
## Predicted 81.6 85.6 103.8 133.27 133.3 134.02 138.9 125.9 47.1 134.3
## cvpred 82.0 86.0 104.1 133.31 133.3 134.02 138.9 126.1 47.6 134.3
## pm2.5 67.0 73.0 88.0 128.00 132.0 142.00 124.0 101.0 24.0 123.0
## CV residual -15.0 -13.0 -16.1 -5.31 -1.3 7.98 -14.9 -25.1 -23.6 -11.3
## 32307 32310 32311 32315 32325 32332 32336 32340 32343 32345 32346
## Predicted 133.78 134.8 129.9 113 109 132.5 133.5 122.25 81.5 89.0 97.7
## cvpred 133.78 134.7 129.9 113 109 132.6 133.5 122.42 81.9 89.4 98.0
## pm2.5 128.00 47.0 36.0 72 212 59.0 98.0 113.00 70.0 78.0 80.0
## CV residual -5.78 -87.7 -93.9 -41 103 -73.6 -35.5 -9.42 -11.9 -11.4 -18.0
## 32348 32351 32352 32359 32361 32372 32373 32375 32381 32383
## Predicted 116.1 119.427 113.80 138.5 131.8 96.3 110.6 121.1 132 137
## cvpred 116.3 119.602 114.03 138.5 131.9 96.5 110.7 121.1 132 137
## pm2.5 89.0 119.000 106.00 116.0 142.0 17.0 61.0 97.0 39 26
## CV residual -27.3 -0.602 -8.03 -22.5 10.1 -79.5 -49.7 -24.1 -93 -111
## 32385 32386 32387 32388 32389 32391 32393 32400 32407 32410 32412
## Predicted 118.4 103.3 104.2 103.2 93.33 62.19 54.9 118.9 134.8 117.4 97.6
## cvpred 118.5 103.4 104.4 103.5 93.65 62.72 55.4 119.1 134.7 117.6 97.9
## pm2.5 33.0 36.0 92.0 92.0 91.00 67.00 73.0 98.0 151.0 159.0 153.0
## CV residual -85.5 -67.4 -12.4 -11.5 -2.65 4.28 17.6 -21.1 16.3 41.4 55.1
## 32416 32420 32423 32431 32438 32441 32442 32443 32446 32447 32454
## Predicted 83.6 121.5 129.2 131 126.0 132.02 131.8 131.8 136.3 137 137
## cvpred 84.1 121.7 129.4 131 126.2 132.13 131.9 131.9 136.4 137 137
## pm2.5 149.0 183.0 213.0 53 104.0 135.00 166.0 170.0 126.0 113 121
## CV residual 64.9 61.3 83.6 -78 -22.2 2.87 34.1 38.1 -10.4 -24 -16
## 32455 32459 32460 32465 32466 32468 32478 32481 32488 32492 32496
## Predicted 136.4 115.6 96.6 -8.63 -8.74 73.5 98.7 75.6 48.3 88.8 114.8
## cvpred 136.5 115.9 97.0 -7.89 -8.02 73.8 98.7 75.6 48.7 89.0 114.8
## pm2.5 111.0 91.0 83.0 12.00 12.00 32.0 16.0 15.0 26.0 32.0 40.0
## CV residual -25.5 -24.9 -14.0 19.89 20.02 -41.8 -82.7 -60.6 -22.7 -57.0 -74.8
## 32497 32499 32500 32501 32504 32507 32508 32512 32513 32515 32522
## Predicted 125.3 130 135 135.8 140.1 110 99.8 73.1 68.6 95.4 124.1
## cvpred 125.3 130 135 135.7 140.1 110 100.1 73.5 69.0 95.7 124.2
## pm2.5 32.0 29 35 64.0 88.0 66 62.0 37.0 37.0 50.0 130.0
## CV residual -93.3 -101 -100 -71.7 -52.1 -44 -38.1 -36.5 -32.0 -45.7 5.8
## 32525 32528 32535 32538 32544 32547 32556 32558 32566 32572 32577
## Predicted 128.1 128.1 137.2 137 136.4 136 125.8 119.3 126.53 132.5 127.63
## cvpred 128.2 128.2 137.2 137 136.5 136 125.9 119.5 126.66 132.6 127.75
## pm2.5 98.0 85.0 94.0 93 116.0 132 151.0 139.0 121.00 118.0 120.00
## CV residual -30.2 -43.2 -43.2 -44 -20.5 -4 25.1 19.5 -5.66 -14.6 -7.75
## 32581 32584 32586 32589 32590 32593 32594 32597 32598 32599
## Predicted 121.51 105.74 109 132.02 132.5 137.9 137.3 140.46 135 134.6
## cvpred 121.71 106.08 109 132.13 132.6 137.9 137.3 140.47 135 134.6
## pm2.5 129.00 103.00 124 128.00 129.0 153.0 156.0 131.00 114 98.0
## CV residual 7.29 -3.08 15 -4.13 -3.6 15.1 18.7 -9.47 -21 -36.6
## 32600 32603 32605 32607 32615 32617 32621 32628 32632 32633 32634
## Predicted 133.0 74.4 51.4 52.7 128.1 128.4 134.3 83.4 57.94 56.8 65.9
## cvpred 133.1 74.8 51.9 53.2 128.2 128.5 134.3 83.8 58.45 57.4 66.3
## pm2.5 87.0 29.0 7.0 12.0 71.0 89.0 63.0 51.0 63.00 38.0 37.0
## CV residual -46.1 -45.8 -44.9 -41.2 -57.2 -39.5 -71.3 -32.8 4.55 -19.4 -29.3
## 32638 32639 32640 32642 32644 32645 32656 32659 32661 32663
## Predicted 81.7 81.6 120.4 119.3 134 134.3 108.35 122.50 127.63 132.8
## cvpred 82.1 81.9 120.4 119.3 134 134.3 108.57 122.66 127.75 132.8
## pm2.5 36.0 32.0 35.0 43.0 42 43.0 101.00 120.00 135.00 149.0
## CV residual -46.1 -49.9 -85.4 -76.3 -92 -91.3 -7.57 -2.66 7.25 16.2
## 32667 32668 32674 32675 32676 32680 32684 32689 32693 32696 32697
## Predicted 137.2 137.411 99.6 98.1 86.9 61.3 120 137 142 102.1 100.5
## cvpred 137.2 137.442 99.7 98.1 87.1 61.6 120 137 141 101.9 100.4
## pm2.5 158.0 137.000 6.0 8.0 9.0 13.0 17 30 9 11.0 9.0
## CV residual 20.8 -0.442 -93.7 -90.1 -78.1 -48.6 -103 -107 -132 -90.9 -91.4
## 32698 32700 32701 32704 32706 32709 32710 32712 32715 32720 32721
## Predicted 80.3 58.6 43.8 21.2 20.01 120.2 130.1 112.1 113 122.7 84.4
## cvpred 80.4 58.8 44.1 21.6 20.41 120.1 129.9 111.9 113 122.4 84.3
## pm2.5 11.0 11.0 11.0 7.0 11.00 31.0 36.0 25.0 7 27.0 23.0
## CV residual -69.4 -47.8 -33.1 -14.6 -9.41 -89.1 -93.9 -86.9 -106 -95.4 -61.3
## 32724 32729 32730 32732 32735 32739 32740 32744 32745 32753 32758
## Predicted 29.5 12.71 20.6 41.9 115.8 141 140 114.3 110.0 48.5 132.6
## cvpred 29.7 13.13 21.0 42.1 115.7 140 140 114.3 109.9 48.9 132.5
## pm2.5 11.0 8.00 11.0 19.0 26.0 37 36 27.0 22.0 64.0 107.0
## CV residual -18.7 -5.13 -10.0 -23.1 -89.7 -103 -104 -87.3 -87.9 15.1 -25.5
## 32765 32768 32773 32775 32776 32778 32779 32788 32791 32792 32793
## Predicted 144.5 144.65 87.4 71.1 79.0 87.5 111 133.4 139.5 138.8 133
## cvpred 144.2 144.32 87.6 71.4 79.3 87.8 112 133.2 139.2 138.5 133
## pm2.5 143.0 137.00 161.0 202.0 229.0 254.0 259 210.0 232.0 238.0 253
## CV residual -1.2 -7.32 73.4 130.6 149.7 166.2 147 76.8 92.8 99.5 120
## 32797 32798 32799 32804 32807 32808 32813 32814 32815 32817 32818
## Predicted 101 99.1 102 131 137 136 134 133 132.7 127 126.3
## cvpred 101 99.3 102 131 137 136 134 133 132.6 127 126.3
## pm2.5 265 236.0 213 262 272 286 259 233 226.0 228 221.0
## CV residual 164 136.7 111 131 135 150 125 100 93.4 101 94.7
## 32819 32822 32825 32826 32830 32832 32837 32838 32839 32842 32843
## Predicted 120.3 113 106 110 129.9 134.6 139.2 134.3 139.4 127.91 121.91
## cvpred 120.4 113 106 110 129.9 134.6 139.1 134.3 139.3 127.96 122.02
## pm2.5 211.0 228 212 219 207.0 210.0 228.0 202.0 122.0 120.00 127.00
## CV residual 90.6 115 106 109 77.1 75.4 88.9 67.7 -17.3 -7.96 4.98
## 32850 32854 32855 32857 32858 32862 32873 32875 32878 32880 32884
## Predicted 114.5 134.5 135 134.3 134.3 134.27 88.7 111.6 139.8 142 133.1
## cvpred 114.6 134.5 135 134.3 134.3 134.26 89.0 111.7 139.7 141 132.9
## pm2.5 92.0 200.0 208 173.0 170.0 136.00 12.0 13.0 50.0 36 37.0
## CV residual -22.6 65.5 73 38.7 35.7 1.74 -77.0 -98.7 -89.7 -105 -95.9
## 32888 32893 32903 32909 32916 32917 32918 32919 32923 32925 32926
## Predicted 143 28.1 129.5 140 87.96 86.86 85.00 78.8 110.7 119.7 119.5
## cvpred 143 28.4 129.3 140 88.07 86.98 85.18 79.0 110.8 119.7 119.5
## pm2.5 11 6.0 46.0 51 94.00 96.00 95.00 85.0 59.0 58.0 57.0
## CV residual -132 -22.4 -83.3 -89 5.93 9.02 9.82 6.0 -51.8 -61.7 -62.5
## 32932 32935 32937 32938 32939 32942 32946 32951 32952 32958 32960
## Predicted 137 143.1 141.4 121.5 115.88 100.6 111.8 137 141 142 143
## cvpred 137 142.9 141.2 121.5 115.88 100.8 111.9 136 141 142 143
## pm2.5 55 63.0 83.0 95.0 119.00 159.0 170.0 388 403 282 294
## CV residual -82 -79.9 -58.2 -26.5 3.12 58.2 58.1 252 262 140 151
## 32961 32962 32964 32968 32969 32973 32976 32977 32980 32981 32984
## Predicted 146 136 106 87.1 86.6 136 141 137 147 142 141.6
## cvpred 146 136 106 87.4 87.0 136 141 136 146 142 141.5
## pm2.5 310 322 301 250.0 229.0 342 324 353 278 244 197.0
## CV residual 164 186 195 162.6 142.0 206 183 217 132 102 55.5
## 32985 32986 32990 32996 32999 33000 33002 33003 33007 33014 33016
## Predicted 142 140.7 119.4 130.6 140.9 140.9 141.6 141.6 144.8 24.87 22.67
## cvpred 141 140.5 119.5 130.6 140.8 140.8 141.5 141.5 144.6 25.31 23.13
## pm2.5 260 229.0 171.0 188.0 205.0 210.0 196.0 192.0 166.0 33.00 15.00
## CV residual 119 88.5 51.5 57.4 64.2 69.2 54.5 50.5 21.4 7.69 -8.13
## 33017 33018 33019 33020 33021 33024 33029 33031 33033 33034 33048
## Predicted 26.9 70.6 85.2 112.8 103.6 131.1 123.9 124.6 118.4 107.9 127
## cvpred 27.4 70.8 85.3 112.8 103.6 131.1 123.7 124.4 118.3 107.9 127
## pm2.5 15.0 17.0 24.0 42.0 50.0 77.0 38.0 55.0 43.0 42.0 84
## CV residual -12.4 -53.8 -61.3 -70.8 -53.6 -54.1 -85.7 -69.4 -75.3 -65.9 -43
## 33049 33052 33053 33054 33057 33058 33059 33061 33064 33065 33066
## Predicted 121.2 132.9 139 139.5 138.0 132.9 132.4 126.8 106.2 106 116.1
## cvpred 121.1 132.7 139 139.2 137.8 132.7 132.2 126.7 106.3 106 116.1
## pm2.5 97.0 92.0 92 92.0 113.0 110.0 114.0 108.0 176.0 177 182.0
## CV residual -24.1 -40.7 -47 -47.2 -24.8 -22.7 -18.2 -18.7 69.7 71 65.9
## 33067 33068 33069 33076 33078 33080 33084 33086 33092 33095 33096
## Predicted 130.7 131.9 131.9 135.9 142.4 137.3 47.8 41.4 34.0 50.7 49.9
## cvpred 130.6 131.8 131.8 135.8 142.2 137.1 48.1 41.8 34.3 50.9 50.1
## pm2.5 181.0 197.0 197.0 203.0 200.0 205.0 14.0 19.0 9.0 8.0 16.0
## CV residual 50.4 65.2 65.2 67.2 57.8 67.9 -34.1 -22.8 -25.3 -42.9 -34.1
## 33100 33101 33103 33104 33109 33113 33114 33115 33119 33130 33131
## Predicted 128 133 133 143 41.1 46.01 71.39 98.9 129.8 104.6 83.9
## cvpred 128 133 133 142 41.4 46.29 71.54 99.0 129.5 104.5 84.0
## pm2.5 19 19 25 30 28.0 50.00 64.00 78.0 158.0 57.0 49.0
## CV residual -109 -114 -108 -112 -13.4 3.71 -7.54 -21.0 28.5 -47.5 -35.0
## 33132 33134 33136 33138 33142 33145 33146 33148 33150 33151 33152
## Predicted 58.90 60.0 64.77 79.91 111.87 121.9 81.04 104.2 113.9 113.4 112.9
## cvpred 59.18 60.3 65.02 80.06 111.87 121.8 81.11 104.2 113.8 113.3 112.8
## pm2.5 51.00 47.0 64.00 84.00 106.00 96.0 91.00 51.0 33.0 34.0 39.0
## CV residual -8.18 -13.3 -1.02 3.94 -5.87 -25.8 9.89 -53.2 -80.8 -79.3 -73.8
## 33153 33154 33156 33161 33165 33169 33173 33174 33175 33177 33178
## Predicted 117.0 116.5 119.0 127.0 132.9 137.0 137.5 132 136.8 85.5 70.7
## cvpred 116.9 116.4 118.9 126.9 132.7 136.9 137.3 132 136.6 85.4 70.7
## pm2.5 45.0 46.0 46.0 76.0 59.0 86.0 103.0 88 80.0 39.0 20.0
## CV residual -71.9 -70.4 -72.9 -50.9 -73.7 -50.9 -34.3 -44 -56.6 -46.4 -50.7
## 33179 33180 33182 33184 33191 33192 33193 33194 33197 33200 33201
## Predicted 55.6 54.1 55.2 42.9 107.9 107 111.7 111.6 137 137 100.8
## cvpred 55.7 54.2 55.3 43.0 107.5 107 111.3 111.1 137 137 100.5
## pm2.5 17.0 14.0 12.0 11.0 28.0 21 26.0 25.0 10 13 18.0
## CV residual -38.7 -40.2 -43.3 -32.0 -79.5 -86 -85.3 -86.1 -127 -124 -82.5
## 33205 33206 33207 33208 33212 33219 33220 33223 33225 33227 33228
## Predicted 35.7 26.2 20.5 20.78 70.4 140.4 145.5 130 115 60.9 41.34
## cvpred 35.7 26.2 20.7 20.89 70.3 139.8 144.9 129 115 60.9 41.44
## pm2.5 9.0 12.0 8.0 15.00 29.0 71.0 69.0 41 72 42.0 46.00
## CV residual -26.7 -14.2 -12.7 -5.89 -41.3 -68.8 -75.9 -88 -43 -18.9 4.56
## 33230 33231 33232 33239 33243 33246 33247 33249 33250 33252 33253
## Predicted 17.9 8.16 13.4 109.4 138.9 144.0 149.1 142.5 126.9 101.5 90.3
## cvpred 18.2 8.45 13.7 109.2 138.4 143.5 148.6 142.1 126.6 101.3 90.3
## pm2.5 40.0 29.00 34.0 107.0 179.0 163.0 161.0 98.0 113.0 159.0 207.0
## CV residual 21.8 20.55 20.3 -2.2 40.6 19.5 12.4 -44.1 -13.6 57.7 116.7
## 33255 33256 33258 33261 33262 33263 33265 33269 33273 33274 33276
## Predicted 64.7 54.6 72.0 123.5 132.2 137 137.9 143 141.1 126.9 106
## cvpred 64.8 54.7 72.1 123.3 131.9 137 137.5 143 140.8 126.6 106
## pm2.5 148.0 131.0 144.0 175.0 189.0 206 224.0 282 235.0 225.0 226
## CV residual 83.2 76.3 71.9 51.7 57.1 69 86.5 139 94.2 98.4 120
## 33283 33285 33288 33290 33293 33300 33301 33303 33304 33305 33308
## Predicted 122 130 130 130 134 36.7 24.2 15.51 17.69 19.62 38.3
## cvpred 122 130 130 130 134 36.8 24.5 15.87 18.06 20.01 38.6
## pm2.5 234 271 277 263 260 12.0 12.0 17.00 13.00 12.00 13.0
## CV residual 112 141 147 133 126 -24.8 -12.5 1.13 -5.06 -8.01 -25.6
## 33309 33311 33312 33316 33320 33321 33324 33327 33328 33335 33340
## Predicted 47.0 38.8 52.3 105 120.7 98.9 51.5 31.7 27.55 100.1 137.9
## cvpred 47.2 39.0 52.5 105 120.3 98.7 51.5 31.9 27.76 99.8 137.4
## pm2.5 17.0 13.0 18.0 30 29.0 31.0 18.0 14.0 18.00 55.0 113.0
## CV residual -30.2 -26.0 -34.5 -75 -91.3 -67.7 -33.5 -17.9 -9.76 -44.8 -24.4
## 33343 33345 33348 33349 33350 33351 33353 33361 33365 33380 33384
## Predicted 144.1 132.6 91.6 73.4 63.0 48.0 59.9 138.9 138.9 123.0 135.8
## cvpred 143.6 132.2 91.5 73.4 63.1 48.2 60.1 138.4 138.4 122.9 135.4
## pm2.5 99.0 89.0 115.0 128.0 110.0 99.0 72.0 146.0 166.0 95.0 95.0
## CV residual -44.6 -43.2 23.5 54.6 46.9 50.8 11.9 7.6 27.6 -27.9 -40.4
## 33389 33391 33393 33394 33395 33397 33399 33401 33403 33405 33406
## Predicted 128 125 119.5 95.2 75.1 14.19 3.78 -9.16 31.43 62.8 71.7
## cvpred 127 124 119.1 94.9 74.9 14.31 4.00 -8.88 31.42 62.6 71.5
## pm2.5 27 21 22.0 27.0 26.0 18.00 15.00 21.00 27.00 25.0 18.0
## CV residual -100 -103 -97.1 -67.9 -48.9 3.69 11.00 29.88 -4.42 -37.6 -53.5
## 33410 33413 33414 33415 33416 33417 33420 33430 33434 33435 33438
## Predicted 65.1 66.1 64.0 101.7 124 89.5 55.6 62.4 73.2 77.5 101.0
## cvpred 64.9 65.8 63.8 101.1 123 89.2 55.6 62.4 73.2 77.5 100.7
## pm2.5 9.0 13.0 12.0 14.0 21 25.0 17.0 38.0 42.0 40.0 41.0
## CV residual -55.9 -52.8 -51.8 -87.1 -102 -64.2 -38.6 -24.4 -31.2 -37.5 -59.7
## 33439 33440 33445 33447 33449 33451 33452 33454 33455 33460 33461
## Predicted 89.8 74.1 8.48 37.2 42.2 105.2 57 99.2 125.0 124 132.9
## cvpred 89.7 74.1 8.94 37.3 42.3 104.9 57 99.0 124.6 123 132.4
## pm2.5 36.0 36.0 26.00 26.0 23.0 36.0 100 73.0 92.0 39 42.0
## CV residual -53.7 -38.1 17.06 -11.3 -19.3 -68.9 43 -26.0 -32.6 -84 -90.4
## 33466 33467 33471 33476 33477 33482 33484 33485 33486 33490 33492
## Predicted 82.0 56.9 51.1 119.1 119.1 139.6 144.9 145.4 145.507 137.5 99.1
## cvpred 81.9 57.0 51.2 118.8 118.8 139.1 144.3 144.8 144.913 137.1 98.9
## pm2.5 38.0 38.0 62.0 91.0 129.0 165.0 199.0 196.0 144.000 127.0 197.0
## CV residual -43.9 -19.0 10.8 -27.8 10.2 25.9 54.7 51.2 -0.913 -10.1 98.1
## 33493 33494 33495 33497 33500 33504 33505 33509 33512 33513 33520
## Predicted 92.9 87.6 88 91.1 132 143 143 142 140 133 91.7
## cvpred 92.8 87.5 88 91.0 132 143 143 142 140 133 91.7
## pm2.5 222.0 245.0 241 243.0 295 385 407 270 273 269 270.0
## CV residual 129.2 157.5 153 152.0 163 242 264 128 133 136 178.3
## 33521 33525 33529 33535 33537 33539 33541 33546 33548 33550 33557
## Predicted 101 123 136 145 104.9 74.3 44.8 62.7 106.7 101.6 140.77
## cvpred 101 122 136 145 104.7 74.2 44.8 62.7 106.3 101.2 140.15
## pm2.5 292 393 367 17 24.0 14.0 7.0 17.0 35.0 46.0 135.00
## CV residual 191 271 231 -128 -80.7 -60.2 -37.8 -45.7 -71.3 -55.2 -5.15
## 33559 33562 33565 33568 33571 33572 33574 33576 33578 33581
## Predicted 147 119.9 75.4 73.5 124.223 128 138.9 139.62 144.1 144.77
## cvpred 146 119.5 75.3 73.5 123.849 128 138.4 139.11 143.6 144.18
## pm2.5 46 37.0 51.0 111.0 124.000 160 156.0 136.00 187.0 135.00
## CV residual -100 -82.5 -24.3 37.5 0.151 32 17.6 -3.11 43.4 -9.18
## 33584 33587 33588 33591 33593 33598 33599 33602 33604 33610 33624
## Predicted 143.7 100.4 84.1 79.3 93.1 143.3 144.0 149 145 137.63 137.9
## cvpred 143.1 100.2 84.1 79.2 92.9 142.8 143.5 148 144 137.21 137.5
## pm2.5 118.0 112.0 126.0 131.0 151.0 211.0 229.0 289 299 139.00 205.0
## CV residual -25.1 11.8 41.9 51.8 58.1 68.2 85.5 141 155 1.79 67.5
## 33638 33639 33640 33649 33653 33655 33656 33657 33659 33664 33671
## Predicted 115 109 109 143 106.0 95.1 84.8 77.7 48.7 5.27 92.9
## cvpred 115 109 108 142 105.8 94.8 84.6 77.6 48.9 5.65 92.6
## pm2.5 388 329 310 334 52.0 12.0 14.0 12.0 11.0 10.00 11.0
## CV residual 273 220 202 192 -53.8 -82.8 -70.6 -65.6 -37.9 4.35 -81.6
## 33676 33677 33679 33685 33690 33691 33696 33697 33698 33700 33703
## Predicted 132 136 126.7 47.1 53.4 81.8 115.2 125 125.2 121 125.0
## cvpred 131 136 126.2 47.2 53.5 81.6 114.8 125 124.8 120 124.6
## pm2.5 26 27 46.0 32.0 33.0 46.0 129.0 158 178.0 223 142.0
## CV residual -105 -109 -80.2 -15.2 -20.5 -35.6 14.2 33 53.2 103 17.4
## 33705 33710 33714 33716 33722 33723 33725 33727 33732 33737 33750
## Predicted 124.2 93.7 113 128 145 146 145 151 93.9 -24.4 36.9
## cvpred 123.8 93.5 113 128 144 145 145 150 93.8 -24.1 37.0
## pm2.5 151.0 183.0 190 254 270 247 263 238 173.0 15.0 8.0
## CV residual 27.2 89.5 77 126 126 102 118 88 79.2 39.1 -29.0
## 33751 33752 33756 33757 33758 33762 33763 33766 33771 33775
## Predicted 95.8 125 32.9 26.8 21.07 54.2 62.51 113.32 133.0 143.49
## cvpred 95.3 124 32.8 26.8 21.08 54.1 62.37 112.85 132.4 142.78
## pm2.5 15.0 15 18.0 24.0 27.00 51.0 56.00 108.00 188.0 151.00
## CV residual -80.3 -109 -14.8 -2.8 5.92 -3.1 -6.37 -4.85 55.6 8.22
## 33776 33777 33778 33779 33780 33792 33795 33802 33805 33808 33809
## Predicted 143.37 143 121.09 96.4 87.7 124 130.1 112.0 70.4 48.22 58.1
## cvpred 142.67 142 120.65 96.1 87.4 124 129.6 111.7 70.3 48.22 58.0
## pm2.5 138.00 121 123.00 110.0 109.0 173 160.0 175.0 118.0 46.00 32.0
## CV residual -4.67 -21 2.35 13.9 21.6 49 30.4 63.3 47.7 -2.22 -26.0
## 33810 33811 33812 33813 33815 33817 33824 33825 33829 33830 33834
## Predicted 67.5 43.2 31.8 38.5 25.7 -12.3 -2.42 -9.76 -57.4 -60.1 -53.0
## cvpred 67.4 43.2 31.8 38.4 25.6 -12.3 -2.55 -9.82 -57.1 -59.8 -52.5
## pm2.5 20.0 6.0 6.0 7.0 8.0 8.0 8.00 9.00 5.0 6.0 17.0
## CV residual -47.4 -37.2 -25.8 -31.4 -17.6 20.3 10.55 18.82 62.1 65.8 69.5
## 33837 33841 33842 33844 33845 33847 33850 33851 33852 33860 33864
## Predicted 35.4 102.9 98.0 102.5 93.3 121 66.6 32.57 22.20 69.51 124.3
## cvpred 35.2 102.3 97.4 101.9 92.7 120 66.3 32.46 22.14 69.24 123.7
## pm2.5 72.0 14.0 25.0 23.0 21.0 15 23.0 27.00 20.00 66.00 98.0
## CV residual 36.8 -88.3 -72.4 -78.9 -71.7 -105 -43.3 -5.46 -2.14 -3.24 -25.7
## 33866 33867 33868 33869 33875 33876 33877 33878 33880 33882 33887
## Predicted 130.22 140 138.99 139.5 64.7 53.6 39.8 34.68 43.3 64.7 107.0
## cvpred 129.53 139 138.29 138.8 64.6 53.5 39.8 34.74 43.4 64.6 106.5
## pm2.5 125.00 123 135.00 150.0 45.0 38.0 18.0 25.00 15.0 17.0 73.0
## CV residual -4.53 -16 -3.29 11.2 -19.6 -15.5 -21.8 -9.74 -28.4 -47.6 -33.5
## 33890 33893 33895 33901 33903 33908 33909 33912 33916 33917 33922
## Predicted 122.1 137.2 142.62 115.5 105 135 140 130 129 137.0 60.2
## cvpred 121.6 136.6 141.96 115.1 105 135 140 129 128 136.4 60.0
## pm2.5 90.0 123.0 132.00 189.0 216 283 261 252 235 114.0 23.0
## CV residual -31.6 -13.6 -9.96 73.9 111 148 121 123 107 -22.4 -37.0
## 33925 33935 33936 33944 33950 33955 33959 33962 33964 33966 33970
## Predicted 22.15 65.48 70.62 144.2 21.5 36.4 118.21 119.0 118.5 83.3 44.2
## cvpred 22.17 65.27 70.36 143.5 21.6 36.4 117.69 118.4 117.9 83.0 44.2
## pm2.5 24.00 72.00 78.00 164.0 67.0 80.0 116.00 216.0 188.0 71.0 32.0
## CV residual 1.83 6.73 7.64 20.5 45.4 43.6 -1.69 97.6 70.1 -12.0 -12.2
## 33974 33975 33982 33983 33984 33987 33990 33992 33993 33995 33999
## Predicted 3.16 -5.02 14.19 12.59 15.63 116.2 135 116 100.2 40.4 1.81
## cvpred 3.35 -4.78 14.37 12.79 15.83 115.6 135 115 99.7 40.2 1.83
## pm2.5 10.00 13.00 5.00 8.00 11.00 37.0 12 12 9.0 8.0 12.00
## CV residual 6.65 17.78 -9.37 -4.79 -4.83 -78.6 -123 -103 -90.7 -32.2 10.17
## 34000 34002 34010 34011 34014 34017 34019 34021 34025 34034 34041
## Predicted 3.74 13.73 50.0 53.3 24.1 9.00 -5.93 -25.0 -38.5 75.2 85.5
## cvpred 3.78 13.72 49.9 53.2 24.2 9.09 -5.70 -24.6 -38.0 74.7 84.9
## pm2.5 11.00 9.00 13.0 17.0 6.0 12.00 9.00 7.0 9.0 14.0 17.0
## CV residual 7.22 -4.72 -36.9 -36.2 -18.2 2.91 14.70 31.6 47.0 -60.7 -67.9
## 34043 34044 34045 34051 34058 34063 34071 34072 34074 34078 34079
## Predicted 63.3 51.7 46.1 84.6 117.6 129.9 46.3 47.4 61.6 116.32 125.59
## cvpred 62.8 51.3 45.7 84.1 116.9 129.1 46.2 47.3 61.4 115.69 124.91
## pm2.5 22.0 15.0 20.0 71.0 138.0 57.0 20.0 20.0 30.0 121.00 131.00
## CV residual -40.8 -36.3 -25.7 -13.1 21.1 -72.1 -26.2 -27.3 -31.4 5.31 6.09
## 34081 34083 34085 34086 34088 34089 34093 34094 34095 34096 34097
## Predicted 121.4 140.5 134.6 129.3 143.2 135.4 56.21 51.58 46.0 46.69 51.34
## cvpred 120.8 139.7 133.9 128.5 142.4 134.6 56.05 51.42 45.8 46.58 51.18
## pm2.5 174.0 205.0 154.0 83.0 128.0 161.0 63.00 54.00 61.0 43.00 50.00
## CV residual 53.2 65.3 20.1 -45.5 -14.4 26.4 6.95 2.58 15.2 -3.58 -1.18
## 34100 34102 34104 34105 34109 34111 34112 34113 34114 34117 34125
## Predicted 73.9 119.7 134.6 130 134.0 133.0 126.0 129.3 99.2 61.10 86.3
## cvpred 73.6 119.1 133.9 130 133.3 132.3 125.4 128.7 98.7 60.89 86.0
## pm2.5 141.0 206.0 226.0 232 163.0 69.0 54.0 57.0 58.0 63.00 323.0
## CV residual 67.4 86.9 92.1 102 29.7 -63.3 -71.4 -71.7 -40.7 2.11 237.0
## 34127 34128 34129 34132 34134 34141 34148 34151 34152 34160 34168
## Predicted 123 133 134 144 139 62.8 93.5 122 122.0 116.6 27.8
## cvpred 123 133 134 143 138 62.6 93.2 122 121.5 116.1 27.7
## pm2.5 352 365 383 387 280 145.0 267.0 256 218.0 41.0 71.0
## CV residual 229 232 249 244 142 82.4 173.8 134 96.5 -75.1 43.3
## 34169 34172 34174 34177 34184 34189 34202 34206 34209 34212 34213
## Predicted 53.5 101.4 54.7 60.7 49.2 19.64 118.2 129.6 118.7 38.0 31.3
## cvpred 53.2 100.9 54.4 60.5 49.0 19.68 117.4 128.7 117.9 37.7 31.1
## pm2.5 79.0 69.0 70.0 15.0 16.0 16.00 61.0 32.0 21.0 16.0 13.0
## CV residual 25.8 -31.9 15.6 -45.5 -33.0 -3.68 -56.4 -96.7 -96.9 -21.7 -18.1
## 34220 34224 34226 34232 34233 34235 34238 34241 34244 34249 34251
## Predicted 10.47 38.1 34.0 19.4 11.7 -8.97 -22.1 -33.8 -34.8 -45.5 -34.6
## cvpred 10.19 37.7 33.6 19.2 11.5 -9.00 -22.0 -33.6 -34.6 -45.2 -34.4
## pm2.5 19.00 7.0 5.0 7.0 5.0 5.00 12.0 12.0 10.0 6.0 2.0
## CV residual 8.81 -30.7 -28.6 -12.2 -6.5 14.00 34.0 45.6 44.6 51.2 36.4
## 34253 34254 34258 34260 34262 34263 34266 34267 34268 34271 34272
## Predicted -37.3 -40.0 -63.2 -105 -111 -119 -99.1 -82.9 -79.4 -78.8 -80.4
## cvpred -37.0 -39.7 -62.6 -104 -110 -118 -98.1 -81.9 -78.3 -77.7 -79.3
## pm2.5 4.0 4.0 10.0 9 9 23 10.0 33.0 59.0 88.0 94.0
## CV residual 41.0 43.7 72.6 113 119 141 108.1 114.9 137.3 165.7 173.3
## 34279 34290 34296 34300 34301 34307 34309 34312 34318 34319 34320
## Predicted 112.5 26.5 98.03 120.0 118.9 40.1 31.7 25.17 81.0 103.9 61.5
## cvpred 111.7 26.4 97.46 119.3 118.2 39.8 31.6 25.02 80.4 103.3 61.0
## pm2.5 19.0 56.0 90.00 61.0 34.0 25.0 15.0 16.00 56.0 36.0 26.0
## CV residual -92.7 29.6 -7.46 -58.3 -84.2 -14.8 -16.6 -9.02 -24.4 -67.3 -35.0
## 34325 34327 34336 34338 34342 34343 34348 34350 34355 34356 34361
## Predicted 119.1 134.7 19.8 47.5 107.5 107 131.62 135.4 75.422 59.0 34.0
## cvpred 118.3 133.8 19.7 47.3 106.9 106 130.79 134.5 75.028 58.6 33.9
## pm2.5 57.0 90.0 62.0 80.0 154.0 135 138.00 84.0 76.000 77.0 93.0
## CV residual -61.3 -43.8 42.3 32.7 47.1 29 7.21 -50.5 0.972 18.4 59.1
## 34364 34365 34368 34369 34370 34371 34374 34376 34383 34388 34391
## Predicted 107.5 103.2 107 102 116 125.3 117.6 123.1 25.20 31.2 60.7
## cvpred 106.9 102.6 107 101 115 124.5 116.9 122.3 25.22 31.1 60.5
## pm2.5 190.0 197.0 226 233 225 159.0 73.0 74.0 30.00 74.0 159.0
## CV residual 83.1 94.4 119 132 110 34.5 -43.9 -48.3 4.78 42.9 98.5
## 34397 34405 34406 34411 34418 34421 34422 34427 34430 34431 34433
## Predicted 137 46.0 40.3 86.8 110.2 75.65 88.3 42.7 39.6 33.6 40.7
## cvpred 136 45.8 40.3 86.3 109.6 75.29 87.8 42.5 39.3 33.4 40.4
## pm2.5 185 73.0 68.0 69.0 122.0 70.00 33.0 25.0 10.0 11.0 13.0
## CV residual 49 27.2 27.7 -17.3 12.4 -5.29 -54.8 -17.5 -29.3 -22.4 -27.4
## 34434 34435 34437 34447 34452 34453 34457 34458 34465 34466 34467
## Predicted 59.5 79.7 69.5 133.0 86.5 72.1 75.0 83.4 145 146 150
## cvpred 59.1 79.2 69.0 132.1 86.1 71.8 74.7 83.1 144 145 149
## pm2.5 17.0 32.0 42.0 163.0 135.0 159.0 246.0 224.0 330 407 430
## CV residual -42.1 -47.2 -27.0 30.9 48.9 87.2 171.3 140.9 186 262 281
## 34469 34471 34473 34474 34475 34478 34480 34487 34488 34490 34491
## Predicted 151 146.4 146.1 134.6 120.0 117 115 148 142 141 141
## cvpred 150 145.5 145.3 133.9 119.4 116 114 148 141 140 140
## pm2.5 343 244.0 172.0 156.0 166.0 290 392 480 424 403 403
## CV residual 193 98.5 26.7 22.1 46.6 174 278 332 283 263 263
## 34492 34494 34496 34499 34501 34503 34505 34518 34524 34529 34532
## Predicted 141 141 141 126 111 63.9 34.8 40.4 6.66 -13.4 99.0
## cvpred 141 141 140 126 110 63.7 34.6 40.3 6.81 -13.1 98.4
## pm2.5 389 432 403 354 266 184.0 13.0 8.0 11.00 10.0 19.0
## CV residual 248 291 263 228 156 120.3 -21.6 -32.3 4.19 23.1 -79.4
## 34536 34544 34545 34546 34549 34553 34556 34558 34560 34561 34570
## Predicted 114.7 126.5 124 123 54.4 23.6 33.2 33.2 27.6 34.5 74.6
## cvpred 113.9 125.7 123 122 54.0 23.4 33.0 32.9 27.5 34.3 74.1
## pm2.5 58.0 41.0 29 32 24.0 9.0 13.0 7.0 13.0 9.0 10.0
## CV residual -55.9 -84.7 -94 -90 -30.0 -14.4 -20.0 -25.9 -14.5 -25.3 -64.1
## 34576 34578 34579 34580 34582 34583 34586 34590 34594 34608 34611
## Predicted 21.90 27.86 62.2 66.6 66.6 72.5 106.2 129 38.6 109.0 103.7
## cvpred 21.69 27.64 61.7 66.1 66.1 71.9 105.4 128 38.1 108.1 102.8
## pm2.5 17.00 31.00 34.0 40.0 55.0 76.0 47.0 14 11.0 38.0 48.0
## CV residual -4.69 3.36 -27.7 -26.1 -11.1 4.1 -58.4 -114 -27.1 -70.1 -54.8
## 34613 34615 34617 34620 34621 34623 34628 34642 34644 34647 34650
## Predicted 114.3 119.4 113.5 50.7 40.7 34.8 83.1 88.4 35.7 12.83 33.0
## cvpred 113.3 118.4 112.6 50.1 40.2 34.4 82.4 87.6 35.2 12.51 32.5
## pm2.5 39.0 51.0 92.0 30.0 57.0 49.0 144.0 41.0 25.0 17.00 117.0
## CV residual -74.3 -67.4 -20.6 -20.1 16.8 14.6 61.6 -46.6 -10.2 4.49 84.5
## 34651 34653 34654 34659 34662 34664 34668 34670 34673 34676 34678
## Predicted 65.7 93.757 78.9 98.3 90.9 77.2 39.548 30.52 38.92 101.0 106.2
## cvpred 65.0 92.968 78.2 97.5 90.2 76.5 39.107 30.13 38.52 100.3 105.4
## pm2.5 125.0 92.000 51.0 48.0 16.0 15.0 39.000 25.00 48.00 60.0 86.0
## CV residual 60.0 -0.968 -27.2 -49.5 -74.2 -61.5 -0.107 -5.13 9.48 -40.3 -19.4
## 34680 34684 34686 34687 34691 34696 34700 34701 34707 34710 34711
## Predicted 111.3 130 135.2 130.4 114.7 76.1 114.2 123 122 115.5 113.4
## cvpred 110.5 129 134.2 129.4 113.9 75.6 113.4 122 122 114.8 112.7
## pm2.5 163.0 262 90.0 73.0 84.0 156.0 210.0 247 302 192.0 127.0
## CV residual 52.5 133 -44.2 -56.4 -29.9 80.4 96.6 125 180 77.2 14.3
## 34712 34713 34715 34716 34718 34721 34723 34729 34734 34737 34740
## Predicted 89.410 88.1 71.4 64.6 71.9 64.9 93.2 83.0 115 102.3 73.6
## cvpred 88.792 87.5 70.8 64.1 71.3 64.4 92.5 82.3 114 101.4 73.0
## pm2.5 89.000 40.0 26.0 20.0 24.0 26.0 39.0 12.0 12 12.0 17.0
## CV residual 0.208 -47.5 -44.8 -44.1 -47.3 -38.4 -53.5 -70.3 -102 -89.4 -56.0
## 34741 34744 34745 34747 34750 34751 34752 34753 34755 34757 34761
## Predicted 48.8 59.33 76.8 95.6 122.81 122.3 117.7 126.8 131 124 112.7
## cvpred 48.3 58.75 76.1 94.8 121.83 121.4 116.7 125.8 130 123 111.8
## pm2.5 19.0 55.00 59.0 91.0 123.00 162.0 214.0 160.0 18 8 16.0
## CV residual -29.3 -3.75 -17.1 -3.8 1.17 40.6 97.3 34.2 -112 -115 -95.8
## 34762 34764 34767 34772 34776 34777 34780 34781 34783 34787 34793
## Predicted 106.4 84.5 66.5 82.5 126.6 116.2 128 132 125 90.7 62.6
## cvpred 105.6 83.8 65.9 81.8 125.6 115.3 127 131 124 90.0 62.1
## pm2.5 23.0 31.0 23.0 48.0 107.0 152.0 23 17 29 29.0 24.0
## CV residual -82.6 -52.8 -42.9 -33.8 -18.6 36.7 -104 -114 -95 -61.0 -38.1
## 34798 34799 34800 34808 34810 34811 34814 34819 34821 34822 34823
## Predicted 107.0 95.8 96.8 121.1 102.0 86.3 58.3 94.3 98.4 105 121
## cvpred 106.2 95.1 96.0 120.1 101.3 85.6 57.8 93.6 97.8 105 120
## pm2.5 38.0 68.0 46.0 28.0 34.0 41.0 36.0 128.0 242.0 247 242
## CV residual -68.2 -27.1 -50.0 -92.1 -67.3 -44.6 -21.8 34.4 144.2 142 122
## 34824 34828 34830 34834 34835 34845 34846 34854 34856 34859 34862
## Predicted 126 130.3 135.5 132.0 120.1 134 139 132.15 131.7 70.1 56.0
## cvpred 125 129.4 134.5 131.1 119.2 133 138 131.22 130.7 69.6 55.7
## pm2.5 240 178.0 155.0 65.0 52.0 325 348 139.00 104.0 98.0 34.0
## CV residual 115 48.6 20.5 -66.1 -67.2 192 210 7.78 -26.7 28.4 -21.7
## 34863 34868 34869 34871 34874 34875 34878 34879 34882 34888 34896
## Predicted 45.67 94.3 109.8 124.0 130 141 141 145 139 111 147
## cvpred 45.38 93.6 109.1 123.1 129 140 140 144 138 110 146
## pm2.5 36.00 121.0 168.0 196.0 273 334 426 377 282 337 267
## CV residual -9.38 27.4 58.9 72.9 144 194 286 233 144 227 121
## 34898 34902 34907 34908 34909 34916 34926 34927 34928 34933 34936
## Predicted 148 150 135 115 94.2 34.58 38.4 32.0 29.8 -26.3 -39.6
## cvpred 147 149 134 114 93.7 34.25 38.1 31.8 29.6 -26.1 -39.3
## pm2.5 297 281 267 282 295.0 36.00 13.0 13.0 11.0 18.0 16.0
## CV residual 150 132 133 168 201.3 1.75 -25.1 -18.8 -18.6 44.1 55.3
## 34940 34947 34957 34958 34959 34961 34963 34970 34973 34974 34979
## Predicted -26.0 -22.6 -44.8 -59.3 -65.8 60.1 87.6 95.6 96.0 80.2 51.7
## cvpred -25.7 -22.3 -44.2 -58.7 -65.1 59.5 86.9 94.8 95.3 79.5 51.2
## pm2.5 17.0 16.0 23.0 27.0 18.0 20.0 30.0 21.0 14.0 17.0 17.0
## CV residual 42.7 38.3 67.2 85.7 83.1 -39.5 -56.9 -73.8 -81.3 -62.5 -34.2
## 34981 34982 34992 34996 35002 35007 35010 35032 35039 35041 35046
## Predicted 37.0 11.895 7.92 51.3 97.1 17.1 29.1 -6.52 57.2 92.26 120.6
## cvpred 36.7 11.653 7.78 50.7 96.4 16.8 28.8 -6.46 56.7 91.55 119.7
## pm2.5 11.0 11.000 48.00 77.0 77.0 32.0 43.0 25.00 72.0 84.00 113.0
## CV residual -25.7 -0.653 40.22 26.3 -19.4 15.2 14.2 31.46 15.3 -7.55 -6.7
## 35049 35050 35052 35053 35055 35060 35062 35067 35069 35076 35077
## Predicted 47.4 39.6 29.3 20.3 11.5 10.4 -1.31 1.10 66.6 25.12 21.92
## cvpred 47.1 39.3 29.1 20.3 11.5 10.4 -1.22 1.21 66.1 25.02 21.88
## pm2.5 61.0 50.0 41.0 34.0 22.0 22.0 23.00 65.00 79.0 32.00 23.00
## CV residual 13.9 10.7 11.9 13.7 10.5 11.6 24.22 63.79 12.9 6.98 1.12
## 35078 35085 35090 35092 35096 35099 35100 35101 35102 35103 35106
## Predicted 10.4 83.6 129 129 147.1 118.35 105.3 99.92 85.0 84.5 99.3
## cvpred 10.5 83.1 128 128 146.2 117.77 104.8 99.47 84.7 84.2 98.8
## pm2.5 28.0 62.0 170 174 187.0 108.00 102.0 95.00 127.0 125.0 165.0
## CV residual 17.5 -21.1 42 46 40.8 -9.77 -2.8 -4.47 42.3 40.8 66.2
## 35111 35112 35113 35114 35117 35118 35119 35121 35126 35129 35130
## Predicted 131 134 120 116 131.1 124.9 103.9 112 34.29 50.2 60.0
## cvpred 130 134 119 116 130.3 124.2 103.3 111 34.13 49.9 59.6
## pm2.5 242 269 264 220 34.0 35.0 45.0 43 29.00 25.0 31.0
## CV residual 112 135 145 104 -96.3 -89.2 -58.3 -68 -5.13 -24.9 -28.6
## 35131 35133 35139 35142 35143 35144 35149 35152 35162 35171 35172
## Predicted 71.1 85.3 140.5 147.0 152.0 150.8 134.4 120.0 146.3 109.17 70.2
## cvpred 70.6 84.7 139.7 146.1 151.1 149.9 133.7 119.4 145.3 108.66 69.9
## pm2.5 43.0 50.0 89.0 75.0 80.0 86.0 173.0 209.0 183.0 117.00 128.0
## CV residual -27.6 -34.7 -50.7 -71.1 -71.1 -63.9 39.3 89.6 37.7 8.34 58.1
## 35176 35179 35183 35184 35186 35187 35192 35196 35197 35202 35203
## Predicted 61.2 88.4 124.9 133.89 149.0 143.6 143.4 139.3 138.5 130.9 132.1
## cvpred 60.8 87.8 124.2 133.15 148.2 142.9 142.6 138.7 137.8 130.3 131.5
## pm2.5 28.0 46.0 112.0 125.00 126.0 153.0 126.0 123.0 150.0 156.0 158.0
## CV residual -32.8 -41.8 -12.2 -8.15 -22.2 10.1 -16.6 -15.7 12.2 25.7 26.5
## 35205 35213 35219 35223 35224 35226 35227 35229 35230 35235 35238
## Predicted 144.1 150 114.3 60.7 64.5 70.0 69.1 79.7 69.1 80.2 98.6
## cvpred 143.4 149 113.8 60.3 64.1 69.5 68.7 79.0 68.5 79.5 97.8
## pm2.5 171.0 256 182.0 48.0 38.0 27.0 33.0 29.0 24.0 9.0 13.0
## CV residual 27.6 107 68.2 -12.3 -26.1 -42.5 -35.7 -50.0 -44.5 -70.5 -84.8
## 35243 35245 35251 35255 35256 35258 35262 35264 35267 35269 35273
## Predicted 81.8 35.9 45.3 84.9 91.4 111.2 73.9 92.1 53.9 26.74 -11.4
## cvpred 81.1 35.4 44.8 84.2 90.5 110.1 73.1 91.2 53.2 26.31 -11.7
## pm2.5 21.0 22.0 21.0 23.0 53.0 52.0 13.0 14.0 23.0 17.00 27.0
## CV residual -60.1 -13.4 -23.8 -61.2 -37.5 -58.1 -60.1 -77.2 -30.2 -9.31 38.7
## 35276 35278 35279 35283 35288 35291 35292 35309 35310 35324 35339
## Predicted 67.88 66.53 86.5 125.8 123.4 90.1 70.09 119 134 63.7 59.3
## cvpred 67.23 65.89 85.6 124.7 122.2 89.3 69.42 118 133 63.2 58.8
## pm2.5 59.00 58.00 66.0 91.0 47.0 47.0 61.00 234 221 244.0 22.0
## CV residual -8.23 -7.89 -19.6 -33.7 -75.2 -42.3 -8.42 116 88 180.8 -36.8
## 35342 35346 35347 35348 35349 35352 35353 35355 35360 35361 35363
## Predicted 31.4 31.7 41.17 49.6 74.8 110.7 123.8 119.4 133.8 134 102.5
## cvpred 30.9 31.2 40.65 49.0 74.2 109.7 122.8 118.4 132.7 133 101.7
## pm2.5 14.0 19.0 40.00 37.0 42.0 57.0 57.0 96.0 106.0 112 117.0
## CV residual -16.9 -12.2 -0.65 -12.0 -32.2 -52.7 -65.8 -22.4 -26.7 -21 15.3
## 35371 35378 35379 35388 35389 35395 35397 35399 35401 35402 35403
## Predicted 83.5 118 117.83 78.4 54.7 88.43 85.38 124.5 138.6 140.6 130.6
## cvpred 82.8 117 116.83 77.7 54.2 87.82 84.79 123.6 137.7 139.6 129.6
## pm2.5 119.0 159 124.00 199.0 168.0 94.00 92.00 109.0 123.0 122.0 172.0
## CV residual 36.2 42 7.17 121.3 113.8 6.18 7.21 -14.6 -14.7 -17.6 42.4
## 35406 35407 35409 35410 35414 35418 35428 35429 35433 35435 35440
## Predicted 133.3 128.7 116.8 105.7 38.3 49.6 141 145 151 145 68.7
## cvpred 132.3 127.6 115.9 104.9 37.9 49.1 140 145 150 144 68.3
## pm2.5 158.0 103.0 70.0 67.0 51.0 88.0 651 671 477 490 286.0
## CV residual 25.7 -24.6 -45.9 -37.9 13.1 38.9 511 526 327 346 217.7
## 35445 35447 35448 35450 35452 35453 35454 35455 35456 35457 35461
## Predicted 136 149 148 147 136 121.1 124.6 123.3 132.5 132.2 111.68
## cvpred 135 148 147 146 135 120.4 123.9 122.6 131.7 131.4 111.06
## pm2.5 437 320 346 297 250 170.0 103.0 79.0 73.0 74.0 115.00
## CV residual 302 172 199 151 115 49.6 -20.9 -43.6 -58.7 -57.4 3.94
## 35463 35465 35466 35468 35470 35478 35479 35481 35485 35496 35500
## Predicted 77.8 39.5 38.3 40.3 38.1 116.2 131 116 47.56 120.0 129.6
## cvpred 77.3 39.2 37.9 40.0 37.8 115.3 130 115 47.17 119.3 128.9
## pm2.5 67.0 12.0 10.0 238.0 384.0 23.0 19 33 56.00 178.0 114.0
## CV residual -10.3 -27.2 -27.9 198.0 346.2 -92.3 -111 -82 8.83 58.7 -14.9
## 35506 35508 35509 35511 35515 35525 35528 35529 35530 35531 35536
## Predicted 140.00 139.00 125.1 105.8 116.3 48.1 45.4 42.1 33.9 16.66 -24.1
## cvpred 139.22 138.27 124.4 105.3 115.7 47.7 45.1 41.8 33.7 16.54 -23.9
## pm2.5 137.00 145.00 185.0 205.0 202.0 10.0 10.0 11.0 11.0 10.00 14.0
## CV residual -2.22 6.73 60.6 99.7 86.3 -37.7 -35.1 -30.8 -22.7 -6.54 37.9
## 35537 35545 35546 35550 35551 35557 35558 35561 35562 35568 35570
## Predicted -22.7 3.66 7.20 8.07 5.97 45.4 34.9 38.1 41.4 107.66 108.4
## cvpred -22.5 3.83 7.34 8.15 6.11 44.9 34.5 37.7 40.9 106.81 107.5
## pm2.5 9.0 11.00 10.00 13.00 18.00 23.0 23.0 48.0 66.0 113.00 137.0
## CV residual 31.5 7.17 2.66 4.85 11.89 -21.9 -11.5 10.3 25.1 6.19 29.5
## 35572 35573 35576 35581 35589 35592 35595 35596 35599 35601 35602
## Predicted 122.6 127.2 126.1 63.0 101 121 131 131 136 125.0 129.6
## cvpred 121.6 126.2 125.1 62.4 100 120 130 130 135 124.1 128.7
## pm2.5 190.0 175.0 101.0 117.0 213 264 356 366 294 219.0 221.0
## CV residual 68.4 48.8 -24.1 54.6 113 144 226 236 159 94.9 92.3
## 35603 35605 35606 35608 35609 35611 35618 35619 35624 35625 35627
## Predicted 110 84.9 84.6 83.9 83.6 113 122 126 124 123 98.0
## cvpred 109 84.3 84.1 83.4 83.1 113 121 125 123 123 97.4
## pm2.5 245 240.0 235.0 238.0 243.0 310 312 316 233 241 214.0
## CV residual 136 155.7 150.9 154.6 159.9 197 191 191 110 118 116.6
## 35636 35643 35650 35653 35655 35658 35660 35669 35676 35680 35684
## Predicted 3.37 91.5 38.8 29.9 17.90 35.2 78.4 131 102.0 82.5 108
## cvpred 3.23 90.8 38.4 29.6 17.66 34.7 77.7 130 101.5 82.1 107
## pm2.5 48.00 53.0 15.0 15.0 14.00 16.0 33.0 23 35.0 65.0 88
## CV residual 44.77 -37.8 -23.4 -14.6 -3.66 -18.7 -44.7 -107 -66.5 -17.1 -19
## 35689 35690 35692 35694 35695 35699 35701 35703 35705 35707 35711
## Predicted 137.4 147.2 148 147.1 147.0 127 86.9 64.6 63.6 30.4 5.72
## cvpred 136.7 146.3 147 146.2 146.1 126 86.4 64.4 63.4 30.2 5.47
## pm2.5 122.0 116.0 120 108.0 110.0 149 136.0 161.0 167.0 19.0 10.00
## CV residual -14.7 -30.3 -27 -38.2 -36.1 23 49.6 96.6 103.6 -11.2 4.53
## 35713 35726 35732 35733 35735 35736 35737 35738 35740 35746 35749
## Predicted 44.3 83.2 93.0 99.9 121.9 126.5 126.8 147 147.1 145.6 120.5
## cvpred 43.8 82.8 92.5 99.4 121.3 125.9 126.1 146 146.2 144.8 119.8
## pm2.5 11.0 65.0 70.0 71.0 74.0 86.0 75.0 72 76.0 91.0 132.0
## CV residual -32.8 -17.8 -22.5 -28.4 -47.3 -39.9 -51.1 -74 -70.2 -53.8 12.2
## 35751 35754 35756 35759 35762 35764 35767 35768 35769 35770 35772
## Predicted 111.2 110.4 137 135.6 132.0 127.33 59.9 68.3 82.1 39.5 19.53
## cvpred 110.6 109.9 136 134.8 131.2 126.57 59.4 67.8 81.5 39.1 19.21
## pm2.5 175.0 205.0 241 205.0 217.0 128.00 16.0 6.0 12.0 20.0 16.00
## CV residual 64.4 95.1 105 70.2 85.8 1.43 -43.4 -61.8 -69.5 -19.1 -3.21
## 35781 35782 35784 35786 35789 35791 35793 35797 35798 35802 35803
## Predicted 113.0 126.8 135.1 124 136.1 141.74 145.1 120.0 115 124.3 119.7
## cvpred 112.4 126.1 134.4 124 135.3 140.88 144.3 119.4 114 123.7 119.1
## pm2.5 123.0 142.0 190.0 469 209.0 138.00 130.0 70.0 81 144.0 147.0
## CV residual 10.6 15.9 55.6 345 73.7 -2.88 -14.3 -49.4 -33 20.3 27.9
## 35809 35810 35812 35813 35815 35816 35818 35819 35820 35821 35823
## Predicted 128.7 128.8 128.2 137.3 131.9 121.5 110.3 109.4 114.8 122.8 127.0
## cvpred 128.1 128.2 127.6 136.6 131.3 120.9 109.8 108.9 114.3 122.3 126.4
## pm2.5 183.0 181.0 167.0 171.0 175.0 190.0 187.0 178.0 184.0 152.0 163.0
## CV residual 54.9 52.8 39.4 34.4 43.7 69.1 77.2 69.1 69.7 29.7 36.6
## 35826 35829 35832 35833 35834 35836 35839 35841 35844 35845
## Predicted 133.9 136.5 138.77 138.28 137.42 135.7 146.4 139 16.34 8.64
## cvpred 133.4 135.9 138.22 137.74 136.89 135.2 145.7 138 16.28 8.63
## pm2.5 109.0 118.0 144.00 141.00 144.00 163.0 171.0 152 22.00 15.00
## CV residual -24.4 -17.9 5.78 3.26 7.11 27.8 25.3 14 5.72 6.37
## 35846 35847 35848 35851 35852 35853 35855 35858 35861 35862 35864
## Predicted 1.19 -1.51 -12.6 -15.1 -0.278 -6.26 1.06 4.24 72.0 31.7 28.8
## cvpred 1.22 -1.45 -12.5 -15.2 -0.660 -6.61 0.67 3.80 71.4 31.1 28.2
## pm2.5 13.00 13.00 12.0 9.0 8.000 9.00 9.00 8.00 6.0 6.0 5.0
## CV residual 11.78 14.45 24.5 24.2 8.660 15.61 8.33 4.20 -65.4 -25.1 -23.2
## 35867 35868 35870 35876 35880 35882 35886 35887 35888 35892 35897
## Predicted 10.90 -0.821 -28.2 4.27 34.9 42.3 42.0 40.6 39.0 2.86 2.46
## cvpred 10.49 -1.165 -28.4 3.88 34.2 41.7 41.3 39.9 38.4 2.45 1.96
## pm2.5 4.00 4.000 6.0 6.00 16.0 7.0 6.0 7.0 10.0 12.00 7.00
## CV residual -6.49 5.165 34.4 2.12 -18.2 -34.7 -35.3 -32.9 -28.4 9.55 5.04
## 35899 35900 35907 35908 35909 35910 35911 35914 35922 35923
## Predicted 39.6 63.1 76.97 81.9 91.6 92.2 111.8 95.256 101.21 110.49
## cvpred 39.0 62.3 76.17 81.0 90.7 91.3 110.7 94.389 100.59 109.82
## pm2.5 17.0 50.0 69.00 62.0 73.0 115.0 155.0 94.000 104.00 101.00
## CV residual -22.0 -12.3 -7.17 -19.0 -17.7 23.7 44.3 -0.389 3.41 -8.82
## 35924 35927 35928 35930 35931 35941 35943 35946 35949 35953 35955
## Predicted 115.4 129.0 133.72 134.0 133.7 90.0 80.0 84.9 105 138.2 136.4
## cvpred 114.7 128.3 132.84 133.1 132.8 89.4 79.5 84.3 104 137.4 135.7
## pm2.5 92.0 111.0 125.00 151.0 204.0 136.0 122.0 108.0 130 91.0 101.0
## CV residual -22.7 -17.3 -7.84 17.9 71.2 46.6 42.5 23.7 26 -46.4 -34.7
## 35956 35957 35958 35959 35960 35967 35968 35970 35974 35977 35979
## Predicted 131.6 127.4 122.19 125.47 138.3 138.9 137.6 136.6 139.1 137.2 135.9
## cvpred 130.8 126.7 121.46 124.75 137.5 138.1 136.9 135.9 138.4 136.5 135.2
## pm2.5 105.0 110.0 112.00 119.00 100.0 89.0 90.0 100.0 106.0 106.0 94.0
## CV residual -25.8 -16.7 -9.46 -5.75 -37.5 -49.1 -46.9 -35.9 -32.4 -30.5 -41.2
## 35982 35983 35984 35993 35994 35999 36002 36008 36010 36012 36015
## Predicted 150.5 155 150.3 78.8 82.4 92.3 89.0 86.7 78.9 56.4 42.3
## cvpred 149.6 154 149.4 78.3 81.9 91.5 88.2 86.0 78.3 55.9 42.0
## pm2.5 133.0 132 147.0 9.0 7.0 10.0 13.0 11.0 16.0 17.0 12.0
## CV residual -16.6 -22 -2.4 -69.3 -74.9 -81.5 -75.2 -75.0 -62.3 -38.9 -30.0
## 36018 36025 36026 36027 36032 36037 36040 36043 36044 36050 36052
## Predicted 69.0 116 106.2 109.7 130 74.4 72.7 88.7 97.4 141.8 152.5
## cvpred 68.3 115 105.3 108.8 129 73.7 72.1 88.0 96.6 140.8 151.3
## pm2.5 11.0 11 12.0 9.0 7 18.0 26.0 34.0 42.0 76.0 120.0
## CV residual -57.3 -104 -93.3 -99.8 -122 -55.7 -46.1 -54.0 -54.6 -64.8 -31.3
## 36053 36066 36067 36070 36073 36076 36080 36091 36092 36095 36113
## Predicted 148.0 83.3 96.7 133.7 145 145.0 130.06 65.0 86.6 112.9 96.8
## cvpred 146.8 82.7 96.1 132.8 144 143.9 129.16 64.5 86.0 112.2 96.4
## pm2.5 121.0 135.0 188.0 204.0 220 241.0 136.00 162.0 237.0 150.0 200.0
## CV residual -25.8 52.3 91.9 71.2 76 97.1 6.84 97.5 151.0 37.8 103.6
## 36114 36115 36116 36121 36122 36124 36129 36136 36137 36138 36141
## Predicted 96.3 96.6 123 136 143 148 153 111 106 111 140
## cvpred 95.9 96.1 122 135 142 147 152 110 106 110 140
## pm2.5 197.0 220.0 236 263 262 276 222 272 307 323 362
## CV residual 101.1 123.9 114 128 120 129 70 162 201 213 222
## 36142 36143 36145 36146 36147 36149 36156 36158 36164 36166 36172
## Predicted 146 146 152 152 152 151 120 109 135 146 149
## cvpred 145 146 151 151 151 150 120 109 134 145 148
## pm2.5 487 436 579 649 457 408 277 327 347 351 376
## CV residual 342 290 428 498 306 258 157 218 213 206 228
## 36175 36187 36188 36192 36195 36199 36205 36206 36208 36209 36210
## Predicted 141 101.9 106 118.2 129.36 136.6 63.3 53.3 47.5 46.7 50.9
## cvpred 140 101.4 105 117.6 128.68 135.8 62.8 52.9 47.2 46.3 50.6
## pm2.5 345 169.0 242 216.0 136.00 46.0 88.0 75.0 79.0 67.0 73.0
## CV residual 205 67.6 137 98.4 7.32 -89.8 25.2 22.1 31.8 20.7 22.4
## 36215 36230 36231 36233 36243 36245 36246 36252 36254 36257 36261
## Predicted 94.4 91.0 89.9 88.0 128.08 138.3 143.6 77.3 60.5 51.3 113.4
## cvpred 93.8 90.5 89.5 87.5 127.28 137.5 142.7 76.8 60.1 50.9 112.7
## pm2.5 59.0 63.0 63.0 64.0 125.00 120.0 122.0 58.0 19.0 14.0 39.0
## CV residual -34.8 -27.5 -26.5 -23.5 -2.28 -17.5 -20.7 -18.8 -41.1 -36.9 -73.7
## 36262 36266 36267 36273 36282 36283 36285 36289 36294 36297 36303
## Predicted 113.3 137.2 142 148.5 132 137 137 155 156 149 114
## cvpred 112.6 136.4 141 147.7 131 136 136 154 155 148 114
## pm2.5 89.0 156.0 152 184.0 347 384 400 400 335 324 328
## CV residual -23.6 19.6 11 36.3 216 248 264 246 180 176 214
## 36308 36309 36310 36312 36316 36317 36318 36322 36329 36332 36344
## Predicted 129 140 140 140 137 133 132 114 111 133 129
## cvpred 129 139 139 139 137 132 131 114 110 132 128
## pm2.5 340 346 330 353 340 327 295 350 350 341 240
## CV residual 211 207 191 214 203 195 164 236 240 209 112
## 36348 36349 36352 36357 36358 36359 36360 36362 36363 36366 36367
## Predicted 124 124 118 134 128 128 128 129 129 128 132
## cvpred 124 123 118 133 128 127 127 128 128 127 132
## pm2.5 266 270 316 358 358 357 362 323 339 341 344
## CV residual 142 147 198 225 230 230 235 195 211 214 212
## 36368 36369 36370 36372 36374 36376 36377 36380 36382 36386 36389
## Predicted 132 129 123 113 103 103 102 118 129 144 149
## cvpred 131 128 123 113 103 102 102 118 128 143 148
## pm2.5 335 329 323 341 356 366 358 387 343 394 485
## CV residual 204 201 200 228 253 264 256 269 215 251 337
## 36392 36394 36398 36402 36406 36411 36414 36415 36416 36418 36421
## Predicted 147 131 107 102 133 138 137 143 143 131 125
## cvpred 147 130 106 101 132 138 136 143 143 131 124
## pm2.5 418 371 397 462 523 534 474 478 496 526 551
## CV residual 271 241 291 361 391 396 338 335 353 395 427
## 36426 36431 36432 36439 36444 36447 36448 36452 36456 36457 36459
## Predicted 114 138.3 137 59.9 32.8 41.1 30.3 75.4 94.7 118.3 138.6
## cvpred 113 137.8 137 59.6 32.7 40.8 30.1 74.8 94.0 117.6 137.9
## pm2.5 446 43.0 27 13.0 13.0 12.0 14.0 19.0 53.0 42.0 130.0
## CV residual 333 -94.8 -110 -46.6 -19.7 -28.8 -16.1 -55.8 -41.0 -75.6 -7.9
## 36463 36468 36469 36473 36474 36476 36477 36478 36481 36482 36484
## Predicted 144.6 124 108.59 90.4 90.4 108.82 120.0 130.0 134.1 140 144.6
## cvpred 143.8 123 108.07 90.0 90.0 108.33 119.4 129.3 133.4 139 143.8
## pm2.5 48.0 98 106.00 96.0 84.0 116.00 158.0 171.0 168.0 188 210.0
## CV residual -95.8 -25 -2.07 6.0 -6.0 7.67 38.6 41.7 34.6 49 66.2
## 36485 36493 36495 36497 36498 36503 36505 36509 36512 36514
## Predicted 145.4 -1.07 -12.3 -20.8 -14.2 39.8 117.85 143.87 134.61 116.1
## cvpred 144.6 -1.11 -12.3 -20.8 -14.2 39.6 117.29 143.13 133.89 115.4
## pm2.5 180.0 14.00 12.0 10.0 14.0 93.0 125.00 135.00 128.00 146.0
## CV residual 35.4 15.11 24.3 30.8 28.2 53.4 7.71 -8.13 -5.89 30.6
## 36521 36523 36524 36525 36526 36527 36529 36538 36540 36541 36545
## Predicted 44.9 67.1 91.4 90.0 102.1 116 130 143 128 119 110
## cvpred 44.7 66.8 91.0 89.6 101.7 116 129 143 128 118 110
## pm2.5 137.0 144.0 159.0 166.0 183.0 228 306 246 284 260 271
## CV residual 92.3 77.2 68.0 76.4 81.3 112 177 103 156 142 161
## 36551 36552 36554 36559 36560 36564 36565 36568 36574 36576 36580
## Predicted 125 114 103 130 121 2.37 9.93 -27.9 20.4 31.4 65.6
## cvpred 124 114 103 130 120 2.27 9.80 -27.9 20.2 31.1 65.2
## pm2.5 238 255 255 3 4 13.00 8.00 11.0 9.0 7.0 18.0
## CV residual 114 141 152 -127 -116 10.73 -1.80 38.9 -11.2 -24.1 -47.2
## 36582 36588 36590 36593 36594 36598 36602 36605 36606 36608 36611
## Predicted 121 29.4 7.17 6.77 9.19 38.2 22.4 47.7 79.6 85.0 20.53
## cvpred 120 29.1 6.98 6.63 9.07 37.8 22.0 47.2 78.9 84.2 20.16
## pm2.5 12 18.0 23.00 26.00 32.00 49.0 11.0 9.0 9.0 16.0 16.00
## CV residual -108 -11.1 16.02 19.37 22.93 11.2 -11.0 -38.2 -69.9 -68.2 -4.16
## 36613 36619 36622 36623 36624 36625 36626 36627 36632 36633 36636
## Predicted -2.53 -18.1 27.2 36.62 75.2 91.7 100.3 113.7 148.4 116.3 20.1
## cvpred -2.79 -18.2 26.9 36.18 74.7 91.1 99.8 113.1 147.4 115.7 19.8
## pm2.5 13.00 17.0 41.0 41.00 53.0 67.0 70.0 84.0 97.0 86.0 40.0
## CV residual 15.79 35.2 14.1 4.82 -21.7 -24.1 -29.8 -29.1 -50.4 -29.7 20.2
## 36638 36639 36643 36644 36645 36650 36651 36655 36661 36662 36666
## Predicted 4.99 5.24 18.8 27.8 31.1 91.9 95.8 134.81 103 88.5 71.2
## cvpred 4.79 5.03 18.5 27.5 30.8 91.4 95.3 134.16 102 88.2 71.0
## pm2.5 21.00 14.00 40.0 38.0 41.0 144.0 133.0 141.00 205 201.0 187.0
## CV residual 16.21 8.97 21.5 10.5 10.2 52.6 37.7 6.84 103 112.8 116.0
## 36677 36680 36681 36684 36693 36697 36702 36704 36706 36710 36711
## Predicted 128.1 130.97 130.0 86.3 71.0 123.7 137.4 140.6 120.5 94.79 80.1
## cvpred 127.3 130.24 129.3 85.9 70.7 123.1 136.5 139.8 119.8 94.38 79.8
## pm2.5 55.0 122.00 114.0 130.0 91.0 55.0 63.0 74.0 81.0 99.00 102.0
## CV residual -72.3 -8.24 -15.3 44.1 20.3 -68.1 -73.5 -65.8 -38.8 4.62 22.2
## 36713 36716 36720 36724 36725 36731 36734 36735 36737 36741 36745
## Predicted 74.6 96.6 124 138 148 90.7 77.1 77.1 62.5 42.9 68.7
## cvpred 74.4 96.2 123 138 147 90.4 77.0 77.0 62.4 42.8 68.4
## pm2.5 121.0 145.0 195 257 267 269.0 234.0 214.0 220.0 13.0 10.0
## CV residual 46.6 48.8 72 119 120 178.6 157.0 137.0 157.6 -29.8 -58.4
## 36748 36754 36757 36761 36762 36766 36770 36772 36773 36775
## Predicted 85.4 24.0 7.88 -0.647 -0.033 66.6 47.7 61.4 77.6 82.7
## cvpred 85.0 23.8 7.75 -0.768 -0.160 66.1 47.2 60.8 77.0 82.1
## pm2.5 13.0 11.0 11.00 13.000 13.000 35.0 18.0 20.0 14.0 18.0
## CV residual -72.0 -12.8 3.25 13.768 13.160 -31.1 -29.2 -40.8 -63.0 -64.1
## 36779 36781 36783 36784 36791 36793 36795 36796 36802 36808 36811
## Predicted 19.002 -1.03 -2.15 -3.50 39.8 -5.31 0.407 8.33 -14.6 -19.9 -10.8
## cvpred 18.773 -1.11 -2.19 -3.52 39.6 -5.38 0.328 8.22 -14.4 -19.7 -10.6
## pm2.5 19.000 15.00 14.00 18.00 22.0 24.00 11.000 13.00 12.0 22.0 30.0
## CV residual 0.227 16.11 16.19 21.52 -17.6 29.38 10.672 4.78 26.4 41.7 40.6
## 36823 36827 36828 36831 36832 36838 36841 36842 36844 36847 36849
## Predicted 116.3 55.8 41.7 -3.39 -9.38 58.3 65.5 61.4 80.9 75.8 70.2
## cvpred 115.7 55.7 41.6 -3.13 -9.07 58.3 65.4 61.3 80.5 75.4 70.0
## pm2.5 87.0 88.0 91.0 109.00 123.00 168.0 205.0 188.0 137.0 121.0 83.0
## CV residual -28.7 32.3 49.4 112.13 132.07 109.7 139.6 126.7 56.5 45.6 13.0
## 36850 36851 36855 36860 36864 36867 36871 36874 36878 36881 36882
## Predicted 50.5 41.3 23.4 60.4 92.8 122.6 122.6 85.2 10.1 -12.4 -9.98
## cvpred 50.3 41.2 23.6 60.4 92.5 122.1 122.1 85.0 10.4 -11.9 -9.52
## pm2.5 78.0 77.0 91.0 151.0 150.0 144.0 152.0 181.0 40.0 27.0 27.00
## CV residual 27.7 35.8 67.4 90.6 57.5 21.9 29.9 96.0 29.6 38.9 36.52
## 36883 36885 36886 36888 36890 36891 36893 36897 36901 36905 36906
## Predicted 1.61 -2.06 5.87 3.06 30.41 35.8 48.5 39.0 49.66 52.7 55.8
## cvpred 2.00 -1.65 6.24 3.43 30.58 35.8 48.4 38.9 49.69 52.7 55.9
## pm2.5 22.00 21.00 26.00 23.00 21.00 21.0 15.0 20.0 52.00 76.0 66.0
## CV residual 20.00 22.65 19.76 19.57 -9.58 -14.8 -33.4 -18.9 2.31 23.3 10.1
## 36907 36909 36913 36917 36920 36921 36928 36929 36936 36939 36942
## Predicted 55.00 54 57.7 104.3 98.68 94.28 76.0201 80.3 33.4 39.4 40.0
## cvpred 55.01 54 57.6 103.8 98.27 93.91 75.9084 80.1 33.3 39.2 39.8
## pm2.5 60.00 61 34.0 73.0 90.00 92.00 76.0000 66.0 14.0 5.0 10.0
## CV residual 4.99 7 -23.6 -30.8 -8.27 -1.91 0.0916 -14.1 -19.3 -34.2 -29.8
## 36943 36946 36951 36952 36953 36954 36957 36960 36964 36966 36970
## Predicted 38.6 8.43 -6.03 -6.52 -6.64 -6.03 37.7 62.8 30.4 68.6 27.17
## cvpred 38.5 8.57 -5.84 -6.33 -6.45 -5.84 37.6 62.6 30.3 68.2 27.16
## pm2.5 9.0 11.00 13.00 9.00 7.00 9.00 18.0 7.0 12.0 17.0 19.00
## CV residual -29.5 2.43 18.84 15.33 13.45 14.84 -19.6 -55.6 -18.3 -51.2 -8.16
## 36980 36982 36984 36988 36997 37001 37013 37015 37019 37021 37024
## Predicted 11.4 23.6 14.4 90.3 -40.8 -39.9 94.3 113.3 70.5 32.3 32.7
## cvpred 11.5 23.7 14.6 89.9 -40.4 -39.4 93.9 112.8 70.5 32.5 32.9
## pm2.5 40.0 54.0 67.0 75.0 37.0 11.0 136.0 150.0 191.0 128.0 145.0
## CV residual 28.5 30.3 52.4 -14.9 77.4 50.4 42.1 37.2 120.5 95.5 112.1
## 37025 37026 37027 37030 37032 37033 37034 37036 37037 37042 37044
## Predicted 35.9 44.1 52.5 73.9 91.9 105 121 125 130 109 87.8
## cvpred 36.2 44.3 52.7 73.9 91.8 105 121 125 130 109 87.7
## pm2.5 156.0 160.0 165.0 152.0 249.0 247 248 261 257 271 280.0
## CV residual 119.8 115.7 112.3 78.1 157.2 142 127 136 127 162 192.3
## 37046 37047 37049 37053 37054 37059 37060 37061 37063 37065 37068
## Predicted 61.9 55.9 52.2 64.1 93.1 124 124 125 129 96.4 58.7
## cvpred 62.0 56.1 52.5 64.2 93.1 124 124 124 128 96.2 58.9
## pm2.5 277.0 249.0 192.0 199.0 225.0 326 324 320 250 232.0 235.0
## CV residual 215.0 192.9 139.5 134.8 131.9 202 200 196 122 135.8 176.1
## 37069 37071 37077 37078 37080 37083 37084 37085 37087 37088 37090
## Predicted 62.4 47.2 92.1 106.5 116.8 122 122 127 136 136 123
## cvpred 62.5 47.5 92.2 106.5 116.6 122 122 127 136 135 123
## pm2.5 226.0 229.0 152.0 147.0 181.0 226 248 269 311 300 330
## CV residual 163.5 181.5 59.8 40.5 64.4 104 126 142 175 165 207
## 37094 37100 37104 37109 37111 37112 37114 37117 37119 37121 37130
## Predicted 83.1 89.3 125 136 130 134 118 102 77.8 83.90 116.6
## cvpred 83.2 89.4 125 136 130 134 118 102 77.8 83.85 116.4
## pm2.5 327.0 336.0 414 413 389 349 336 444 115.0 82.00 153.0
## CV residual 243.8 246.6 289 277 259 215 218 342 37.2 -1.85 36.6
## 37132 37133 37136 37140 37143 37144 37146 37147 37148 37152 37155
## Predicted 116.8 121 132.5 105.4 60.13 64.6 76.3 85.8 99.5 129.2 139.9
## cvpred 116.6 121 132.3 105.4 60.41 64.9 76.6 85.9 99.6 129.1 139.6
## pm2.5 154.0 191 193.0 138.0 53.00 52.0 100.0 142.0 140.0 224.0 65.0
## CV residual 37.4 70 60.7 32.6 -7.41 -12.9 23.4 56.1 40.4 94.9 -74.6
## 37157 37162 37166 37169 37175 37176 37178 37181 37184 37185 37187
## Predicted 137 63.4 48.5 29.44 74.4 79.3 117.3 113.7 113.3 78.9 38.37
## cvpred 137 63.5 48.7 29.77 74.4 79.2 117.1 113.4 113.1 78.9 38.59
## pm2.5 16 25.0 23.0 23.00 59.0 50.0 58.0 51.0 44.0 44.0 30.00
## CV residual -121 -38.5 -25.7 -6.77 -15.4 -29.2 -59.1 -62.4 -69.1 -34.9 -8.59
## 37189 37192 37196 37197 37198 37202 37203 37208 37210 37215 37220
## Predicted -2.00 -14.1 -4.07 9.48 -1.145 60.9 59.8 89.6 96.1 61.1 103.2
## cvpred -1.59 -13.6 -3.67 9.79 -0.764 61.0 60.0 89.6 96.0 61.4 103.2
## pm2.5 21.00 9.0 21.00 24.00 27.000 106.0 137.0 147.0 199.0 235.0 70.0
## CV residual 22.59 22.6 24.67 14.21 27.764 45.0 77.0 57.4 103.0 173.6 -33.2
## 37222 37223 37227 37228 37231 37235 37236 37239 37241 37242 37243
## Predicted 121.4 116.2 140.6 140 143.3 99.7 79.7 19.6 8.70 7.10 20.7
## cvpred 121.3 116.1 140.3 140 142.8 99.7 79.8 19.9 9.12 7.54 21.0
## pm2.5 118.0 143.0 174.0 177 196.0 199.0 168.0 94.0 52.00 64.00 48.0
## CV residual -3.3 26.9 33.7 37 53.2 99.3 88.2 74.1 42.88 56.46 27.0
## 37248 37249 37250 37253 37254 37258 37261 37267 37269 37276
## Predicted 97.1 97.06 106.33 122.72 121.73 89.7 28.5 57.3 66.7 104.6
## cvpred 97.0 96.99 106.21 122.43 121.48 89.7 28.9 57.4 66.7 104.3
## pm2.5 80.0 95.00 99.00 121.00 113.00 163.0 84.0 116.0 97.0 52.0
## CV residual -17.0 -1.99 -7.21 -1.43 -8.48 73.3 55.1 58.6 30.3 -52.3
## 37277 37278 37281 37286 37287 37288 37289 37292 37293 37299 37305
## Predicted 100.8 33.4 15.58 -75.8 -60.7 -57.6 -58.8 -34.0 6.50 81.0 88.4
## cvpred 100.5 33.3 15.61 -75.3 -60.4 -57.3 -58.5 -33.9 6.45 80.7 88.1
## pm2.5 52.0 53.0 9.00 11.0 12.0 14.0 9.0 19.0 18.00 28.0 59.0
## CV residual -48.5 19.7 -6.61 86.3 72.4 71.3 67.5 52.9 11.55 -52.7 -29.1
## 37306 37311 37314 37315 37318 37328 37329 37335 37337 37339 37340
## Predicted 73.3 -21.8 -19.5 -37.5 2.64 96.9 54.5 -11.0 -16.2 -4.22 17.1
## cvpred 73.1 -21.3 -19.1 -37.2 2.73 96.6 54.4 -10.8 -15.9 -4.01 17.3
## pm2.5 60.0 29.0 11.0 16.0 14.00 49.0 16.0 6.0 10.0 25.00 30.0
## CV residual -13.1 50.3 30.1 53.2 11.27 -47.6 -38.4 16.8 25.9 29.01 12.7
## 37347 37349 37358 37359 37360 37362 37363 37367 37368 37369 37375
## Predicted 113.1 132.1 -34.9 -37.2 -38.8 -24.1 -11.0 25.0 29.0 75.9 119
## cvpred 112.6 131.5 -34.4 -36.7 -38.3 -23.6 -10.6 25.4 29.4 75.8 119
## pm2.5 64.0 61.0 33.0 32.0 41.0 45.0 45.0 58.0 65.0 54.0 87
## CV residual -48.6 -70.5 67.4 68.7 79.3 68.6 55.6 32.6 35.6 -21.8 -32
## 37376 37380 37387 37389 37394 37399 37400 37409 37412 37416 37421
## Predicted 113.7 53.1 26.8 73.4 109.7 137 132.2 24.0 54.4 75.9 100.6
## cvpred 113.4 53.3 27.1 73.4 109.6 137 131.9 24.5 54.7 76.0 100.7
## pm2.5 93.0 97.0 98.0 111.0 194.0 174 171.0 158.0 151.0 138.0 147.0
## CV residual -20.4 43.7 70.9 37.6 84.4 37 39.1 133.5 96.3 62.0 46.3
## 37422 37425 37428 37430 37431 37432 37433 37436 37437 37438 37439
## Predicted 105.3 117.7 34.5 -35.6 -20.5 -21.7 -22.9 31.6 31.5 22.1 40.7
## cvpred 105.3 117.7 34.9 -34.9 -19.8 -21.1 -22.3 32.0 31.8 22.4 40.9
## pm2.5 151.0 182.0 133.0 60.0 49.0 62.0 56.0 80.0 580.0 217.0 159.0
## CV residual 45.7 64.3 98.1 94.9 68.8 83.1 78.3 48.0 548.2 194.6 118.1
## 37445 37458 37459 37460 37461 37463 37466 37468 37470 37472 37474
## Predicted 93.2 36.2 39.8 54.2 84.7 88.5 79 82.8 77.09 76.635 89.0
## cvpred 93.1 36.3 39.9 54.2 84.6 88.5 79 82.7 77.01 76.516 88.9
## pm2.5 111.0 62.0 64.0 66.0 63.0 72.0 67 71.0 69.00 76.000 46.0
## CV residual 17.9 25.7 24.1 11.8 -21.6 -16.5 -12 -11.7 -8.01 -0.516 -42.9
## 37481 37483 37484 37485 37487 37491 37493 37494 37495 37501
## Predicted 46.23 50.01 59.037 68.0637 76.6 119.6 120.34 129.48 130.1 40.1
## cvpred 46.31 50.07 59.047 68.0279 76.5 119.2 119.94 129.06 129.6 40.3
## pm2.5 39.00 59.00 60.000 68.0000 103.0 88.0 118.00 128.00 143.0 114.0
## CV residual -7.31 8.93 0.953 -0.0279 26.5 -31.2 -1.94 -1.06 13.4 73.7
## 37502 37505 37506 37510 37511 37512 37513 37516 37517 37519 37522
## Predicted 20.7 26.4 25.3 67.7 71.9 90.5 99.5 118.1 123.2 128.6 105.8
## cvpred 21.0 26.7 25.6 67.7 71.9 90.4 99.4 117.8 122.9 128.2 105.7
## pm2.5 88.0 89.0 91.0 110.0 120.0 155.0 120.0 142.0 144.0 151.0 173.0
## CV residual 67.0 62.3 65.4 42.3 48.1 64.6 20.6 24.2 21.1 22.8 67.3
## 37524 37525 37527 37528 37529 37532 37534 37536 37543 37549 37552
## Predicted 80.7 64.9 48.0 41.8 40.7 67.6 80.2 98.3 136 86.7 66.8
## cvpred 80.8 65.1 48.4 42.2 41.1 67.8 80.4 98.4 136 86.9 67.1
## pm2.5 188.0 175.0 162.0 157.0 147.0 134.0 158.0 231.0 255 280.0 225.0
## CV residual 107.2 109.9 113.6 114.8 105.9 66.2 77.6 132.6 119 193.1 157.9
## 37558 37561 37562 37569 37577 37581 37583 37585 37588 37589 37592
## Predicted 101 108.7 113.2 107.71 28.1 31.5 39.3 84.7 80.0 89.4 102.7
## cvpred 101 108.7 113.2 107.75 28.4 31.8 39.5 84.6 79.9 89.3 102.5
## pm2.5 274 56.0 55.0 105.00 48.0 47.0 65.0 39.0 54.0 69.0 45.0
## CV residual 173 -52.7 -58.2 -2.75 19.6 15.2 25.5 -45.6 -25.9 -20.3 -57.5
## 37593 37597 37601 37606 37608 37617 37619 37621 37623 37624 37627
## Predicted 92.7 37.1 18.5 59.0 69.8 135.1 133.8 126.9 104.08 112.8 121
## cvpred 92.6 37.2 18.8 59.1 69.8 134.9 133.5 126.7 104.08 112.8 121
## pm2.5 44.0 51.0 57.0 84.0 134.0 110.0 105.0 106.0 102.00 101.0 131
## CV residual -48.6 13.8 38.2 24.9 64.2 -24.9 -28.5 -20.7 -2.08 -11.8 10
## 37632 37642 37644 37645 37646 37648 37649 37652 37661 37662 37668
## Predicted 123.3 121.4 105.2 110.2 105.0 103.3 102.2 92.4 116.1 125.6 76
## cvpred 123.3 121.4 105.4 110.3 105.1 103.4 102.3 92.4 115.9 125.4 76
## pm2.5 151.0 171.0 193.0 170.0 167.0 158.0 176.0 129.0 75.0 64.0 56
## CV residual 27.7 49.6 87.6 59.7 61.9 54.6 73.7 36.6 -40.9 -61.4 -20
## 37670 37671 37675 37676 37681 37686 37687 37688 37691 37692 37694
## Predicted 88.5 95.9 90.8 104.6 141.8 148.1 146.5 134.4 83.1 68.4 48.9
## cvpred 88.5 95.9 90.8 104.5 141.4 147.6 146.1 134.1 83.2 68.5 49.0
## pm2.5 48.0 40.0 52.0 55.0 95.0 128.0 121.0 84.0 52.0 30.0 22.0
## CV residual -40.5 -55.9 -38.8 -49.5 -46.4 -19.6 -25.1 -50.1 -31.2 -38.5 -27.0
## 37695 37698 37699 37706 37713 37714 37718 37722 37725 37726 37728
## Predicted 43.0 41.38 63.4 131.6 92.4 68.3 19.17 22.9 43.8 72.9 106.6
## cvpred 43.2 41.67 63.6 131.3 92.4 68.3 19.59 23.4 44.1 73.0 106.5
## pm2.5 17.0 43.00 49.0 90.0 48.0 45.0 26.00 44.0 36.0 43.0 68.0
## CV residual -26.2 1.33 -14.6 -41.3 -44.4 -23.3 6.41 20.6 -8.1 -30.0 -38.5
## 37732 37733 37734 37737 37745 37748 37752 37754 37755 37756 37757
## Predicted 131.8 132.3 131.8 70.6 25.9 45.8 81.1 92.8 96.78 100.06 104.71
## cvpred 131.4 131.9 131.4 70.6 26.5 46.2 81.3 92.9 96.95 100.23 104.84
## pm2.5 102.0 66.0 65.0 104.0 55.0 66.0 64.0 81.0 88.00 98.00 99.00
## CV residual -29.4 -65.9 -66.4 33.4 28.5 19.8 -17.3 -11.9 -8.95 -2.23 -5.84
## 37759 37765 37766 37767 37768 37770 37771 37772 37773 37779
## Predicted 112.87 75.5 74.2 68.0 57.1 54.5 53.4 65.4 101.464 112.6
## cvpred 112.97 76.0 74.7 68.5 57.7 55.2 54.1 66.0 101.584 112.6
## pm2.5 108.00 174.0 185.0 168.0 154.0 139.0 126.0 98.0 101.000 84.0
## CV residual -4.97 98.0 110.3 99.5 96.3 83.8 71.9 32.0 -0.584 -28.6
## 37781 37785 37786 37787 37789 37792 37795 37796 37803 37808 37810
## Predicted 121 112.786 106.8 101.2 105.2 87.0 79.6 88.2 118.0 122.4 100.1
## cvpred 121 112.857 106.9 101.3 105.4 87.3 79.9 88.5 117.9 122.3 100.2
## pm2.5 91 112.000 119.0 122.0 121.0 136.0 105.0 100.0 143.0 124.0 156.0
## CV residual -30 -0.857 12.1 20.7 15.6 48.7 25.1 11.5 25.1 1.7 55.8
## 37812 37814 37815 37818 37821 37822 37826 37828 37829 37831 37839
## Predicted 90.6 74.8 70.7 61.9 78.8 86.1 147 141 136 129 56.2
## cvpred 90.8 75.2 71.1 62.3 79.0 86.3 147 141 136 129 56.5
## pm2.5 167.0 177.0 131.0 96.0 101.0 104.0 30 21 25 28 52.0
## CV residual 76.2 101.8 59.9 33.7 22.0 17.7 -117 -120 -111 -101 -4.5
## 37841 37844 37845 37846 37848 37849 37850 37857 37860 37865 37866
## Predicted 60.4 104.7 108.9 117.6 138.0 138 143 109.2 43.91 33.1 59.3
## cvpred 60.6 104.7 108.9 117.6 137.8 138 143 109.2 44.25 33.4 59.6
## pm2.5 42.0 48.0 59.0 48.0 41.0 36 41 54.0 39.00 55.0 77.0
## CV residual -18.6 -56.7 -49.9 -69.6 -96.8 -102 -102 -55.2 -5.25 21.6 17.4
## 37867 37868 37872 37873 37875 37878 37882 37884 37889 37890
## Predicted 63.5 67.33 110.75 106.3 134.4 139 89.4 64.8 26.8 32.0
## cvpred 63.8 67.56 110.77 106.3 134.1 139 89.6 65.0 27.3 32.4
## pm2.5 135.0 76.00 106.00 48.0 39.0 73 106.0 101.0 42.0 49.0
## CV residual 71.2 8.44 -4.77 -58.3 -95.1 -66 16.4 36.0 14.7 16.6
## 37893 37896 37900 37902 37908 37912 37914 37916 37919 37920
## Predicted 66.7284 119.0 108.99 126.5 65.3 37.9 36.2 57.1 78.9 88.6
## cvpred 66.9345 118.9 108.89 126.2 65.5 38.4 36.6 57.5 79.1 88.8
## pm2.5 67.0000 86.0 105.00 91.0 132.0 106.0 98.0 90.0 99.0 102.0
## CV residual 0.0655 -32.9 -3.89 -35.2 66.5 67.6 61.4 32.5 19.9 13.2
## 37921 37926 37927 37929 37938 37941 37944 37951 37952 37954 37955
## Predicted 97.7 133.4 138 112.3 50.9 82.98 84.06 119.1 112.7 96.0 108.6
## cvpred 97.8 133.2 138 112.4 51.4 83.28 84.39 119.2 112.9 96.3 108.8
## pm2.5 103.0 100.0 111 146.0 153.0 91.00 87.00 135.0 135.0 162.0 155.0
## CV residual 5.2 -33.2 -27 33.6 101.6 7.72 2.61 15.8 22.1 65.7 46.2
## 37956 37958 37959 37960 37961 37962 37964 37972 37975 37980 37981
## Predicted 97.2 89.6 78.8 73.0 61.6 61.8 87.5 60.6 48.9 -24.8 -35.7
## cvpred 97.5 90.0 79.2 73.5 62.1 62.1 87.7 60.8 49.1 -24.0 -34.8
## pm2.5 143.0 158.0 202.0 143.0 147.0 136.0 68.0 28.0 25.0 50.0 50.0
## CV residual 45.5 68.0 122.8 69.5 84.9 73.9 -19.7 -32.8 -24.1 74.0 84.8
## 37982 37984 37985 37988 37991 37994 37995 38000 38002 38004 38006
## Predicted -34.7 -32.5 -13.1 19.01 77.2 135.9 132.0 125.4 90.2 63.5 31.8
## cvpred -33.8 -31.6 -12.2 19.73 77.2 135.6 131.7 125.1 90.2 63.8 32.2
## pm2.5 60.0 49.0 37.0 17.00 27.0 55.0 48.0 88.0 122.0 116.0 113.0
## CV residual 93.8 80.6 49.2 -2.73 -50.2 -80.6 -83.7 -37.1 31.8 52.2 80.8
## 38007 38008 38009 38011 38012 38020 38024 38037 38039 38040
## Predicted 49.6 38.7 13.4 0.0443 1.87 38.2 26.0 -39.7 53.72 49.0
## cvpred 50.0 39.0 13.9 0.4348 2.25 38.4 26.4 -38.8 53.67 48.9
## pm2.5 90.0 59.0 66.0 104.0000 117.00 50.0 51.0 31.0 46.00 98.0
## CV residual 40.0 20.0 52.1 103.5652 114.75 11.6 24.6 69.8 -7.67 49.1
## 38044 38046 38048 38061 38062 38068 38070 38076 38078 38081 38084
## Predicted 116.7 112.0 85.4 60.5 64.8 107.5 113.7 76.5 74.8 82.0 98.95
## cvpred 116.3 111.5 85.2 60.5 64.8 107.2 113.4 76.6 75.0 82.1 98.99
## pm2.5 85.0 48.0 44.0 38.0 34.0 72.0 75.0 95.0 123.0 110.0 108.00
## CV residual -31.3 -63.5 -41.2 -22.5 -30.8 -35.2 -38.4 18.4 48.0 27.9 9.01
## 38085 38088 38089 38093 38094 38097 38098 38100 38102 38104
## Predicted 108.5 113.2 118.98 139.27 139.27 102.5 68.2 32.9 1.31 -18.1
## cvpred 108.5 113.2 118.88 138.99 138.99 102.5 68.4 33.3 1.88 -17.4
## pm2.5 120.0 133.0 124.00 132.00 135.00 148.0 140.0 85.0 114.00 111.0
## CV residual 11.5 19.8 5.12 -6.99 -3.99 45.5 71.6 51.7 112.12 128.4
## 38109 38110 38112 38113 38117 38120 38122 38125 38128 38129 38135
## Predicted 47.8 55.1 123 138.8 147.4 142.40 112.1 77.8 60.10 58.5 77.3
## cvpred 48.0 55.2 123 138.5 147.1 142.19 112.1 78.0 60.43 58.9 77.5
## pm2.5 23.0 24.0 63 84.0 125.0 136.00 95.0 61.0 62.00 79.0 55.0
## CV residual -25.0 -31.2 -60 -54.5 -22.1 -6.19 -17.1 -17.0 1.57 20.1 -22.5
## 38137 38138 38141 38143 38145 38146 38154 38157 38161 38163 38164
## Predicted 85.11 84.6 105 104.6 90.07 97.7 55.09 70.6 76.3 100.4 99.6
## cvpred 85.27 84.8 105 104.5 90.09 97.8 55.42 70.8 76.5 100.4 99.6
## pm2.5 84.00 65.0 70 90.0 87.00 80.0 48.00 47.0 55.0 46.0 40.0
## CV residual -1.27 -19.8 -35 -14.5 -3.09 -17.8 -7.42 -23.8 -21.5 -54.4 -59.6
## 38166 38169 38170 38171 38172 38174 38176 38177 38178 38179 38180
## Predicted 111.0 104.8 102.7 101.9 101 98.2 88.7 88.2 83.3 98.2 84.2
## cvpred 110.8 104.8 102.7 101.9 101 98.3 88.8 88.3 83.5 98.3 84.3
## pm2.5 47.0 47.0 55.0 51.0 63 64.0 63.0 59.0 70.0 71.0 69.0
## CV residual -63.8 -57.8 -47.7 -50.9 -38 -34.3 -25.8 -29.3 -13.5 -27.3 -15.3
## 38182 38187 38196 38197 38198 38201 38203 38205 38211 38212 38218
## Predicted 65.1 147.9 142 141 139 126 119 137 148 148 111.4
## cvpred 65.2 147.6 142 140 139 126 119 137 148 148 111.4
## pm2.5 54.0 51.0 22 22 21 8 15 22 45 47 82.0
## CV residual -11.2 -96.6 -120 -118 -118 -118 -104 -115 -103 -101 -29.4
## 38220 38221 38226 38230 38231 38232 38233 38235 38240 38242 38244
## Predicted 47.8 27.13 41.6 68.74 62.8 58.03 53.5 122.6 139.9 105.47 85.2
## cvpred 48.2 27.68 42.2 69.25 63.3 58.54 54.0 122.5 139.8 105.62 85.5
## pm2.5 21.0 23.00 29.0 65.00 58.0 54.00 42.0 40.0 108.0 98.00 104.0
## CV residual -27.2 -4.68 -13.2 -4.25 -5.3 -4.54 -12.0 -82.5 -31.8 -7.62 18.5
## 38245 38248 38249 38252 38253 38254 38255 38258 38267 38270 38272
## Predicted 79.80 6.87 -10.34 -5.58 -6.43 2.63 6.55 14.6 -2.42 -13.9 -17.5
## cvpred 80.17 7.54 -9.58 -4.88 -5.75 3.20 7.06 15.0 -1.64 -13.0 -16.5
## pm2.5 86.00 42.00 45.00 30.00 40.00 36.00 29.00 38.0 11.00 16.0 14.0
## CV residual 5.83 34.46 54.58 34.88 45.75 32.80 21.94 23.0 12.64 29.0 30.5
## 38274 38275 38277 38286 38290 38291 38293 38294 38296 38298 38299
## Predicted 33.7 39.0 110.7 136.8 71.1 64.0 21.7 19.8 7.62 23.5 36.5
## cvpred 34.0 39.2 110.6 136.4 71.3 64.3 22.2 20.4 8.25 24.0 37.0
## pm2.5 12.0 19.0 25.0 59.0 52.0 40.0 69.0 80.0 107.00 121.0 109.0
## CV residual -22.0 -20.2 -85.6 -77.4 -19.3 -24.3 46.8 59.6 98.75 97.0 72.0
## 38300 38303 38304 38306 38307 38311 38319 38327 38330 38332 38338
## Predicted 26.6 66.5 78.5 85.29 93.95 117.6 20.2 59.1 94.6 105.2 69.9
## cvpred 27.2 66.9 78.7 85.39 94.01 117.6 20.8 59.4 94.6 105.2 70.1
## pm2.5 94.0 94.0 121.0 84.00 96.00 89.0 60.0 71.0 71.0 79.0 98.0
## CV residual 66.8 27.1 42.3 -1.39 1.99 -28.6 39.2 11.6 -23.6 -26.2 27.9
## 38339 38341 38345 38347 38350 38356 38357 38367 38370 38373 38374
## Predicted 68.9 48.5 31.5 33.6 65.9 114.6 124 48.5 47.8 63.0 67.3
## cvpred 69.2 48.9 32.1 34.1 66.3 114.5 124 49.1 48.4 63.6 67.8
## pm2.5 98.0 95.0 54.0 48.0 21.0 68.0 70 119.0 93.0 143.0 115.0
## CV residual 28.8 46.1 21.9 13.9 -45.3 -46.5 -54 69.9 44.6 79.4 47.2
## 38375 38377 38378 38379 38381 38382 38384 38385 38387 38388 38389
## Predicted 71.1 80.3 118.5 118.8 143.2 143.8 142 133.3 118 107 105.9
## cvpred 71.6 80.8 118.6 118.9 143.1 143.7 142 133.3 118 107 106.2
## pm2.5 107.0 100.0 103.0 75.0 83.0 90.0 75 83.0 95 134 161.0
## CV residual 35.4 19.2 -15.6 -43.9 -60.1 -53.7 -67 -50.3 -23 27 54.8
## 38390 38393 38394 38399 38404 38409 38410 38415 38422 38427 38428
## Predicted 99.9 77.4 71.9 118.1 132.4 73.0 61.4 27.6 94.1 115.7 116.7
## cvpred 100.2 77.9 72.4 118.3 132.5 73.3 61.8 28.2 94.4 115.8 116.7
## pm2.5 151.0 132.0 119.0 141.0 214.0 36.0 20.0 14.0 121.0 84.0 79.0
## CV residual 50.8 54.1 46.6 22.7 81.5 -37.3 -41.8 -14.2 26.6 -31.8 -37.7
## 38431 38435 38437 38439 38440 38442 38446 38447 38450 38453 38454
## Predicted 130.6 94.70 78.31 63.3 66.8 63.4 91.1 95.7 99.8 127.8 133.5
## cvpred 130.6 94.97 78.74 63.8 67.4 64.0 91.5 96.1 100.1 127.9 133.5
## pm2.5 81.0 85.00 81.00 97.0 103.0 117.0 150.0 128.0 152.0 196.0 215.0
## CV residual -49.6 -9.97 2.26 33.2 35.6 53.0 58.5 31.9 51.9 68.1 81.5
## 38455 38456 38459 38461 38465 38466 38468 38469 38470 38472 38474
## Predicted 133 132 101 73.8 16.1 14.2 26.9 45.80 59.2 48.0 71.55
## cvpred 133 132 101 74.4 17.0 15.1 27.7 46.44 59.8 48.6 72.04
## pm2.5 242 249 239 182.0 50.0 54.0 40.0 56.00 64.0 63.0 74.00
## CV residual 109 117 138 107.6 33.0 38.9 12.3 9.56 4.2 14.4 1.96
## 38482 38485 38487 38490 38494 38496 38500 38506 38507 38509 38514
## Predicted 77.1 33.1 29.9 30.4 87.5 90.38 103.2 137.6 132.0 130.6 140.1
## cvpred 77.6 33.9 30.7 31.2 87.9 90.76 103.5 137.7 132.1 130.8 140.1
## pm2.5 105.0 85.0 54.0 56.0 76.0 99.00 85.0 84.0 91.0 95.0 93.0
## CV residual 27.4 51.1 23.3 24.8 -11.9 8.24 -18.5 -53.7 -41.1 -35.8 -47.1
## 38515 38517 38527 38529 38530 38531 38533 38537 38538 38542 38543
## Predicted 135.2 133.5 142.04 136.4 48.9 36.4 15.6 -12.4 -15.4 32.0 104.3
## cvpred 135.3 133.6 142.06 136.5 49.2 36.9 16.3 -11.5 -14.6 32.4 104.3
## pm2.5 79.0 79.0 150.00 160.0 158.0 157.0 51.0 10.0 8.0 18.0 21.0
## CV residual -56.3 -54.6 7.94 23.5 108.8 120.1 34.7 21.5 22.6 -14.4 -83.3
## 38550 38558 38559 38563 38568 38571 38576 38579 38580 38581 38586
## Predicted 130 -6.73 -0.175 -20.5 -3.23 98.4 18.7 -23.9 -5.04 -8.48 15.1
## cvpred 129 -5.88 0.693 -19.6 -2.55 98.5 19.3 -23.1 -4.21 -7.59 16.0
## pm2.5 15 23.00 24.000 26.0 31.00 23.0 94.0 26.0 19.00 13.00 13.0
## CV residual -114 28.88 23.307 45.6 33.55 -75.5 74.7 49.1 23.21 20.59 -3.0
## 38595 38596 38600 38602 38603 38604 38611 38615 38619 38621 38623
## Predicted 89.1 84.3 90.8 61.0 51.2 21.94 -13.9 22.9 104.7 114.6 113.4
## cvpred 89.2 84.4 91.1 61.5 51.8 22.66 -12.9 23.8 104.9 114.7 113.5
## pm2.5 19.0 27.0 44.0 49.0 35.0 18.00 24.0 39.0 38.0 44.0 62.0
## CV residual -70.2 -57.4 -47.1 -12.5 -16.8 -4.66 36.9 15.2 -66.9 -70.7 -51.5
## 38627 38629 38630 38631 38633 38634 38640 38643 38648 38651 38653
## Predicted 38.6 14.3 -9.35 -20.1 -22 -18.1 83.8 93.70 77.5 47.9 49.1
## cvpred 39.3 15.2 -8.35 -19.0 -21 -17.1 84.2 94.02 77.9 48.6 49.8
## pm2.5 67.0 41.0 29.00 21.0 8 14.0 63.0 96.00 67.0 88.0 100.0
## CV residual 27.7 25.8 37.35 40.0 29 31.1 -21.2 1.98 -10.9 39.4 50.2
## 38655 38658 38662 38663 38666 38669 38673 38675 38677 38682 38684
## Predicted 36.4 42.8 69.9 60.3 89.39 114.0 93.7 73.9 57.8 63.7 73.0
## cvpred 37.2 43.6 70.5 60.9 89.75 114.1 94.0 74.4 58.4 64.4 73.6
## pm2.5 100.0 90.0 97.0 90.0 81.00 96.0 125.0 127.0 125.0 131.0 137.0
## CV residual 62.8 46.4 26.5 29.1 -8.75 -18.1 31.0 52.6 66.6 66.6 63.4
## 38687 38691 38697 38706 38709 38710 38713 38714 38715 38726 38730
## Predicted 118.7 131.2 107.6 102.8 132 136.2 109.4 115.2 120.1 90.1 75.4
## cvpred 118.9 131.3 107.9 103.2 132 136.2 109.5 115.3 120.2 90.4 75.8
## pm2.5 86.0 53.0 43.0 80.0 59 51.0 55.0 49.0 52.0 31.0 28.0
## CV residual -32.9 -78.3 -64.9 -23.2 -73 -85.2 -54.5 -66.3 -68.2 -59.4 -47.8
## 38735 38737 38739 38743 38746 38747 38752 38757 38758 38760 38761
## Predicted 87.7 100.7 115.0 118.8 75.9 65.9 46.2 66.7 71.3 88.9 93.5
## cvpred 88.0 100.9 115.1 118.9 76.3 66.4 46.9 67.2 71.8 89.3 93.9
## pm2.5 43.0 57.0 64.0 39.0 28.0 32.0 36.0 45.0 48.0 50.0 47.0
## CV residual -45.0 -43.9 -51.1 -79.9 -48.3 -34.4 -10.9 -22.2 -23.8 -39.3 -46.9
## 38768 38770 38772 38776 38777 38779 38780 38784 38788 38789 38796
## Predicted 112 92.22 77.1 61.6 60.46 67.5 71.6 87.5 116.5 121.2 76.6
## cvpred 112 92.59 77.5 62.1 61.05 68.1 72.1 87.9 116.7 121.3 77.1
## pm2.5 107 88.00 60.0 47.0 53.00 51.0 53.0 54.0 80.0 84.0 54.0
## CV residual -5 -4.59 -17.5 -15.1 -8.05 -17.1 -19.1 -33.9 -36.7 -37.3 -23.1
## 38802 38806 38810 38813 38815 38816 38818 38826 38828 38838 38842
## Predicted 43.4 64.60 109 122.5 122.5 117.1 104.75 137 133 132 75.5
## cvpred 44.1 65.18 109 122.7 122.7 117.3 105.11 137 133 132 75.9
## pm2.5 56.0 68.00 90 106.0 82.0 87.0 99.00 7 9 14 5.0
## CV residual 11.9 2.82 -19 -16.7 -40.7 -30.3 -6.11 -130 -124 -118 -70.9
## 38844 38846 38847 38849 38856 38863 38870 38872 38873 38892 38895
## Predicted 57.9 45.5 34.6 27.3 120.4 124.8 58.4 123.6 119 84.2 50.0
## cvpred 58.4 46.1 35.3 28.0 120.4 124.8 59.0 123.7 119 84.6 50.6
## pm2.5 3.0 5.0 5.0 7.0 38.0 25.0 45.0 43.0 11 41.0 25.0
## CV residual -55.4 -41.1 -30.3 -21.0 -82.4 -99.8 -14.0 -80.7 -108 -43.6 -25.6
## 38897 38903 38908 38910 38913 38916 38918 38920 38922 38924 38926
## Predicted 50.0 114.2 124.5 128.7 128.1 102.5 100.3 121.5 111.3 115.0 128.1
## cvpred 50.6 114.4 124.5 128.7 128.2 102.8 100.6 121.7 111.5 115.3 128.2
## pm2.5 32.0 31.0 62.0 50.0 82.0 78.0 77.0 79.0 75.0 88.0 85.0
## CV residual -18.6 -83.4 -62.5 -78.7 -46.2 -24.8 -23.6 -42.7 -36.5 -27.3 -43.2
## 38929 38930 38932 38935 38943 38946 38950 38954 38957 38962 38965
## Predicted 137.9 137.9 138.7 131.3 58.9 57.9 86.6 124.0 128.4 72.8 43.9
## cvpred 137.9 137.9 138.6 131.4 59.5 58.5 87.0 124.1 128.4 73.3 44.6
## pm2.5 103.0 101.0 123.0 51.0 12.0 15.0 40.0 37.0 51.0 31.0 18.0
## CV residual -34.9 -36.9 -15.6 -80.4 -47.5 -43.5 -47.0 -87.1 -77.4 -42.3 -26.6
## 38969 38972 38977 38979 38980 38982 38988 38990 38991 38992 38994
## Predicted 28.4 65.3 111.5 116.13 127 131.5 71.3 71.7 62.2 65.4 134
## cvpred 29.2 65.9 111.8 116.38 127 131.6 71.9 72.2 62.8 66.1 134
## pm2.5 14.0 30.0 64.0 110.00 105 121.0 29.0 34.0 39.0 41.0 49
## CV residual -15.2 -35.9 -47.8 -6.38 -22 -10.6 -42.9 -38.2 -23.8 -25.1 -85
## 38999 39006 39010 39012 39013 39014 39017 39019 39020 39026 39030
## Predicted 126.2 143 108.9 91.5 86.1 76.1 75.7 74.0 78.6 121.75 131.0
## cvpred 126.3 143 109.2 91.9 86.6 76.6 76.3 74.6 79.2 121.95 131.2
## pm2.5 30.0 29 34.0 23.0 30.0 35.0 39.0 54.0 59.0 118.00 169.0
## CV residual -96.3 -114 -75.2 -68.9 -56.6 -41.6 -37.3 -20.6 -20.2 -3.95 37.8
## 39032 39033 39037 39038 39041 39048 39049 39051 39056 39057 39061
## Predicted 115.4 101.2 69.6 68.7 80.4 125.5 135.7 135.4 128.9 125.4 114.0
## cvpred 115.7 101.6 70.2 69.3 81.0 125.7 135.8 135.6 129.1 125.6 114.3
## pm2.5 141.0 117.0 89.0 82.0 161.0 113.0 140.0 117.0 169.0 164.0 191.0
## CV residual 25.3 15.4 18.8 12.7 80.0 -12.7 4.2 -18.6 39.9 38.4 76.7
## 39063 39064 39065 39072 39074 39075 39076 39078 39079 39085 39089
## Predicted 104.2 103.5 93.6 114.261 112 118 132.9 137 142 120.3 112
## cvpred 104.7 103.9 94.1 114.594 113 119 132.9 137 142 120.5 112
## pm2.5 138.0 132.0 105.0 114.000 221 225 84.0 20 28 49.0 132
## CV residual 33.3 28.1 10.9 -0.594 108 106 -48.9 -117 -114 -71.5 20
## 39094 39095 39097 39099 39101 39116 39124 39126 39129 39137 39140
## Predicted 142.0 141.9 137.7 143 141.9 94.9 136.16 141.5 120.4 101.05 104.4
## cvpred 142.1 141.9 137.7 143 141.9 95.4 136.26 141.6 120.6 101.49 104.7
## pm2.5 56.0 62.0 75.0 74 76.0 77.0 146.00 151.0 137.0 109.00 71.0
## CV residual -86.1 -79.9 -62.7 -69 -65.9 -18.4 9.74 9.4 16.4 7.51 -33.7
## 39141 39145 39147 39157 39160 39166 39168 39170 39176 39178 39180
## Predicted 103.9 126.6 130.8 92.4 86.7 117.9 122.1 132 132.0 127 111.5
## cvpred 104.3 126.8 130.9 92.9 87.1 118.2 122.3 132 132.1 127 111.8
## pm2.5 79.0 78.0 86.0 19.0 11.0 94.0 82.0 70 64.0 70 57.0
## CV residual -25.3 -48.8 -44.9 -73.9 -76.1 -24.2 -40.3 -62 -68.1 -57 -54.8
## 39181 39188 39191 39192 39196 39200 39204 39213 39214 39219 39222
## Predicted 101.7 92.5 136 136 138 136 106 127.6 132.5 136 134
## cvpred 102.1 92.8 136 136 138 136 106 127.8 132.6 136 134
## pm2.5 62.0 66.0 18 15 23 20 51 29.0 34.0 25 21
## CV residual -40.1 -26.8 -118 -121 -115 -116 -55 -98.8 -98.6 -111 -113
## 39226 39228 39229 39231 39241 39243 39244 39245 39251 39252 39254
## Predicted 88.1 77.6 72.4 67.7 114.4 132.5 127.1 136.4 90.5 85.1 79.5
## cvpred 88.6 78.0 73.0 68.2 114.6 132.6 127.3 136.5 90.9 85.6 80.0
## pm2.5 15.0 8.0 16.0 18.0 43.0 50.0 59.0 66.0 64.0 50.0 37.0
## CV residual -73.6 -70.0 -57.0 -50.2 -71.6 -82.6 -68.3 -70.5 -26.9 -35.6 -43.0
## 39256 39257 39259 39260 39261 39265 39266 39268 39272 39275 39277
## Predicted 67.7 71.0 69.8 69.3 79.1 91.1 95.7 109.6 116.4 104.3 101.8
## cvpred 68.4 71.7 70.4 69.9 79.6 91.5 96.1 109.9 116.6 104.6 102.2
## pm2.5 47.0 54.0 47.0 41.0 50.0 52.0 54.0 58.0 90.0 74.0 85.0
## CV residual -21.4 -17.7 -23.4 -28.9 -29.6 -39.5 -42.1 -51.9 -26.6 -30.6 -17.2
## 39282 39283 39284 39285 39288 39290 39292 39294 39296 39298
## Predicted 110.44 114.7 113.85 113.36 116.2 114.8 113.8 134.9 134.9 114
## cvpred 110.82 115.1 114.21 113.73 116.5 115.2 114.2 135.1 135.1 114
## pm2.5 113.00 128.0 117.00 116.00 150.0 185.0 193.0 199.0 190.0 128
## CV residual 2.18 12.9 2.79 2.27 33.5 69.8 78.8 63.9 54.9 14
## 39299 39302 39304 39305 39306 39307 39314 39315 39318 39319 39334
## Predicted 108.26 72.595 74.6 78.9 84.2 104.2 115.4 109.9 119 117 55.0
## cvpred 108.68 73.264 75.2 79.6 84.8 104.7 115.6 110.2 119 117 55.6
## pm2.5 100.00 73.000 66.0 106.0 95.0 93.0 31.0 39.0 6 4 27.0
## CV residual -8.68 -0.264 -9.2 26.4 10.2 -11.7 -84.6 -71.2 -113 -113 -28.6
## 39335 39337 39340 39341 39342 39344 39345 39353 39354 39361 39362
## Predicted 64.0 98.8 107.0 121.6 120.0 87.0 66.1 28.1 28.8 102.5 107.1
## cvpred 64.6 99.1 107.2 121.6 120.1 87.3 66.6 28.9 29.6 102.8 107.4
## pm2.5 32.0 28.0 32.0 28.0 22.0 26.0 24.0 15.0 6.0 30.0 54.0
## CV residual -32.6 -71.1 -75.2 -93.6 -98.1 -61.3 -42.6 -13.9 -23.6 -72.8 -53.4
## 39366 39367 39368 39372 39373 39374 39375 39380 39382 39396 39402
## Predicted 123.3 112.0 101.7 60.4 61.0 51.4 59.32 51.0 74.2 83.8 46.61
## cvpred 123.4 112.2 102.1 61.1 61.7 52.1 60.01 51.7 74.8 84.4 47.39
## pm2.5 30.0 26.0 50.0 48.0 60.0 48.0 59.00 33.0 59.0 71.0 51.00
## CV residual -93.4 -86.2 -52.1 -13.1 -1.7 -4.1 -1.01 -18.7 -15.8 -13.4 3.61
## 39403 39404 39407 39411 39418 39420 39423 39424 39425 39427 39431
## Predicted 36.7 36.39 57.00 78.5 94.23 73.8 83.9 87.2 86.1 84.1 139.4
## cvpred 37.5 37.16 57.66 79.0 94.71 74.4 84.5 87.8 86.7 84.8 139.5
## pm2.5 54.0 40.00 59.00 59.0 101.00 105.0 124.0 122.0 122.0 141.0 66.0
## CV residual 16.5 2.84 1.34 -20.0 6.29 30.6 39.5 34.2 35.3 56.2 -73.5
## 39432 39442 39444 39452 39458 39462 39463 39465 39466 39469 39473
## Predicted 140.8 140.0 129.5 128.5 133.187 139.0 139 133 127 113 101.3
## cvpred 140.9 140.2 129.8 128.8 133.388 139.2 139 133 128 114 101.8
## pm2.5 48.0 52.0 50.0 98.0 134.000 239.0 250 263 280 256 175.0
## CV residual -92.9 -88.2 -79.8 -30.8 0.612 99.8 111 130 152 142 73.2
## 39485 39487 39490 39494 39496 39497 39500 39501 39502 39503 39506
## Predicted 134 137 113.0 101.4 91.5 95.5 108.1 112.7 113 116.5 130
## cvpred 134 137 113.4 101.9 92.1 96.1 108.6 113.2 113 116.9 130
## pm2.5 293 259 185.0 137.0 139.0 178.0 148.0 194.0 172 151.0 172
## CV residual 159 122 71.6 35.1 46.9 81.9 39.4 80.8 59 34.1 42
## 39509 39510 39511 39517 39522 39529 39531 39539 39540 39542 39546
## Predicted 134.2 134.7 139.29 105.4 93.0 122.9 127 107 105.4 93.8 94.2
## cvpred 134.4 134.8 139.46 105.9 93.5 123.2 127 107 105.9 94.4 94.9
## pm2.5 158.0 152.0 149.00 96.0 70.0 182.0 233 217 196.0 157.0 158.0
## CV residual 23.6 17.2 9.54 -9.9 -23.5 58.8 106 110 90.1 62.6 63.1
## 39547 39550 39557 39564 39568 39570 39571 39575 39578 39580 39585
## Predicted 89.0 97.4 129.5 104.19 99.0 91.7 90.8 104 119.3 124.4 114
## cvpred 89.7 98.0 129.8 104.68 99.6 92.3 91.5 104 119.6 124.7 114
## pm2.5 168.0 194.0 114.0 103.00 182.0 193.0 192.0 239 180.0 187.0 137
## CV residual 78.3 96.0 -15.8 -1.68 82.4 100.7 100.5 135 60.4 62.3 23
## 39588 39591 39592 39593 39595 39601 39602 39603 39605 39612 39619
## Predicted 83.7 65.9 57.4 57.4 81.4 130.5 121 121.5 125 62.2 63.3
## cvpred 84.3 66.6 58.0 58.0 82.0 130.7 121 121.7 125 62.7 63.8
## pm2.5 68.0 15.0 10.0 13.0 8.0 55.0 53 85.0 19 11.0 22.0
## CV residual -16.3 -51.6 -48.0 -45.0 -74.0 -75.7 -68 -36.7 -106 -51.7 -41.8
## 39621 39623 39624 39629 39638 39645 39648 39649 39653 39654 39656
## Predicted 70.5 69.9 86.3 127 19.20 48.3 69.1 79.1 130.8 121.5 80.7
## cvpred 71.0 70.4 86.8 127 20.05 49.1 69.7 79.6 130.9 121.7 81.2
## pm2.5 36.0 31.0 35.0 52 17.00 28.0 42.0 48.0 58.0 64.0 41.0
## CV residual -35.0 -39.4 -51.8 -75 -3.05 -21.1 -27.7 -31.6 -72.9 -57.7 -40.2
## 39660 39664 39665 39674 39676 39678 39679 39691 39693 39695 39697
## Predicted 52.9 38.1 37.6 83.7 83.1 86.8 80.8 35.8 59.4 54.1 106.9
## cvpred 53.6 38.9 38.4 84.1 83.5 87.1 81.1 36.5 59.9 54.7 107.1
## pm2.5 13.0 16.0 13.0 19.0 9.0 9.0 10.0 12.0 16.0 22.0 36.0
## CV residual -40.6 -22.9 -25.4 -65.1 -74.5 -78.1 -71.1 -24.5 -43.9 -32.7 -71.1
## 39705 39707 39712 39713 39714 39715 39717 39719 39721 39725 39727
## Predicted 72.4 53.0 27.1 60.3 45.1 67.7 102.0 112.0 117.1 127 120.0
## cvpred 72.9 53.7 28.0 60.9 45.8 68.2 102.3 112.2 117.3 127 120.2
## pm2.5 17.0 13.0 11.0 9.0 20.0 21.0 26.0 58.0 50.0 31 21.0
## CV residual -55.9 -40.7 -17.0 -51.9 -25.8 -47.2 -76.3 -54.2 -67.3 -96 -99.2
## 39736 39737 39740 39746 39748 39749 39750 39751 39752 39756 39758
## Predicted 34.903 38.429 70.2 94.3 87.1 91.3 99.8 117.4 102.5 84.1 72.4
## cvpred 35.742 39.271 70.8 94.7 87.5 91.7 100.1 117.6 102.8 84.6 73.0
## pm2.5 36.000 39.000 38.0 60.0 29.0 35.0 40.0 42.0 37.0 52.0 52.0
## CV residual 0.258 -0.271 -32.8 -34.7 -58.5 -56.7 -60.1 -75.6 -65.8 -32.6 -21.0
## 39759 39762 39777 39778 39789 39791 39793 39799 39803 39804 39806
## Predicted 71.0 62.1 119.3 118.8 123.3 134.9 131.3 135 119.3 108.5 101.8
## cvpred 71.6 62.8 119.6 119.1 123.6 135.1 131.4 135 119.6 108.9 102.2
## pm2.5 50.0 45.0 130.0 133.0 60.0 80.0 64.0 147 142.0 139.0 132.0
## CV residual -21.6 -17.8 10.4 13.9 -63.6 -55.1 -67.4 12 22.4 30.1 29.8
## 39810 39811 39812 39813 39815 39816 39818 39823 39827 39828 39830
## Predicted 114 113.4 117.5 123.2 128.0 128.3 133.4 129.02 106.16 104.9 101.1
## cvpred 114 113.8 117.9 123.5 128.3 128.6 133.7 129.29 106.63 105.4 101.7
## pm2.5 163 152.0 150.0 160.0 188.0 195.0 191.0 123.00 109.00 120.0 127.0
## CV residual 49 38.2 32.1 36.5 59.7 66.4 57.3 -6.29 2.37 14.6 25.3
## 39832 39836 39838 39845 39847 39848 39851 39857 39859 39861 39868
## Predicted 86.1 92.6 112.1 120.7 127.5 122.4 91.0 64.4 72.2 84.9 122
## cvpred 86.8 93.2 112.6 121.1 127.9 122.8 91.6 65.2 72.9 85.6 122
## pm2.5 109.0 106.0 84.0 77.0 75.0 72.0 48.0 38.0 48.0 64.0 57
## CV residual 22.2 12.8 -28.6 -44.1 -52.9 -50.8 -43.6 -27.2 -24.9 -21.6 -65
## 39869 39871 39874 39883 39885 39890 39892 39899 39904 39910 39913
## Predicted 125.9 122.9 100.1 62.97 75.7 86.3 89.7 97.5 52.0 70.4 80.0
## cvpred 126.3 123.2 100.7 63.85 76.5 87.0 90.4 98.0 52.8 71.0 80.5
## pm2.5 65.0 62.0 55.0 69.00 53.0 59.0 55.0 11.0 15.0 14.0 6.0
## CV residual -61.3 -61.2 -45.7 5.15 -23.5 -28.0 -35.4 -87.0 -37.8 -57.0 -74.5
## 39914 39917 39919 39927 39928 39929 39930 39937 39938 39947 39951
## Predicted 89.7 91.8 90.2 74.0 81.9 81.0 80.2 83.5 82.4 86.2 56.5
## cvpred 90.2 92.2 90.7 74.5 82.4 81.6 80.7 84.0 82.9 86.7 57.2
## pm2.5 6.0 16.0 14.0 17.0 16.0 16.0 11.0 16.0 20.0 18.0 20.0
## CV residual -84.2 -76.2 -76.7 -57.5 -66.4 -65.6 -69.7 -68.0 -62.9 -68.7 -37.2
## 39958 39968 39970 39976 39977 39982 39984 39985 39986 39987
## Predicted 87.4 125.4 119.3 99.5 95.1 107.3 131.3 135.9120 135.7 136.4
## cvpred 87.9 125.6 119.6 99.9 95.6 107.7 131.4 136.0211 135.8 136.5
## pm2.5 43.0 74.0 82.0 62.0 50.0 35.0 104.0 136.0000 146.0 118.0
## CV residual -44.9 -51.6 -37.6 -37.9 -45.6 -72.7 -27.4 -0.0211 10.2 -18.5
## 39989 39990 39991 39992 39993 40000 40003 40004 40010 40011 40012
## Predicted 141.5 137 140.4 124.2 112.1 58.3 56.5 60.3 101 116.6 126.1
## cvpred 141.6 137 140.5 124.4 112.4 59.1 57.2 61.0 101 116.9 126.3
## pm2.5 149.0 160 116.0 91.0 97.0 28.0 45.0 44.0 87 91.0 116.0
## CV residual 7.4 23 -24.5 -33.4 -15.4 -31.1 -12.2 -17.0 -14 -25.9 -10.3
## 40020 40026 40033 40040 40041 40043 40045 40050 40051 40052
## Predicted 89.2 46.2 80.2 111.24 106.104 85.6 64.7 53.3 61.2 65.2
## cvpred 89.8 47.0 80.7 111.53 106.442 86.1 65.4 54.1 62.0 66.0
## pm2.5 107.0 76.0 60.0 107.00 106.000 105.0 133.0 85.0 95.0 98.0
## CV residual 17.2 29.0 -20.7 -4.53 -0.442 18.9 67.6 30.9 33.0 32.0
## 40056 40058 40062 40068 40070 40075 40079 40083 40087 40088 40095
## Predicted 87.83 95.63 112.7 77.8 57.7 49.4 89.28 90.72 103.1 97.1 32.9
## cvpred 88.39 96.16 113.1 78.5 58.5 50.2 89.86 91.33 103.6 97.6 34.0
## pm2.5 84.00 95.00 134.0 118.0 101.0 81.0 83.00 99.00 155.0 189.0 86.0
## CV residual -4.39 -1.16 20.9 39.5 42.5 30.8 -6.86 7.67 51.4 91.4 52.0
## 40096 40099 40103 40107 40108 40111 40113 40116 40118 40119 40120
## Predicted 31.7 46.9 70.0 134.9 138.4 138.2 139.29 118.4 112.3 111.0 110.2
## cvpred 32.7 47.9 70.8 135.1 138.6 138.4 139.46 118.7 112.7 111.5 110.6
## pm2.5 84.0 86.0 83.0 52.0 53.0 113.0 134.00 149.0 132.0 130.0 122.0
## CV residual 51.3 38.1 12.2 -83.1 -85.6 -25.4 -5.46 30.3 19.3 18.5 11.4
## 40121 40126 40127 40131 40132 40133 40137 40139 40142 40145 40153
## Predicted 109.32 122.5 122.0 132.8 132.3 132.6 132 120.9 98.9 90.7 112.1
## cvpred 109.77 122.9 122.4 133.1 132.6 132.8 132 121.3 99.5 91.4 112.5
## pm2.5 112.00 199.0 212.0 198.0 187.0 184.0 250 210.0 164.0 134.0 196.0
## CV residual 2.23 76.1 89.6 64.9 54.4 51.2 118 88.7 64.5 42.6 83.5
## 40155 40159 40162 40163 40164 40166 40170 40171 40172 40173
## Predicted 116.26 138.54 127.0 115.9 110.29 92.3 90.3 98.9 103.6 108.2
## cvpred 116.67 138.75 127.4 116.3 110.76 92.9 90.9 99.5 104.1 108.7
## pm2.5 120.00 146.00 185.0 152.0 112.00 109.0 106.0 115.0 124.0 134.0
## CV residual 3.33 7.25 57.6 35.7 1.24 16.1 15.1 15.5 19.9 25.3
## 40180 40181 40190 40192 40193 40195 40196 40197 40200 40207
## Predicted 130.6 130.8 95.5 91.3 90.9 89.9 93.91 112.122 127.52 132.3
## cvpred 130.9 131.1 96.1 92.0 91.5 90.5 94.53 112.602 127.87 132.6
## pm2.5 93.0 88.0 112.0 110.0 104.0 101.0 100.00 113.000 119.00 175.0
## CV residual -37.9 -43.1 15.9 18.0 12.5 10.5 5.47 0.398 -8.87 42.4
## 40208 40209 40212 40221 40222 40223 40224 40228 40230 40232 40233
## Predicted 127.52 121.1 91.5 127.3 122.4 122.2 123.3 133 132.2 118.1 102.9
## cvpred 127.87 121.6 92.1 127.6 122.8 122.5 123.6 133 132.5 118.5 103.3
## pm2.5 132.00 102.0 74.0 54.0 67.0 63.0 67.0 89 92.0 90.0 59.0
## CV residual 4.13 -19.6 -18.1 -73.6 -55.8 -59.5 -56.6 -44 -40.5 -28.5 -44.3
## 40237 40238 40240 40241 40247 40251 40253 40257 40259 40262 40264
## Predicted 123 122 136 130 130 137 136 123 101.2 81.2 66.3
## cvpred 123 123 136 130 131 137 136 123 101.6 81.7 66.9
## pm2.5 5 7 6 4 4 13 8 16 25.0 27.0 28.0
## CV residual -118 -116 -130 -126 -127 -124 -128 -107 -76.6 -54.7 -38.9
## 40266 40269 40272 40273 40274 40278 40283 40290 40300 40302 40304
## Predicted 82.9 95.3 130 135 135 125 71.1 39.0 136.4 136.3 119.5
## cvpred 83.4 95.8 130 135 135 125 71.6 39.7 136.5 136.4 119.8
## pm2.5 51.0 23.0 26 32 34 63 23.0 4.0 101.0 93.0 62.0
## CV residual -32.4 -72.8 -104 -103 -101 -62 -48.6 -35.7 -35.5 -43.4 -57.8
## 40310 40311 40314 40316 40317 40327 40329 40331 40333 40336 40337
## Predicted 57.0 61.8 58.7 85.3 85.2 132.0 110.5 95.8 74.70 48.23 51.3
## cvpred 57.7 62.4 59.4 85.8 85.7 132.1 110.8 96.3 75.29 48.93 52.0
## pm2.5 41.0 39.0 44.0 40.0 64.0 69.0 90.0 76.0 72.00 46.00 39.0
## CV residual -16.7 -23.4 -15.4 -45.8 -21.7 -63.1 -20.8 -20.3 -3.29 -2.93 -13.0
## 40338 40340 40341 40343 40352 40354 40356 40360 40362 40363 40373
## Predicted 55.05 72.1 81.9 100.0 135.4 113.89 99.7 72.9 61.4 79.6 138
## cvpred 55.72 72.7 82.4 100.4 135.6 114.23 100.2 73.5 62.0 80.1 138
## pm2.5 49.00 62.0 59.0 59.0 154.0 124.00 80.0 53.0 44.0 33.0 21
## CV residual -6.72 -10.7 -23.4 -41.4 18.4 9.77 -20.2 -20.5 -18.0 -47.1 -117
## 40375 40378 40384 40386 40389 40390 40400 40402 40404 40408 40410
## Predicted 142 115.6 60.9 68.2 89.9 99.7 105.2 76.9 46.0 30.0 33.4
## cvpred 142 115.9 61.6 68.9 90.5 100.2 105.6 77.4 46.7 30.7 34.1
## pm2.5 31 25.0 30.0 20.0 53.0 49.0 13.0 12.0 11.0 10.0 9.0
## CV residual -111 -90.9 -31.6 -48.9 -37.5 -51.2 -92.6 -65.4 -35.7 -20.7 -25.1
## 40411 40414 40416 40424 40425 40429 40435 40437 40440 40445 40446
## Predicted 44.1 54.1 108.4 79.3 65.5 52.2 80.1 106.4 81.2 131 137
## cvpred 44.8 54.7 108.6 79.7 66.0 52.8 80.6 106.7 81.7 131 137
## pm2.5 14.0 23.0 42.0 12.0 17.0 19.0 31.0 29.0 19.0 18 19
## CV residual -30.8 -31.7 -66.6 -67.7 -49.0 -33.8 -49.6 -77.7 -62.7 -113 -118
## 40447 40448 40455 40460 40463 40465 40467 40468 40478 40480 40486
## Predicted 137.2 141 137 132 138 143 138 144 85.5 82.3 91.8
## cvpred 137.2 141 137 132 138 143 138 143 85.9 82.8 92.2
## pm2.5 38.0 36 17 24 24 29 22 22 42.0 31.0 37.0
## CV residual -99.2 -105 -120 -108 -114 -114 -116 -121 -43.9 -51.8 -55.2
## 40487 40491 40494 40495 40499 40502 40504 40508 40509 40510 40514
## Predicted 113.0 142 143 137.9 106 57.8 56.9 122 131 131 127
## cvpred 113.2 142 143 137.9 106 58.4 57.6 122 131 131 127
## pm2.5 26.0 34 35 71.0 64 17.0 17.0 30 27 24 70
## CV residual -87.2 -108 -108 -66.9 -42 -41.4 -40.6 -92 -104 -107 -57
## 40517 40518 40519 40521 40523 40528 40532 40541 40546 40552 40556
## Predicted 131.3 131.5 131.0 121 86.6 61.0 96.8 113.2 110.4 73.7 94.8
## cvpred 131.4 131.6 131.1 121 87.0 61.7 97.2 113.4 110.7 74.3 95.3
## pm2.5 82.0 52.0 46.0 37 71.0 28.0 61.0 23.0 36.0 38.0 35.0
## CV residual -49.4 -79.6 -85.1 -84 -16.0 -33.7 -36.2 -90.4 -74.7 -36.3 -60.3
## 40558 40560 40564 40575 40579 40582 40583 40585 40588 40595 40599
## Predicted 116.6 126.1 131.8 88.50 84.6 103 87.6 106.1 131.8 95.3 68.70
## cvpred 116.9 126.3 131.9 88.99 85.1 103 88.1 106.4 131.9 95.8 69.37
## pm2.5 55.0 81.0 56.0 80.00 65.0 74 57.0 74.0 74.0 97.0 61.00
## CV residual -61.9 -45.3 -75.9 -8.99 -20.1 -29 -31.1 -32.4 -57.9 1.2 -8.37
## 40600 40601 40603 40606 40609 40618 40621 40634 40636 40638 40642
## Predicted 63.2 67.0 69.9 91.03 105.0 109.74 78.83 101.8 130.3 130.52 124.1
## cvpred 63.9 67.7 70.6 91.55 105.4 110.11 79.44 102.2 130.5 130.71 124.4
## pm2.5 55.0 48.0 59.0 84.00 73.0 114.00 81.00 99.0 119.0 133.00 173.0
## CV residual -8.9 -19.7 -11.6 -7.55 -32.4 3.89 1.56 -3.2 -11.5 2.29 48.6
## 40645 40648 40650 40654 40658 40660 40663 40666 40668 40669 40674
## Predicted 89.2 86.1 79.5 111.1 121.5 132 136 115.9 109.5 104.9 104.9
## cvpred 89.8 86.7 80.2 111.4 121.7 132 136 116.2 109.9 105.3 105.3
## pm2.5 138.0 134.0 113.0 69.0 23.0 23 30 19.0 31.0 42.0 87.0
## CV residual 48.2 47.3 32.8 -42.4 -98.7 -109 -106 -97.2 -78.9 -63.3 -18.3
## 40685 40686 40688 40691 40692 40695 40699 40700 40701 40704
## Predicted 139.79 135.17 140.04 108.5 102.9 75.1 91.0 95.3 109.4 109.8
## cvpred 139.93 135.31 140.17 108.9 103.3 75.7 91.6 95.8 109.9 110.1
## pm2.5 142.00 128.00 138.00 133.0 134.0 87.0 104.0 118.0 133.0 35.0
## CV residual 2.07 -7.31 -2.17 24.1 30.7 11.3 12.4 22.2 23.1 -75.1
## 40712 40717 40718 40720 40722 40723 40724 40728 40730 40735 40738
## Predicted 136 55.1 48.4 47.7 58.9 76.3 94.9 122 127 137 74.3
## cvpred 136 55.7 49.0 48.3 59.5 76.8 95.3 122 127 137 74.7
## pm2.5 29 4.0 8.0 10.0 6.0 7.0 12.0 38 16 15 17.0
## CV residual -107 -51.7 -41.0 -38.3 -53.5 -69.8 -83.3 -84 -111 -122 -57.7
## 40740 40741 40744 40746 40749 40752 40753 40754 40758 40760 40763
## Predicted 54.3 49.1 35.8 40.0 52.7 104.7 114.5 129 134 110.9 45.3
## cvpred 54.8 49.7 36.5 40.6 53.2 104.9 114.6 129 134 111.1 46.0
## pm2.5 7.0 7.0 9.0 6.0 18.0 26.0 26.0 41 23 15.0 17.0
## CV residual -47.8 -42.7 -27.5 -34.6 -35.2 -78.9 -88.6 -88 -111 -96.1 -29.0
## 40770 40774 40786 40787 40789 40790 40792 40794 40795 40796 40797
## Predicted 6.45 43.3 79.0 69.0 48.2 42.748 37.0 48.2 53.24 67.403 103
## cvpred 7.24 43.9 79.5 69.5 48.9 43.481 37.8 48.9 53.89 67.964 103
## pm2.5 6.00 31.0 24.0 30.0 38.0 43.000 48.0 63.0 62.00 67.000 73
## CV residual -1.24 -12.9 -55.5 -39.5 -10.9 -0.481 10.2 14.1 8.11 -0.964 -30
## 40798 40799 40803 40804 40805 40807 40809 40812 40814 40817 40819
## Predicted 112.0 96.8 115.2 107.85 127 117.5 111.9 101.9 87.1 100.2 110.0
## cvpred 112.2 97.2 115.4 108.11 127 117.7 112.1 102.2 87.5 100.6 110.3
## pm2.5 82.0 94.0 100.0 103.00 108 83.0 64.0 68.0 60.0 80.0 98.0
## CV residual -30.2 -3.2 -15.4 -5.11 -19 -34.7 -48.1 -34.2 -27.5 -20.6 -12.3
## 40824 40826 40828 40829 40831 40832 40834 40843 40847 40851 40853
## Predicted 142.0 142.0 142.3 142.0 142.0 141.8 121.5 110.2 139.79 135.7 140.3
## cvpred 142.1 142.1 142.3 142.1 142.1 141.8 121.7 110.6 139.93 135.8 140.4
## pm2.5 58.0 77.0 85.0 74.0 90.0 89.0 71.0 87.0 132.00 125.0 151.0
## CV residual -84.1 -65.1 -57.3 -68.1 -52.1 -52.8 -50.7 -23.6 -7.93 -10.8 10.6
## 40856 40860 40866 40867 40871 40873 40874 40875 40876 40877
## Predicted 135.7 129.5 133.9 134.7 140.04 140.5 140.8 140.54 140.79 140.3
## cvpred 135.8 129.8 134.1 134.8 140.17 140.6 140.9 140.64 140.88 140.4
## pm2.5 148.0 173.0 164.0 149.0 138.00 100.0 107.0 131.00 139.00 121.0
## CV residual 12.2 43.2 29.9 14.2 -2.17 -40.6 -33.9 -9.64 -1.88 -19.4
## 40885 40888 40891 40893 40894 40907 40911 40912 40913 40917 40924
## Predicted 115.9 113 135.4 140.0 144.7 124.2 116.3 139.2 134.8 140.5 141.5
## cvpred 116.2 113 135.6 140.2 144.8 124.4 116.7 139.3 134.9 140.6 141.6
## pm2.5 58.0 78 72.0 93.0 99.0 132.0 146.0 163.0 95.0 175.0 49.0
## CV residual -58.2 -35 -63.6 -47.2 -45.8 7.6 29.3 23.7 -39.9 34.4 -92.6
## 40925 40932 40935 40939 40940 40941 40942 40948 40952 40953 40956
## Predicted 141 140 125 137 137 127 122 139 126 119 79.3
## cvpred 141 140 125 137 137 127 122 139 126 119 79.7
## pm2.5 30 37 19 12 9 8 10 12 14 11 13.0
## CV residual -111 -103 -106 -125 -128 -119 -112 -127 -112 -108 -66.7
## 40957 40958 40959 40965 40967 40971 40975 40980 40982 40987 40990
## Predicted 69.3 69.5 59.6 77.9 119 143 144.8 81.9 52.27 70.2 122
## cvpred 69.8 70.0 60.2 78.4 119 143 144.7 82.4 52.95 70.8 122
## pm2.5 8.0 12.0 10.0 15.0 19 38 53.0 27.0 45.00 35.0 60
## CV residual -61.8 -58.0 -50.2 -63.4 -100 -105 -91.7 -55.4 -7.95 -35.8 -62
## 40993 40995 41006 41007 41011 41012 41015 41016 41019 41020 41022
## Predicted 120.5 128.4 96.9 91.65 98.2 106.9 120.1 119.2 139.8 134.9 139.31
## cvpred 120.7 128.5 97.4 92.16 98.7 107.3 120.4 119.5 139.9 135.1 139.43
## pm2.5 60.0 64.0 114.0 90.00 70.0 88.0 147.0 143.0 152.0 152.0 143.00
## CV residual -60.7 -64.5 16.6 -2.16 -28.7 -19.3 26.6 23.5 12.1 16.9 3.57
## 41023 41024 41026 41027 41028 41037 41038 41041 41044 41045
## Predicted 138.8230 140.79 125.39 120.0 110.0 114.00 112.9 111.4 124.9 124.4
## cvpred 138.9422 140.88 125.62 120.3 110.4 114.34 113.3 111.8 125.1 124.6
## pm2.5 139.0000 142.00 133.00 137.0 138.0 123.00 132.0 162.0 145.0 147.0
## CV residual 0.0578 1.12 7.38 16.7 27.6 8.66 18.7 50.2 19.9 22.4
## 41050 41051 41053 41055 41057 41064 41069 41079 41080 41081 41082
## Predicted 134.9 129.5 108.8 83.38 85.8 129.2 99.2 33.7 38.1 42.5 56.6
## cvpred 135.1 129.8 109.1 83.89 86.3 129.4 99.2 34.3 38.6 43.0 57.1
## pm2.5 196.0 207.0 176.0 85.00 100.0 156.0 5.0 6.0 6.0 4.0 10.0
## CV residual 60.9 77.2 66.9 1.11 13.7 26.6 -94.2 -28.3 -32.6 -39.0 -47.1
## 41085 41088 41090 41092 41094 41096 41101 41102 41106 41110 41113
## Predicted 69.2 130 136.3 140.9 142 130 79.0 73.4 71.8 98.7 117.0
## cvpred 69.6 130 136.1 140.8 141 130 79.5 73.9 72.3 99.0 117.2
## pm2.5 14.0 22 37.0 45.0 39 23 31.0 43.0 35.0 61.0 41.0
## CV residual -55.6 -108 -99.1 -95.8 -102 -107 -48.5 -30.9 -37.3 -38.0 -76.2
## 41118 41121 41128 41130 41136 41138 41140 41142 41143 41147 41151
## Predicted 133.5 118.6 70.4 72.8 123.0 122.8 128.9 128.4 128.3 116.63 101.2
## cvpred 133.5 118.8 70.9 73.3 123.1 122.9 128.9 128.4 128.3 116.84 101.6
## pm2.5 79.0 108.0 30.0 36.0 95.0 61.0 77.0 81.0 81.0 108.00 84.0
## CV residual -54.5 -10.8 -40.9 -37.3 -28.1 -61.9 -51.9 -47.4 -47.3 -8.84 -17.6
## 41159 41161 41162 41164 41165 41167 41168 41171 41172 41173 41177
## Predicted 141 140 141.5 141.05 141.3 142.0 141.8 131.3 122.5 116.9 107
## cvpred 141 140 141.6 141.11 141.4 142.1 141.8 131.4 122.7 117.1 107
## pm2.5 104 121 124.0 147.00 82.0 60.0 52.0 59.0 74.0 68.0 36
## CV residual -37 -19 -17.6 5.89 -59.4 -82.1 -89.8 -72.4 -48.7 -49.1 -71
## 41179 41180 41182 41185 41187 41191 41194 41196 41197 41204 41208
## Predicted 110.9 119.9 124.1 137.2 142.3 142.3 126.6 92.4 91.5 94.0 138.4
## cvpred 111.1 120.1 124.2 137.2 142.3 142.3 126.8 92.7 91.8 94.4 138.4
## pm2.5 54.0 48.0 58.0 52.0 54.0 95.0 96.0 60.0 50.0 53.0 79.0
## CV residual -57.1 -72.1 -66.2 -85.2 -88.3 -47.3 -30.8 -32.7 -41.8 -41.4 -59.4
## 41210 41211 41212 41215 41216 41217 41218 41220 41225 41226 41230
## Predicted 133.5 138.7 133.5 133.5 127.5 126.4 100.2 66.6 62.5 73.5 121.9
## cvpred 133.5 138.6 133.5 133.5 127.6 126.5 100.4 66.8 62.9 73.8 121.8
## pm2.5 71.0 76.0 75.0 95.0 106.0 79.0 63.0 27.0 12.0 13.0 34.0
## CV residual -62.5 -62.6 -58.5 -38.5 -21.6 -47.5 -37.4 -39.8 -50.9 -60.8 -87.8
## 41231 41232 41235 41236 41240 41242 41244 41247 41251 41252 41253
## Predicted 130.8 136.5 141.6 137 128 98.2 47.6 11.42 39.4 51.9 51.3
## cvpred 130.7 136.4 141.5 137 128 98.3 48.1 12.01 39.8 52.3 51.7
## pm2.5 36.0 42.0 47.0 28 16 11.0 7.0 6.00 16.0 18.0 20.0
## CV residual -94.7 -94.4 -94.5 -109 -112 -87.3 -41.1 -6.01 -23.8 -34.3 -31.7
## 41254 41262 41266 41271 41272 41274 41278 41282 41283 41284 41286
## Predicted 59.7 133.0 93.8 105.5 101.3 115.2 114.4 98.9 132 132 137
## cvpred 60.0 132.8 93.9 105.6 101.5 115.3 114.5 99.0 132 132 137
## pm2.5 25.0 33.0 20.0 45.0 69.0 98.0 56.0 30.0 25 16 13
## CV residual -35.0 -99.8 -73.9 -60.6 -32.5 -17.3 -58.5 -69.0 -107 -116 -124
## 41288 41289 41291 41294 41296 41302 41306 41307 41310 41313 41315
## Predicted 115.5 112.3 111.3 105.2 104.3 126.2 146.5 146.9 145.8 122 94.94
## cvpred 115.5 112.4 111.4 105.4 104.5 126.2 146.3 146.7 145.6 122 95.19
## pm2.5 25.0 22.0 19.0 75.0 60.0 49.0 62.0 80.0 99.0 99 93.00
## CV residual -90.5 -90.4 -92.4 -30.4 -44.5 -77.2 -84.3 -66.7 -46.6 -23 -2.19
## 41317 41321 41322 41329 41330 41333 41335 41338 41343 41355
## Predicted 75.4 41.51 55.7 129.9 129.6 142.2 141.7 133.5 97.6 143.04
## cvpred 75.8 42.03 56.1 129.8 129.6 141.9 141.5 133.5 97.9 143.02
## pm2.5 67.0 34.00 21.0 59.0 70.0 97.0 106.0 121.0 86.0 145.00
## CV residual -8.8 -8.03 -35.1 -70.8 -59.6 -44.9 -35.5 -12.5 -11.9 1.98
## 41356 41357 41372 41375 41381 41382 41384 41388 41390 41391
## Predicted 142.791 142.67 118 136.4 124.505 124.3 124.7 100.3 97.9 106.1
## cvpred 142.774 142.65 118 136.5 124.551 124.3 124.8 100.5 98.1 106.4
## pm2.5 142.000 141.00 153 200.0 125.000 79.0 72.0 52.0 78.0 89.0
## CV residual -0.774 -1.65 35 63.5 0.449 -45.3 -52.8 -48.5 -20.1 -17.4
## 41393 41394 41395 41396 41398 41400 41404 41406 41407 41408
## Predicted 99.65 103.92 112.6 122.4 125.4 119.7 132.5 127.2 128.4 128.1
## cvpred 99.98 104.22 112.8 122.5 125.6 119.9 132.6 127.2 128.5 128.2
## pm2.5 96.00 100.00 93.0 85.0 82.0 59.0 80.0 79.0 89.0 106.0
## CV residual -3.98 -4.22 -19.8 -37.5 -43.6 -60.9 -52.6 -48.2 -39.5 -22.2
## 41413 41415 41416 41417 41418 41420 41423 41429 41430 41432
## Predicted 126.406 125.42 124.93 124.688 137 137 139.7 140.6 145.2 144.2
## cvpred 126.535 125.56 125.08 124.836 137 137 139.8 140.6 145.2 144.2
## pm2.5 127.000 135.00 133.00 124.000 112 109 117.0 102.0 95.0 73.0
## CV residual 0.465 9.44 7.92 -0.836 -25 -28 -22.8 -38.6 -50.2 -71.2
## 41435 41438 41449 41450 41451 41454 41458 41459 41461 41465 41468
## Predicted 137.3 138 143.8 144 143 144 126 122 103.2 84.2 120.4
## cvpred 137.3 138 143.7 143 143 144 127 122 103.5 84.6 120.6
## pm2.5 51.0 34 50.0 38 38 20 22 13 14.0 10.0 39.0
## CV residual -86.3 -104 -93.7 -105 -105 -124 -105 -109 -89.5 -74.6 -81.6
## 41469 41470 41472 41475 41476 41480 41483 41484 41486 41488 41489
## Predicted 125.1 129.7 143.8 143.6 149.7 148.8 137.90 132.52 126.0 122.3 127.4
## cvpred 125.2 129.8 143.7 143.5 149.5 148.7 137.93 132.59 126.2 122.4 127.5
## pm2.5 56.0 61.0 101.0 84.0 89.0 99.0 139.00 141.00 168.0 159.0 151.0
## CV residual -69.2 -68.8 -42.7 -59.5 -60.5 -49.7 1.07 8.41 41.8 36.6 23.5
## 41490 41491 41501 41503 41509 41511 41514 41519 41521 41522
## Predicted 126.90 136.17 138.4 141.9 117.73 117.1 137.2 142.8 144.3 144.5
## cvpred 127.02 136.25 138.4 141.9 117.91 117.3 137.2 142.8 144.2 144.4
## pm2.5 137.00 128.00 99.0 107.0 123.00 146.0 194.0 166.0 119.0 132.0
## CV residual 9.98 -8.25 -39.4 -34.9 5.09 28.7 56.8 23.2 -25.2 -12.4
## 41524 41526 41532 41533 41537 41539 41542 41548 41549 41551 41560
## Predicted 145 142.2 84.9 82.0 67.4 115.2 130.6 131.9 141.6 141.6 101.0
## cvpred 145 141.9 85.1 82.3 67.7 115.3 130.6 131.8 141.5 141.5 101.3
## pm2.5 9 42.0 15.0 10.0 17.0 22.0 52.0 66.0 59.0 58.0 62.0
## CV residual -136 -99.9 -70.1 -72.3 -50.7 -93.3 -78.6 -65.8 -82.5 -83.5 -39.3
## 41567 41568 41571 41572 41577 41587 41588 41592 41596 41597 41598
## Predicted 143.5 148.4 149.7 145.8 134 60.3 73.0 98.8 111.1 106 105.7
## cvpred 143.5 148.3 149.5 145.6 134 60.5 73.1 98.7 110.9 106 105.6
## pm2.5 58.0 75.0 97.0 105.0 97 12.0 12.0 23.0 22.0 17 17.0
## CV residual -85.5 -73.3 -52.5 -40.6 -37 -48.5 -61.1 -75.7 -88.9 -89 -88.6
## 41600 41602 41611 41613 41619 41635 41636 41639 41643 41644 41648
## Predicted 100.0 107.8 105.7 123.7 130.5 143.6 152.7 148 146.9 145.3 144.1
## cvpred 99.8 107.6 105.6 123.4 130.2 143.4 152.4 148 146.6 145.1 143.8
## pm2.5 13.0 15.0 26.0 44.0 83.0 100.0 97.0 82 66.0 59.0 74.0
## CV residual -86.8 -92.6 -79.6 -79.4 -47.2 -43.4 -55.4 -66 -80.6 -86.1 -69.8
## 41649 41660 41667 41668 41672 41676 41683 41691 41693 41694 41695
## Predicted 141.8 134 152.4 146.8 146.3 132 139.9 142.8 140.6 140.3 139.8
## cvpred 141.6 134 152.1 146.6 146.1 132 139.8 142.7 140.5 140.2 139.7
## pm2.5 79.0 60 113.0 135.0 73.0 57 207.0 81.0 78.0 69.0 59.0
## CV residual -62.6 -74 -39.1 -11.6 -73.1 -75 67.2 -61.7 -62.5 -71.2 -80.7
## 41697 41705 41706 41711 41712 41713 41714 41715 41716 41731 41732
## Predicted 139.0 140.1 145.0 143.2 143.5 151.2 146.5 147.5 152.7 82.7 120
## cvpred 138.9 140.1 144.9 143.1 143.3 150.9 146.3 147.3 152.4 82.8 120
## pm2.5 54.0 100.0 107.0 80.0 77.0 79.0 86.0 72.0 70.0 11.0 17
## CV residual -84.9 -40.1 -37.9 -63.1 -66.3 -71.9 -60.3 -75.3 -82.4 -71.8 -103
## 41733 41734 41737 41739 41740 41741 41742 41743 41746 41748 41758
## Predicted 125 136 147 151 131 147 147 147 102.9 76.5 134.4
## cvpred 125 135 146 151 131 146 147 146 102.8 76.6 134.1
## pm2.5 22 27 39 28 28 22 27 22 21.0 18.0 74.0
## CV residual -103 -108 -107 -123 -103 -124 -120 -124 -81.8 -58.6 -60.1
## 41759 41760 41761 41763 41765 41766 41767 41768 41770 41774 41779
## Predicted 129.8 135.1 134.6 140.3 150.5 150.3 150.0 150.5 124.6 97.7 127.0
## cvpred 129.5 134.9 134.4 139.9 150.1 149.9 149.6 150.1 124.4 97.8 126.9
## pm2.5 79.0 77.0 91.0 107.0 104.0 93.0 85.0 75.0 66.0 118.0 189.0
## CV residual -50.5 -57.9 -43.4 -32.9 -46.1 -56.9 -64.6 -75.1 -58.4 20.2 62.1
## 41780 41793 41798 41802 41803 41805 41806 41815 41819 41822 41826
## Predicted 141.5 142 116 134 140 145 146 153 135 114 119
## cvpred 141.4 142 116 134 140 145 146 152 135 114 119
## pm2.5 220.0 243 266 383 402 419 432 341 334 350 398
## CV residual 78.6 101 150 249 262 274 286 189 199 236 279
## 41827 41828 41838 41845 41854 41857 41859 41863 41864 41867 41870
## Predicted 138 144 152 119 138 145 150 149.7 149.4 143 125
## cvpred 138 144 152 119 138 145 150 149.5 149.3 143 125
## pm2.5 430 442 348 328 330 328 290 204.0 217.0 230 243
## CV residual 292 298 196 209 192 183 140 54.5 67.7 87 118
## 41872 41876 41878 41880 41881 41882 41883 41887 41888 41891 41895
## Predicted 124 88.2 81.0 82.2 94.5 93.9 116 109 57.1 63.9 49.0
## cvpred 124 88.3 81.1 82.3 94.6 94.0 116 109 57.1 63.9 49.1
## pm2.5 233 21.0 5.0 7.0 8.0 5.0 7 8 7.0 4.0 6.0
## CV residual 109 -67.3 -76.1 -75.3 -86.6 -89.0 -109 -101 -50.1 -59.9 -43.1
## 41898 41902 41909 41913 41914 41915 41916 41927 41936 41954 41955
## Predicted 56.3 90.5 103.7 94.3 74.9 50.4 44.2 142.8 140 144.55 152.03
## cvpred 56.4 90.4 103.4 94.1 74.8 50.4 44.2 142.3 140 144.17 151.54
## pm2.5 7.0 8.0 7.0 5.0 7.0 9.0 8.0 51.0 25 149.00 149.00
## CV residual -49.4 -82.4 -96.4 -89.1 -67.8 -41.4 -36.2 -91.3 -115 4.83 -2.54
## 41957 41959 41965 41967 41973 41981 41984 41985 41987 41988 41989
## Predicted 151.8 153 36.7 7.79 17.22 140 149 117.0 81.3 40.3 29.5
## cvpred 151.3 152 37.0 8.28 17.52 139 148 116.7 81.3 40.5 29.7
## pm2.5 92.0 89 13.0 12.00 16.00 31 43 44.0 25.0 17.0 17.0
## CV residual -59.3 -63 -24.0 3.72 -1.52 -108 -105 -72.7 -56.3 -23.5 -12.7
## 41992 41994 41998 42004 42005 42006 42007 42013 42018 42019 42020
## Predicted 13.3 28.8 79.2 147.8 152.8 153.0 142.5 75.3 66.2 109.46 129.00
## cvpred 13.7 29.1 79.2 147.3 152.2 152.5 142.1 75.4 66.5 109.41 128.81
## pm2.5 29.0 59.0 60.0 98.0 103.0 101.0 98.0 87.0 109.0 118.00 127.00
## CV residual 15.3 29.9 -19.2 -49.3 -49.2 -51.5 -44.1 11.6 42.5 8.59 -1.81
## 42023 42027 42030 42033 42034 42035 42039 42040 42042 42043 42047
## Predicted 124.9 145.1 145.9 133.0 119.5 104.33 71.6 72.2 95.0 126 142
## cvpred 124.7 144.8 145.5 132.8 119.3 104.32 71.9 72.5 95.2 126 142
## pm2.5 190.0 200.0 180.0 111.0 94.0 112.00 194.0 210.0 230.0 239 357
## CV residual 65.3 55.2 34.5 -21.8 -25.3 7.68 122.1 137.5 134.8 113 215
## 42050 42052 42063 42067 42068 42072 42074 42076 42077 42079 42082
## Predicted 131 142 107 135.8 130.6 133.9 138.3 146.8 151.7 152.4 150
## cvpred 131 141 107 135.7 130.6 133.9 138.2 146.6 151.4 152.1 150
## pm2.5 405 397 210 169.0 196.0 161.0 166.0 177.0 177.0 187.0 234
## CV residual 274 256 103 33.3 65.4 27.1 27.8 30.4 25.6 34.9 84
## 42083 42087 42097 42098 42102 42103 42104 42105 42106 42107 42108
## Predicted 125 131 116.5 121 102.8 97.9 92.7 77.9 72.7 76.2 71.0
## cvpred 125 131 116.4 121 102.7 97.8 92.6 77.9 72.6 76.2 70.9
## pm2.5 261 264 61.0 34 24.0 31.0 38.0 38.0 38.0 38.0 36.0
## CV residual 136 133 -55.4 -87 -78.7 -66.8 -54.6 -39.9 -34.6 -38.2 -34.9
## 42109 42115 42116 42117 42119 42121 42122 42123 42124 42131 42132
## Predicted 60.6 109.6 127.6 128.6 127.6 143.3 137.9 142.8 142.5 121.4 120.4
## cvpred 60.6 109.3 127.3 128.2 127.3 142.8 137.5 142.3 142.1 121.1 120.1
## pm2.5 38.0 38.0 51.0 67.0 91.0 60.0 50.0 47.0 52.0 83.0 92.0
## CV residual -22.6 -71.3 -76.3 -61.2 -36.3 -82.8 -87.5 -95.3 -90.1 -38.1 -28.1
## 42140 42147 42148 42152 42153 42155 42156 42157 42160 42161 42166
## Predicted 129 130.0 135.1 134.1 134.1 119.5 114.6 114.3 113.6 113.1 154.2
## cvpred 129 129.8 134.9 133.9 133.9 119.3 114.5 114.3 113.5 113.1 153.8
## pm2.5 117 108.0 108.0 108.0 116.0 134.0 136.0 145.0 143.0 149.0 196.0
## CV residual -12 -21.8 -26.9 -25.9 -17.9 14.7 21.5 30.7 29.5 35.9 42.2
## 42173 42174 42175 42180 42181 42191 42193 42195 42197 42198 42199
## Predicted 153.7 148.8 148.3 127 126 148 148 148 154 154 149
## cvpred 153.3 148.4 147.9 127 126 148 148 148 154 154 148
## pm2.5 179.0 191.0 178.0 231 253 383 381 319 331 332 315
## CV residual 25.7 42.6 30.1 104 127 235 233 171 177 178 167
## 42204 42205 42218 42220 42221 42222 42223 42224 42230 42231 42236
## Predicted 136 126 150 151 144 101.3 86.6 78.6 17.3 2.05 12.42
## cvpred 136 126 150 150 143 101.2 86.5 78.5 17.5 2.32 12.62
## pm2.5 324 331 379 312 257 183.0 39.0 16.0 7.0 9.00 17.00
## CV residual 188 205 229 162 114 81.8 -47.5 -62.5 -10.5 6.68 4.38
## 42237 42239 42242 42249 42251 42254 42256 42257 42258 42260 42262
## Predicted 36.1 60.4 38.8 88.5 63.63 43.5 49.5 62.6 62.5 70.8 96.9
## cvpred 36.0 60.1 38.7 88.2 63.47 43.5 49.6 62.6 62.4 70.7 96.7
## pm2.5 15.0 12.0 9.0 23.0 57.00 31.0 25.0 33.0 39.0 60.0 57.0
## CV residual -21.0 -48.1 -29.7 -65.2 -6.47 -12.5 -24.6 -29.6 -23.4 -10.7 -39.7
## 42266 42268 42271 42276 42283 42286 42289 42291 42292 42295
## Predicted 135.2 139.6 149.9 117.1 101.0 131.5 141.8 151.2 146.53 151.3
## cvpred 134.7 139.1 149.3 116.9 100.8 131.2 141.4 150.7 146.09 150.8
## pm2.5 42.0 74.0 77.0 94.0 51.0 59.0 93.0 111.0 139.00 114.0
## CV residual -92.7 -65.1 -72.3 -22.9 -49.8 -72.2 -48.4 -39.7 -7.09 -36.8
## 42300 42301 42305 42307 42310 42311 42312 42319 42320 42329
## Predicted 106.575 101.20 101.2 130.0 134.4 130.1 139.5 144.8 144.6 110.2
## cvpred 106.453 101.12 101.1 129.8 134.1 129.9 139.2 144.4 144.3 110.1
## pm2.5 106.000 105.00 126.0 158.0 183.0 193.0 215.0 176.0 159.0 182.0
## CV residual -0.453 3.88 24.9 28.2 48.9 63.1 75.8 31.6 14.7 71.9
## 42330 42331 42337 42343 42346 42347 42348 42349 42350 42364 42366
## Predicted 119.6 129.0 148 143.9 132.9 132.4 132 127.5 127.0 154.7 157.7
## cvpred 119.5 128.8 148 143.6 132.7 132.2 132 127.4 126.9 154.3 157.1
## pm2.5 192.0 199.0 212 194.0 169.0 144.0 150 144.0 143.0 180.0 78.0
## CV residual 72.5 70.2 64 50.4 36.3 11.8 18 16.6 16.1 25.7 -79.1
## 42367 42372 42374 42375 42383 42385 42390 42392 42395 42398 42400
## Predicted 152 71.8 50.7 39.6 42.5 33.9 28.7 33.4 13.87 -16.5 -26.1
## cvpred 152 71.8 50.8 39.7 42.6 34.0 28.9 33.6 14.21 -16.0 -25.4
## pm2.5 24 11.0 11.0 13.0 14.0 10.0 3.0 8.0 6.00 9.0 7.0
## CV residual -128 -60.8 -39.8 -26.7 -28.6 -24.0 -25.9 -25.6 -8.21 25.0 32.4
## 42409 42410 42413 42415 42421 42426 42430 42431 42432 42434 42436
## Predicted 132 132 132 148 51.0 19.11 139.9 139.6 139.4 138.9 150.1
## cvpred 131 131 132 147 51.1 19.38 139.3 139.1 138.9 138.4 149.5
## pm2.5 17 22 26 20 11.0 11.00 43.0 48.0 57.0 60.0 76.0
## CV residual -114 -109 -106 -127 -40.1 -8.38 -96.3 -91.1 -81.9 -78.4 -73.5
## 42437 42439 42442 42443 42444 42447 42448 42449 42455 42456 42459
## Predicted 150.8 151.1 125.0 104.94 99.3 76.3 83.3 83 143.8 149 154.0
## cvpred 150.1 150.5 124.6 104.67 99.1 76.3 83.2 83 143.3 148 153.4
## pm2.5 72.0 80.0 85.0 96.00 109.0 159.0 153.0 153 215.0 255 210.0
## CV residual -78.1 -70.5 -39.6 -8.67 9.9 82.7 69.8 70 71.7 107 56.6
## 42467 42473 42475 42479 42481 42484 42489 42492 42494 42495 42496
## Predicted 80.27 13.23 20.8 81.3 93.4 107 88.6 60.7 30.7 20.3 18.5
## cvpred 80.18 13.56 21.1 81.1 93.1 106 88.3 60.5 30.7 20.3 18.5
## pm2.5 90.00 6.00 10.0 5.0 4.0 3 9.0 9.0 4.0 3.0 4.0
## CV residual 9.82 -7.56 -11.1 -76.1 -89.1 -103 -79.3 -51.5 -26.7 -17.3 -14.5
## 42499 42504 42513 42517 42520 42522 42527 42529 42534 42537 42541
## Predicted 100.2 137.5 138.2 92.8 92.5 102.1 145 151 157 134.0 95.4
## cvpred 99.7 136.9 137.6 92.5 92.2 101.7 144 151 156 133.5 95.2
## pm2.5 6.0 44.0 70.0 60.0 33.0 28.0 35 46 65 79.0 74.0
## CV residual -93.7 -92.9 -67.6 -32.5 -59.2 -73.7 -109 -105 -91 -54.5 -21.2
## 42542 42546 42550 42552 42555 42559 42561 42562 42565 42572 42574
## Predicted 86.41 93.0 151 155.9 156.5 146.2 123.7 101.5 49.3 125.7 140.6
## cvpred 86.21 92.8 150 155.2 155.8 145.4 123.2 101.2 49.3 125.3 140.1
## pm2.5 77.00 77.0 94 97.0 116.0 54.0 42.0 38.0 33.0 57.0 76.0
## CV residual -9.21 -15.8 -56 -58.2 -39.8 -91.4 -81.2 -63.2 -16.3 -68.3 -64.1
## 42575 42582 42583 42584 42587 42592 42596 42599 42600 42603 42604
## Predicted 140.5 127.7 138 137.0 79.1 55.63 94.1 140.13 144.27 155 144.9
## cvpred 139.9 127.1 137 136.3 78.9 55.64 93.9 139.58 143.72 154 144.3
## pm2.5 98.0 44.0 33 45.0 42.0 59.00 111.0 145.00 143.00 239 185.0
## CV residual -41.9 -83.1 -104 -91.3 -36.9 3.36 17.1 5.42 -0.72 85 40.7
## 42605 42608 42615 42618 42621 42622 42623 42626 42629 42631 42634
## Predicted 149.1 70.4 53.5 42.5 74.2 34.0 23.73 18.6 29.4 20.6 -11.2
## cvpred 148.4 70.3 53.6 42.6 74.1 34.1 23.86 18.7 29.4 20.6 -10.9
## pm2.5 163.0 9.0 18.0 7.0 16.0 8.0 19.00 5.0 3.0 6.0 5.0
## CV residual 14.6 -61.3 -35.6 -35.6 -58.1 -26.1 -4.86 -13.7 -26.4 -14.6 15.9
## 42636 42639 42640 42642 42643 42644 42645 42650 42653 42662 42665
## Predicted -32.0 -46.5 -44.4 -18.3 -29.1 -21.2 -23.2 72.3 112 33.26 23
## cvpred -31.6 -46.0 -43.8 -17.8 -28.6 -20.7 -22.7 71.8 112 33.21 23
## pm2.5 6.0 6.0 5.0 5.0 7.0 9.0 11.0 11.0 11 26.00 35
## CV residual 37.6 52.0 48.8 22.8 35.6 29.7 33.7 -60.8 -101 -7.21 12
## 42674 42676 42678 42684 42685 42688 42690 42699 42709 42710 42714
## Predicted 119.9 124.3 128.4 47.5 46.2 36.9 56.6 125.1 92.9 93.3 111
## cvpred 119.2 123.6 127.7 47.3 46.1 36.9 56.4 124.4 92.6 93.0 111
## pm2.5 52.0 52.0 52.0 30.0 21.0 21.0 25.0 210.0 128.0 141.0 246
## CV residual -67.2 -71.6 -75.7 -17.3 -25.1 -15.9 -31.4 85.6 35.4 48.0 135
## 42715 42722 42724 42726 42728 42730 42731 42732 42733 42737 42738
## Predicted 112 142 132.9 142 149 130 114.9 94.2 78.7 70.1 73.7
## cvpred 111 141 132.2 142 148 130 114.5 94.0 78.6 70.1 73.6
## pm2.5 230 281 222.0 304 284 256 79.0 38.0 22.0 19.0 16.0
## CV residual 119 140 89.8 162 136 126 -35.5 -56.0 -56.6 -51.1 -57.6
## 42740 42742 42743 42745 42746 42749 42751 42754 42755 42756 42761
## Predicted 61.7 67.7 66.3 63.5 67.3 62.9 111 84.2 73.5 67.9 33.4
## cvpred 61.6 67.6 66.3 63.5 67.2 62.8 110 83.8 73.3 67.7 33.3
## pm2.5 15.0 12.0 19.0 12.0 13.0 11.0 9 19.0 19.0 16.0 13.0
## CV residual -46.6 -55.6 -47.3 -51.5 -54.2 -51.8 -101 -64.8 -54.3 -51.7 -20.3
## 42762 42763 42764 42765 42767 42773 42775 42776 42778 42779 42786
## Predicted 32.5 81.1 100.7 118.7 129.5 143.9 133.0 131.8 104.8 79.0 74.5
## cvpred 32.5 80.8 100.2 118.2 128.8 143.1 132.3 131.1 104.3 78.7 74.3
## pm2.5 16.0 27.0 47.0 54.0 66.0 78.0 45.0 39.0 42.0 41.0 63.0
## CV residual -16.5 -53.8 -53.2 -64.2 -62.8 -65.1 -87.3 -92.1 -62.3 -37.7 -11.3
## 42787 42796 42799 42802 42803 42805 42808 42809 42811 42819 42820
## Predicted 103.1 148 148 131 132 120 114 126 145 145 157
## cvpred 102.7 147 148 131 131 120 114 125 145 144 156
## pm2.5 86.0 371 255 275 320 346 399 370 346 330 324
## CV residual -16.7 224 107 144 189 226 285 245 201 186 168
## 42823 42827 42828 42830 42832 42850 42853 42854 42856 42860 42864
## Predicted 157 145 140 114 113 142 91.5 76.6 34.6 61.5 80.5
## cvpred 157 144 139 114 113 141 91.3 76.5 34.6 61.2 80.1
## pm2.5 368 305 290 315 292 287 93.0 82.0 88.0 22.0 30.0
## CV residual 211 161 151 201 179 146 1.7 5.5 53.4 -39.2 -50.1
## 42867 42876 42879 42883 42885 42886 42887 42897 42898 42899 42900
## Predicted 107 54.7 55.5 83.8 104.38 130.58 134 144.4 133.6 123.0 130.1
## cvpred 106 54.6 55.3 83.4 103.99 130.12 134 143.8 133.2 122.6 129.6
## pm2.5 9 36.0 28.0 65.0 101.00 123.00 146 111.0 113.0 101.0 101.0
## CV residual -97 -18.6 -27.3 -18.4 -2.99 -7.12 12 -32.8 -20.2 -21.6 -28.6
## 42904 42909 42912 42913 42916 42917 42919 42925 42926 42927 42929
## Predicted 123.2 155.5 160.3 162.2 155.4 153.8 140 49.9 47.4 37.7 64.0
## cvpred 122.9 154.8 159.6 161.4 154.7 153.1 139 49.7 47.3 37.6 63.8
## pm2.5 141.0 182.0 193.0 240.0 188.0 175.0 116 19.0 22.0 22.0 31.0
## CV residual 18.1 27.2 33.4 78.6 33.3 21.9 -23 -30.7 -25.3 -15.6 -32.8
## 42933 42937 42939 42940 42947 42950 42954 42955 42956 42959 42962
## Predicted 125 138.2 148.3 143 127.0 114.7 130 129.9 144.9 144 151
## cvpred 124 137.6 147.5 142 126.4 114.3 130 129.6 144.3 144 151
## pm2.5 62 90.0 86.0 111 151.0 174.0 159 205.0 230.0 311 299
## CV residual -62 -47.6 -61.5 -31 24.6 59.7 29 75.4 85.7 167 148
## 42963 42968 42971 42972 42975 42983 42984 42987 42988 42989 42990
## Predicted 156 157.3 145.3 134.8 120 155 155 149 98.3 84.3 64.4
## cvpred 156 156.5 144.7 134.3 119 154 154 148 97.9 83.9 64.1
## pm2.5 283 226.0 201.0 234.0 259 502 522 362 176.0 98.0 24.0
## CV residual 127 69.5 56.3 99.7 140 348 368 214 78.1 14.1 -40.1
## 42991 42998 43002 43006 43016 43017 43018 43019 43024 43025 43032
## Predicted 59.4 49.8 54.2 90.2 130.2 119.8 94.0 88.0 90.56 94.84 133.8
## cvpred 59.1 49.5 53.9 89.7 129.5 119.2 93.6 87.7 90.32 94.56 133.3
## pm2.5 20.0 13.0 16.0 34.0 92.0 95.0 83.0 66.0 86.00 90.00 211.0
## CV residual -39.1 -36.5 -37.9 -55.7 -37.5 -24.2 -10.6 -21.7 -4.32 -4.56 77.7
## 43034 43040 43043 43049 43053 43054 43061 43073 43077 43078 43079
## Predicted 152.1 157 151 149 154 152 148 -1.09 -13.8 6.96 8.78
## cvpred 151.4 157 150 149 153 152 147 -1.18 -13.9 6.76 8.58
## pm2.5 237.0 291 287 393 323 328 227 19.00 31.0 44.00 32.00
## CV residual 85.6 134 137 244 170 176 80 20.18 44.9 37.24 23.42
## 43082 43083 43084 43088 43091 43092 43094 43095 43097 43098 43100
## Predicted 21.5 28.33 31.3 20.34 0.506 -7.94 -28.4 -39.6 -35.3 -23.6 -22.1
## cvpred 21.4 28.17 31.1 20.28 0.642 -7.72 -28.0 -39.2 -34.9 -23.2 -21.7
## pm2.5 36.0 25.00 21.0 13.00 10.000 12.00 11.0 10.0 9.0 8.0 15.0
## CV residual 14.6 -3.17 -10.1 -7.28 9.358 19.72 39.0 49.2 43.9 31.2 36.7
## 43101 43102 43103 43112 43115 43116 43118 43126 43130 43133
## Predicted -7.76 -9.62 -15.3 120 86.9 84.2 76.6252 120.32 125.48 84.1
## cvpred -7.50 -9.30 -15.0 119 86.2 83.5 76.0215 119.46 124.51 83.4
## pm2.5 19.00 8.00 15.0 13 23.0 43.0 76.0000 111.00 126.00 11.0
## CV residual 26.50 17.30 30.0 -106 -63.2 -40.5 -0.0215 -8.46 1.49 -72.4
## 43135 43138 43144 43145 43146 43149 43150 43157 43159 43160 43161
## Predicted 76.7 72.6 21.8 28.1 26.7 46.0 55.4 46.4 99.4 83.4 82.0
## cvpred 76.0 72.0 21.5 27.8 26.3 45.7 55.0 46.0 98.5 82.7 81.3
## pm2.5 9.0 17.0 9.0 11.0 8.0 9.0 7.0 8.0 6.0 9.0 6.0
## CV residual -67.0 -55.0 -12.5 -16.8 -18.3 -36.7 -48.0 -38.0 -92.5 -73.7 -75.3
## 43162 43163 43165 43166 43167 43170 43171 43172 43176 43178 43181
## Predicted 75.3 68.6 45.6 38.0 35.3 39.7 47.9 61.9 69.0 79.8 93.9
## cvpred 74.7 68.0 45.2 37.6 35.0 39.3 47.5 61.4 68.3 79.1 93.1
## pm2.5 7.0 7.0 9.0 11.0 10.0 7.0 10.0 8.0 10.0 6.0 7.0
## CV residual -67.7 -61.0 -36.2 -26.6 -25.0 -32.3 -37.5 -53.4 -58.3 -73.1 -86.1
## 43183 43185 43187 43189 43193 43198 43199 43203 43205 43206 43214
## Predicted 114.4 101.9 73.9 42.1 58.3 125.70 121.3 131.8 131.2 131.8 56.3
## cvpred 113.4 101.1 73.3 41.7 57.8 124.79 120.4 130.8 130.2 130.8 55.9
## pm2.5 14.0 25.0 16.0 13.0 11.0 130.00 138.0 149.0 84.0 60.0 17.0
## CV residual -99.4 -76.1 -57.3 -28.7 -46.8 5.21 17.6 18.2 -46.2 -70.8 -38.9
## 43221 43222 43231 43237 43238 43243 43244 43247 43261 43263 43264
## Predicted 86.4 99.5 150.0 53.759 46.2 60.8 64.5 65.8 83.6 77.5 82.8
## cvpred 85.9 98.9 149.2 53.362 45.8 60.4 64.2 65.4 83.1 77.1 82.3
## pm2.5 122.0 119.0 59.0 54.000 34.0 13.0 11.0 16.0 40.0 117.0 100.0
## CV residual 36.1 20.1 -90.2 0.638 -11.8 -47.4 -53.2 -49.4 -43.1 39.9 17.7
## 43266 43285 43287 43288 43289 43290 43292 43293 43297 43300 43302
## Predicted 98.3 135 126 126 126 126 125 134 140 154 161
## cvpred 97.7 135 125 125 125 125 124 133 139 153 160
## pm2.5 136.0 339 388 390 375 367 351 356 311 303 306
## CV residual 38.3 204 263 265 250 242 227 223 172 150 146
## 43303 43304 43306 43307 43310 43311 43315 43327 43328 43329 43337
## Predicted 162 164 163.7 105.2 52.0 40.17 56.1 61.6 60.0 74.1 56.2
## cvpred 161 163 162.8 104.7 51.7 39.91 55.8 61.4 59.8 73.7 55.8
## pm2.5 311 318 152.0 65.0 62.0 45.00 31.0 7.0 15.0 11.0 29.0
## CV residual 150 155 -10.8 -39.7 10.3 5.09 -24.8 -54.4 -44.8 -62.7 -26.8
## 43343 43346 43347 43349 43353 43357 43361 43362 43363 43364 43365
## Predicted 62.7 80.2 79.0 82.2 72.1 26.11 17.51 16.2 68.8 86.9 101.3
## cvpred 62.2 79.7 78.4 81.6 71.7 25.91 17.43 16.1 68.2 86.2 100.5
## pm2.5 9.0 8.0 8.0 12.0 8.0 17.00 12.00 9.0 14.0 17.0 21.0
## CV residual -53.2 -71.7 -70.4 -69.6 -63.7 -8.91 -5.43 -7.1 -54.2 -69.2 -79.5
## 43369 43372 43373 43378 43382 43384 43386 43387 43388 43394 43397
## Predicted 126 141 141 119.3 74.7 51.1 64.14 73.91 72.7 139.2 145.0
## cvpred 125 140 140 118.5 74.3 50.7 63.68 73.37 72.2 138.3 143.9
## pm2.5 12 13 16 37.0 46.0 41.0 72.00 80.00 86.0 192.0 107.0
## CV residual -113 -127 -124 -81.5 -28.3 -9.7 8.32 6.63 13.8 53.7 -36.9
## 43399 43405 43408 43410 43412 43414 43418 43420 43423 43431 43432
## Predicted 139.6 56.08 46.56 74.13 101.7 118.56 121 137 138 31.0 32.8
## cvpred 138.6 55.68 46.22 73.65 101.1 117.82 121 137 137 30.8 32.6
## pm2.5 90.0 53.00 44.00 68.00 129.0 109.00 257 305 269 11.0 8.0
## CV residual -48.6 -2.68 -2.22 -5.65 27.9 -8.82 136 168 132 -19.8 -24.6
## 43433 43439 43441 43443 43446 43450 43453 43462 43464 43466 43467
## Predicted 35.6 43.4 45.4 47.1 48.2 36.6 14.3 14.891 11.68 9.467 127
## cvpred 35.4 43.1 45.2 46.9 48.0 36.5 14.4 14.976 11.86 9.673 126
## pm2.5 13.0 11.0 6.0 6.0 9.0 12.0 9.0 14.000 8.00 9.000 8
## CV residual -22.4 -32.1 -39.2 -40.9 -39.0 -24.5 -5.4 -0.976 -3.86 -0.673 -118
## 43469 43470 43473 43483 43490 43497 43498 43500 43502 43503 43504
## Predicted 125.3 110.3 136.7 99.28 139.8 136.289 124.4 108.0 110.9 119.2 118.7
## cvpred 124.4 109.5 135.7 98.64 138.9 135.361 123.6 107.4 110.4 118.6 118.1
## pm2.5 30.0 43.0 80.0 93.00 170.0 135.000 136.0 135.0 133.0 142.0 163.0
## CV residual -94.4 -66.5 -55.7 -5.64 31.1 -0.361 12.4 27.6 22.6 23.4 44.9
## 43505 43507 43521 43525 43527 43529 43531 43534 43536 43538 43539
## Predicted 123.4 139.5 81.9 47.7 37.2 32.0 32.8 43.6 44.1 45.6 44.3
## cvpred 122.7 138.8 81.4 47.5 37.0 31.9 32.6 43.4 43.9 45.5 44.1
## pm2.5 166.0 202.0 22.0 17.0 14.0 7.0 15.0 8.0 11.0 14.0 8.0
## CV residual 43.3 63.2 -59.4 -30.5 -23.0 -24.9 -17.6 -35.4 -32.9 -31.5 -36.1
## 43543 43556 43558 43559 43560 43561 43567 43568 43569 43570 43573
## Predicted 54.7 4.61 7.428 10.35 7.66 0.575 -1.053 2.23 1.37 -9.76 -30.9
## cvpred 54.4 4.84 7.603 10.51 7.84 0.795 -0.794 2.49 1.64 -9.38 -30.3
## pm2.5 15.0 10.00 8.000 6.00 4.00 4.000 9.000 9.00 9.00 8.00 21.0
## CV residual -39.4 5.16 0.397 -4.51 -3.84 3.205 9.794 6.51 7.36 17.38 51.3
## 43576 43579 43584 43585 43589 43594 43597 43600 43601 43605 43611
## Predicted -44.6 -39.5 110.5 111.0 135 123.2 72.87 51.6 55.88 113.18 137.6
## cvpred -43.9 -38.8 109.8 110.2 134 122.4 72.49 51.4 55.63 112.48 136.7
## pm2.5 15.0 20.0 64.0 53.0 98 145.0 80.00 71.0 63.00 105.00 163.0
## CV residual 58.9 58.8 -45.8 -57.2 -36 22.6 7.51 19.6 7.37 -7.48 26.3
## 43615 43617 43618 43622 43630 43631 43634 43639 43644 43645 43652
## Predicted 132.1 136 129 46.9 108.0 106.1 114 119 76.8 73.5 70.6
## cvpred 131.3 135 128 46.8 107.2 105.4 114 118 76.3 73.1 70.3
## pm2.5 84.0 82 88 81.0 33.0 21.0 9 13 11.0 12.0 20.0
## CV residual -47.3 -53 -40 34.2 -74.2 -84.4 -105 -105 -65.3 -61.1 -50.3
## 43654 43656 43657 43659 43661 43663 43664 43668 43669 43672 43676
## Predicted 67.9 70.1 68.8 71.5 90.0 129 119 73.0 66.3 68.0 117.3
## cvpred 67.6 69.8 68.4 71.1 89.5 128 118 72.6 65.9 67.6 116.6
## pm2.5 16.0 18.0 20.0 22.0 14.0 18 13 25.0 16.0 8.0 49.0
## CV residual -51.6 -51.8 -48.4 -49.1 -75.5 -110 -105 -47.6 -49.9 -59.6 -67.6
## 43678 43682 43683 43684 43685 43689 43698 43703 43706 43707 43708
## Predicted 113 128.1 137.4 132.5 143.5 143.6 125 142 142.0 141.5 141.8
## cvpred 112 127.3 136.5 131.7 142.5 142.7 125 141 141.1 140.6 140.8
## pm2.5 50 94.0 147.0 226.0 179.0 119.0 234 210 194.0 187.0 216.0
## CV residual -62 -33.3 10.5 94.3 36.5 -23.7 109 69 52.9 46.4 75.2
## 43709 43710 43714 43717 43719 43720 43724 43725 43726 43727 43728
## Predicted 141.3 146 131.7 94.3 86.0 90.8 121 136 141 150 146
## cvpred 140.4 145 130.9 93.8 85.6 90.3 120 135 140 149 145
## pm2.5 225.0 199 182.0 194.0 192.0 208.0 328 349 327 348 363
## CV residual 84.6 54 51.1 100.2 106.4 117.7 208 214 187 199 218
## 43731 43734 43746 43747 43751 43753 43756 43757 43758 43761 43764
## Predicted 141 139 60.0 64.0 106 137 142 142 142.2 139.1 86.3
## cvpred 140 138 59.8 63.8 106 136 141 141 141.2 138.2 85.9
## pm2.5 388 284 42.0 41.0 324 362 372 318 188.0 124.0 134.0
## CV residual 248 146 -17.8 -22.8 218 226 231 177 46.8 -14.2 48.1
## 43770 43771 43773 43774 43781 43782 43783 43785 43787 43788 43790
## Predicted 34.0 64.3 102.67 103.3 125.5 114 103.8 94.9 73.6 64.1 62.7
## cvpred 33.9 64.0 102.07 102.7 124.7 113 103.1 94.3 73.2 63.7 62.4
## pm2.5 22.0 120.0 112.00 128.0 25.0 9 9.0 17.0 25.0 48.0 73.0
## CV residual -11.9 56.0 9.93 25.3 -99.7 -104 -94.1 -77.3 -48.2 -15.7 10.6
## 43791 43798 43800 43801 43803 43805 43806 43807 43812 43818 43822
## Predicted 66.272 82.0 54.0 68.8 72.4 62.1 54.3 45.2 28.2 9.138 13.52
## cvpred 65.925 81.6 53.6 68.3 71.9 61.7 53.9 44.8 28.1 9.158 13.51
## pm2.5 65.000 20.0 16.0 10.0 20.0 8.0 9.0 8.0 12.0 9.000 10.00
## CV residual -0.925 -61.6 -37.6 -58.3 -51.9 -53.7 -44.9 -36.8 -16.1 -0.158 -3.51
## 43823
## Predicted 17.55
## cvpred 17.51
## pm2.5 8.00
## CV residual -9.51
##
## Sum of squares = 92810242 Mean square = 6668 n = 13919
##
## fold 3
## Observations in test set: 13919
## 25 26 27 30 31 34 38 45 48 50 53
## Predicted 111.0 115.2 137.6 159.3 158.8 152.2 144.1 143.50 141.7 140 142.0
## cvpred 112.1 116.2 138.7 160.4 159.9 153.3 145.2 144.54 142.8 141 143.2
## pm2.5 129.0 148.0 159.0 109.0 105.0 132.0 164.0 154.00 126.0 63 65.0
## CV residual 16.9 31.8 20.3 -51.4 -54.9 -21.3 18.8 9.46 -16.8 -78 -78.2
## 54 55 56 63 64 67 68 72 73 76 77 80
## Predicted 141.7 136.2 140.2 127.1 126 158.9 159 161.1 157.0 128 121.0 115.6
## cvpred 142.9 137.4 141.5 128.4 127 160.2 160 162.5 158.4 129 122.4 117.1
## pm2.5 83.0 91.0 86.0 96.0 95 61.0 53 73.0 79.0 26 28.0 29.0
## CV residual -59.9 -46.4 -55.5 -32.4 -32 -99.2 -107 -89.5 -79.4 -103 -94.4 -88.1
## 81 83 86 92 95 96 99 101 102 105 108
## Predicted 109.2 98.7 89.9 83.7 69.1 69.7 87.4 80.4 123.6 124.1 108.8
## cvpred 110.8 100.2 91.2 85.1 70.6 71.3 89.2 82.1 125.3 125.9 110.4
## pm2.5 26.0 27.0 32.0 26.0 29.0 31.0 27.0 28.0 28.0 27.0 30.0
## CV residual -84.8 -73.2 -59.2 -59.1 -41.6 -40.3 -62.2 -54.1 -97.3 -98.9 -80.4
## 110 111 112 113 114 120 121 122 123 127 129
## Predicted 101.1 120.9 116.3 111.4 115.3 140 131.5 122.3 116.8 111.2 108.2
## cvpred 102.6 122.4 117.7 112.9 116.8 142 133.2 123.9 118.4 112.8 109.8
## pm2.5 39.0 41.0 33.0 50.0 56.0 50 56.0 77.0 50.0 21.0 20.0
## CV residual -63.6 -81.4 -84.7 -62.9 -60.8 -92 -77.2 -46.9 -68.4 -91.8 -89.8
## 135 136 137 139 140 141 149 159 163 168 170
## Predicted 109.3 105.5 105.3 109.4 136.3 125.8 136 103.1 134.1 150.6 159.0
## cvpred 110.6 106.8 106.6 110.8 137.9 127.3 138 104.4 135.5 152.3 160.7
## pm2.5 48.0 49.0 52.0 96.0 75.0 105.0 30 52.0 54.0 190.0 195.0
## CV residual -62.6 -57.8 -54.6 -14.8 -62.9 -22.3 -108 -52.4 -81.5 37.7 34.3
## 173 183 184 188 189 200 203 205 209 215 218
## Predicted 159.1 131.8 131.6 142.7 147.7 148.8 119.4 115.4 105.3 136.3 152.9
## cvpred 160.7 133.1 132.8 144.1 149.2 150.5 120.6 116.6 106.3 137.6 154.4
## pm2.5 110.0 200.0 231.0 227.0 226.0 106.0 73.0 40.0 41.0 47.0 82.0
## CV residual -50.7 66.9 98.2 82.9 76.8 -44.5 -47.6 -76.6 -65.3 -90.6 -72.4
## 224 225 232 233 234 237 240 241 258 264 265 269 270
## Predicted 144 144 126 121.0 125.3 118 97.9 101 78.0 126 141 122 123
## cvpred 146 145 127 122.1 126.4 119 99.0 102 79.1 128 143 123 124
## pm2.5 25 27 68 71.0 88.0 66 22.0 23 13.0 15 21 15 9
## CV residual -121 -118 -59 -51.1 -38.4 -53 -77.0 -79 -66.1 -113 -122 -108 -115
## 271 272 277 280 283 286 288 289 290 291 295
## Predicted 126 110 103.7 97.0 80.0 78.5 78.0 70.9 68.5 61.0 51.1
## cvpred 127 111 105.1 98.4 81.4 80.0 79.5 72.4 69.9 62.5 52.5
## pm2.5 11 11 24.0 22.0 25.0 25.0 22.0 15.0 16.0 11.0 12.0
## CV residual -116 -100 -81.1 -76.4 -56.4 -55.0 -57.5 -57.4 -53.9 -51.5 -40.5
## 297 304 306 308 312 316 320 324 327 329 337
## Predicted 46.4 9.67 113.3 119.3 148.7 155.1 152.6 126.1 108.5 111.3 110.0
## cvpred 47.8 10.70 114.5 120.6 150.3 156.8 154.3 127.4 109.6 112.4 111.2
## pm2.5 28.0 47.00 39.0 76.0 65.0 164.0 64.0 95.0 79.0 72.0 36.0
## CV residual -19.8 36.30 -75.5 -44.6 -85.3 7.2 -90.3 -32.4 -30.6 -40.4 -75.2
## 338 341 342 343 347 350 352 353 357 360 364 369
## Predicted 126.1 119 122 116.1 104.0 106.7 101.5 96.3 130.1 151.4 157 150.1
## cvpred 127.4 120 123 117.4 105.2 107.7 102.5 97.2 131.2 152.8 159 151.5
## pm2.5 37.0 21 13 23.0 28.0 31.0 36.0 37.0 90.0 87.0 271 102.0
## CV residual -90.4 -99 -110 -94.4 -77.2 -76.7 -66.5 -60.2 -41.2 -65.8 112 -49.5
## 371 374 379 382 384 387 389 400 404 405 407 419
## Predicted 143.27 128.83 144.23 154 156 155.9 160.4 116.8 148 149 159 139.8
## cvpred 144.57 129.87 145.42 155 157 157.3 161.8 117.7 149 150 160 140.9
## pm2.5 135.00 127.00 154.00 261 266 205.0 150.0 166.0 250 268 291 161.0
## CV residual -9.57 -2.87 8.58 106 109 47.7 -11.8 48.3 101 118 131 20.1
## 423 424 425 426 428 432 433 435 437 439 441 445 446 450 459
## Predicted 116.1 116.3 120.7 134.9 146 140 148 143 146 145 143 134 138 142 148
## cvpred 116.8 117.1 121.5 135.7 147 141 149 143 147 146 144 135 139 143 149
## pm2.5 154.0 173.0 188.0 203.0 408 402 358 332 256 330 297 301 310 357 368
## CV residual 37.2 55.9 66.5 67.3 261 261 209 189 109 184 153 166 171 214 219
## 467 472 473 477 478 479 481 482 486 490 497
## Predicted 90.5 98.9 103.3 82.8 89.9 83.1 83.5 80.9 69.6 49.8 78
## cvpred 91.3 99.8 104.2 83.8 90.9 84.1 84.7 82.0 70.9 51.1 79
## pm2.5 35.0 23.0 28.0 16.0 20.0 20.0 18.0 17.0 19.0 18.0 15
## CV residual -56.3 -76.8 -76.2 -67.8 -70.9 -64.1 -66.7 -65.0 -51.9 -33.1 -64
## 503 507 508 510 512 514 523 526 527 530 531
## Predicted 127.9 87.3 90.2 96.2 93.2 80.5 58 63.5 62.2 127 110.9
## cvpred 129.3 88.4 91.4 97.4 94.4 81.6 59 64.5 63.2 129 112.1
## pm2.5 72.0 26.0 18.0 15.0 21.0 22.0 37 39.0 35.0 24 23.0
## CV residual -57.3 -62.4 -73.4 -82.4 -73.4 -59.6 -22 -25.5 -28.2 -105 -89.1
## 533 541 543 544 545 613 618 630 634 637 641
## Predicted 104.3 57.6 48.1 40.7 38.8 100.0 103.3 129.3 120.7 99.8 55.0
## cvpred 105.5 58.4 48.8 41.4 39.5 100.9 104.2 130.3 121.6 100.4 55.5
## pm2.5 19.0 15.0 17.0 17.0 22.0 88.0 203.0 153.0 158.0 143.0 41.0
## CV residual -86.5 -43.4 -31.8 -24.4 -17.5 -12.9 98.8 22.7 36.4 42.6 -14.5
## 646 659 663 666 678 684 687 688 690 692 694
## Predicted 67.3 85.4 29.2 26.5 114.0 31.2 5.05 2.84 17.6 23.15 31.2
## cvpred 68.0 86.3 30.1 27.4 115.3 31.9 5.63 3.42 18.2 23.74 31.9
## pm2.5 38.0 16.0 13.0 13.0 17.0 12.0 12.00 31.00 42.0 26.00 25.0
## CV residual -30.0 -70.3 -17.1 -14.4 -98.3 -19.9 6.37 27.58 23.8 2.26 -6.9
## 703 711 712 721 724 725 729 733 734 738 742
## Predicted 120.8 18.96 11.9 53.1 79.4 68.0 54.6 7.83 59.8 65.1 129.62
## cvpred 121.9 19.48 12.4 53.9 80.3 68.9 55.4 8.40 60.5 65.8 130.48
## pm2.5 22.0 16.00 26.0 85.0 24.0 20.0 22.0 11.00 16.0 26.0 129.00
## CV residual -99.9 -3.48 13.6 31.1 -56.3 -48.9 -33.4 2.60 -44.5 -39.8 -1.48
## 745 746 749 750 752 762 771 774 776 778 779 782
## Predicted 137.2 142 142 147.1 137.6 116.6 159 160.4 154 129.2 105.0 73.6
## cvpred 138.1 143 143 148.2 138.6 117.4 160 161.8 155 130.4 106.1 74.5
## pm2.5 65.0 70 76 68.0 73.0 63.0 87 97.0 86 92.0 55.0 25.0
## CV residual -73.1 -73 -67 -80.2 -65.6 -54.4 -73 -64.8 -69 -38.4 -51.1 -49.5
## 784 787 789 792 794 797 799 804 807 810 811
## Predicted 64.0 93.1 108.4 117.6 109.9 148.0 152.0 82.4 43.1 49.1 43.4
## cvpred 64.9 94.2 109.6 118.8 111.2 149.4 153.5 83.4 43.9 49.9 44.2
## pm2.5 32.0 70.0 66.0 88.0 71.0 107.0 121.0 58.0 17.0 34.0 96.0
## CV residual -32.9 -24.2 -43.6 -30.8 -40.2 -42.4 -32.5 -25.4 -26.9 -15.9 51.8
## 813 819 823 825 826 827 832 833 834 835 838
## Predicted 93.76 115.0 144 136 100.2 84.7 53.83 53.34 62.4 90.811 98.6
## cvpred 94.84 116.4 145 137 101.3 85.7 54.68 54.18 63.3 91.888 99.8
## pm2.5 87.00 102.0 29 27 26.0 33.0 61.00 64.00 80.0 91.000 59.0
## CV residual -7.84 -14.4 -116 -110 -75.3 -52.7 6.32 9.82 16.7 -0.888 -40.8
## 839 842 843 846 849 850 861 864 869 870 872 873
## Predicted 84.24 96.2 98.1 134.7 108 106.55 127.4 140.0 142.4 142 136.5 140
## cvpred 85.28 97.3 99.2 135.9 109 107.67 128.5 141.2 143.5 143 137.7 141
## pm2.5 82.00 54.0 42.0 105.0 126 114.00 67.0 58.0 47.0 85 68.0 64
## CV residual -3.28 -43.3 -57.2 -30.9 17 6.33 -61.5 -83.2 -96.5 -58 -69.7 -77
## 875 876 877 888 895 898 903 906 918 919 922
## Predicted 137.2 131.3 125.3 148 161.0 160.0 144.9 148.77 154.9 154.9 151.3
## cvpred 138.3 132.3 126.2 149 162.1 161.1 145.8 149.72 155.9 155.9 152.3
## pm2.5 80.0 74.0 93.0 43 81.0 92.0 118.0 152.00 180.0 172.0 133.0
## CV residual -58.3 -58.3 -33.2 -106 -81.1 -69.1 -27.8 2.28 24.1 16.1 -19.3
## 923 924 925 926 929 930 931 939 941 945 946 949
## Predicted 145.33 144 138.5 128.5 121.7 126 133.9 155 159.8 158.4 115.5 60.35
## cvpred 146.22 145 139.3 129.2 122.3 127 134.6 156 160.8 159.3 116.2 61.02
## pm2.5 140.00 159 169.0 170.0 140.0 144 166.0 273 254.0 193.0 207.0 58.00
## CV residual -6.22 14 29.7 40.8 17.7 17 31.4 117 93.2 33.7 90.8 -3.02
## 950 953 954 955 956 958 962 973 974 975 976
## Predicted 70.2 87.8 97.0 106.1 118.4 130.4 72.1 38.3 45.6 45.6 61.5
## cvpred 70.9 88.4 97.7 106.8 119.1 131.2 73.0 39.2 46.5 46.5 62.4
## pm2.5 39.0 49.0 54.0 153.0 181.0 182.0 22.0 14.0 10.0 7.0 8.0
## CV residual -31.9 -39.4 -43.7 46.2 61.9 50.8 -51.0 -25.2 -36.5 -39.5 -54.4
## 978 982 985 987 988 990 995 996 1001 1006 1009
## Predicted 58.7 65.5 61.7 58.8 62.5 59.7 78.2 78.5 69.5 92.5 87.7
## cvpred 59.6 66.5 62.7 59.8 63.6 60.9 79.3 79.5 70.5 93.7 88.8
## pm2.5 15.0 16.0 11.0 10.0 12.0 10.0 12.0 12.0 18.0 24.0 17.0
## CV residual -44.6 -50.5 -51.7 -49.8 -51.6 -50.9 -67.3 -67.5 -52.5 -69.7 -71.8
## 1012 1013 1014 1016 1017 1020 1022 1025 1027 1030 1032
## Predicted 94.4 100.5 103.8 102.6 110.5 84.4 69.7 65.0 78.6 112.7 123.1
## cvpred 95.6 101.8 105.1 103.9 111.8 85.5 70.7 65.9 79.7 113.8 124.3
## pm2.5 16.0 11.0 10.0 11.0 14.0 21.0 13.0 13.0 19.0 58.0 69.0
## CV residual -79.6 -90.8 -95.1 -92.9 -97.8 -64.5 -57.7 -52.9 -60.7 -55.8 -55.3
## 1035 1037 1043 1044 1045 1050 1051 1052 1058 1063 1067
## Predicted 117 125.3 107.4 97.1 77.6 60.14 78.1 95.5 135 100.9 74.5
## cvpred 118 126.6 108.5 98.2 78.5 60.91 78.9 96.4 137 101.9 75.5
## pm2.5 54 27.0 23.0 37.0 46.0 64.00 100.0 113.0 980 8.0 16.0
## CV residual -64 -99.6 -85.5 -61.2 -32.5 3.09 21.1 16.6 843 -93.9 -59.5
## 1070 1072 1073 1074 1077 1085 1087 1090 1093 1096 1098
## Predicted 64.8 62.4 61.3 64.6 85.5 105.3 108.9 92.7 71.1 46.7 46.2
## cvpred 65.8 63.4 62.3 65.6 86.6 106.6 110.3 93.9 72.1 47.6 47.1
## pm2.5 21.0 16.0 15.0 16.0 36.0 15.0 11.0 39.0 8.0 15.0 13.0
## CV residual -44.8 -47.4 -47.3 -49.6 -50.6 -91.6 -99.3 -54.9 -64.1 -32.6 -34.1
## 1101 1102 1109 1110 1111 1114 1116 1117 1118 1119 1125
## Predicted 99.6 119.4 143.7 153 134 110.2 88.4 73.7 63.7 66.5 118.2
## cvpred 100.8 120.8 145.2 155 135 111.5 89.4 74.7 64.5 67.3 119.2
## pm2.5 50.0 73.0 65.0 51 29 26.0 21.0 24.0 39.0 79.0 167.0
## CV residual -50.8 -47.8 -80.2 -104 -106 -85.5 -68.4 -50.7 -25.5 11.7 47.8
## 1126 1127 1128 1130 1131 1138 1142 1145 1147 1150 1153 1156
## Predicted 134.0 139 128.8 129 138 60 19.56 1.96 79.6 101.5 108.5 128.2
## cvpred 135.1 140 129.9 130 140 61 20.37 2.77 80.7 102.6 109.7 129.5
## pm2.5 178.0 192 198.0 237 247 22 12.00 12.00 9.0 39.0 50.0 41.0
## CV residual 42.9 52 68.1 107 107 -39 -8.37 9.23 -71.7 -63.6 -59.7 -88.5
## 1158 1162 1167 1169 1170 1174 1177 1179 1190 1192 1198
## Predicted 128.2 101.91 40.2 47.0 45.9 59.6 120.6 134.7 43.7 23.3 104.42
## cvpred 129.5 102.98 40.9 47.6 46.5 60.4 121.7 135.9 44.1 23.6 105.31
## pm2.5 70.0 107.00 26.0 27.0 29.0 265.0 159.0 115.0 99.0 58.0 101.00
## CV residual -59.5 4.02 -14.9 -20.6 -17.5 204.6 37.3 -20.9 54.9 34.4 -4.31
## 1200 1208 1209 1213 1215 1218 1219 1221 1224 1226 1237
## Predicted 118.6 145 143.48 79.9 72.3 84.5 89.3 110.9 136 139.2 33.968
## cvpred 119.6 146 144.61 80.4 72.7 84.9 89.7 111.7 137 140.1 34.192
## pm2.5 165.0 122 152.00 184.0 175.0 163.0 172.0 178.0 282 215.0 35.000
## CV residual 45.4 -24 7.39 103.6 102.3 78.1 82.3 66.3 145 74.9 0.808
## 1239 1240 1242 1249 1254 1255 1257 1259 1266 1271 1273
## Predicted 12.0 10.4 32.9 139.7 139.1 143 136.6 119.7 92.92 138.6 150.8
## cvpred 12.1 10.5 33.2 140.6 140.1 144 137.5 120.5 93.57 139.5 151.8
## pm2.5 27.0 36.0 23.0 154.0 89.0 90 99.0 80.0 92.00 87.0 90.0
## CV residual 14.9 25.5 -10.2 13.4 -51.1 -54 -38.5 -40.5 -1.57 -52.5 -61.8
## 1274 1275 1278 1280 1281 1284 1285 1286 1291 1295 1300 1305
## Predicted 155.1 150.8 156.6 156 155.1 120.0 109 104.3 108.0 139 129 136
## cvpred 156.1 151.8 157.7 157 156.1 120.7 110 104.9 108.5 140 130 136
## pm2.5 111.0 104.0 105.0 130 134.0 150.0 148 160.0 196.0 274 223 262
## CV residual -45.1 -47.8 -52.7 -27 -22.1 29.3 38 55.1 87.5 134 93 126
## 1307 1310 1316 1320 1321 1324 1325 1326 1327 1329 1339
## Predicted 112 91.7 139 148.4 148.9 149.0 150.6 155.77 156.0 156 109.9
## cvpred 113 92.0 139 148.9 149.5 149.6 151.3 156.49 156.8 157 110.4
## pm2.5 301 307.0 368 218.0 164.0 134.0 139.0 148.00 210.0 253 136.0
## CV residual 188 215.0 229 69.1 14.5 -15.6 -12.3 -8.49 53.2 96 25.6
## 1343 1347 1351 1353 1355 1363 1368 1373 1376 1377 1378
## Predicted 98.7 115 117.6 112.5 124.1 110.6 100.3 100.7 145 160 154.1
## cvpred 99.4 116 118.4 113.3 124.8 111.3 101.2 101.6 146 161 155.1
## pm2.5 56.0 46 50.0 58.0 72.0 70.0 66.0 31.0 34 52 65.0
## CV residual -43.4 -70 -68.4 -55.3 -52.8 -41.3 -35.2 -70.6 -112 -109 -90.1
## 1381 1383 1385 1388 1391 1392 1393 1394 1395 1397 1401
## Predicted 148.0 142.6 136.5 134.7 139.1 144 148.5 148.6 148.4 150 144.9
## cvpred 148.9 143.4 137.3 135.5 139.9 145 149.3 149.5 149.2 151 145.8
## pm2.5 77.0 95.0 101.0 105.0 112.0 123 126.0 114.0 115.0 138 114.0
## CV residual -71.9 -48.4 -36.3 -30.5 -27.9 -22 -23.3 -35.5 -34.2 -13 -31.8
## 1403 1404 1407 1408 1409 1411 1413 1417 1419 1422 1428 1429
## Predicted 94.0 74.2 50.2 82.4 117 151 149.2 157 156 153 133.9 134.2
## cvpred 94.6 74.9 50.8 83.1 117 152 150.1 158 157 154 134.8 135.1
## pm2.5 80.0 37.0 14.0 13.0 16 21 85.0 69 42 29 44.0 51.0
## CV residual -14.6 -37.9 -36.8 -70.1 -101 -131 -65.1 -89 -115 -125 -90.8 -84.1
## 1430 1431 1432 1433 1434 1435 1437 1439 1440 1442 1444
## Predicted 128 131.7 130.6 129.8 128.4 132.2 130.2 128.3 127.4 149.3 154.4
## cvpred 129 132.6 131.5 130.6 129.2 133.1 131.1 129.1 128.3 150.1 155.3
## pm2.5 61 70.0 70.0 65.0 75.0 86.0 95.0 96.0 99.0 101.0 108.0
## CV residual -68 -62.6 -61.5 -65.6 -54.2 -47.1 -36.1 -33.1 -29.3 -49.1 -47.3
## 1447 1449 1450 1453 1454 1455 1456 1460 1463 1466 1468
## Predicted 161.0 160.0 142.3 83.2 72.2 60.5 53.1 52.7 118.6 139.0 134.5
## cvpred 162.1 161.1 143.1 83.7 72.7 60.9 53.5 53.2 119.2 139.8 135.3
## pm2.5 120.0 138.0 164.0 63.0 37.0 37.0 36.0 34.0 139.0 97.0 158.0
## CV residual -42.1 -23.1 20.9 -20.7 -35.7 -23.9 -17.5 -19.2 19.8 -42.8 22.7
## 1470 1471 1475 1479 1481 1484 1486 1503 1510 1516 1517
## Predicted 127.66 126.6 124.47 109 98.4 123 128.7 102 136 71.7 78.5
## cvpred 128.51 127.4 125.23 110 98.9 124 129.4 103 136 72.5 79.3
## pm2.5 135.00 111.0 133.00 230 236.0 187 144.0 252 255 19.0 15.0
## CV residual 6.49 -16.4 7.77 120 137.1 63 14.6 149 119 -53.5 -64.3
## 1521 1522 1523 1525 1527 1531 1533 1534 1540 1543 1552
## Predicted 65.8 39.3 22.730 13.66 0.219 49.1 48.1 55.5 71.6 67.8 92.79
## cvpred 66.7 40.2 23.596 14.41 0.923 49.9 49.0 56.4 72.7 69.0 93.53
## pm2.5 19.0 24.0 24.000 11.00 14.000 22.0 27.0 29.0 13.0 19.0 91.00
## CV residual -47.7 -16.2 0.404 -3.41 13.077 -27.9 -22.0 -27.4 -59.7 -50.0 -2.53
## 1554 1555 1557 1558 1560 1561 1562 1563 1565 1567 1568
## Predicted 111.3 125 123.8 133.8 131.9 131 135.4 139.6 138 137.3 148.7
## cvpred 112.1 126 124.6 134.7 132.9 132 136.4 140.7 139 138.4 149.9
## pm2.5 99.0 99 96.0 76.0 83.0 62 51.0 53.0 71 58.0 69.0
## CV residual -13.1 -27 -28.6 -58.7 -49.9 -70 -85.4 -87.7 -68 -80.4 -80.9
## 1569 1573 1577 1583 1588 1589 1590 1592 1594 1598 1602
## Predicted 147.1 109.9 111 121.71 157.8 156.9 156.5 155.5 150 145 139.4
## cvpred 148.2 110.7 112 122.58 158.8 157.9 157.4 156.5 151 146 140.3
## pm2.5 74.0 83.0 132 114.00 75.0 63.0 73.0 63.0 43 29 50.0
## CV residual -74.2 -27.7 20 -8.58 -83.8 -94.9 -84.4 -93.5 -108 -117 -90.3
## 1606 1607 1608 1609 1610 1614 1621 1622 1624 1628 1634
## Predicted 125.8 120 113.7 108 102.1 91.7 72.8 61.1 28.36 34.2 134.5
## cvpred 126.8 121 114.7 110 103.2 92.9 73.7 61.9 29.13 35.0 135.6
## pm2.5 27.0 20 16.0 5 7.0 11.0 19.0 20.0 23.00 16.0 51.0
## CV residual -99.8 -101 -98.7 -105 -96.2 -81.9 -54.7 -41.9 -6.13 -19.0 -84.6
## 1639 1640 1641 1644 1645 1651 1653 1656 1661 1666 1667
## Predicted 143.2 145.0 133 63.6 54.21 63.1 89.9 92.10 145.62 116.3 101.7
## cvpred 144.4 146.2 134 64.2 54.72 63.6 90.6 92.76 146.58 117.1 102.3
## pm2.5 84.0 87.0 111 53.0 48.00 32.0 51.0 89.00 140.00 183.0 199.0
## CV residual -60.4 -59.2 -23 -11.2 -6.72 -31.6 -39.6 -3.76 -6.58 65.9 96.7
## 1672 1673 1676 1679 1682 1687 1688 1692 1693 1697 1698
## Predicted 76.1 79.4 108 111 61.7 68.5 61.7 34.0 26.9 35.9 40.3
## cvpred 76.5 79.7 109 112 62.0 69.2 62.3 34.5 27.3 36.4 40.8
## pm2.5 163.0 163.0 210 219 314.0 20.0 18.0 23.0 14.0 16.0 17.0
## CV residual 86.5 83.3 101 107 252.0 -49.2 -44.3 -11.5 -13.3 -20.4 -23.8
## 1699 1703 1706 1707 1708 1709 1710 1711 1716 1721 1724
## Predicted 41.4 97.2 130.4 130.3 135.4 129.6 124.4 115.1 84.45 71.3 78.53
## cvpred 41.9 97.9 131.2 131.2 136.2 130.4 125.2 115.9 85.08 71.7 79.08
## pm2.5 19.0 52.0 71.0 47.0 40.0 41.0 41.0 38.0 76.00 58.0 75.00
## CV residual -22.9 -45.9 -60.2 -84.2 -96.2 -89.4 -84.2 -77.9 -9.08 -13.7 -4.08
## 1729 1732 1739 1740 1742 1744 1746 1750 1751 1752 1755
## Predicted 101.8 115.6 153.6 157.5 150.4 149.0 156.6 154.3 148 153.7 134.8
## cvpred 102.5 116.3 154.4 158.3 151.2 149.8 157.4 155.1 149 154.5 135.4
## pm2.5 37.0 68.0 90.0 73.0 68.0 83.0 94.0 105.0 112 87.0 153.0
## CV residual -65.5 -48.3 -64.4 -85.3 -83.2 -66.8 -63.4 -50.1 -37 -67.5 17.6
## 1761 1763 1766 1772 1774 1776 1779 1780 1782 1785 1789
## Predicted 91.7 96.5 82.5 57.70 57.1 117.8 141.7 141.5 153 136.6 83.1
## cvpred 92.4 97.3 83.2 58.33 57.8 118.7 142.8 142.5 154 137.6 83.8
## pm2.5 50.0 36.0 27.0 52.00 33.0 44.0 72.0 67.0 50 79.0 53.0
## CV residual -42.4 -61.3 -56.2 -6.33 -24.8 -74.7 -70.8 -75.5 -104 -58.6 -30.8
## 1795 1799 1800 1803 1807 1811 1812 1814 1817 1818 1821
## Predicted 90.1 91.53 91.53 124.8 93.6 67.7 56.1 39.8 45.8 50.0 98.0
## cvpred 90.7 92.16 92.16 125.6 94.4 68.4 56.7 40.3 46.3 50.5 98.8
## pm2.5 54.0 85.00 89.00 83.0 27.0 27.0 23.0 26.0 24.0 23.0 51.0
## CV residual -36.7 -7.16 -3.16 -42.6 -67.4 -41.4 -33.7 -14.3 -22.3 -27.5 -47.8
## 1825 1826 1829 1831 1836 1837 1842 1849 1853 1854 1858
## Predicted 141.7 145.7 149.3 148.0 142.6 137.2 136.6 146.0 154.3 154.3 152.2
## cvpred 142.5 146.6 150.1 148.9 143.4 137.9 137.3 146.7 154.9 154.9 152.8
## pm2.5 71.0 89.0 86.0 80.0 166.0 179.0 202.0 241.0 228.0 225.0 217.0
## CV residual -71.5 -57.6 -64.1 -68.9 22.6 41.1 64.7 94.3 73.1 70.1 64.2
## 1859 1870 1871 1872 1876 1877 1882 1888 1895 1896 1897
## Predicted 151.7 141.8 149.1 148.9 153.3 138 90.5 -4.55 51.1 63.6 68.7
## cvpred 152.3 142.3 149.7 149.4 153.8 138 91.0 -4.23 51.5 64.1 69.2
## pm2.5 231.0 217.0 180.0 180.0 215.0 700 274.0 47.00 27.0 41.0 46.0
## CV residual 78.7 74.7 30.3 30.6 61.2 562 183.0 51.23 -24.5 -23.1 -23.2
## 1898 1905 1911 1912 1913 1919 1920 1921 1926 1933 1934 1938
## Predicted 123.6 118.2 26.6 29.3 32.9 92.9 102.4 107.9 122.8 43.6 31.4 11.8
## cvpred 124.2 118.8 26.7 29.5 33.0 93.3 102.9 108.4 123.4 43.8 31.5 12.0
## pm2.5 55.0 48.0 53.0 73.0 82.0 111.0 83.0 85.0 95.0 204.0 122.0 49.0
## CV residual -69.2 -70.8 26.3 43.5 49.0 17.7 -19.9 -23.4 -28.4 160.2 90.5 37.0
## 1942 1945 1946 1947 1949 1951 1953 1955 1956 1957 1958
## Predicted 34.02 80.3 95.5 84.4 115.6 125.8 114.1 76.7 69.9 58.468 51.37
## cvpred 34.36 80.7 96.1 84.9 116.3 126.6 114.7 77.0 70.2 58.668 51.52
## pm2.5 27.00 28.0 16.0 24.0 25.0 54.0 86.0 63.0 59.0 59.000 54.00
## CV residual -7.36 -52.7 -80.1 -60.9 -91.3 -72.6 -28.7 -14.0 -11.2 0.332 2.48
## 1959 1961 1962 1964 1970 1971 1973 1981 1984 1987 1998
## Predicted 49.78 46.6 45.75 52.0 80.26 88.9 108.7 33.65 68.2 101.18 146.8
## cvpred 49.92 46.7 45.94 52.2 80.72 89.4 109.2 33.94 68.5 101.61 147.5
## pm2.5 53.00 60.0 55.00 64.0 72.00 71.0 71.0 36.00 53.0 97.00 69.0
## CV residual 3.08 13.3 9.06 11.8 -8.72 -18.4 -38.2 2.06 -15.5 -4.61 -78.5
## 2003 2008 2010 2011 2012 2015 2018 2019 2021 2029 2031
## Predicted 50.5 34.1 49.1 62.5 77.5 91.2 129.5 115.7 135.3 26.6 21.6
## cvpred 51.1 34.6 49.5 63.0 78.0 91.7 130.2 116.5 136.2 26.9 21.8
## pm2.5 9.0 20.0 18.0 30.0 27.0 34.0 67.0 62.0 48.0 50.0 64.0
## CV residual -42.1 -14.6 -31.5 -33.0 -51.0 -57.7 -63.2 -54.5 -88.2 23.1 42.2
## 2035 2039 2040 2041 2043 2045 2046 2048 2049 2054 2055
## Predicted 35.3 89.8 94.81 107.86 69.40 121.73 130.89 112.0 101.6 61.42 60.32
## cvpred 35.4 90.3 95.43 108.51 69.83 122.32 131.58 112.7 102.3 61.78 60.67
## pm2.5 72.0 142.0 97.00 106.00 61.00 127.00 134.00 85.0 75.0 71.00 58.00
## CV residual 36.6 51.7 1.57 -2.51 -8.83 4.68 2.42 -27.7 -27.3 9.22 -2.67
## 2056 2064 2067 2068 2069 2072 2075 2076 2078 2085 2087
## Predicted 64.4 108.0 121.1 135.4 140.5 144.2 108.2 98.19 66.8 51.63 75.56
## cvpred 64.6 108.7 121.9 136.2 141.4 145.1 108.7 98.69 66.9 51.83 75.96
## pm2.5 48.0 44.0 44.0 56.0 59.0 99.0 86.0 93.00 120.0 60.00 72.00
## CV residual -16.6 -64.7 -77.9 -80.2 -82.4 -46.1 -22.7 -5.69 53.1 8.17 -3.96
## 2092 2099 2101 2102 2104 2108 2111 2116 2126 2145 2154 2156
## Predicted 101.9 93.7 78.1 86.2 122 142 146 150 133 136.63 53.8 51.4
## cvpred 102.4 93.9 78.3 86.3 122 142 146 150 133 136.91 53.8 51.5
## pm2.5 129.0 203.0 220.0 222.0 245 280 317 254 195 129.00 200.0 149.0
## CV residual 26.6 109.1 141.7 135.7 123 138 171 104 62 -7.91 146.2 97.5
## 2157 2160 2163 2164 2168 2169 2170 2175 2179 2181 2184
## Predicted 55.3 38.11 41.52 55.1 19.71 13.2 -3.39 -23.0 -33.8 -17.6 86.8
## cvpred 55.5 38.42 41.98 55.6 20.24 13.7 -3.00 -22.8 -33.6 -17.3 87.3
## pm2.5 113.0 42.00 49.00 35.0 22.00 30.0 25.00 31.0 15.0 24.0 39.0
## CV residual 57.5 3.58 7.02 -20.6 1.76 16.3 28.00 53.8 48.6 41.3 -48.3
## 2185 2190 2193 2194 2196 2198 2199 2207 2210 2211 2212
## Predicted 120.0 90.3 48.7 36.6 17.06 -2.01 -3.97 96.5 121.4 135 102.7
## cvpred 120.7 91.0 49.2 37.1 17.46 -1.71 -3.67 97.2 122.3 136 103.5
## pm2.5 27.0 45.0 27.0 21.0 14.00 13.00 17.00 77.0 53.0 52 53.0
## CV residual -93.7 -46.0 -22.2 -16.1 -3.46 14.71 20.67 -20.2 -69.3 -84 -50.5
## 2214 2216 2218 2220 2226 2227 2229 2230 2234 2236 2239
## Predicted 111.8 129.0 79.3 53.15 55.9 65.3 63.4 76.2 110.1 115.5 134.6
## cvpred 112.7 129.8 79.7 53.42 56.0 65.5 63.5 76.3 110.4 115.8 135.1
## pm2.5 56.0 100.0 138.0 59.00 136.0 132.0 131.0 161.0 178.0 206.0 200.0
## CV residual -56.7 -29.8 58.3 5.58 80.0 66.5 67.5 84.7 67.6 90.2 64.9
## 2240 2241 2242 2244 2245 2249 2250 2251 2255 2256 2264
## Predicted 123.9 108.6 93.1 38.3 27.4 -0.994 -5.49 11.7 91.30 95.3 129.4
## cvpred 124.3 108.8 93.2 38.3 27.3 -1.273 -5.71 11.5 91.35 95.4 129.8
## pm2.5 170.0 197.0 184.0 111.0 92.0 27.000 32.00 43.0 98.00 173.0 180.0
## CV residual 45.7 88.2 90.8 72.7 64.7 28.273 37.71 31.5 6.65 77.6 50.2
## 2269 2273 2286 2287 2288 2290 2297 2304 2305 2307 2308
## Predicted 81.8 90.8 76.9 76.3 60.0 22.15 -0.666 75.8 113.3 100.8 110.4
## cvpred 81.8 90.9 77.4 76.8 60.5 22.44 -0.615 76.2 113.9 101.4 111.1
## pm2.5 176.0 130.0 33.0 26.0 24.0 27.00 17.000 34.0 52.0 69.0 87.0
## CV residual 94.2 39.1 -44.4 -50.8 -36.5 4.56 17.615 -42.2 -61.9 -32.4 -24.1
## 2310 2311 2313 2315 2316 2318 2320 2322 2323 2327 2331
## Predicted 114.8 124.8 108.2 77.1 65.8 37.5 18.5 9.43 16.7 48.6 72.09
## cvpred 115.5 125.6 108.7 77.3 65.8 37.4 18.3 9.21 16.6 48.5 72.27
## pm2.5 79.0 75.0 78.0 114.0 135.0 118.0 103.0 90.00 87.0 110.0 74.00
## CV residual -36.5 -50.6 -30.7 36.7 69.2 80.6 84.7 80.79 70.4 61.5 1.73
## 2334 2343 2345 2352 2358 2361 2365 2379 2384 2388 2394
## Predicted 79.5 27.3 14.0 96.1 101.8 88.3 116.35 131.2 71.1 36.3 17.3
## cvpred 79.8 27.0 13.6 96.0 101.9 88.4 116.58 131.5 71.6 36.5 17.3
## pm2.5 69.0 128.0 113.0 131.0 50.0 62.0 121.00 102.0 14.0 19.0 30.0
## CV residual -10.8 101.0 99.4 35.0 -51.9 -26.4 4.42 -29.5 -57.6 -17.5 12.7
## 2397 2400 2404 2405 2411 2414 2417 2421 2425 2426 2427
## Predicted 76.7 78.5 97.7 96.4 118.7 106.2 124.0 133.0 139.0 138.9 137.9
## cvpred 76.9 78.8 98.2 96.8 119.2 106.6 124.3 133.4 139.4 139.3 138.3
## pm2.5 56.0 37.0 48.0 54.0 68.0 68.0 50.0 79.0 87.0 84.0 86.0
## CV residual -20.9 -41.8 -50.2 -42.8 -51.2 -38.6 -74.3 -54.4 -52.4 -55.3 -52.3
## 2433 2436 2442 2444 2445 2447 2449 2452 2457 2463 2470
## Predicted 134 75.4 19.14 38.2 35.9 32.8 34.7 34.9 1.12 -55.0 91.4
## cvpred 134 75.8 19.49 38.6 36.4 33.3 35.3 35.6 1.60 -54.8 92.0
## pm2.5 33 42.0 23.00 14.0 12.0 8.0 8.0 13.0 19.00 12.0 47.0
## CV residual -101 -33.8 3.51 -24.6 -24.4 -25.3 -27.3 -22.6 17.40 66.8 -45.0
## 2472 2483 2485 2486 2490 2491 2494 2496 2499 2511 2514 2520
## Predicted 70.23 48.10 29.7 20.1 49.2 70.5 88.8 104.9 109.8 103.0 118.8 139.6
## cvpred 70.88 48.55 30.0 20.4 49.4 70.7 89.1 105.3 110.2 103.4 119.2 140.1
## pm2.5 69.00 43.00 57.0 38.0 81.0 96.0 67.0 76.0 84.0 199.0 202.0 225.0
## CV residual -1.88 -5.55 27.0 17.6 31.6 25.3 -22.1 -29.3 -26.2 95.6 82.8 84.9
## 2523 2524 2525 2531 2532 2536 2538 2539 2545 2547 2550 2557
## Predicted 149.9 144 148 126 121 93.5 91.3 104.6 122.2 126.7 126.0 89.3
## cvpred 150.6 145 149 127 121 93.5 91.3 104.7 122.5 127.1 126.5 89.5
## pm2.5 244.0 255 247 254 266 215.0 151.0 134.0 91.0 103.0 116.0 162.0
## CV residual 93.4 110 98 127 145 121.5 59.7 29.3 -31.5 -24.1 -10.5 72.5
## 2558 2561 2563 2567 2570 2577 2582 2587 2589 2596 2597 2598
## Predicted 92.8 94.4 97.8 131.2 135.6 135.9 94.6 90.9 109 128 129 128
## cvpred 93.0 94.5 97.9 131.5 135.9 136.1 94.4 90.6 109 128 129 128
## pm2.5 170.0 156.0 140.0 223.0 212.0 184.0 215.0 264.0 300 382 369 343
## CV residual 77.0 61.5 42.1 91.5 76.1 47.9 120.6 173.4 191 254 240 215
## 2601 2603 2606 2608 2614 2615 2619 2621 2622 2624 2627
## Predicted 127 119.5 91.0 102.7 130.8 125.3 150 144.7 149.5 142.6 119.0
## cvpred 127 119.5 90.9 102.5 130.9 125.4 150 144.9 149.9 142.8 118.9
## pm2.5 307 131.0 17.0 27.0 167.0 155.0 100 94.0 87.0 83.0 84.0
## CV residual 180 11.5 -73.9 -75.5 36.1 29.6 -50 -50.9 -62.9 -59.8 -34.9
## 2628 2631 2641 2642 2645 2647 2654 2655 2662 2664 2670
## Predicted 109.0 71.5 81.0 94.6 94.9 99.1 95.8 89.2 115.6 137.3 144
## cvpred 108.9 71.3 81.1 94.8 95.1 99.2 95.9 89.3 115.8 137.6 145
## pm2.5 69.0 95.0 48.0 52.0 30.0 27.0 51.0 39.0 46.0 41.0 37
## CV residual -39.9 23.7 -33.1 -42.8 -65.1 -72.2 -44.9 -50.3 -69.8 -96.6 -108
## 2671 2674 2675 2680 2681 2682 2685 2692 2693 2694 2700
## Predicted 143.3 135.4 139.3 120.0 126.4 116.2 126.0 153.7 148 147 55.5
## cvpred 143.6 135.6 139.5 120.2 126.5 116.4 126.2 154.3 149 148 55.4
## pm2.5 45.0 48.0 47.0 30.0 34.0 35.0 33.0 62.0 36 31 31.0
## CV residual -98.6 -87.6 -92.5 -90.2 -92.5 -81.4 -93.2 -92.3 -113 -117 -24.4
## 2702 2703 2707 2711 2718 2721 2722 2730 2733 2734 2735 2736
## Predicted 13.8 3.53 12.0 44.52 107 93.92 78.03 45.7 67.5 66.2 79.5 77.9
## cvpred 13.6 3.30 11.9 44.52 107 94.04 77.99 45.2 67.3 65.9 79.3 77.7
## pm2.5 19.0 18.00 21.0 39.00 73 90.00 86.00 103.0 78.0 83.0 89.0 93.0
## CV residual 5.4 14.70 9.1 -5.52 -34 -4.04 8.01 57.8 10.7 17.1 9.7 15.3
## 2740 2741 2745 2748 2750 2754 2757 2761 2768 2772 2773
## Predicted 88.60 97.3 93.3 63.3 40.3 131 150 137 74.8 68.4 68.0
## cvpred 88.59 97.3 93.4 63.0 40.0 131 150 137 75.2 68.6 68.2
## pm2.5 92.00 106.0 141.0 134.0 128.0 22 16 10 6.0 11.0 18.0
## CV residual 3.41 8.7 47.6 71.0 88.0 -109 -134 -127 -69.2 -57.6 -50.2
## 2777 2779 2785 2788 2789 2793 2797 2799 2800 2804 2806
## Predicted 75.4 106.0 58.2 48.0 56.6 41.1 26.9 27.9 21.05 0.563 16.4
## cvpred 75.6 106.4 58.7 48.5 57.2 41.5 27.1 28.0 21.14 0.769 16.7
## pm2.5 24.0 10.0 13.0 17.0 18.0 27.0 50.0 47.0 30.00 17.000 14.0
## CV residual -51.6 -96.4 -45.7 -31.5 -39.2 -14.5 22.9 19.0 8.86 16.231 -2.7
## 2807 2809 2810 2813 2817 2820 2823 2824 2829 2832 2833
## Predicted 15.06 12.3 28.3 18.93 -8.33 -37.2 -57.9 -61.7 -48.2 -39.3 -40.2
## cvpred 15.35 12.6 28.7 19.36 -8.07 -37.2 -58.0 -61.8 -48.2 -39.2 -40.1
## pm2.5 14.00 24.0 27.0 11.00 14.00 19.0 15.0 11.0 16.0 15.0 18.0
## CV residual -1.35 11.4 -1.7 -8.36 22.07 56.2 73.0 72.8 64.2 54.2 58.1
## 2836 2838 2839 2843 2846 2848 2849 2851 2853 2854 2859
## Predicted 84.0 76.4 85.1 36 2.33 -5.27 -3.59 -8.97 10.65 19.305 33.08
## cvpred 84.4 76.7 85.4 36 2.16 -5.46 -3.78 -9.12 10.58 19.283 33.19
## pm2.5 18.0 19.0 17.0 17 17.00 19.00 17.00 27.00 18.00 19.000 24.00
## CV residual -66.4 -57.7 -68.4 -19 14.84 24.46 20.78 36.12 7.42 -0.283 -9.19
## 2861 2866 2867 2869 2875 2878 2879 2886 2892 2896 2897
## Predicted 26.2 -24.5 -30.9 -58.1 0.774 42.73 40.53 128.4 28.2 -11.8 -18.1
## cvpred 26.4 -24.6 -31.2 -58.4 0.321 42.55 40.34 128.7 27.7 -12.6 -19.0
## pm2.5 40.0 21.0 20.0 19.0 23.000 39.00 45.00 97.0 70.0 52.0 48.0
## CV residual 13.6 45.6 51.2 77.4 22.679 -3.55 4.66 -31.7 42.3 64.6 67.0
## 2899 2900 2901 2905 2908 2911 2914 2919 2920 2927 2928
## Predicted -6.66 2.01 5.55 48.2 74.9 118.23 91.1 -26.1 -22.6 8.51 8.27
## cvpred -7.36 1.41 5.00 47.9 74.7 118.14 90.7 -27.0 -23.4 8.22 7.98
## pm2.5 31.00 37.00 63.00 75.0 93.0 127.00 151.0 65.0 57.0 32.00 24.00
## CV residual 38.36 35.59 58.00 27.1 18.3 8.86 60.3 92.0 80.4 23.78 16.02
## 2935 2936 2937 2943 2944 2945 2947 2948 2954 2955 2956
## Predicted 75.3 100.4 43.60 60.1 64.4 72.9 74.0 63.9 99.2 118.23 126.9
## cvpred 75.3 100.4 43.32 59.6 63.9 72.5 73.7 63.5 99.0 118.14 126.8
## pm2.5 64.0 80.0 53.00 146.0 150.0 150.0 142.0 138.0 114.0 111.00 113.0
## CV residual -11.3 -20.4 9.68 86.4 86.1 77.5 68.3 74.5 15.0 -7.14 -13.8
## 2960 2962 2965 2967 2971 2972 2976 2977 2980 2991 2993
## Predicted 122.37 93.1 72.0 87.8 111.0 129.9 126.6 130.4 128.5 52.4 46.2
## cvpred 122.27 92.8 71.6 87.3 110.6 129.6 126.4 130.2 128.3 51.8 45.7
## pm2.5 118.00 118.0 135.0 118.0 172.0 208.0 154.0 165.0 181.0 32.0 9.0
## CV residual -4.27 25.2 63.4 30.7 61.4 78.4 27.6 34.8 52.7 -19.8 -36.7
## 2999 3002 3008 3017 3019 3021 3024 3027 3033 3034 3038
## Predicted 40.5 38.1 83.5 -4.78 -12.0 45.4 36.83 77.0 98.2 87.4 15.2
## cvpred 40.5 38.0 83.5 -5.45 -12.6 44.9 36.43 76.8 98.0 87.1 14.6
## pm2.5 12.0 9.0 17.0 16.00 18.0 32.0 41.00 52.0 81.0 85.0 228.0
## CV residual -28.5 -29.0 -66.5 21.45 30.6 -12.9 4.57 -24.8 -17.0 -2.1 213.4
## 3039 3042 3043 3047 3048 3055 3059 3060 3065 3067
## Predicted -6.16 -9.63 -6.45 40.19 54.49 134.13 86.7 68.1 62.1 64.6
## cvpred -6.80 -10.28 -7.06 39.97 54.42 134.25 86.3 67.7 61.6 64.1
## pm2.5 204.00 130.00 115.00 38.00 48.00 140.00 203.0 202.0 110.0 132.0
## CV residual 210.80 140.28 122.06 -1.97 -6.42 5.75 116.7 134.3 48.4 67.9
## 3070 3075 3078 3079 3081 3082 3083 3084 3086 3094 3097
## Predicted 67.9 140.8 99.9 89.7 66.6 58.4 50.9 43.4 14.7 50.8 79.2
## cvpred 67.6 140.8 99.8 89.7 66.6 58.4 50.7 43.2 14.4 50.8 79.2
## pm2.5 148.0 122.0 294.0 100.0 32.0 19.0 18.0 14.0 27.0 108.0 132.0
## CV residual 80.4 -18.8 194.2 10.3 -34.6 -39.4 -32.7 -29.2 12.6 57.2 52.8
## 3101 3102 3104 3105 3106 3107 3110 3112 3116 3118 3121
## Predicted 131 137.4 125.4 109.5 76.3 19.9 12.3 9.82 33.1 34.1 37.5
## cvpred 131 137.7 125.5 109.4 76.1 19.6 11.9 9.42 32.9 33.9 37.4
## pm2.5 46 50.0 55.0 50.0 55.0 45.0 62.0 28.00 15.0 20.0 10.0
## CV residual -85 -87.7 -70.5 -59.4 -21.1 25.4 50.1 18.58 -17.9 -13.9 -27.4
## 3123 3126 3129 3131 3134 3137 3139 3141 3143 3147 3148
## Predicted 39.3 60.4 86.9 71.1 54.3 55.7 60.9 80.4 95.0 115.4 119.7
## cvpred 39.3 60.6 86.9 70.9 53.9 55.3 60.5 80.2 94.9 115.5 119.8
## pm2.5 7.0 5.0 10.0 12.0 16.0 11.0 20.0 24.0 35.0 40.0 37.0
## CV residual -32.3 -55.6 -76.9 -58.9 -37.9 -44.3 -40.5 -56.2 -59.9 -75.5 -82.8
## 3159 3160 3171 3175 3177 3183 3186 3187 3190 3200 3201
## Predicted 68.8 62.0 125.6 125.6 108.0 52.3 63.36 67.6 71.21 111.5 105.5
## cvpred 68.4 61.6 125.7 125.7 107.8 51.8 62.88 67.2 70.93 111.4 105.4
## pm2.5 40.0 43.0 60.0 72.0 83.0 41.0 68.00 78.0 64.00 123.0 117.0
## CV residual -28.4 -18.6 -65.7 -53.7 -24.8 -10.8 5.12 10.8 -6.93 11.6 11.6
## 3202 3208 3209 3210 3211 3213 3216 3217 3221 3226 3228
## Predicted 99.1 91.6 91.2 96.3 105.0 125.0 135.0 135.0 140.7 111.8 94.7
## cvpred 98.9 91.2 90.8 96.0 104.7 124.8 134.8 134.8 140.7 111.5 94.2
## pm2.5 130.0 140.0 159.0 158.0 168.0 181.0 216.0 219.0 238.0 203.0 185.0
## CV residual 31.1 48.8 68.2 62.0 63.3 56.2 81.2 84.2 97.3 91.5 90.8
## 3230 3231 3232 3234 3239 3242 3245 3251 3253 3256 3257
## Predicted 78.2 65.1 65.4 68.8 85.3 98.25 106.3 89.6 88.3 90.11 89.5
## cvpred 77.5 64.4 64.7 68.2 84.8 97.93 106.1 89.2 87.8 89.71 89.2
## pm2.5 162.0 185.0 188.0 142.0 114.0 105.00 121.0 163.0 137.0 81.00 56.0
## CV residual 84.5 120.6 123.3 73.8 29.2 7.07 14.9 73.8 49.2 -8.71 -33.2
## 3261 3262 3263 3270 3272 3274 3277 3285 3291 3297 3300
## Predicted 119.9 119.4 114.5 146 145.5 140.2 127.3 123.8 128.5 134 90.6
## cvpred 119.8 119.3 114.4 146 145.5 140.1 127.1 123.6 128.4 134 90.3
## pm2.5 69.0 47.0 48.0 50 48.0 77.0 75.0 83.0 94.0 17 37.0
## CV residual -50.8 -72.3 -66.4 -96 -97.5 -63.1 -52.1 -40.6 -34.4 -117 -53.3
## 3302 3303 3305 3306 3312 3317 3319 3320 3322 3326 3330 3331
## Predicted 53.0 66.67 144.7 120.5 104 144 138 107 53.63 -5.82 -30.1 -31.4
## cvpred 52.5 66.19 144.7 120.3 104 144 138 107 53.11 -6.66 -31.0 -32.2
## pm2.5 72.0 64.00 54.0 29.0 58 27 34 34 50.00 29.00 21.0 19.0
## CV residual 19.5 -2.19 -90.7 -91.3 -46 -117 -104 -73 -3.11 35.66 52.0 51.2
## 3332 3336 3338 3342 3345 3346 3348 3350 3352 3355 3364
## Predicted -23.8 26.0 93.0 133.4 82.80 63.01 45.87 12.1 -22.3 -15.6 87.1
## cvpred -24.6 25.4 92.7 133.4 82.41 62.48 45.07 11.1 -23.3 -16.4 86.8
## pm2.5 21.0 44.0 65.0 113.0 75.00 65.00 53.00 58.0 36.0 37.0 106.0
## CV residual 45.6 18.6 -27.7 -20.4 -7.41 2.52 7.93 46.9 59.3 53.4 19.2
## 3366 3371 3377 3378 3379 3383 3384 3386 3389 3392 3393 3394
## Predicted 121 84.2 51.1 46.2 59.3 110.6 121 131.4 126.5 113.9 105.7 94.5
## cvpred 121 83.6 50.4 45.5 58.6 110.3 121 131.3 126.4 113.6 105.4 93.9
## pm2.5 90 129.0 86.0 77.0 82.0 197.0 234 214.0 163.0 131.0 157.0 178.0
## CV residual -31 45.4 35.6 31.5 23.4 86.7 113 82.7 36.6 17.4 51.6 84.1
## 3395 3400 3401 3402 3406 3409 3411 3412 3413 3414 3417
## Predicted 93.5 49.3 61.6 70.0 88.5 120.6 135.8 125.0 136.3 131.4 104.2
## cvpred 92.9 48.5 60.8 69.3 88.1 120.4 135.7 124.8 136.2 131.3 103.9
## pm2.5 187.0 108.0 121.0 127.0 123.0 149.0 155.0 150.0 155.0 176.0 139.0
## CV residual 94.1 59.5 60.2 57.7 34.9 28.6 19.3 25.2 18.8 44.7 35.1
## 3418 3419 3423 3425 3427 3428 3429 3430 3434 3435 3443
## Predicted 84.0 77.2 3.05 -5.11 17.1 75.86 90.4 95.2 121.6 126.2 41.2
## cvpred 83.5 76.6 2.08 -6.07 16.2 75.19 89.9 94.8 121.5 126.1 40.5
## pm2.5 140.0 139.0 104.00 63.00 79.0 72.00 165.0 149.0 78.0 78.0 30.0
## CV residual 56.5 62.4 101.92 69.07 62.8 -3.19 75.1 54.2 -43.5 -48.1 -10.5
## 3444 3445 3449 3452 3453 3455 3458 3462 3467 3470 3473
## Predicted 49.9 47.7 21.16 38.38 63.8 69.7 38.1 73.2 50.7 32.59 19.06
## cvpred 49.3 47.1 20.35 37.77 63.3 69.4 37.8 73.1 50.1 31.82 18.24
## pm2.5 31.0 24.0 28.00 30.00 44.0 28.0 24.0 14.0 33.0 28.00 27.00
## CV residual -18.3 -23.1 7.65 -7.77 -19.3 -41.4 -13.8 -59.1 -17.1 -3.82 8.76
## 3476 3482 3483 3486 3492 3493 3497 3500 3502 3508 3511
## Predicted 42.50 92.6 106.22 120.1 56.0 49.5 45.1 56.42 63.5 110.1 110.1
## cvpred 41.88 92.2 105.92 119.9 55.2 48.7 44.3 55.75 62.9 109.7 109.7
## pm2.5 33.00 105.0 104.00 86.0 115.0 80.0 63.0 48.00 48.0 92.0 80.0
## CV residual -8.88 12.8 -1.92 -33.9 59.8 31.3 18.7 -7.75 -14.9 -17.7 -29.7
## 3513 3517 3518 3519 3529 3530 3534 3537 3539 3543 3544
## Predicted 118.13 108.4 108.1 117.9 143.8 139.4 143.5 142.3 135.1 103.2 107.74
## cvpred 117.75 107.9 107.6 117.4 143.6 139.2 143.4 142.1 134.8 102.7 107.26
## pm2.5 108.00 84.0 85.0 83.0 90.0 89.0 94.0 127.0 157.0 117.0 111.00
## CV residual -9.75 -23.9 -22.6 -34.4 -53.6 -50.2 -49.4 -15.1 22.2 14.3 3.74
## 3546 3549 3550 3551 3552 3555 3557 3561 3567 3570 3576
## Predicted 131.2 133.5 138.4 137.5 136.7 143.5 143.7 137 20.6 20.960 80.70
## cvpred 130.8 133.2 138.2 137.3 136.5 143.4 143.6 137 19.8 20.123 80.25
## pm2.5 107.0 206.0 193.0 186.0 168.0 174.0 219.0 251 65.0 20.000 71.00
## CV residual -23.8 72.8 54.8 48.7 31.5 30.6 75.4 114 45.2 -0.123 -9.25
## 3585 3589 3590 3592 3598 3602 3603 3605 3610 3616 3617
## Predicted 84.0 60.2 56.0 99.2 113.7 131.6 126.7 125.7 113.5 63.9 75.0
## cvpred 83.5 59.5 55.3 98.8 113.3 131.3 126.5 125.5 113.1 63.3 74.4
## pm2.5 18.0 41.0 26.0 37.0 65.0 69.0 59.0 88.0 103.0 39.0 45.0
## CV residual -65.5 -18.5 -29.3 -61.8 -48.3 -62.3 -67.5 -37.5 -10.1 -24.3 -29.4
## 3618 3622 3623 3626 3627 3633 3634 3646 3668 3670 3671
## Predicted 83.5 122.1 121.5 130.6 130.4 124 113.7 130.6 97.4 128.889 128.6
## cvpred 82.9 121.8 121.2 130.5 130.2 124 113.4 130.2 96.9 128.616 128.4
## pm2.5 99.0 60.0 132.0 177.0 112.0 98 87.0 92.0 119.0 129.000 141.0
## CV residual 16.1 -61.8 10.8 46.5 -18.2 -26 -26.4 -38.2 22.1 0.384 12.6
## 3674 3677 3682 3695 3702 3704 3782 3784 3785 3837 3839
## Predicted 138.4 133.80 104.5 99.6 136.5 129.6 56.8 44.8 43.5 75.0 83.9
## cvpred 138.2 133.69 104.1 99.2 136.5 129.4 55.9 44.0 42.6 74.4 83.4
## pm2.5 154.0 133.00 127.0 81.0 89.0 95.0 129.0 112.0 109.0 40.0 51.0
## CV residual 15.8 -0.69 22.9 -18.2 -47.5 -34.4 73.1 68.0 66.4 -34.4 -32.4
## 3840 3843 3845 3851 3853 3857 3860 3862 3865 3869 3873
## Predicted 105.0 104.7 105.0 123.1 116 97.6 108.9 123.4 131.9 134 123.3
## cvpred 104.6 104.4 104.6 122.8 116 97.1 108.5 123.1 131.7 134 122.9
## pm2.5 42.0 43.0 63.0 39.0 34 35.0 77.0 58.0 88.0 78 78.0
## CV residual -62.6 -61.4 -41.6 -83.8 -82 -62.1 -31.5 -65.1 -43.7 -56 -44.9
## 3875 3878 3879 3880 3881 3885 3887 3891 3894 3896 3902
## Predicted 108.4 103.2 103.22 97.23 96.74 113.2 112 131.8 131 124.8 77.2
## cvpred 107.9 102.7 102.69 96.65 96.16 112.8 112 131.4 131 124.5 76.4
## pm2.5 74.0 92.0 100.00 95.00 98.00 93.0 94 160.0 97 90.0 115.0
## CV residual -33.9 -10.7 -2.69 -1.65 1.84 -19.8 -18 28.6 -34 -34.5 38.6
## 3903 3904 3906 3913 3915 3917 3924 3929 3932 3934 3936
## Predicted 76.8 76.94 83.7 102.9 120 123.46 102.2 82.5 115.7 136 137.2
## cvpred 76.0 76.16 83.0 102.3 119 123.07 101.6 81.6 115.2 136 136.8
## pm2.5 111.0 84.00 104.0 13.0 23 126.00 154.0 174.0 198.0 35 38.0
## CV residual 35.0 7.84 21.0 -89.3 -96 2.93 52.4 92.4 82.8 -101 -98.8
## 3938 3939 3941 3949 3950 3951 3952 3954 3955 3956 3957
## Predicted 137.2 143.0 141.9 96.6 91.5 90.3 84.10 80.90 90.3 94.58 97.9
## cvpred 136.9 142.8 141.7 95.9 90.7 89.5 83.25 79.99 89.5 93.82 97.1
## pm2.5 68.0 63.0 63.0 65.0 68.0 67.0 77.00 85.00 95.0 100.00 118.0
## CV residual -68.9 -79.8 -78.7 -30.9 -22.7 -22.5 -6.25 5.01 5.5 6.18 20.9
## 3960 3963 3967 3968 3970 3971 3972 3975 3977 3980 3986
## Predicted 116.9 135 131.0 126.1 110.5 104.9 99.5 85.1 57.3 85.8 130.27
## cvpred 116.4 135 130.6 125.6 109.8 104.1 98.7 84.2 56.4 85.0 129.77
## pm2.5 139.0 216 159.0 196.0 150.0 128.0 139.0 117.0 75.0 118.0 139.00
## CV residual 22.6 81 28.4 70.4 40.2 23.9 40.3 32.8 18.6 33.0 9.23
## 3988 3990 3991 3994 3998 4000 4001 4002 4021 4023 4035
## Predicted 134.9 134.9 126 100.6 84.0 90.8 85.0 93.5 138 138 143.0
## cvpred 134.4 134.5 125 99.9 83.1 89.9 84.2 92.6 137 137 142.8
## pm2.5 149.0 155.0 86 63.0 120.0 130.0 133.0 139.0 19 21 58.0
## CV residual 14.6 20.5 -39 -36.9 36.9 40.1 48.8 46.4 -118 -116 -84.8
## 4036 4037 4040 4043 4044 4051 4057 4060 4061 4062 4063
## Predicted 138.4 143 131.7 117.1 117.4 112.8 133.5 143.0 138.7 138.7 137.8
## cvpred 138.2 143 131.3 116.6 116.9 112.2 133.2 142.8 138.4 138.4 137.5
## pm2.5 57.0 39 44.0 74.0 93.0 95.0 70.0 96.0 98.0 96.0 90.0
## CV residual -81.2 -104 -87.3 -42.6 -23.9 -17.2 -63.2 -46.8 -40.4 -42.4 -47.5
## 4067 4072 4074 4075 4076 4077 4079 4080 4082 4088 4097
## Predicted 106.4 77.8 80.775 95.3 104.3 113.4 130 129.3 135.7 111.5 24.3
## cvpred 105.7 76.9 79.869 94.6 103.6 112.7 129 128.7 135.2 110.8 23.3
## pm2.5 120.0 99.0 80.000 78.0 83.0 92.0 116 117.0 202.0 99.0 10.0
## CV residual 14.3 22.1 0.131 -16.6 -20.6 -20.7 -13 -11.7 66.8 -11.8 -13.3
## 4101 4106 4108 4115 4116 4130 4134 4135 4163 4166 4168
## Predicted 86.1 102.1 119.4 97.1 82.68 115.62 125.9 120.37 51.3 47.92 40.58
## cvpred 85.3 101.6 119.1 96.5 81.96 115.02 125.4 119.77 50.6 47.12 39.73
## pm2.5 71.0 62.0 63.0 64.0 86.00 117.00 140.0 122.00 136.0 42.00 35.00
## CV residual -14.3 -39.6 -56.1 -32.5 4.04 1.98 14.6 2.23 85.4 -5.12 -4.73
## 4171 4176 4177 4178 4183 4187 4191 4195 4199 4204 4205
## Predicted 52.42 77.97 91.8 105.9 123 79.0 41.18 44.0 94.4 117.1 123
## cvpred 51.65 77.42 91.3 105.6 123 78.4 40.27 43.1 93.8 116.8 123
## pm2.5 55.00 69.00 54.0 78.0 100 104.0 49.00 57.0 83.0 214.0 188
## CV residual 3.35 -8.42 -37.3 -27.6 -23 25.6 8.73 13.9 -10.8 97.2 65
## 4206 4208 4211 4213 4214 4215 4216 4217 4221 4225 4226
## Predicted 133.5 117.2 96.8 77.1 61.9 61.8 61.4 60.3 81.4 112.2 117.1
## cvpred 133.2 116.8 96.2 76.3 61.0 60.9 60.6 59.5 80.7 111.7 116.6
## pm2.5 165.0 149.0 151.0 166.0 136.0 116.0 118.0 107.0 131.0 190.0 207.0
## CV residual 31.8 32.2 54.8 89.7 75.0 55.1 57.4 47.5 50.3 78.3 90.4
## 4229 4230 4231 4234 4240 4241 4250 4253 4257 4259 4260
## Predicted 126 130 129.9 107 70.6 70.4 91.24 99.3 98.8 92.4 83.2
## cvpred 125 130 129.5 106 69.6 69.6 90.77 98.9 98.3 91.8 82.5
## pm2.5 252 238 224.0 209 152.0 149.0 97.00 80.0 133.0 153.0 139.0
## CV residual 127 108 94.5 103 82.4 79.4 6.23 -18.9 34.7 61.2 56.5
## 4262 4263 4265 4270 4276 4280 4286 4287 4291 4298 4305
## Predicted 77.6 72.1 63.5 115.51 131.27 128.6 84.3 78.1 83.5 114 120.0
## cvpred 76.8 71.2 62.5 114.97 130.82 128.1 83.5 77.2 82.6 114 119.4
## pm2.5 120.0 118.0 111.0 121.00 140.00 112.0 153.0 164.0 189.0 228 201.0
## CV residual 43.2 46.8 48.5 6.03 9.18 -16.1 69.5 86.8 106.4 114 81.6
## 4306 4309 4310 4311 4319 4320 4321 4324 4329 4336 4337
## Predicted 115 80.1 79.2 73.2 114.4 109.1 113.4 117.1 120.0 97.8 92.5
## cvpred 114 79.2 78.3 72.3 113.7 108.4 112.7 116.5 119.4 96.9 91.7
## pm2.5 211 172.0 134.0 153.0 153.0 170.0 188.0 154.0 205.0 150.0 159.0
## CV residual 97 92.8 55.7 80.7 39.3 61.6 75.3 37.5 85.6 53.1 67.3
## 4339 4343 4346 4347 4348 4349 4354 4362 4368 4375 4376 4377
## Predicted 101.0 114.0 123.9 127.8 127 127 129.0 124.4 130.2 128 122 106.3
## cvpred 100.3 113.3 123.3 127.2 127 126 128.5 123.9 129.7 128 122 105.7
## pm2.5 174.0 203.0 198.0 203.0 241 239 154.0 28.0 37.0 11 17 20.0
## CV residual 73.7 89.7 74.7 75.8 114 113 25.5 -95.9 -92.7 -117 -105 -85.7
## 4382 4384 4386 4388 4394 4399 4400 4401 4408 4414 4415
## Predicted 45.5 27.3 18.09 60.5 120.3 120.3 114.1 113.1 38.8 79.2 87.5
## cvpred 44.4 26.2 16.93 59.6 119.6 119.6 113.4 112.4 37.6 78.3 86.6
## pm2.5 17.0 12.0 14.00 31.0 43.0 55.0 50.0 73.0 85.0 67.0 54.0
## CV residual -27.4 -14.2 -2.93 -28.6 -76.6 -64.6 -63.4 -39.4 47.4 -11.3 -32.6
## 4418 4420 4421 4423 4426 4430 4432 4435 4436 4437 4438
## Predicted 109.2 114.1 115.1 119.5 93.2 31.7 26.6 42.20 60.375 79.3 88.3
## cvpred 108.5 113.4 114.5 118.8 92.4 30.6 25.4 41.06 59.323 78.4 87.5
## pm2.5 94.0 153.0 168.0 145.0 103.0 58.0 43.0 51.00 60.000 61.0 66.0
## CV residual -14.5 39.6 53.5 26.2 10.6 27.4 17.6 9.94 0.677 -17.4 -21.5
## 4439 4444 4445 4447 4448 4449 4452 4456 4462 4470 4473
## Predicted 93.0 129.77 124.9 122.9 79.6 54.3 5.04 -32.9 15.4 95.4 37.9
## cvpred 92.2 129.21 124.3 122.4 78.9 53.5 3.85 -34.3 14.5 95.0 37.0
## pm2.5 77.0 132.00 114.0 78.0 59.0 35.0 15.00 10.0 34.0 28.0 21.0
## CV residual -15.2 2.79 -10.3 -44.4 -19.9 -18.5 11.15 44.3 19.5 -67.0 -16.0
## 4474 4478 4479 4485 4489 4490 4491 4492 4494 4497 4507
## Predicted 20.83 -19.7 -14.4 24.9 78.2 78.1 93.9 93.7 108.6 87.0 90.7
## cvpred 19.84 -21.0 -15.6 23.8 77.6 77.5 93.4 93.1 108.1 86.3 89.9
## pm2.5 27.00 3.0 9.0 36.0 47.0 24.0 29.0 35.0 52.0 49.0 68.0
## CV residual 7.16 24.0 24.6 12.2 -30.6 -53.5 -64.4 -58.1 -56.1 -37.3 -21.9
## 4513 4516 4517 4518 4524 4525 4526 4527 4535 4538 4539
## Predicted 103.9 101.5 111.2 122.5 51.41 33.60 28.722 24.08 85.7 93.89 92.8
## cvpred 103.3 100.9 110.7 122.1 50.43 32.54 27.665 22.97 84.9 93.29 92.2
## pm2.5 52.0 50.0 52.0 52.0 49.00 31.00 28.000 21.00 70.0 86.00 81.0
## CV residual -51.3 -50.9 -58.7 -70.1 -1.43 -1.54 0.335 -1.97 -14.9 -7.29 -11.2
## 4542 4543 4544 4546 4549 4550 4552 4553 4556 4558 4560
## Predicted 117.4 116.4 101.5 90.59 81.89 90.55 104.2 108.1 134 135.7 136
## cvpred 116.9 115.8 100.8 89.86 81.04 89.74 103.5 107.4 133 135.2 136
## pm2.5 69.0 79.0 84.0 86.00 90.00 97.00 119.0 123.0 83 91.0 58
## CV residual -47.9 -36.8 -16.8 -3.86 8.96 7.26 15.5 15.6 -50 -44.2 -78
## 4561 4564 4566 4569 4570 4571 4573 4574 4576 4577 4578
## Predicted 141 136.2 139.2 132.2 131.7 135.3 128.0 128.3 140.0 134.7 133.8
## cvpred 140 135.8 138.8 131.8 131.3 134.9 127.5 127.8 139.6 134.1 133.3
## pm2.5 31 68.0 88.0 98.0 84.0 79.0 100.0 116.0 92.0 72.0 83.0
## CV residual -109 -67.8 -50.8 -33.8 -47.3 -55.9 -27.5 -11.8 -47.6 -62.1 -50.3
## 4579 4585 4587 4593 4595 4596 4600 4603 4604 4607 4610
## Predicted 128.6 123.9 122.9 123.6 118 117.0 134.9 133.9 133.9 129.2 134.8
## cvpred 128.1 123.5 122.5 123.2 117 116.5 134.4 133.3 133.3 128.6 134.4
## pm2.5 88.0 77.0 107.0 168.0 181 164.0 186.0 220.0 193.0 211.0 60.0
## CV residual -40.1 -46.5 -15.5 44.8 64 47.5 51.6 86.7 59.7 82.4 -74.4
## 4611 4613 4615 4616 4619 4620 4629 4633 4636 4639 4643
## Predicted 136 140.8 135.2 135 123.7 129.8 129.8 134.9 134.9 140.0 128.8
## cvpred 136 140.4 134.7 135 123.1 129.2 129.2 134.4 134.5 139.6 128.2
## pm2.5 42 45.0 87.0 92 86.0 111.0 181.0 189.0 206.0 51.0 85.0
## CV residual -94 -95.4 -47.7 -43 -37.1 -18.2 51.8 54.6 71.5 -88.6 -43.2
## 4648 4650 4652 4653 4655 4663 4666 4669 4670 4672
## Predicted 117.2 115.45 113.49 108.25 124.64 134.2 128.78 114.1 118.0 112.3
## cvpred 116.5 114.79 112.83 107.59 124.03 133.6 128.16 113.4 117.3 111.6
## pm2.5 96.0 110.00 121.00 110.00 117.00 118.0 120.00 161.0 116.0 131.0
## CV residual -20.5 -4.79 8.17 2.41 -7.03 -15.6 -8.16 47.6 -1.3 19.4
## 4674 4677 4679 4680 4681 4684 4687 4688 4691 4692 4697
## Predicted 111.55 129.0 129.0 128.8 133.7 133.91 129.8 130 133.4 127.8 133.7
## cvpred 110.83 128.4 128.4 128.2 133.1 133.34 129.2 129 132.9 127.2 133.1
## pm2.5 102.00 150.0 174.0 161.0 168.0 126.00 167.0 163 216.0 193.0 211.0
## CV residual -8.83 21.6 45.6 32.8 34.9 -7.34 37.8 34 83.1 65.8 77.9
## 4698 4700 4704 4709 4712 4724 4730 4737 4740 4742 4745 4748
## Predicted 134 132 134 138.8 132.9 107 119.3 128.0 101.6 107.5 90.51 99.0
## cvpred 133 131 133 138.3 132.4 106 118.6 127.4 100.8 106.6 89.54 98.1
## pm2.5 183 262 266 225.0 231.0 161 57.0 100.0 172.0 176.0 98.00 130.0
## CV residual 50 131 133 86.7 98.6 55 -61.6 -27.4 71.2 69.4 8.46 31.9
## 4749 4752 4753 4757 4761 4767 4768 4770 4773 4778 4782 4785
## Predicted 98.5 106 116 115.0 129.8 90.4 84.4 87.3 109.5 111.9 120 117
## cvpred 97.6 105 115 114.5 129.2 89.3 83.3 86.3 108.7 111.1 119 117
## pm2.5 111.0 176 219 140.0 83.0 158.0 122.0 164.0 148.0 161.0 275 241
## CV residual 13.4 71 104 25.5 -46.2 68.7 38.7 77.7 39.3 49.9 156 124
## 4786 4787 4793 4796 4803 4812 4816 4818 4824 4841 4842
## Predicted 112 106 125 134.7 131.0 89.1 82.8 99.4 120.8 88.9 92.9
## cvpred 111 105 124 134.1 130.6 88.3 81.9 98.6 120.2 87.9 92.0
## pm2.5 232 246 78 56.0 53.0 34.0 47.0 36.0 34.0 42.0 53.0
## CV residual 121 141 -46 -78.1 -77.6 -54.3 -34.9 -62.6 -86.2 -45.9 -39.0
## 4844 4845 4849 4850 4851 4852 4854 4856 4857 4863 4865
## Predicted 101.3 105.5 128.5 128.3 132.9 132.4 131.1 139 133.4 100 93.9
## cvpred 100.4 104.8 127.9 127.7 132.4 131.9 130.5 138 132.8 99 92.9
## pm2.5 62.0 70.0 67.0 73.0 91.0 121.0 202.0 227 227.0 153 130.0
## CV residual -38.4 -34.8 -60.9 -54.7 -41.4 -10.9 71.5 89 94.2 54 37.1
## 4866 4871 4874 4878 4882 4886 4887 4888 4895 4896 4899
## Predicted 88.7 119.5 118.8 137.8 116 94.9 79.6 78.3 96.70 95.8 110
## cvpred 87.6 118.7 118.1 137.2 116 93.8 78.5 77.1 95.81 95.0 109
## pm2.5 137.0 170.0 207.0 233.0 222 154.0 144.0 122.0 101.00 105.0 85
## CV residual 49.4 51.3 88.9 95.8 106 60.2 65.5 44.9 5.19 10.0 -24
## 4902 4903 4906 4914 4915 4917 4921 4926 4928 4930 4933
## Predicted 118.81 133 115.3 67.67 76.1 94.5 106.1 114.9 132.4 117 90.9
## cvpred 118.17 132 114.4 66.61 75.1 93.6 105.3 114.3 131.7 116 89.8
## pm2.5 114.00 116 125.0 60.00 64.0 81.0 165.0 201.0 204.0 231 137.0
## CV residual -4.17 -16 10.6 -6.61 -11.1 -12.6 59.7 86.7 72.3 115 47.2
## 4936 4940 4941 4947 4948 4950 4952 4956 4965 4966 4968
## Predicted 82.9 89 93.3 115.5 123.1 132.4 127.3 116 125.8 126.0 130.4
## cvpred 81.8 88 92.3 114.8 122.4 131.7 126.6 115 124.9 125.2 129.6
## pm2.5 96.0 125 131.0 173.0 186.0 211.0 215.0 245 196.0 171.0 174.0
## CV residual 14.2 37 38.7 58.2 63.6 79.3 88.4 130 71.1 45.8 44.4
## 4969 4972 4975 4976 4978 4983 4984 4985 4986 4987 4989
## Predicted 125.5 124.8 129 128 111.4 77.3 70.6 73.4 72.8 80.9 89.8
## cvpred 124.8 124.1 128 127 110.4 76.2 69.4 72.2 71.7 79.9 88.9
## pm2.5 178.0 220.0 224 243 210.0 189.0 173.0 171.0 161.0 148.0 130.0
## CV residual 53.2 95.9 96 116 99.6 112.8 103.6 98.8 89.3 68.1 41.1
## 4997 5000 5001 5002 5005 5008 5014 5015 5024 5028 5034
## Predicted 108.1 106.7 100.7 99.4 67.3 70.6 99.6 108.7 113.0 114.7 119
## cvpred 107.4 105.9 99.9 98.6 66.2 69.4 98.7 107.8 112.2 113.7 118
## pm2.5 154.0 198.0 179.0 180.0 181.0 198.0 169.0 172.0 155.0 192.0 244
## CV residual 46.6 92.1 79.1 81.4 114.8 128.6 70.3 64.2 42.8 78.3 126
## 5038 5039 5041 5045 5049 5050 5051 5052 5054 5055 5056 5058
## Predicted 129 125 124 122.1 137.0 137.0 131.9 131.9 131.2 125.8 125 119
## cvpred 129 124 123 121.5 136.4 136.4 131.2 131.2 130.4 124.9 124 118
## pm2.5 276 246 246 216.0 206.0 215.0 204.0 229.0 227.0 192.0 240 302
## CV residual 147 122 123 94.5 69.6 78.6 72.8 97.8 96.6 67.1 116 184
## 5062 5063 5065 5068 5069 5074 5075 5076 5077 5081 5091
## Predicted 126.0 125.8 131.2 136.3 130.9 129 121 115.6 108.1 73.9 127.1
## cvpred 125.2 124.9 130.4 135.6 130.1 128 120 114.8 107.2 73.0 126.4
## pm2.5 165.0 170.0 185.0 201.0 208.0 281 306 182.0 46.0 21.0 35.0
## CV residual 39.8 45.1 54.6 65.4 77.9 153 186 67.2 -61.2 -52.0 -91.4
## 5095 5097 5098 5101 5102 5107 5108 5109 5111 5123 5125
## Predicted 134 128.8 114.1 71.4 62.3 67.3 85.5 90.1 108.2 95.9 81.9
## cvpred 134 128.2 113.4 70.5 61.4 66.5 84.8 89.5 107.6 95.2 81.2
## pm2.5 33 53.0 57.0 47.0 49.0 25.0 28.0 23.0 66.0 117.0 100.0
## CV residual -101 -75.2 -56.4 -23.5 -12.4 -41.5 -56.8 -66.5 -41.6 21.8 18.8
## 5126 5129 5132 5137 5138 5139 5140 5141 5145 5148 5151
## Predicted 72.418 62.5 75.1 96.8 111.0 115 114.0 114 122 110 90.2
## cvpred 71.591 61.7 74.4 96.2 110.5 114 113.5 113 121 109 89.4
## pm2.5 71.000 36.0 41.0 74.0 71.0 83 94.0 85 142 166 139.0
## CV residual -0.591 -25.7 -33.4 -22.2 -39.5 -31 -19.5 -28 21 57 49.6
## 5153 5154 5163 5171 5175 5179 5182 5183 5186 5189 5191
## Predicted 99.0 98.5 118.8 129.1 129.5 115.1 113.0 112.5 128.9 128.2 126.2
## cvpred 98.2 97.7 118.1 128.5 128.9 114.4 112.4 111.9 128.4 127.7 125.7
## pm2.5 165.0 174.0 199.0 205.0 69.0 33.0 41.0 37.0 36.0 31.0 32.0
## CV residual 66.8 76.3 80.9 76.5 -59.9 -81.4 -71.4 -74.9 -92.4 -96.7 -93.7
## 5195 5196 5199 5200 5201 5202 5206 5207 5213 5223 5224
## Predicted 39.8 42.6 25.6 18.89 18.04 11.2 44.2 34.0 86.7 57.2 56.3
## cvpred 39.0 41.9 24.7 17.96 17.17 10.3 43.6 33.5 86.5 56.4 55.5
## pm2.5 23.0 15.0 11.0 13.00 16.00 24.0 12.0 12.0 16.0 18.0 18.0
## CV residual -16.0 -26.9 -13.7 -4.96 -1.17 13.7 -31.6 -21.5 -70.5 -38.4 -37.5
## 5227 5228 5232 5236 5238 5242 5243 5244 5245 5251
## Predicted 77.9 87.7 109.1 127.1 126.7 115.88 113.89 107.90 107.040 86.8
## cvpred 77.2 87.0 108.6 126.8 126.3 115.34 113.24 107.19 106.331 86.1
## pm2.5 19.0 18.0 48.0 85.0 79.0 108.00 105.00 106.00 106.000 38.0
## CV residual -58.2 -69.0 -60.6 -41.8 -47.3 -7.34 -8.24 -1.19 -0.331 -48.1
## 5253 5255 5264 5266 5269 5270 5280 5281 5286 5288 5289
## Predicted 86.3 121.8 135.8 123.6 99.9 89.10 123.9 133.2 133.9 133.2 133
## cvpred 85.7 121.3 135.4 123.1 99.1 88.24 123.2 132.5 133.3 132.5 133
## pm2.5 42.0 38.0 56.0 57.0 75.0 81.00 221.0 221.0 231.0 211.0 255
## CV residual -43.7 -83.3 -79.4 -66.1 -24.1 -7.24 97.8 88.5 97.7 78.5 122
## 5290 5291 5292 5294 5296 5297 5299 5300 5301 5305 5306 5309
## Predicted 123 122 113 97.5 96.1 95.3 98.7 103 118 132 128 125
## cvpred 122 121 112 96.6 95.2 94.4 97.8 102 117 131 127 124
## pm2.5 258 246 239 224.0 221.0 208.0 224.0 270 271 336 360 284
## CV residual 136 125 127 127.4 125.8 113.6 126.2 168 154 205 233 160
## 5317 5318 5321 5322 5323 5327 5333 5335 5338 5340 5342
## Predicted 63.1 74.9 81.5 94.8 99.1 120.3 136.8 131.5 123.73 122 119.81
## cvpred 62.3 74.0 80.5 93.9 98.3 119.6 136.2 130.9 123.05 121 119.12
## pm2.5 40.0 60.0 121.0 155.0 168.0 172.0 122.0 100.0 120.00 223 128.00
## CV residual -22.3 -14.0 40.5 61.1 69.7 52.4 -14.2 -30.9 -3.05 102 8.88
## 5345 5350 5352 5354 5360 5362 5375 5376 5379 5380 5388
## Predicted 102.84 120.0 129.8 135.7 140.2 114.37 127.5 126.9 130.2 130 126.5
## cvpred 102.11 119.4 129.3 135.2 139.7 113.66 126.8 126.2 129.5 129 125.7
## pm2.5 96.00 76.0 70.0 81.0 115.0 110.00 96.0 111.0 88.0 79 174.0
## CV residual -6.11 -43.4 -59.3 -54.2 -24.7 -3.66 -30.8 -15.2 -41.5 -50 48.3
## 5389 5390 5391 5392 5393 5394 5395 5396 5466 5469 5471
## Predicted 126.0 121.6 121.0 114.8 113.7 118.3 117.5 122 52.6 64.70 81.77
## cvpred 125.3 120.8 120.2 113.9 112.8 117.5 116.6 121 51.6 63.86 81.02
## pm2.5 167.0 184.0 194.0 190.0 146.0 183.0 157.0 144 68.0 68.00 79.00
## CV residual 41.7 63.2 73.8 76.1 33.2 65.5 40.4 23 16.4 4.14 -2.02
## 5472 5479 5481 5485 5487 5492 5494 5496 5499 5501 5508 5510
## Predicted 95.9 131.0 118.9 60.8 53.4 70.6 88.7 106.4 109 113 123 117
## cvpred 95.3 130.6 118.2 59.8 52.4 69.7 88.0 105.7 109 112 122 116
## pm2.5 68.0 158.0 166.0 173.0 125.0 152.0 145.0 171.0 300 281 230 309
## CV residual -27.3 27.4 47.8 113.2 72.6 82.3 57.0 65.3 191 169 108 193
## 5511 5512 5513 5518 5519 5522 5525 5530 5538 5540 5545
## Predicted 116 116 124.9 133.54 129.8 135.7 138 124.2 111.53 128.3 133.9
## cvpred 116 115 124.2 132.98 129.3 135.2 138 123.7 110.76 127.6 133.3
## pm2.5 283 237 164.0 136.00 90.0 106.0 84 102.0 116.00 121.0 195.0
## CV residual 167 122 39.8 3.02 -39.3 -29.2 -54 -21.7 5.24 -6.6 61.7
## 5547 5549 5553 5554 5557 5558 5565 5566 5567 5575 5576
## Predicted 134.2 139.3 126.57 119.8 98.5 102.4 122.0 121.91 127 139.5 139.3
## cvpred 133.6 138.8 125.95 119.1 97.6 101.4 121.3 121.28 126 139.1 138.8
## pm2.5 152.0 165.0 119.00 88.0 63.0 79.0 132.0 113.00 63 52.0 52.0
## CV residual 18.4 26.2 -6.95 -31.1 -34.6 -22.4 10.7 -8.28 -63 -87.1 -86.8
## 5577 5581 5585 5590 5600 5605 5607 5610 5611 5616 5619
## Predicted 139.8 130.6 136 129.2 133 87.2 82.3 88.3 97.4 124.5 141.8
## cvpred 139.3 130.2 136 128.9 133 86.5 81.6 87.5 96.8 124.1 141.5
## pm2.5 53.0 51.0 19 29.0 11 11.0 18.0 11.0 24.0 42.0 57.0
## CV residual -86.3 -79.2 -117 -99.9 -122 -75.5 -63.6 -76.5 -72.8 -82.1 -84.5
## 5621 5622 5625 5627 5635 5637 5641 5644 5647 5649 5650
## Predicted 137.7 138.0 131.0 118.7 102.2 116.57 128.9 135.7 140.8 134.7 129.8
## cvpred 137.4 137.7 130.6 118.1 101.4 115.96 128.4 135.2 140.4 134.1 129.2
## pm2.5 61.0 64.0 76.0 66.0 59.0 108.00 186.0 178.0 177.0 159.0 181.0
## CV residual -76.4 -73.7 -54.6 -52.1 -42.4 -7.96 57.6 42.8 36.6 24.9 51.8
## 5652 5658 5661 5672 5674 5681 5687 5689 5692 5693 5699
## Predicted 109.2 87.6 95.1 142 121.8 85.3 135.9 136.2 137.4 136.9 89.0
## cvpred 108.5 86.9 94.5 142 121.3 84.5 135.5 135.8 137.1 136.6 88.3
## pm2.5 157.0 70.0 34.0 93 100.0 73.0 184.0 122.0 98.0 70.0 60.0
## CV residual 48.5 -16.9 -60.5 -49 -21.3 -11.5 48.5 -13.8 -39.1 -66.6 -28.3
## 5701 5703 5708 5711 5715 5719 5720 5723 5727 5728 5730
## Predicted 81.3 71.3 114.1 96.7 108.1 124.2 113.1 99.1 73.4 63.7 77.6
## cvpred 80.5 70.4 113.5 96.2 107.7 123.9 112.7 98.5 72.6 62.8 76.8
## pm2.5 42.0 41.0 102.0 22.0 36.0 35.0 42.0 40.0 31.0 24.0 26.0
## CV residual -38.5 -29.4 -11.5 -74.2 -71.7 -88.9 -70.7 -58.5 -41.6 -38.8 -50.8
## 5733 5734 5738 5740 5742 5746 5750 5751 5753 5755 5761
## Predicted 86.7 90.3 127.6 137.7 136 97.0 62.9 58.0 57.7 79.4 124.39
## cvpred 86.1 89.6 127.2 137.4 136 96.4 62.0 57.1 56.8 78.6 123.87
## pm2.5 59.0 66.0 94.0 48.0 73 24.0 17.0 22.0 11.0 42.0 132.00
## CV residual -27.1 -23.6 -33.2 -89.4 -63 -72.4 -45.0 -35.1 -45.8 -36.6 8.13
## 5764 5769 5772 5774 5775 5776 5780 5798 5799 5802 5804
## Predicted 140.5 134.548 99.5 84.3 78.7 73.22 89.34 94.3 94.6 106.5 115.8
## cvpred 140.1 134.094 98.7 83.4 77.8 72.27 88.59 93.5 93.7 105.7 115.1
## pm2.5 168.0 135.000 82.0 110.0 138.0 79.00 91.00 61.0 77.0 74.0 128.0
## CV residual 27.9 0.906 -16.7 26.6 60.2 6.73 2.41 -32.5 -16.7 -31.7 12.9
## 5816 5820 5821 5822 5823 5824 5829 5838 5840 5842 5843
## Predicted 136 114.3 122.9 112.2 106.5 106.06 131 136.9 140.5 129.8 123.3
## cvpred 136 113.7 122.4 111.5 105.8 105.35 130 136.6 140.1 129.3 122.8
## pm2.5 112 92.0 102.0 92.0 89.0 103.00 89 79.0 90.0 76.0 44.0
## CV residual -24 -21.7 -20.4 -19.5 -16.8 -2.35 -41 -57.6 -50.1 -53.3 -78.8
## 5846 5847 5850 5861 5862 5863 5867 5868 5882 5883 5885
## Predicted 110.5 99.3 101.9 125.5 130.2 129.3 104.0 103.2 136 135 134.7
## cvpred 109.9 98.6 101.2 125.1 129.8 128.9 103.4 102.5 135 135 134.2
## pm2.5 45.0 55.0 43.0 85.0 49.0 45.0 51.0 50.0 284 228 94.0
## CV residual -64.9 -43.6 -58.2 -40.1 -80.8 -83.9 -52.4 -52.5 149 93 -40.2
## 5890 5892 5896 5897 5901 5903 5912 5915 5918 5919 5920
## Predicted 123.7 116.6 110.7 110.5 130.4 130.7 137.3 105.9 82.68 87.07 86.7
## cvpred 123.2 116.1 110.1 109.8 129.9 130.2 136.9 105.3 81.96 86.34 86.0
## pm2.5 95.0 52.0 62.0 70.0 103.0 142.0 92.0 72.0 86.00 77.00 71.0
## CV residual -28.2 -64.1 -48.1 -39.8 -26.9 11.8 -44.9 -33.3 4.04 -9.34 -15.0
## 5922 5923 5931 5934 5939 5940 5944 5946 5949 5951 5952
## Predicted 94.5 94.76 136 136.9 114.4 109.0 99.1 93.0 110.09 124.9 135.7
## cvpred 93.8 94.12 136 136.6 113.8 108.4 98.3 92.2 109.43 124.4 135.2
## pm2.5 80.0 88.00 92 100.0 146.0 133.0 89.0 87.0 117.00 144.0 147.0
## CV residual -13.8 -6.12 -44 -36.6 32.2 24.6 -9.3 -5.2 7.57 19.6 11.8
## 5953 5954 5955 5959 5961 5964 5965 5977 5978 5980 5984
## Predicted 136.16 136.2 136 141.7 134.9 98.8 95.1 133.9 133 130 129.8
## cvpred 135.76 135.8 136 141.3 134.4 98.0 94.3 133.3 133 129 129.2
## pm2.5 129.00 148.0 163 182.0 151.0 135.0 117.0 226.0 250 249 222.0
## CV residual -6.76 12.2 27 40.7 16.6 37.0 22.7 92.7 117 120 92.8
## 5987 5989 5993 5994 6000 6001 6004 6007 6008 6010 6015
## Predicted 114.9 90.2 93.0 101.5 123.5 132.9 142.6 139.4 143.0 127.6 68.3
## cvpred 114.2 89.6 92.3 100.8 123.2 132.6 142.4 139.2 142.8 127.2 67.6
## pm2.5 210.0 56.0 48.0 43.0 74.0 103.0 69.0 129.0 133.0 81.0 113.0
## CV residual 95.8 -33.6 -44.3 -57.8 -49.2 -29.6 -73.4 -10.2 -9.8 -46.2 45.4
## 6017 6023 6024 6029 6030 6037 6038 6040 6042 6043 6045
## Predicted 72.5 102.9 126.79 129.9 134.8 97.1 97.0 89.4 92.06 100.5 110.1
## cvpred 71.9 102.4 126.46 129.7 134.6 96.5 96.3 88.7 91.42 99.9 109.7
## pm2.5 97.0 128.0 118.00 109.0 159.0 216.0 211.0 122.0 85.00 114.0 131.0
## CV residual 25.1 25.6 -8.46 -20.7 24.4 119.5 114.7 33.3 -6.42 14.1 21.3
## 6047 6048 6049 6050 6051 6055 6057 6060 6063 6067 6077
## Predicted 118.3 113 122.5 133 133.0 144.5 94.6 56.85 33.02 37.14 121.6
## cvpred 117.9 113 122.1 133 132.7 144.4 94.1 56.21 32.22 36.38 121.4
## pm2.5 147.0 160 175.0 176 193.0 50.0 57.0 62.00 24.00 27.00 28.0
## CV residual 29.1 47 52.9 43 60.3 -94.4 -37.1 5.79 -8.22 -9.38 -93.4
## 6095 6098 6100 6102 6103 6110 6114 6117 6119 6120 6122
## Predicted 119.2 128.4 138.4 138.7 139.4 49.0 65.1 93.8 107 123.0 127
## cvpred 118.8 128.1 138.2 138.5 139.2 48.1 64.2 93.2 107 122.6 127
## pm2.5 76.0 207.0 221.0 98.0 69.0 69.0 115.0 132.0 132 155.0 155
## CV residual -42.8 78.9 82.8 -40.5 -70.2 20.9 50.8 38.8 25 32.4 28
## 6130 6134 6140 6144 6145 6146 6154 6164 6165 6168 6169 6174
## Predicted 102.0 69.9 73.4 136.9 132.0 137 98.3 98.0 112 131.3 131 137
## cvpred 101.3 69.0 72.6 136.6 131.6 137 97.6 97.4 112 130.8 131 137
## pm2.5 120.0 141.0 138.0 191.0 209.0 275 160.0 169.0 212 225.0 321 414
## CV residual 18.7 72.0 65.4 54.4 77.4 138 62.4 71.6 100 94.2 190 277
## 6175 6176 6181 6185 6186 6187 6190 6194 6195 6199 6200 6206
## Predicted 137 137 97.9 87.6 86.3 90.3 112 108.7 113.3 117 116.3 97.9
## cvpred 137 136 97.1 86.8 85.4 89.5 112 108.1 112.8 116 115.7 97.3
## pm2.5 349 298 313.0 187.0 211.0 196.0 297 186.0 205.0 188 181.0 244.0
## CV residual 212 162 215.9 100.2 125.6 106.5 185 77.9 92.2 72 65.3 146.7
## 6207 6208 6209 6212 6214 6215 6217 6218 6222 6226 6230
## Predicted 97.4 96.9 96.1 104.1 105.6 104.53 102.6 106.9 100.0 143 137
## cvpred 96.8 96.3 95.4 103.6 105.2 104.14 102.2 106.6 99.8 143 137
## pm2.5 199.0 157.0 194.0 174.0 153.0 104.00 117.0 94.0 84.0 34 13
## CV residual 102.2 60.7 98.6 70.4 47.8 -0.14 14.8 -12.6 -15.8 -109 -124
## 6232 6237 6238 6240 6242 6243 6245 6249 6253 6262 6263 6266 6267
## Predicted 140 146 146 141 139 142 147 145 140 145 139.0 145 144.8
## cvpred 140 146 146 141 139 142 147 145 140 145 138.9 145 144.7
## pm2.5 33 12 8 31 20 19 17 20 33 44 44.0 45 54.0
## CV residual -107 -134 -138 -110 -119 -123 -130 -125 -107 -101 -94.9 -100 -90.7
## 6269 6272 6273 6276 6277 6278 6281 6282 6283 6292 6294
## Predicted 140.7 143.3 137.3 124.00 118.6 98.8 92.7 96.8 96.7 139 139.16
## cvpred 140.6 143.2 137.1 123.68 118.2 98.3 92.2 96.3 96.2 139 138.98
## pm2.5 55.0 84.0 106.0 118.00 138.0 118.0 49.0 37.0 47.0 76 147.00
## CV residual -85.6 -59.2 -31.1 -5.68 19.8 19.7 -43.2 -59.3 -49.2 -63 8.02
## 6298 6300 6303 6304 6308 6309 6310 6312 6314 6315 6317
## Predicted 127.9 126.92 128.886 128.5 136 135 139.6 137.7 136 129 132
## cvpred 127.6 126.65 128.613 128.2 136 135 139.5 137.5 136 129 132
## pm2.5 99.0 119.00 128.000 106.0 34 35 52.0 49.0 20 11 4
## CV residual -28.6 -7.65 -0.613 -22.2 -102 -100 -87.5 -88.5 -116 -118 -128
## 6473 6551 6554 6561 6568 6570 6571 6572 6575 6579 6582 6586
## Predicted 11.4 145.8 147 145.8 109 118 133 133 129 143.9 147.8 130.5
## cvpred 11.1 145.8 147 145.8 108 118 132 132 128 143.8 147.7 130.2
## pm2.5 45.0 204.0 268 162.0 224 259 247 266 242 67.0 54.0 34.0
## CV residual 33.9 58.2 121 16.2 116 141 115 134 114 -76.8 -93.7 -96.2
## 6590 6596 6602 6603 6605 6606 6607 6612 6618 6621 6625
## Predicted 78.7 80.4 90.8 84.8 59.3 52.6 51.2 10.64 -10.5 -1.44 130
## cvpred 78.3 80.2 90.8 84.7 59.2 52.4 51.1 10.37 -10.9 -1.75 130
## pm2.5 12.0 6.0 13.0 12.0 13.0 12.0 12.0 12.00 5.0 7.00 9
## CV residual -66.3 -74.2 -77.8 -72.7 -46.2 -40.4 -39.1 1.63 15.9 8.75 -121
## 6627 6628 6629 6630 6642 6649 6650 6651 6652 6654 6655 6657
## Predicted 135 139 139 134 80.2 138.8 148.3 149.5 149.5 148.7 142.7 134.0
## cvpred 136 140 139 134 79.8 138.9 148.4 149.8 149.8 148.9 142.9 133.9
## pm2.5 21 25 22 14 24.0 85.0 88.0 90.0 73.0 50.0 43.0 52.0
## CV residual -115 -115 -117 -120 -55.8 -53.9 -60.4 -59.8 -76.8 -98.9 -99.9 -81.9
## 6658 6664 6665 6669 6670 6671 6673 6676 6681 6682 6683
## Predicted 117.2 69.6 78.2 139.91 140.4 135.5 142.4 152 145.05 135.0 120
## cvpred 117.1 69.0 77.7 139.79 140.3 135.4 142.4 152 145.04 134.8 120
## pm2.5 31.0 56.0 60.0 133.00 166.0 152.0 206.0 170 154.00 198.0 252
## CV residual -86.1 -13.0 -17.7 -6.79 25.7 16.6 63.6 18 8.96 63.2 132
## 6688 6689 6699 6707 6708 6720 6721 6722 6726 6731 6743 6744 6751
## Predicted 92.0 101 151 134 115 150 150 146 153 139 146 146 152
## cvpred 91.4 100 151 134 115 150 150 146 153 139 146 146 152
## pm2.5 284.0 252 468 381 359 423 429 439 408 350 459 378 329
## CV residual 192.6 152 317 247 244 273 279 293 255 211 313 232 177
## 6756 6760 6761 6764 6766 6767 6768 6770 6773 6777 6788 6791 6795
## Predicted 130 113 114 140 146 146 146 151 152 146 149 143 135
## cvpred 130 113 114 140 146 146 146 151 152 146 149 143 135
## pm2.5 307 396 435 429 430 431 440 438 394 383 420 348 6
## CV residual 177 283 321 289 284 285 294 287 242 237 271 205 -129
## 6796 6798 6800 6801 6804 6805 6806 6809 6810 6816 6819 6820
## Predicted 134 107 121 123 95.5 89.3 94.0 85.8 91.1 136 151 151.3
## cvpred 134 107 121 124 95.4 89.2 93.8 85.5 91.0 136 151 151.7
## pm2.5 5 6 16 2 5.0 4.0 7.0 10.0 10.0 21 45 56.0
## CV residual -129 -101 -105 -122 -90.4 -85.2 -86.8 -75.5 -81.0 -115 -106 -95.7
## 6821 6825 6826 6835 6837 6838 6839 6840 6857 6858 6863
## Predicted 151 140.0 125 107 125.3 134.6 139.5 139.3 79.7 93.52 142.5
## cvpred 152 140.2 125 107 125.4 134.7 139.7 139.4 79.3 93.23 142.6
## pm2.5 42 42.0 32 45 75.0 107.0 125.0 154.0 137.0 102.00 164.0
## CV residual -110 -98.2 -93 -62 -50.4 -27.7 -14.7 14.6 57.7 8.77 21.4
## 6865 6871 6872 6879 6881 6882 6885 6886 6887 6888 6889
## Predicted 121.2 117 121 39.1 35.0 33.5 78.2 72.9 77.2 46.8 50.6
## cvpred 121.1 117 121 38.9 34.7 33.3 78.3 73.1 77.4 46.8 50.6
## pm2.5 41.0 2 7 7.0 11.0 18.0 22.0 13.0 21.0 30.0 19.0
## CV residual -80.1 -115 -114 -31.9 -23.7 -15.3 -56.3 -60.1 -56.4 -16.8 -31.6
## 6890 6893 6896 6899 6900 6903 6909 6910 6920 6925 6932
## Predicted 49.7 70.8 59.4 25.5 19.5 58.0 76.66 120.4 147.4 96.4 110
## cvpred 49.8 71.0 59.5 25.4 19.3 57.7 76.51 120.5 147.8 96.3 110
## pm2.5 19.0 56.0 48.0 9.0 8.0 26.0 71.00 64.0 73.0 123.0 53
## CV residual -30.8 -15.0 -11.5 -16.4 -11.3 -31.7 -5.51 -56.5 -74.8 26.7 -57
## 6944 6948 6950 6952 6954 6957 6960 6962 6964 6967 6969
## Predicted 70.2 66.8 70.2 69.2 72.6 119.4 133.1 124.0 124.2 128.1 118.9
## cvpred 70.6 67.1 70.5 69.5 72.9 119.7 133.5 124.3 124.6 128.5 119.2
## pm2.5 34.0 38.0 46.0 44.0 64.0 62.0 89.0 73.0 86.0 71.0 77.0
## CV residual -36.6 -29.1 -24.5 -25.5 -8.9 -57.7 -44.5 -51.3 -38.6 -57.5 -42.2
## 6973 6974 6978 6984 6986 6988 6990 6992 6993 6998 7012
## Predicted 127.5 144.4 150.3 151 151 151 151.0 155.5 150.5 139.5 150.3
## cvpred 127.9 144.8 150.7 151 151 151 151.4 155.9 150.9 139.7 150.6
## pm2.5 71.0 75.0 64.0 39 43 45 57.0 57.0 63.0 89.0 88.0
## CV residual -56.9 -69.8 -86.7 -112 -108 -106 -94.4 -98.9 -87.9 -50.7 -62.6
## 7014 7020 7024 7027 7028 7029 7030 7035 7037 7042 7043
## Predicted 150.0 140.0 139.5 139.5 140.3 145.4 145.2 149.9 149.5 144.4 144.6
## cvpred 150.4 140.2 139.8 139.7 140.5 145.7 145.4 150.2 149.8 144.6 144.9
## pm2.5 81.0 89.0 81.0 80.0 74.0 85.0 91.0 93.0 101.0 115.0 130.0
## CV residual -69.4 -51.2 -58.8 -59.7 -66.5 -60.7 -54.4 -57.2 -48.8 -29.6 -14.9
## 7045 7046 7047 7049 7056 7060 7063 7067 7068 7070 7074
## Predicted 139.5 134.1 138.8 133.6 143.7 143.77 148.3 138.5 138.5 138.0 142.4
## cvpred 139.7 134.2 138.9 133.8 143.8 143.94 148.5 138.6 138.6 138.1 142.4
## pm2.5 154.0 172.0 151.0 109.0 179.0 152.00 137.0 154.0 161.0 161.0 197.0
## CV residual 14.3 37.8 12.1 -24.8 35.2 8.06 -11.5 15.4 22.4 22.9 54.6
## 7075 7076 7078 7091 7096 7097 7098 7101 7103 7104 7105 7108 7115
## Predicted 147.3 143 143.1 147.3 131 140 146 147 147 146 146 149 140
## cvpred 147.4 143 143.3 147.4 131 140 146 147 147 146 146 149 141
## pm2.5 201.0 195 187.0 188.0 260 271 265 261 278 270 262 259 13
## CV residual 53.6 52 43.7 40.6 129 131 119 114 131 124 116 110 -128
## 7116 7117 7118 7121 7127 7132 7135 7136 7138 7139 7140 7144
## Predicted 139 137 131 112 122 90.0 77.0 70.3 70.0 67.9 51.3 21.2
## cvpred 139 138 131 112 122 90.5 77.6 70.8 70.4 68.2 51.5 21.3
## pm2.5 11 12 12 10 14 8.0 16.0 10.0 15.0 15.0 14.0 7.0
## CV residual -128 -126 -119 -102 -108 -82.5 -61.6 -60.8 -55.4 -53.2 -37.5 -14.3
## 7147 7148 7150 7157 7161 7162 7163 7166 7168 7172 7173
## Predicted 17.93 20.61 22.7 99.4 116 92.0 86.7 60.5 53.6 110.4 114.6
## cvpred 18.19 20.92 23.1 100.1 117 92.7 87.3 61.0 54.0 111.1 115.2
## pm2.5 12.00 14.00 11.0 6.0 6 7.0 8.0 8.0 12.0 28.0 35.0
## CV residual -6.19 -6.92 -12.1 -94.1 -111 -85.7 -79.3 -53.0 -42.0 -83.1 -80.2
## 7174 7176 7179 7183 7191 7192 7194 7195 7197 7199 7205
## Predicted 95.9 138 153 153.0 81.903 85.18 98.24 125.7 139.9 155.77 151.4
## cvpred 96.5 139 154 153.8 82.144 85.42 98.57 126.2 140.5 156.49 152.1
## pm2.5 32.0 35 46 74.0 83.000 77.00 90.00 88.0 112.0 158.00 111.0
## CV residual -64.5 -104 -108 -79.8 0.856 -8.42 -8.57 -38.2 -28.5 1.51 -41.1
## 7206 7213 7214 7222 7225 7227 7229 7235 7242 7249 7254
## Predicted 147.0 84.4 73.1 84.1 149 148.7 145.3 92.3 64.3 137.9 141.0
## cvpred 147.7 84.5 73.1 84.3 149 149.3 145.9 92.4 64.2 138.3 141.6
## pm2.5 91.0 45.0 42.0 41.0 47 76.0 72.0 49.0 24.0 52.0 47.0
## CV residual -56.7 -39.5 -31.1 -43.3 -102 -73.3 -73.9 -43.4 -40.2 -86.3 -94.6
## 7255 7262 7268 7271 7272 7274 7278 7279 7285 7291 7292
## Predicted 140.1 52.7 64.8 137.9 138.6 142.8 136.8 137.1 69.9 104.4 118.10
## cvpred 140.7 52.5 64.7 138.3 139.1 143.3 137.4 137.7 69.9 104.7 118.35
## pm2.5 51.0 23.0 102.0 68.0 64.0 102.0 76.0 51.0 57.0 76.0 111.00
## CV residual -89.7 -29.5 37.3 -70.3 -75.1 -41.3 -61.4 -86.7 -12.9 -28.7 -7.35
## 7293 7294 7295 7298 7360 7366 7367 7368 7378 7381 7389
## Predicted 128.1 128.4 137.8 141 49.603 138.3 144.8 139.1 102.3 64.6 129
## cvpred 128.5 128.7 138.2 142 49.431 138.7 145.3 139.6 102.6 64.5 129
## pm2.5 98.0 89.0 77.0 83 50.000 167.0 183.0 154.0 50.0 30.0 63
## CV residual -30.5 -39.7 -61.2 -59 0.569 28.3 37.7 14.4 -52.6 -34.5 -66
## 7391 7392 7393 7400 7407 7409 7419 7420 7422 7425 7427
## Predicted 133.7 129.36 144.266 132.9 52.00 60.5 153.3 148 148.17 158.7 122.0
## cvpred 134.1 129.77 144.826 133.4 51.71 60.4 153.8 149 148.78 159.3 122.2
## pm2.5 119.0 136.00 144.000 67.0 58.00 98.0 221.0 195 143.00 127.0 164.0
## CV residual -15.1 6.23 -0.826 -66.4 6.29 37.6 67.2 46 -5.78 -32.3 41.8
## 7428 7430 7433 7434 7437 7444 7445 7446 7449 7453 7456 7459
## Predicted 106 95.6 110 125 146 132.9 141 142 100.7 57.5 47.8 41.0
## cvpred 106 95.5 110 125 146 133.2 141 142 100.9 57.7 48.0 41.3
## pm2.5 249 298.0 352 374 400 95.0 34 18 12.0 17.0 14.0 10.0
## CV residual 143 202.5 242 249 254 -38.2 -107 -124 -88.9 -40.7 -34.0 -31.3
## 7463 7464 7471 7475 7476 7479 7481 7483 7484 7486 7488
## Predicted 60.8 45.3 60.6 77.4 56.9 36.9 28.1 39.2 57.1 85.9 96.5
## cvpred 61.2 45.6 61.0 77.8 57.2 37.2 28.4 39.6 57.6 86.5 97.2
## pm2.5 10.0 9.0 7.0 8.0 10.0 6.0 7.0 17.0 19.0 42.0 13.0
## CV residual -51.2 -36.6 -54.0 -69.8 -47.2 -31.2 -21.4 -22.6 -38.6 -44.5 -84.2
## 7490 7492 7494 7495 7496 7497 7500 7502 7503 7507 7508 7510
## Predicted 143 135 139 154 140 143.4 108.7 84.03 84.8 128.0 132.1 142.7
## cvpred 144 135 140 155 141 144.2 109.2 84.44 85.2 128.6 132.7 143.5
## pm2.5 25 15 19 21 39 45.0 47.0 75.00 71.0 78.0 99.0 128.0
## CV residual -119 -120 -121 -134 -102 -99.2 -62.2 -9.44 -14.2 -50.6 -33.7 -15.5
## 7513 7516 7517 7518 7519 7520 7522 7527 7528 7533 7534
## Predicted 151.89 147.0 151.7 146.3 150.9 151.2 136.7 86.3 85.8 140.4 146.3
## cvpred 152.67 147.9 152.6 147.1 151.8 152.1 137.4 86.5 86.0 140.9 146.9
## pm2.5 144.00 129.0 114.0 94.0 70.0 99.0 80.0 126.0 121.0 230.0 207.0
## CV residual -8.67 -18.9 -38.6 -53.1 -81.8 -53.1 -57.4 39.5 35.0 89.1 60.1
## 7539 7541 7544 7546 7552 7553 7554 7555 7556 7558 7559
## Predicted 125.5 135.2 100 99.2 83.0 80.3 77.6 74.9 93.5 105.0 104.6
## cvpred 125.9 135.8 101 99.5 83.3 80.6 77.9 75.2 94.0 105.8 105.4
## pm2.5 155.0 149.0 302 27.0 11.0 12.0 12.0 9.0 10.0 8.0 6.0
## CV residual 29.1 13.2 201 -72.5 -72.3 -68.6 -65.9 -66.2 -84.0 -97.8 -99.4
## 7560 7568 7574 7577 7583 7590 7594 7595 7601 7606 7607
## Predicted 104.1 104.8 101.8 100.34 52.1 51.3 47.8 47.0 41.8 80.0 79.5
## cvpred 104.9 105.6 102.6 101.13 52.5 51.9 48.5 47.6 42.4 80.7 80.2
## pm2.5 7.0 45.0 68.0 99.00 112.0 7.0 12.0 15.0 11.0 43.0 42.0
## CV residual -97.9 -60.6 -34.6 -2.13 59.5 -44.9 -36.5 -32.6 -31.4 -37.7 -38.2
## 7624 7627 7628 7633 7634 7635 7641 7644 7647 7648 7651
## Predicted 71.1 69.6 69.2 66.7 66.2 65.7 62.8 61.3 59.83 68.10 80.53
## cvpred 71.9 70.4 69.9 67.4 66.9 66.4 63.5 62.0 60.54 68.81 81.27
## pm2.5 19.0 10.0 11.0 10.0 16.0 19.0 26.0 47.0 60.00 70.00 77.00
## CV residual -52.9 -60.4 -58.9 -57.4 -50.9 -47.4 -37.5 -15.0 -0.54 1.19 -4.27
## 7652 7655 7657 7659 7662 7666 7671 7677 7679 7685 7686
## Predicted 80.04 78.6 77.6 76.6 75.1 73.2 70.71 67.8 66.8 158.8 158.5
## cvpred 80.78 79.3 78.3 77.3 75.9 73.9 71.44 68.5 67.5 159.7 159.5
## pm2.5 82.00 139.0 166.0 206.0 152.0 92.0 63.00 175.0 217.0 220.0 220.0
## CV residual 1.22 59.7 87.7 128.7 76.1 18.1 -8.44 106.5 149.5 60.3 60.5
## 7687 7688 7690 7693 7699 7700 7703 7709 7712 7718 7720 7721 7724
## Predicted 159.3 158.8 146.8 117 141 141 152 151 157 119 122 127 144
## cvpred 160.3 159.8 147.5 117 142 142 153 152 158 119 122 127 145
## pm2.5 177.0 138.0 129.0 247 503 503 502 350 362 307 307 324 476
## CV residual 16.7 -21.8 -18.5 130 361 361 349 198 204 188 185 197 331
## 7725 7726 7729 7734 7737 7738 7742 7750 7754 7758 7763 7767 7769
## Predicted 149 148 154 154 150 143 102 139.6 151 145 109.8 84.7 104
## cvpred 149 148 155 154 151 144 102 140.1 152 146 110.2 84.8 105
## pm2.5 503 470 535 470 466 501 364 192.0 422 282 200.0 200.0 217
## CV residual 354 322 380 316 315 357 262 51.9 270 136 89.8 115.2 112
## 7771 7773 7774 7777 7779 7781 7789 7794 7795 7796 7797 7800
## Predicted 129 139 144 155 151 149 36.1 35.8 29.0 32.5 51.7 108.3
## cvpred 130 140 145 156 151 150 36.4 36.2 29.4 33.0 52.4 109.1
## pm2.5 280 353 395 433 439 355 16.0 11.0 11.0 12.0 18.0 24.0
## CV residual 150 213 250 277 288 205 -20.4 -25.2 -18.4 -21.0 -34.4 -85.1
## 7801 7805 7807 7810 7814 7816 7817 7831 7833 7837 7844
## Predicted 107.3 142.7 150.4 90.9 48.8 52.1 66.6 150.8 144 94.3 114
## cvpred 108.1 143.8 151.4 91.5 49.2 52.4 67.0 151.8 145 94.7 114
## pm2.5 19.0 55.0 66.0 80.0 33.0 28.0 43.0 225.0 232 238.0 251
## CV residual -89.1 -88.8 -85.4 -11.5 -16.2 -24.4 -24.0 73.2 87 143.3 137
## 7852 7859 7863 7867 7868 7869 7874 7878 7879 7880 7886 7890
## Predicted 135.8 56.3 35.7 43.7 43.1 51.1 118 127 143 148 68.1 73.6
## cvpred 136.7 56.9 36.2 44.4 43.8 51.8 119 128 145 150 68.7 74.2
## pm2.5 225.0 17.0 16.0 12.0 30.0 19.0 26 23 22 45 54.0 63.0
## CV residual 88.3 -39.9 -20.2 -32.4 -13.8 -32.8 -93 -105 -123 -105 -14.7 -11.2
## 7892 7893 7895 7900 7901 7904 7909 7912 7915 7917 7920
## Predicted 136.1 126.3 125.9 135.5 147.1 147.1 92.9 87.5 96.7 136 33.0
## cvpred 137.1 127.3 126.8 136.5 148.2 148.3 93.6 88.2 97.3 137 33.4
## pm2.5 106.0 104.0 177.0 89.0 85.0 80.0 124.0 130.0 148.0 206 56.0
## CV residual -31.1 -23.3 50.2 -47.5 -63.2 -68.3 30.4 41.8 50.7 69 22.6
## 7922 7923 7926 7927 7930 7931 7932 7935 7936 7946 7948
## Predicted 17.5 24.2 44.5 42.3 27.4 18.99 15.92 -0.108 4.17 123.7 129.6
## cvpred 18.1 24.9 45.3 43.1 28.2 19.73 16.66 0.517 4.84 124.7 130.7
## pm2.5 61.0 69.0 21.0 12.0 12.0 13.00 11.00 8.000 9.00 59.0 74.0
## CV residual 42.9 44.1 -24.3 -31.1 -16.2 -6.73 -5.66 7.483 4.16 -65.7 -56.7
## 7949 7951 7954 7955 7967 7972 7974 7975 7977 7979 7981
## Predicted 125 134.7 119.1 109.0 141 137 145.9 145.4 136.65 132.9 135.141
## cvpred 126 135.9 120.1 109.9 142 138 146.9 146.4 137.45 133.5 135.767
## pm2.5 74 64.0 142.0 150.0 360 309 166.0 154.0 144.00 121.0 136.000
## CV residual -52 -71.9 21.9 40.1 218 171 19.1 7.6 6.55 -12.5 0.233
## 7983 7987 7988 7990 7993 7998 8001 8006 8010 8012 8014
## Predicted 133.0 156.5 155.5 157.3 156.5 160.6 159.03 150 146.3 149.9 150.4
## cvpred 133.6 157.4 156.3 158.1 157.4 161.6 160.03 151 146.9 150.6 151.1
## pm2.5 103.0 168.0 179.0 174.0 236.0 176.0 164.00 261 236.0 234.0 243.0
## CV residual -30.6 10.6 22.7 15.9 78.6 14.4 3.97 110 89.1 83.4 91.9
## 8021 8024 8027 8029 8031 8033 8034 8035 8047 8052 8054 8055
## Predicted 150.5 156.5 156.0 151 151 151 150 151 60.2 47.4 26.89 23.3
## cvpred 151.3 157.3 156.8 151 152 151 151 152 60.6 47.9 27.56 24.0
## pm2.5 239.0 245.0 248.0 264 276 259 257 266 128.0 33.0 22.00 14.0
## CV residual 87.7 87.7 91.2 113 124 108 106 114 67.4 -14.9 -5.56 -10.0
## 8056 8061 8063 8065 8071 8074 8076 8077 8080 8082 8083
## Predicted 25.26 99.4 103.7 109.7 135 127.8 101.9 89.0 83.1 117.6 122.7
## cvpred 25.92 100.3 104.6 110.7 136 128.8 102.7 89.8 83.8 118.4 123.6
## pm2.5 19.00 21.0 25.0 15.0 28 107.0 72.0 72.0 58.0 69.0 88.0
## CV residual -6.92 -79.3 -79.6 -95.7 -108 -21.8 -30.7 -17.8 -25.8 -49.4 -35.6
## 8084 8085 8088 8095 8096 8097 8098 8099 8103 8104 8108
## Predicted 128.1 142 142.5 127.3 136.7 147.1 130.4 111.2 76.7 80.9 126
## cvpred 129.1 143 143.6 128.3 137.8 148.2 131.2 111.9 77.2 81.4 127
## pm2.5 146.0 162 167.0 158.0 154.0 133.0 100.0 113.0 118.0 121.0 233
## CV residual 16.9 19 23.4 29.7 16.2 -15.2 -31.2 1.1 40.8 39.6 106
## 8113 8116 8117 8118 8120 8140 8142 8143 8146 8148
## Predicted 135 142.6 137.31 131.3 123.472 53.2 47.4 49.3 29.0 13.606
## cvpred 136 143.5 138.27 132.2 124.269 54.0 48.1 50.1 29.8 14.289
## pm2.5 322 169.0 130.00 161.0 125.000 10.0 9.0 9.0 15.0 15.000
## CV residual 186 25.5 -8.27 28.8 0.731 -44.0 -39.1 -41.1 -14.8 0.711
## 8154 8159 8160 8162 8163 8166 8168 8176 8178 8180 8182
## Predicted -18.6 82.3 77.4 114.2 76.2 67.1 127.3 52.26 64.5 62.0 54.18
## cvpred -18.0 83.1 78.2 115.1 77.1 67.9 128.3 52.82 65.1 62.7 54.77
## pm2.5 12.0 46.0 44.0 53.0 45.0 46.0 94.0 50.00 53.0 50.0 56.00
## CV residual 30.0 -37.1 -34.2 -62.1 -32.1 -21.9 -34.3 -2.82 -12.1 -12.7 1.23
## 8183 8186 8188 8194 8196 8204 8209 8215 8220 8221 8222
## Predicted 94.4 117.9 111.6 106.6 75.9 64.5 126.3 141.2 119.7 114.1 108
## cvpred 95.2 118.8 112.4 107.3 76.4 65.1 127.3 142.2 120.4 114.7 109
## pm2.5 52.0 100.0 46.0 26.0 36.0 20.0 116.0 154.0 212.0 209.0 215
## CV residual -43.2 -18.8 -66.4 -81.3 -40.4 -45.1 -11.3 11.8 91.6 94.3 106
## 8224 8226 8229 8233 8234 8237 8238 8239 8245 8247 8248
## Predicted 99.6 116 115 137.9 137.4 140.0 129 133.9 63.0 37.9 33.25
## cvpred 100.1 116 116 138.8 138.3 140.9 130 134.8 63.5 38.5 33.87
## pm2.5 218.0 238 257 230.0 218.0 231.0 237 230.0 35.0 25.0 25.00
## CV residual 117.9 122 141 91.2 79.7 90.1 107 95.2 -28.5 -13.5 -8.87
## 8250 8255 8256 8257 8258 8259 8260 8262 8263 8265 8270 8275
## Predicted 36.5 49.9 52.7 52.6 46.6 107.7 107.4 140 119 125 69.2 93
## cvpred 37.3 50.9 53.7 53.6 47.6 108.8 108.5 142 120 126 70.0 94
## pm2.5 18.0 16.0 19.0 17.0 36.0 18.0 14.0 22 23 23 36.0 43
## CV residual -19.3 -34.9 -34.7 -36.6 -11.6 -90.8 -94.5 -120 -97 -103 -34.0 -51
## 8276 8278 8283 8284 8288 8291 8292 8295 8296 8297
## Predicted 97.7 105.08 138.1 138.3 146.0 116.6 101.55 93.46 102.2 102.2
## cvpred 98.6 106.05 139.2 139.4 147.2 117.4 102.38 94.18 102.9 102.9
## pm2.5 53.0 116.00 112.0 115.0 101.0 87.0 100.00 104.00 118.0 117.0
## CV residual -45.6 9.95 -27.2 -24.4 -46.2 -30.4 -2.38 9.82 15.1 14.1
## 8300 8303 8306 8312 8315 8321 8327 8329 8332 8335 8338
## Predicted 131.09 139.5 108.7 82.5 59.0 44.7 86.9 94.8 119 112.5 93.0
## cvpred 131.95 140.3 109.6 83.6 60.2 45.8 88.1 96.1 121 113.9 94.3
## pm2.5 122.00 179.0 15.0 16.0 19.0 18.0 21.0 16.0 13 19.0 22.0
## CV residual -9.95 38.7 -94.6 -67.6 -41.2 -27.8 -67.1 -80.1 -108 -94.9 -72.3
## 8340 8341 8345 8350 8352 8359 8362 8369 8372 8375 8376
## Predicted 80.3 73.6 58.9 61.1 62.9 60.5 43.8 9.61 79.7 74.9 67.5
## cvpred 81.5 74.7 60.0 62.3 64.2 61.9 45.1 10.66 80.8 76.0 68.6
## pm2.5 23.0 22.0 16.0 15.0 15.0 13.0 17.0 24.00 43.0 54.0 27.0
## CV residual -58.5 -52.7 -44.0 -47.3 -49.2 -48.9 -28.1 13.34 -37.8 -22.0 -41.6
## 8377 8381 8382 8387 8392 8397 8399 8401 8403 8413 8419 8424
## Predicted 71.1 69.9 68.8 83 33.8 68.19 116.2 85.4 84.3 35.6 85.6 134
## cvpred 72.2 71.0 69.9 84 34.5 69.07 117.3 86.3 85.3 36.2 86.4 136
## pm2.5 20.0 27.0 27.0 54 89.0 72.00 98.0 55.0 39.0 71.0 135.0 379
## CV residual -52.2 -44.0 -42.9 -30 54.5 2.93 -19.3 -31.3 -46.3 34.8 48.6 243
## 8438 8441 8443 8444 8445 8450 8454 8457 8458 8461 8462 8464
## Predicted 83.4 83.1 118 128 137 143 124 56.4 43.7 48.48 45.52 32.5
## cvpred 84.0 83.8 119 129 138 144 125 57.0 44.2 48.84 45.83 32.7
## pm2.5 224.0 255.0 302 315 296 485 298 72.0 64.0 40.00 43.00 22.0
## CV residual 140.0 171.2 183 186 158 341 173 15.0 19.8 -8.84 -2.83 -10.7
## 8468 8476 8479 8481 8486 8495 8497 8499 8502 8508 8513 8514 8519
## Predicted 62.23 139.1 144.0 143 52.6 127 128 137 142 119 118 134 150
## cvpred 62.67 140.2 145.2 144 52.9 128 129 138 144 119 119 135 151
## pm2.5 64.00 206.0 220.0 254 91.0 245 410 391 367 430 474 500 615
## CV residual 1.33 65.8 74.8 110 38.1 117 281 253 223 311 355 365 464
## 8525 8529 8530 8532 8535 8537 8538 8541 8545 8546 8549
## Predicted 140 108.4 91.9 55.6 52.0 40.8 47.3 55.0 86.2 136 102
## cvpred 141 109.2 92.5 56.1 52.6 41.4 48.1 55.8 87.1 137 103
## pm2.5 365 67.0 48.0 35.0 15.0 14.0 13.0 29.0 10.0 10 13
## CV residual 224 -42.2 -44.5 -21.1 -37.6 -27.4 -35.1 -26.8 -77.1 -127 -90
## 8550 8553 8556 8559 8560 8567 8575 8576 8578 8581 8584
## Predicted 86.5 67.6 45.8 42.8 41.43 96.9 112.8 112.8 100.3 71.6 71.6
## cvpred 87.6 68.9 47.0 43.9 42.55 98.2 114.4 114.4 101.8 72.8 72.7
## pm2.5 10.0 21.0 21.0 24.0 33.00 32.0 24.0 23.0 27.0 25.0 26.0
## CV residual -77.6 -47.9 -26.0 -19.9 -9.55 -66.2 -90.4 -91.4 -74.8 -47.8 -46.7
## 8585 8587 8593 8594 8596 8601 8604 8605 8607 8608 8613
## Predicted 80.6 100.4 111.4 100.28 87.8 117 90.0 78.4 84.1 78.1 125.1
## cvpred 81.8 101.8 112.8 101.58 89.1 118 91.2 79.5 85.2 79.2 126.5
## pm2.5 23.0 71.0 135.0 97.00 17.0 19 35.0 22.0 26.0 21.0 121.0
## CV residual -58.8 -30.8 22.2 -4.58 -72.1 -99 -56.2 -57.5 -59.2 -58.2 -5.5
## 8614 8617 8618 8621 8623 8625 8626 8628 8630 8635 8636
## Predicted 139.2 129.0 138.0 115.0 112.3 104.4 98.4 79.8 51.76 83.6 78.1
## cvpred 140.7 130.4 139.5 116.1 113.4 105.5 99.5 80.7 52.51 84.4 78.9
## pm2.5 117.0 163.0 128.0 20.0 27.0 27.0 30.0 29.0 48.00 55.0 60.0
## CV residual -23.7 32.6 -11.5 -96.1 -86.4 -78.5 -69.5 -51.7 -4.51 -29.4 -18.9
## 8637 8638 8641 8646 8648 8649 8652 8659 8663 8666 8667
## Predicted 91.5 117.2 132.0 137 147.0 147.0 90.5 44.7 60.2 66.6 66.0
## cvpred 92.4 118.3 133.3 138 148.4 148.4 91.4 45.4 61.1 67.7 67.2
## pm2.5 76.0 75.0 81.0 125 121.0 124.0 137.0 21.0 15.0 17.0 18.0
## CV residual -16.4 -43.3 -52.3 -13 -27.4 -24.4 45.6 -24.4 -46.1 -50.7 -49.2
## 8669 8677 8681 8683 8685 8686 8687 8691 8695 8697 8698
## Predicted 60.9 21.72 6.81 92.8 112.3 122.3 122.6 125.3 121.6 115.6 115.3
## cvpred 61.9 22.52 7.56 93.8 113.5 123.5 123.8 126.6 122.7 116.7 116.4
## pm2.5 16.0 19.00 14.00 34.0 39.0 88.0 106.0 35.0 40.0 49.0 67.0
## CV residual -45.9 -3.52 6.44 -59.8 -74.5 -35.5 -17.8 -91.6 -82.7 -67.7 -49.4
## 8699 8704 8711 8715 8716 8721 8723 8726 8732 8733 8734
## Predicted 113.3 80.9 71.9 70.3 64.3 44.8 38.5 19.14 5.28 7.35 4.28
## cvpred 114.3 81.8 73.0 71.5 65.6 46.0 39.6 20.19 6.41 8.52 5.45
## pm2.5 59.0 21.0 14.0 17.0 14.0 10.0 15.0 23.00 19.00 23.00 21.00
## CV residual -55.3 -60.8 -59.0 -54.5 -51.6 -36.0 -24.6 2.81 12.59 14.48 15.55
## 8735 8736 8737 8740 8741 8745 8749 8751 8753 8754 8757
## Predicted 6.70 9.38 3.41 -3.46 -0.538 -9.87 -43.2 -49.7 -45.6 -48.3 -44.9
## cvpred 7.86 10.59 4.62 -2.26 0.709 -8.69 -42.3 -48.8 -44.7 -47.4 -43.9
## pm2.5 16.00 20.00 20.00 16.00 16.000 18.00 18.0 21.0 18.0 20.0 17.0
## CV residual 8.14 9.41 15.38 18.26 15.291 26.69 60.3 69.8 62.7 67.4 60.9
## 8786 8789 8792 8795 8801 8802 8805 8806 8808 8809 8810
## Predicted 121.5 122 122 98.1 90.5 95.4 120.8 120.8 125.5 131.1 125.7
## cvpred 122.7 123 123 99.2 91.4 96.4 121.9 121.9 126.6 132.3 126.9
## pm2.5 31.0 18 14 25.0 37.0 40.0 72.0 76.0 67.0 65.0 78.0
## CV residual -91.7 -105 -109 -74.2 -54.4 -56.4 -49.9 -45.9 -59.6 -67.3 -48.9
## 8814 8815 8816 8824 8827 8828 8831 8834 8835 8845 8846
## Predicted 136.2 141.3 141.3 100.0 125.2 125 141.2 147 146.61 109.3 98.8
## cvpred 137.5 142.7 142.7 100.9 126.3 126 142.5 148 148.02 110.3 99.6
## pm2.5 188.0 167.0 173.0 180.0 188.0 255 234.0 275 153.00 96.0 85.0
## CV residual 50.5 24.3 30.3 79.1 61.7 129 91.5 127 4.98 -14.3 -14.6
## 8850 8855 8856 8860 8863 8865 8867 8868 8869 8877 8879
## Predicted 80.9 81.6 84.5 80.8 74.5 60.5 54.9 42.2 39.5 34.2 30.31
## cvpred 81.7 82.6 85.5 82.0 75.7 61.7 56.0 43.2 40.5 35.3 31.33
## pm2.5 65.0 46.0 38.0 21.0 24.0 19.0 19.0 21.0 18.0 17.0 30.00
## CV residual -16.7 -36.6 -47.5 -61.0 -51.7 -42.7 -37.0 -22.2 -22.5 -18.3 -1.33
## 8889 8891 8893 8895 8898 8904 8906 8913 8915 8922 8923
## Predicted 30.4 5.45 -10.48 -20.5 -22.3 -4.06 -1.885 115.2 96.6 89.5 88.4
## cvpred 31.6 6.44 -9.65 -19.7 -21.5 -3.01 -0.841 116.5 97.7 90.5 89.4
## pm2.5 9.0 14.00 18.00 18.0 20.0 22.00 17.000 44.0 32.0 54.0 69.0
## CV residual -22.6 7.56 27.65 37.7 41.5 25.01 17.841 -72.5 -65.7 -36.5 -20.4
## 8925 8927 8928 8929 8931 8932 8937 8942 8994 8997 8998
## Predicted 96.2 111.3 126.5 135.5 136.2 131.1 110 74.2 77.5 90.18 84.7
## cvpred 97.2 112.4 127.7 136.7 137.5 132.3 111 75.1 78.4 91.21 85.7
## pm2.5 79.0 86.0 109.0 120.0 156.0 156.0 25 23.0 50.0 88.00 106.0
## CV residual -18.2 -26.4 -18.7 -16.7 18.5 23.7 -86 -52.1 -28.4 -3.21 20.3
## 9000 9007 9012 9014 9015 9018 9022 9023 9030 9040 9045
## Predicted 104.02 95.3 75.3 56.4 58.9 49.0 90.0 96.0 113.9 57.6 104.0
## cvpred 105.21 96.5 76.3 57.3 59.8 49.9 91.2 97.3 115.3 58.4 105.2
## pm2.5 100.00 18.0 21.0 16.0 8.0 13.0 22.0 37.0 37.0 81.0 66.0
## CV residual -5.21 -78.5 -55.3 -41.3 -51.8 -36.9 -69.2 -60.3 -78.3 22.6 -39.2
## 9056 9059 9061 9062 9065 9066 9071 9075 9077 9081 9086
## Predicted 141.15 106.2 77.1 52.1 45.0 66.48 111.8 95.8 93.1 91.9 57.7
## cvpred 142.68 107.2 78.0 52.8 45.7 67.25 112.9 96.8 94.2 93.1 58.7
## pm2.5 139.00 123.0 111.0 79.0 75.0 60.00 125.0 25.0 12.0 16.0 14.0
## CV residual -3.68 15.8 33.0 26.2 29.3 -7.25 12.1 -71.8 -82.2 -77.1 -44.7
## 9089 9091 9094 9098 9099 9100 9103 9105 9106 9108 9110
## Predicted 38.3 45.4 49.2 46.3 38.3 35.2 33.3 23.7 21.01 6.33 0.166
## cvpred 39.2 46.5 50.5 47.6 39.7 36.6 34.6 25.0 22.27 7.48 1.201
## pm2.5 13.0 21.0 13.0 12.0 15.0 12.0 10.0 11.0 18.00 10.00 17.000
## CV residual -26.2 -25.5 -37.5 -35.6 -24.7 -24.6 -24.6 -14.0 -4.27 2.52 15.799
## 9113 9114 9115 9117 9120 9125 9126 9132 9135 9140 9141 9142
## Predicted -7.70 -9.66 -6.12 101.1 102.0 112 117 89.3 84 109.2 123.6 123
## cvpred -6.73 -8.69 -5.11 102.4 103.4 114 119 90.4 85 110.4 124.9 124
## pm2.5 14.00 15.00 15.00 27.0 33.0 13 13 25.0 30 72.0 61.0 70
## CV residual 20.73 23.69 20.11 -75.4 -70.4 -101 -106 -65.4 -55 -38.4 -63.9 -54
## 9144 9147 9151 9152 9155 9163 9164 9166 9167 9174 9177
## Predicted 134.0 112.5 113.7 118.0 92.9 65.4 63.5 67.6 70.4 118 120
## cvpred 135.4 113.9 115.1 119.4 94.0 66.5 64.5 68.8 71.6 120 122
## pm2.5 77.0 128.0 34.0 37.0 27.0 20.0 17.0 24.0 16.0 16 24
## CV residual -58.4 14.1 -81.1 -82.4 -67.0 -46.5 -47.5 -44.8 -55.6 -104 -98
## 9180 9183 9186 9192 9195 9197 9199 9201 9203 9204 9207
## Predicted 86.1 69.9 60 94.8 92.6 95.5 78.8 116 97.4 86.1 60.6
## cvpred 87.2 70.9 61 96.3 94.1 97.0 80.1 118 98.6 87.1 61.6
## pm2.5 30.0 18.0 18 16.0 20.0 21.0 23.0 14 26.0 25.0 24.0
## CV residual -57.2 -52.9 -43 -80.3 -74.1 -76.0 -57.1 -104 -72.6 -62.1 -37.6
## 9208 9210 9215 9221 9228 9229 9230 9235 9237 9238 9239
## Predicted 58.7 51.1 98.4 115.2 83.9 82.3 72.3 89.5 99.3 108.7 123.1
## cvpred 59.6 52.0 99.7 116.6 85.0 83.3 73.3 90.6 100.5 109.9 124.4
## pm2.5 13.0 12.0 34.0 17.0 27.0 44.0 29.0 59.0 74.0 82.0 91.0
## CV residual -46.6 -40.0 -65.7 -99.6 -58.0 -39.3 -44.3 -31.6 -26.5 -27.9 -33.4
## 9240 9241 9243 9244 9251 9255 9260 9263 9265 9267 9269
## Predicted 114.2 109.7 108.3 113.1 88.3 61.4 90.4 117.1 133.0 131.1 127.6
## cvpred 115.5 110.9 109.6 114.5 89.4 62.2 91.3 118.2 134.4 132.5 128.9
## pm2.5 100.0 124.0 45.0 36.0 36.0 30.0 155.0 170.0 191.0 74.0 43.0
## CV residual -15.5 13.1 -64.6 -78.5 -53.4 -32.2 63.7 51.8 56.6 -58.5 -85.9
## 9270 9271 9272 9280 9283 9285 9288 9289 9290 9291 9292
## Predicted 127.5 141.8 135.4 79.2 80.1 67.9 73.2 76.3 69.8 72.9 82.3
## cvpred 128.8 143.3 136.8 80.0 81.1 68.9 74.3 77.6 71.0 74.2 83.7
## pm2.5 44.0 61.0 67.0 46.0 36.0 29.0 16.0 11.0 12.0 13.0 12.0
## CV residual -84.8 -82.3 -69.8 -34.0 -45.1 -39.9 -58.3 -66.6 -59.0 -61.2 -71.7
## 9293 9294 9296 9297 9302 9303 9306 9310 9311 9313 9316
## Predicted 74.5 72.5 74.7 67.6 39.4 31.2 20.72 26.8 31.1 38.4 51.7
## cvpred 75.7 73.8 76.0 68.9 40.4 32.1 21.62 27.8 32.2 39.6 53.1
## pm2.5 12.0 11.0 10.0 12.0 21.0 19.0 20.00 11.0 16.0 9.0 19.0
## CV residual -63.7 -62.8 -66.0 -56.9 -19.4 -13.1 -1.62 -16.8 -16.2 -30.6 -34.1
## 9318 9325 9326 9328 9331 9332 9333 9339 9341 9343 9348
## Predicted 120.7 91.9 82.7 77.607 90.7 98.1 117.9 113 122.1 114.8 71.5
## cvpred 122.1 92.9 83.7 78.482 91.7 99.2 119.1 114 123.5 116.1 72.6
## pm2.5 23.0 36.0 49.0 79.000 52.0 58.0 70.0 90 66.0 40.0 13.0
## CV residual -99.1 -56.9 -34.7 0.518 -39.7 -41.2 -49.1 -24 -57.5 -76.1 -59.6
## 9350 9351 9355 9358 9359 9360 9364 9365 9375 9377 9378
## Predicted 61.4 58.7 58.0 100.4 115.5 120.7 122.7 122 77.0 73.2 92.26
## cvpred 62.4 59.6 59.1 101.6 116.9 122.1 124.2 124 77.9 74.1 93.23
## pm2.5 21.0 17.0 11.0 23.0 32.0 31.0 35.0 21 55.0 83.0 85.00
## CV residual -41.4 -42.6 -48.1 -78.6 -84.9 -91.1 -89.2 -103 -22.9 8.9 -8.23
## 9382 9385 9388 9391 9395 9399 9400 9405 9407 9412 9413
## Predicted 127.3 121.5 117.9 109.5 94.8 78.5 77.6 88.8 97.7 104.1 108.4
## cvpred 128.6 122.8 119.2 110.7 96.0 79.5 78.6 89.8 98.9 105.4 109.7
## pm2.5 144.0 128.0 40.0 16.0 23.0 13.0 14.0 26.0 20.0 23.0 23.0
## CV residual 15.4 5.2 -79.2 -94.7 -73.0 -66.5 -64.6 -63.8 -78.9 -82.4 -86.7
## 9415 9420 9421 9428 9430 9434 9435 9436 9437 9441 9446
## Predicted 112 84.2 77.1 60.6 83.9 70.3 68.9 68.1 77.2 77.2 74.8
## cvpred 113 85.2 78.1 61.6 85.1 71.5 70.2 69.4 78.6 78.6 75.9
## pm2.5 23 21.0 18.0 12.0 14.0 6.0 10.0 7.0 4.0 8.0 11.0
## CV residual -90 -64.2 -60.1 -49.6 -71.1 -65.5 -60.2 -62.4 -74.6 -70.6 -64.9
## 9448 9449 9450 9453 9458 9461 9469 9470 9472 9473 9475
## Predicted 56.0 58.8 57.6 78.9 71.3 71.2 21.90 14.31 4.52 1.81 4.24
## cvpred 56.9 59.7 58.6 80.1 72.5 72.3 22.73 15.09 5.24 2.47 4.95
## pm2.5 15.0 13.0 11.0 16.0 22.0 7.0 16.00 14.00 16.00 11.00 16.00
## CV residual -41.9 -46.7 -47.6 -64.1 -50.5 -65.3 -6.73 -1.09 10.76 8.53 11.05
## 9476 9478 9479 9485 9487 9489 9491 9498 9507 9513 9515
## Predicted 13.7 35.35 98.1 103.4 124 121.3 68.5 22.08 87.6 100.1 73.9
## cvpred 14.5 36.24 99.2 104.5 125 122.6 69.4 22.59 88.7 101.1 74.8
## pm2.5 37.0 45.00 49.0 15.0 10 43.0 27.0 28.00 28.0 44.0 46.0
## CV residual 22.5 8.76 -50.2 -89.5 -115 -79.6 -42.4 5.41 -60.7 -57.1 -28.8
## 9519 9521 9522 9528 9530 9535 9536 9537 9541 9543 9546 9548
## Predicted 13.7 20.29 19.94 33.6 98.1 112 106.6 98.8 35.6 26.6 42.9 44.4
## cvpred 14.1 20.76 20.46 34.3 99.2 113 107.8 99.9 36.2 27.1 43.5 45.1
## pm2.5 27.0 28.00 22.00 59.0 73.0 42 56.0 48.0 65.0 38.0 19.0 29.0
## CV residual 12.9 7.24 1.54 24.7 -26.2 -71 -51.8 -51.9 28.8 10.9 -24.5 -16.1
## 9549 9554 9556 9557 9559 9562 9563 9564 9565 9567 9569
## Predicted 52.32 71.4 79.4 94.0 87.1 99.9 81.1 71.1 65.5 46.56 44.8
## cvpred 53.04 72.3 80.5 95.2 88.3 100.9 82.0 71.9 66.2 47.13 45.4
## pm2.5 44.00 348.0 40.0 25.0 23.0 46.0 47.0 30.0 36.0 44.00 78.0
## CV residual -9.04 275.7 -40.5 -70.2 -65.3 -54.9 -35.0 -41.9 -30.2 -3.13 32.6
## 9570 9576 9584 9586 9592 9594 9595 9596 9597 9605 9606
## Predicted 44.5 120 102.8 80.61 67.2 75.8 94.7 99.7 112.8 148.6 147.6
## cvpred 45.1 122 103.9 81.46 67.7 76.3 95.4 100.6 113.7 149.8 148.7
## pm2.5 100.0 289 83.0 86.00 32.0 21.0 196.0 161.0 143.0 63.0 74.0
## CV residual 54.9 167 -20.9 4.54 -35.7 -55.3 100.6 60.4 29.3 -86.8 -74.7
## 9611 9612 9613 9618 9620 9623 9624 9626 9628 9634 9635
## Predicted 135.5 135.4 129.6 115.8 136.5 137.4 136 142.5 125.7 97.4 80.7
## cvpred 136.4 136.2 130.4 116.6 137.5 138.4 137 143.6 126.6 98.1 81.2
## pm2.5 97.0 100.0 105.0 165.0 169.0 174.0 201 186.0 89.0 54.0 34.0
## CV residual -39.4 -36.2 -25.4 48.4 31.5 35.6 64 42.4 -37.6 -44.1 -47.2
## 9636 9641 9643 9647 9648 9649 9654 9655 9659 9663 9664
## Predicted 76.6 69.3 79.7 92.0 105.1 113.8 130.61 131.84 125.8 85.6 88.8
## cvpred 77.2 69.6 80.2 92.8 105.9 114.6 131.53 132.76 126.6 86.2 89.5
## pm2.5 29.0 29.0 22.0 69.0 83.0 93.0 130.00 126.00 113.0 117.0 138.0
## CV residual -48.2 -40.6 -58.2 -23.8 -22.9 -21.6 -1.53 -6.76 -13.6 30.8 48.5
## 9665 9667 9678 9679 9683 9684 9685 9687 9688 9690 9692
## Predicted 88.5 97.4 146.4 145.5 91.5 79.930 77.8 60.2 58.9 58.6 95.1
## cvpred 89.2 98.2 147.6 146.7 92.2 80.509 78.4 60.7 59.3 59.1 96.0
## pm2.5 146.0 77.0 162.0 168.0 109.0 80.000 52.0 37.0 26.0 27.0 37.0
## CV residual 56.8 -21.2 14.4 21.3 16.8 -0.509 -26.4 -23.7 -33.3 -32.1 -59.0
## 9693 9694 9696 9702 9705 9707 9711 9712 9715 9719 9725
## Predicted 113.9 128.1 123.45 156.4 161.8 149.8 107.7 107.6 118.5 125.3 144
## cvpred 114.9 129.1 124.44 157.5 162.9 150.7 108.4 108.3 119.2 126.2 145
## pm2.5 47.0 100.0 132.00 176.0 208.0 199.0 96.0 68.0 80.0 38.0 44
## CV residual -67.9 -29.1 7.56 18.5 45.1 48.3 -12.4 -40.3 -39.2 -88.2 -101
## 9727 9729 9730 9733 9736 9737 9740 9741 9744 9751 9754
## Predicted 143 141.7 141.3 138.3 130.9 126.1 154.4 154.4 158.8 163.4 111
## cvpred 144 142.8 142.3 139.2 131.8 126.9 155.3 155.3 159.7 164.5 112
## pm2.5 34 52.0 66.0 81.0 76.0 78.0 90.0 95.0 97.0 102.0 239
## CV residual -110 -90.8 -76.3 -58.2 -55.8 -48.9 -65.3 -60.3 -62.7 -62.5 127
## 9755 9759 9765 9767 9769 9770 9772 9779 9780 9788 9794 9796
## Predicted 108 81.5 101.2 108 128 123 116 108 101.1 111.1 152 156.3
## cvpred 109 82.4 102.2 109 129 124 118 109 102.1 112.2 153 157.5
## pm2.5 132 10.0 10.0 9 7 12 17 21 22.0 41.0 52 58.0
## CV residual 23 -72.4 -92.2 -100 -122 -112 -101 -88 -80.1 -71.2 -101 -99.5
## 9797 9798 9806 9807 9808 9811 9813 9819 9821 9824 9825 9826
## Predicted 156 161.5 150 141 131.7 135.7 143.9 108 116 129 127.3 106.4
## cvpred 157 162.7 151 142 132.6 136.7 144.9 109 118 131 128.7 107.6
## pm2.5 65 68.0 79 86 86.0 104.0 113.0 8 7 22 33.0 29.0
## CV residual -92 -94.7 -72 -56 -46.6 -32.7 -31.9 -101 -111 -109 -95.7 -78.6
## 9830 9831 9835 9836 9838 9842 9845 9847 9848 9849 9855
## Predicted 91.3 85.8 107.3 106.8 134.7 150.1 152 156.0 156.7 155.8 116
## cvpred 92.2 86.6 108.3 107.8 135.9 151.4 153 157.4 158.2 157.2 117
## pm2.5 22.0 28.0 39.0 40.0 61.0 125.0 122 138.0 125.0 117.0 274
## CV residual -70.2 -58.6 -69.3 -67.8 -74.9 -26.4 -31 -19.4 -33.2 -40.2 157
## 9857 9858 9867 9875 9876 9882 9883 9886 9887 9890 9891 9894 9895
## Predicted 120.0 124.6 157 141 130 129 133.9 148 148 160 160 153 151
## cvpred 120.7 125.4 158 142 131 130 134.7 149 148 161 161 154 152
## pm2.5 216.0 209.0 299 285 282 214 192.0 249 278 327 328 273 254
## CV residual 95.3 83.6 141 143 151 84 57.3 100 130 166 167 119 102
## 9897 9898 9899 9901 9905 9911 9917 9919 9924 9935 9938 9940
## Predicted 144.6 143.4 123 99.55 80.4 135 157 142.9 73.8 128 151 150
## cvpred 145.6 144.3 124 100.11 80.8 136 159 144.1 74.5 129 152 151
## pm2.5 237.0 224.0 234 104.00 49.0 404 384 88.0 51.0 262 274 283
## CV residual 91.4 79.7 110 3.89 -31.8 268 225 -56.1 -23.5 133 122 132
## 9943 9945 9946 9948 9952 9955 9956 9965 9967 9971 9973
## Predicted 133.7 122.2 110.8 78.8 54.7 79.3 82.8 155 155.4 119.7 104
## cvpred 134.6 123.1 111.6 79.4 54.9 79.7 83.2 156 156.5 120.4 104
## pm2.5 120.0 166.0 144.0 131.0 127.0 174.0 221.0 342 130.0 156.0 379
## CV residual -14.6 42.9 32.4 51.6 72.1 94.3 137.8 186 -26.5 35.6 275
## 9974 9977 9980 9981 9982 9985 9988 9994 9995 9997 9999 10004
## Predicted 97.7 95.9 123 138 138 153 155 152 147 131 111 133
## cvpred 98.1 96.3 123 139 139 153 156 153 147 132 112 134
## pm2.5 437.0 526.0 474 482 482 527 515 495 486 464 452 498
## CV residual 338.9 429.7 351 343 343 374 359 342 339 332 340 364
## 10008 10012 10013 10016 10020 10023 10024 10025 10030 10035 10040
## Predicted 153 154 159 153 119 102 97.3 97.9 139 154 153
## cvpred 154 155 160 154 120 103 97.7 98.3 140 155 154
## pm2.5 478 481 445 457 292 360 376.0 369.0 395 396 421
## CV residual 324 326 285 303 172 257 278.3 270.7 255 241 267
## 10050 10057 10058 10059 10066 10072 10074 10076 10078 10079 10080
## Predicted 111 132 131 136 71.9 23.6 16.48 59.3 130.5 130 134.5
## cvpred 111 132 132 137 72.4 23.9 16.79 59.9 131.3 131 135.3
## pm2.5 387 418 424 413 38.0 34.0 24.00 41.0 142.0 99 55.0
## CV residual 276 286 292 276 -34.4 10.1 7.21 -18.9 10.7 -32 -80.3
## 10081 10083 10087 10089 10093 10094 10096 10098 10099 10100 10102
## Predicted 134.0 155.1 159.4 158.8 99.9 89.9 78.68 83.2 78.0 90.8 89.3
## cvpred 134.8 156.1 160.4 159.7 100.5 90.4 79.14 83.8 78.5 91.4 90.0
## pm2.5 55.0 67.0 80.0 95.0 74.0 71.0 73.00 47.0 44.0 61.0 55.0
## CV residual -79.8 -89.1 -80.4 -64.7 -26.5 -19.4 -6.14 -36.8 -34.5 -30.4 -35.0
## 10118 10119 10120 10121 10124 10126 10127 10129 10133 10135 10138
## Predicted 152.6 152.4 147.0 146.8 158.5 152.6 146.6 152.9 150.9 152.6 150
## cvpred 153.5 153.2 147.8 147.6 159.5 153.5 147.4 153.7 151.8 153.5 151
## pm2.5 80.0 85.0 96.0 111.0 109.0 103.0 109.0 125.0 115.0 90.0 39
## CV residual -73.5 -68.2 -51.8 -36.6 -50.5 -50.5 -38.4 -28.7 -36.8 -63.5 -112
## 10145 10156 10158 10162 10165 10168 10172 10173 10175 10179 10180
## Predicted 105.1 126 125 111.8 83.1 59.1 68.9 72.7 75.3 128 127
## cvpred 105.8 127 126 112.6 83.7 59.6 69.5 73.3 76.0 129 128
## pm2.5 35.0 26 15 37.0 13.0 12.0 18.0 15.0 7.0 9 11
## CV residual -70.8 -101 -111 -75.6 -70.7 -47.6 -51.5 -58.3 -69.0 -120 -117
## 10181 10183 10185 10187 10191 10205 10206 10210 10220 10222 10227
## Predicted 122 112 98.9 66.5 40.2 106.2 121 94.5 56.6 59.0 64.4
## cvpred 123 113 99.8 67.3 40.8 107.2 122 95.4 57.2 59.7 65.2
## pm2.5 17 11 17.0 18.0 11.0 12.0 15 22.0 69.0 20.0 9.0
## CV residual -106 -102 -82.8 -49.3 -29.8 -95.2 -107 -73.4 11.8 -39.7 -56.2
## 10228 10229 10234 10236 10242 10248 10250 10252 10253 10261 10263
## Predicted 71.6 75.4 39.8 16.09 -1.58 82.8 127.3 132.1 142.5 57.464 41.82
## cvpred 72.4 76.2 40.4 16.59 -1.25 83.4 128.3 133.1 143.6 57.851 42.06
## pm2.5 10.0 8.0 13.0 15.00 17.00 40.0 48.0 45.0 46.0 57.000 51.00
## CV residual -62.4 -68.2 -27.4 -1.59 18.25 -43.4 -80.3 -88.1 -97.6 -0.851 8.94
## 10270 10275 10277 10278 10279 10280 10284 10285 10287 10289 10290
## Predicted 85.01 88.5 90.4 124.7 103.0 113.0 97.7 92.3 81.2 69.4 68.9
## cvpred 85.51 89.1 91.0 125.1 103.6 113.7 98.1 92.6 81.3 69.6 69.1
## pm2.5 89.00 61.0 74.0 82.0 77.0 82.0 109.0 106.0 136.0 92.0 90.0
## CV residual 3.49 -28.1 -17.0 -43.1 -26.6 -31.7 10.9 13.4 54.7 22.4 20.9
## 10291 10294 10295 10296 10297 10300 10304 10305 10306 10307 10308
## Predicted 87.65 122.59 128.0 90.0 80.4 66.7 75.6 74.2 73.1 56.5 61.1
## cvpred 87.94 123.18 128.6 90.5 80.9 67.2 76.1 74.8 73.7 57.0 61.6
## pm2.5 92.00 130.00 142.0 129.0 55.0 14.0 6.0 19.0 13.0 18.0 14.0
## CV residual 4.06 6.82 13.4 38.5 -25.9 -53.2 -70.1 -55.8 -60.7 -39.0 -47.6
## 10309 10310 10313 10324 10325 10326 10327 10329 10330 10331 10333
## Predicted 37.2 38.1 28.8 72.1 66.1 90.0 84.8 74.8 67.5 55.0 40.6
## cvpred 37.6 38.4 29.1 72.8 66.8 90.8 85.6 75.5 68.1 55.5 40.9
## pm2.5 16.0 15.0 17.0 9.0 11.0 20.0 14.0 21.0 17.0 15.0 19.0
## CV residual -21.6 -23.4 -12.1 -63.8 -55.8 -70.8 -71.6 -54.5 -51.1 -40.5 -21.9
## 10337 10338 10340 10342 10346 10347 10351 10353 10356 10362 10364
## Predicted 12.96 6.13 26.5 44.685 29.05 42.4 40.0 21.54 57.8 44.6 55.0
## cvpred 13.29 6.46 27.0 45.292 29.66 43.1 40.7 22.12 58.3 45.0 55.5
## pm2.5 16.00 22.00 16.0 46.000 25.00 10.0 18.0 21.00 16.0 24.0 15.0
## CV residual 2.71 15.54 -11.0 0.708 -4.66 -33.1 -22.7 -1.12 -42.3 -21.0 -40.5
## 10372 10374 10380 10384 10388 10391 10392 10394 10398 10401 10403
## Predicted 67.6 69.1 48.1 15.58 13.96 51.9 60.5 112.4 112.3 92.7 47.5
## cvpred 68.4 69.8 48.5 15.82 14.25 52.3 61.0 113.3 113.2 93.3 47.8
## pm2.5 7.0 10.0 19.0 24.00 18.00 36.0 46.0 51.0 74.0 112.0 54.0
## CV residual -61.4 -59.8 -29.5 8.18 3.75 -16.3 -15.0 -62.3 -39.2 18.7 6.2
## 10407 10412 10414 10420 10422 10428 10431 10433 10441 10443 10448
## Predicted 10.18 29.49 44.82 93.3 127 51.1 28.0 48.7 109 137 128
## cvpred 10.23 29.83 45.28 94.1 127 51.4 28.1 48.9 109 138 129
## pm2.5 19.00 26.00 38.00 40.0 26 109.0 85.0 116.0 263 253 272
## CV residual 8.77 -3.83 -7.28 -54.1 -101 57.6 56.9 67.1 154 115 143
## 10451 10456 10459 10461 10466 10471 10476 10478 10479 10480 10481
## Predicted 92.8 58 77.0 101 132 127 61.2 28.36 26.40 29.08 31.76
## cvpred 93.1 58 77.1 101 132 128 61.2 28.19 26.23 28.95 31.68
## pm2.5 254.0 225 272.0 367 377 320 164.0 27.00 31.00 25.00 24.00
## CV residual 160.9 167 194.9 266 245 192 102.8 -1.19 4.77 -3.95 -7.68
## 10489 10490 10493 10495 10498 10499 10500 10501 10502 10503 10505
## Predicted 67.0 56.0 64.8 67.5 47.6 32.2 24.9 17.04 10.7 12.73 4.93
## cvpred 67.6 56.6 65.4 68.1 48.1 32.8 25.4 17.48 11.1 13.12 5.37
## pm2.5 8.0 6.0 8.0 8.0 21.0 18.0 13.0 25.00 22.0 21.00 25.00
## CV residual -59.6 -50.6 -57.4 -60.1 -27.1 -14.8 -12.4 7.52 10.9 7.88 19.63
## 10506 10509 10511 10517 10518 10520 10523 10527 10532 10533 10536
## Predicted 2.72 10.35 8.76 24.8 12.98 8.58 -18.8 -45.2 -46.4 -30.8 -35.4
## cvpred 3.16 10.76 9.26 25.5 13.66 9.31 -18.2 -44.9 -46.0 -30.4 -35.0
## pm2.5 17.00 18.00 17.00 9.0 11.00 13.00 11.0 23.0 18.0 16.0 16.0
## CV residual 13.84 7.24 7.74 -16.5 -2.66 3.69 29.2 67.9 64.0 46.4 51.0
## 10539 10541 10545 10548 10549 10558 10559 10566 10567 10571 10572
## Predicted 98.2 111.8 84.3 68.5 63.3 79.7 97.3 126.3 135.4 93.3 82.7
## cvpred 99.0 112.7 85.0 69.0 63.8 80.3 98.0 127.3 136.3 93.7 82.9
## pm2.5 7.0 19.0 19.0 30.0 26.0 70.0 76.0 109.0 105.0 115.0 116.0
## CV residual -92.0 -93.7 -66.0 -39.0 -37.8 -10.3 -22.0 -18.3 -31.3 21.3 33.1
## 10577 10578 10581 10674 10678 10680 10685 10686 10688 10692 10693
## Predicted 25.9 21.1 74.8 -13.5 3.36 -0.796 3.92 12.6 58.7 26.4 24.2
## cvpred 25.8 21.2 75.1 -13.1 4.00 -0.105 4.70 13.4 59.5 26.9 24.6
## pm2.5 96.0 96.0 126.0 13.0 20.00 24.000 8.00 9.0 13.0 14.0 12.0
## CV residual 70.2 74.8 50.9 26.1 16.00 24.105 3.30 -4.4 -46.5 -12.9 -12.6
## 10696 10697 10703 10705 10706 10708 10711 10715 10716 10720 10722
## Predicted 12.29 4.95 13.1 55.5 50.0 67.1 39.6 3.40 -3.09 33.7 32.1
## cvpred 12.64 5.24 13.6 56.3 50.8 67.9 40.3 3.81 -2.73 34.0 32.5
## pm2.5 22.00 19.00 60.0 30.0 23.0 24.0 20.0 12.00 20.00 18.0 16.0
## CV residual 9.36 13.76 46.4 -26.3 -27.8 -43.9 -20.3 8.19 22.73 -16.0 -16.5
## 10723 10724 10725 10730 10734 10738 10739 10740 10743 10744 10746
## Predicted 53.1 51.5 54.8 30.9 36.5 20.29 14.308 6.46 -16.3 -23.8 -32.6
## cvpred 53.5 51.8 55.1 31.5 37.2 20.81 14.833 6.88 -16.1 -23.6 -32.4
## pm2.5 22.0 28.0 32.0 13.0 9.0 18.00 15.000 13.00 15.0 12.0 17.0
## CV residual -31.5 -23.8 -23.1 -18.5 -28.2 -2.81 0.167 6.12 31.1 35.6 49.4
## 10751 10754 10755 10756 10757 10763 10769 10773 10775 10779 10786
## Predicted -16.7 -9.99 -1.336 -1.83 80.6 36.1 35.0 58.7 72.3 101.7 89.2
## cvpred -16.3 -9.46 -0.761 -1.25 81.4 36.4 35.2 59.0 72.8 102.3 89.6
## pm2.5 3.0 13.00 13.000 15.00 23.0 23.0 25.0 39.0 24.0 57.0 178.0
## CV residual 19.3 22.46 13.761 16.25 -58.4 -13.4 -10.2 -20.0 -48.8 -45.3 88.4
## 10789 10791 10794 10795 10798 10801 10805 10810 10811 10813 10814
## Predicted 50.7 26.3 26.05 46.1 54.0 35.8 34.9 9.38 12.3 -8.52 -14.5
## cvpred 51.0 26.4 26.14 46.4 54.5 36.2 35.3 9.59 12.6 -8.53 -14.5
## pm2.5 60.0 39.0 23.00 11.0 12.0 20.0 16.0 20.00 26.0 29.00 25.0
## CV residual 9.0 12.6 -3.14 -35.4 -42.5 -16.2 -19.3 10.41 13.4 37.53 39.5
## 10816 10825 10834 10836 10838 10839 10843 10844 10850 10851 10854
## Predicted 5.65 76.6 67.5 61.4 44.95 40.1 49.22 57.88 119.9 132 137
## cvpred 5.59 77.0 67.8 61.7 45.07 40.2 49.39 58.09 120.4 133 138
## pm2.5 23.00 43.0 48.0 39.0 36.00 36.0 42.00 51.00 76.0 58 100
## CV residual 17.41 -34.0 -19.8 -22.7 -9.07 -4.2 -7.39 -7.09 -44.4 -75 -38
## 10855 10857 10858 10861 10866 10869 10870 10874 10881 10882 10888
## Predicted 142.6 116.34 104.97 66.1 7.19 19.8 33.3 98.5 92.54 82.3 3.96
## cvpred 143.4 116.82 105.35 66.2 7.01 19.7 33.4 99.0 92.88 82.5 3.61
## pm2.5 128.0 116.00 97.00 101.0 60.00 73.0 70.0 87.0 95.00 123.0 84.00
## CV residual -15.4 -0.82 -8.35 34.8 52.99 53.3 36.6 -12.0 2.12 40.5 80.39
## 10889 10891 10897 10907 10912 10914 10918 10919 10920 10922 10923
## Predicted 7.5 11.3 84.1 97.6 60.9 69.9 117 102 101 84.4 65.2
## cvpred 7.2 11.2 84.2 97.6 60.5 69.7 117 102 101 84.4 65.3
## pm2.5 66.0 57.0 148.0 212.0 188.0 166.0 295 328 287 222.0 147.0
## CV residual 58.8 45.8 63.8 114.4 127.5 96.3 178 226 186 137.6 81.7
## 10927 10928 10942 10943 10948 10951 10957 10959 10963 10967 10968
## Predicted 63.9 52.9 148 148 146 144 67.8 34.2 54.0 99.8 108.2
## cvpred 64.1 53.2 148 148 147 145 68.0 34.4 54.2 100.1 108.6
## pm2.5 18.0 15.0 36 33 44 32 158.0 63.0 11.0 5.0 55.0
## CV residual -46.1 -38.2 -112 -115 -103 -113 90.0 28.6 -43.2 -95.1 -53.6
## 10976 10977 10978 10979 10980 10981 10984 10985 10993 10997
## Predicted 120.0 84.7 55.1 43.7 23.6 3.67 5.41 6.13 65.165 118.2
## cvpred 120.7 85.1 55.3 43.9 23.6 3.65 5.35 6.01 65.406 118.8
## pm2.5 149.0 156.0 144.0 135.0 94.0 105.00 138.00 170.00 65.000 123.0
## CV residual 28.3 70.9 88.7 91.1 70.4 101.35 132.65 163.99 -0.406 4.2
## 10998 11007 11008 11009 11012 11013 11015 11017 11022 11025
## Predicted 108.2 10.8 4.59 -0.640 21.731 39.7 46.2 59.2 95.9 90.8
## cvpred 108.7 10.6 4.29 -0.875 21.797 39.8 46.4 59.4 96.4 91.0
## pm2.5 151.0 171.0 211.00 124.000 22.000 17.0 59.0 146.0 152.0 231.0
## CV residual 42.3 160.4 206.71 124.875 0.203 -22.8 12.6 86.6 55.6 140.0
## 11032 11034 11037 11040 11043 11045 11046 11050 11103 11126 11128
## Predicted 34.3 36.1 48.1 60.0 56.7 76.5 109 101.8 1.43 8.68 -7.18
## cvpred 34.2 36.1 48.1 60.1 56.8 76.6 109 101.9 1.24 8.22 -7.69
## pm2.5 188.0 227.0 184.0 233.0 196.0 103.0 94 169.0 24.00 105.00 105.00
## CV residual 153.8 190.9 135.9 172.9 139.2 26.4 -15 67.1 22.76 96.78 112.69
## 11133 11134 11139 11140 11143 11144 11150 11151 11152 11153 11164
## Predicted 30.1 35.0 78.6 72.8 32.1 26.6 -5.53 -7.88 -17.3 -23.6 -1.51
## cvpred 29.8 34.7 78.8 73.0 32.4 26.9 -5.51 -7.98 -17.4 -23.7 -1.21
## pm2.5 107.0 77.0 39.0 24.0 13.0 11.0 12.00 13.00 14.0 11.0 9.00
## CV residual 77.2 42.3 -39.8 -49.0 -19.4 -15.9 17.51 20.98 31.4 34.7 10.21
## 11171 11176 11177 11184 11185 11186 11187 11188 11192 11195 11210
## Predicted 0.670 -23.3 -14.5 32.8 38.7 91.2 82.7 98.0 97.67 50.2 102.7
## cvpred 0.668 -23.5 -14.8 32.8 38.7 91.5 82.9 98.4 98.06 50.1 102.8
## pm2.5 16.000 11.0 12.0 50.0 51.0 64.0 67.0 77.0 91.00 88.0 186.0
## CV residual 15.332 34.5 26.8 17.2 12.3 -27.5 -15.9 -21.4 -7.06 37.9 83.2
## 11217 11219 11221 11223 11225 11228 11233 11234 11241 11242 11244
## Predicted 100.7 85.0 72.9 60.9 58.7 88.9 104.6 128.5 102.7 91.6 -0.387
## cvpred 100.6 84.8 72.5 60.5 58.3 88.6 104.5 128.6 102.6 91.4 -0.963
## pm2.5 169.0 142.0 141.0 131.0 152.0 172.0 163.0 144.0 184.0 191.0 74.000
## CV residual 68.4 57.2 68.5 70.5 93.7 83.4 58.5 15.4 81.4 99.6 74.963
## 11273 11299 11302 11304 11306 11309 11313 11314 11315 11316 11317
## Predicted 8.68 43.1 39.2 50.57 77.3 51.2 43.1 35.5 27.69 26.5 32.5
## cvpred 8.31 42.8 39.0 50.39 77.1 51.1 43.0 35.4 27.49 26.3 32.4
## pm2.5 25.00 149.0 58.0 56.00 60.0 23.0 16.0 22.0 35.00 72.0 249.0
## CV residual 16.69 106.2 19.0 5.61 -17.1 -28.1 -27.0 -13.4 7.51 45.7 216.6
## 11321 11322 11323 11328 11330 11331 11337 11339 11340 11341
## Predicted 3.13 -8.20 -5.52 -21.6 6.23 9.508 28.7 23.7 23.4 20.74
## cvpred 3.03 -8.24 -5.51 -21.5 6.59 9.867 28.9 23.7 23.4 20.65
## pm2.5 44.00 93.00 118.00 18.0 21.00 10.000 4.0 5.0 9.0 12.00
## CV residual 40.97 101.24 123.51 39.5 14.41 0.133 -24.9 -18.7 -14.4 -8.65
## 11342 11344 11346 11347 11348 11353 11355 11357 11358 11368 11369
## Predicted 18.18 13.031 11.82 16.46 48.1 108.5 119.8 134.0 129.4 12.9 16.7
## cvpred 18.04 12.791 11.63 16.32 48.1 108.7 120.2 134.5 129.8 12.6 16.4
## pm2.5 11.00 13.000 10.00 15.00 19.0 56.0 52.0 48.0 62.0 58.0 68.0
## CV residual -7.04 0.209 -1.63 -1.32 -29.1 -52.7 -68.2 -86.5 -67.8 45.4 51.6
## 11372 11379 11381 11382 11386 11387 11388 11395 11397 11401 11407
## Predicted 47.3 91.3 123.2 123.2 100.7 95.3 85.0 78.6 92.3 103 95.3
## cvpred 47.2 91.4 123.5 123.5 100.7 95.2 84.8 78.3 92.1 103 95.2
## pm2.5 105.0 114.0 87.0 91.0 160.0 175.0 166.0 143.0 156.0 175 140.0
## CV residual 57.8 22.6 -36.5 -32.5 59.3 79.8 81.2 64.7 63.9 72 44.8
## 11408 11409 11422 11449 11474 11483 11484 11491 11493 11499 11500
## Predicted 90.4 86.5 141.8 137.6 70.7 19.42 12.82 40.1 68.9 123.2 128.1
## cvpred 90.3 86.4 142.1 137.8 70.8 19.24 12.65 39.8 68.9 123.5 128.5
## pm2.5 161.0 169.0 49.0 49.0 9.0 15.00 22.00 12.0 24.0 73.0 60.0
## CV residual 70.7 82.6 -93.1 -88.8 -61.8 -4.24 9.35 -27.8 -44.9 -50.5 -68.5
## 11504 11506 11507 11509 11513 11520 11523 11528 11533 11544 11545
## Predicted 108 101.6 101.1 99 84.0 125.1 118.5 130.0 52.2 142.1 142.3
## cvpred 108 101.6 101.1 99 83.9 125.2 118.6 130.1 51.9 142.5 142.7
## pm2.5 93 165.0 156.0 167 117.0 96.0 148.0 143.0 41.0 82.0 79.0
## CV residual -15 63.4 54.9 68 33.1 -29.2 29.4 12.9 -10.9 -60.5 -63.7
## 11546 11548 11552 11555 11559 11561 11562 11565 11567 11570 11573
## Predicted 142.3 146.4 127.1 48.3 39.7 64.2 67.7 94.0 107.5 100.9 121.7
## cvpred 142.7 146.9 127.4 48.1 39.4 63.9 67.5 93.9 107.6 101.1 121.9
## pm2.5 51.0 67.0 44.0 25.0 27.0 36.0 39.0 64.0 59.0 61.0 70.0
## CV residual -91.7 -79.9 -83.4 -23.1 -12.4 -27.9 -28.5 -29.9 -48.6 -40.1 -51.9
## 11576 11578 11579 11582 11602 11603 11604 11606 11607 11609 11617
## Predicted 120.5 96.44 81.3 64.9 122.4 111 105 98.8 97.9 101.7 146.5
## cvpred 120.6 96.44 81.2 64.5 122.3 111 105 98.5 97.6 101.4 146.6
## pm2.5 82.0 90.00 84.0 105.0 185.0 162 163 165.0 163.0 157.0 178.0
## CV residual -38.6 -6.44 2.8 40.5 62.7 51 58 66.5 65.4 55.6 31.4
## 11619 11624 11627 11629 11634 11639 11640 11644 11646 11648 11650
## Predicted 151.7 143.3 126 41.8 38.9 35.2 24.4 17.9 23.6 13.6 -6.60
## cvpred 151.8 143.4 126 41.5 38.7 35.0 24.3 17.8 23.6 13.4 -7.02
## pm2.5 172.0 195.0 232 97.0 81.0 251.0 234.0 88.0 83.0 100.0 89.00
## CV residual 20.2 51.6 106 55.5 42.3 216.0 209.7 70.2 59.4 86.6 96.02
## 11652 11653 11655 11657 11659 11660 11661 11666 11669 11672 11673
## Predicted -29.1 -35.4 -55.0 -53.4 -60.0 37.84 41.87 61.3 100.1 73.3 57.4
## cvpred -29.7 -36.0 -55.7 -54.0 -60.6 37.45 41.53 61.2 100.3 73.2 57.2
## pm2.5 60.0 49.0 38.0 39.0 41.0 33.00 37.00 48.0 18.0 24.0 23.0
## CV residual 89.7 85.0 93.7 93.0 101.6 -4.45 -4.53 -13.2 -82.3 -49.2 -34.2
## 11675 11684 11688 11689 11690 11692 11696 11699 11704 11706 11707
## Predicted -4.37 -25.7 -9.19 9.49 39.3 35.7 58.6 29.1 24.3 27.58 31.37
## cvpred -4.84 -25.9 -9.32 9.51 39.3 35.7 58.5 28.7 23.9 27.15 30.99
## pm2.5 27.00 19.0 14.00 13.00 16.0 8.0 11.0 14.0 13.0 33.00 33.00
## CV residual 31.84 44.9 23.32 3.49 -23.3 -27.7 -47.5 -14.7 -10.9 5.85 2.01
## 11708 11710 11720 11721 11723 11726 11735 11740 11741 11746 11747
## Predicted 40.5 57.9 92.0 105.0 98.4 90.0 132.3 147.7 143 141.4 135.4
## cvpred 40.2 57.7 91.9 104.9 98.4 89.9 132.3 147.8 143 141.4 135.4
## pm2.5 28.0 35.0 81.0 50.0 44.0 55.0 93.0 107.0 114 148.0 168.0
## CV residual -12.2 -22.7 -10.9 -54.9 -54.4 -34.9 -39.3 -40.8 -29 6.6 32.6
## 11750 11752 11754 11762 11766 11767 11771 11773 11774 11775 11778
## Predicted 96.3 10.5 1.72 126.6 113.2 131.6 28.2 7.81 -0.0207 -8.22 -12.3
## cvpred 96.0 10.2 1.36 126.9 113.4 131.9 27.9 7.39 -0.4990 -8.75 -12.8
## pm2.5 150.0 84.0 44.00 110.0 86.0 58.0 33.0 34.00 37.0000 38.00 26.0
## CV residual 54.0 73.8 42.64 -16.9 -27.4 -73.9 5.1 26.61 37.4990 46.75 38.8
## 11782 11785 11787 11789 11791 11793 11794 11796 11797 11800 11801
## Predicted 81.4 105 106 109.1 91.5 84.4 73.1 55.1 50.2 44.1 38.87
## cvpred 81.3 105 106 109.2 91.5 84.2 72.7 54.7 49.8 43.5 38.31
## pm2.5 43.0 40 30 26.0 19.0 27.0 23.0 18.0 14.0 29.0 45.00
## CV residual -38.3 -65 -76 -83.2 -72.5 -57.2 -49.7 -36.7 -35.8 -14.5 6.69
## 11802 11803 11807 11808 11809 11810 11812 11821 11822 11825 11828
## Predicted 47.90 52.17 83.8 77.6 100.6 104.7 104.4 84.4 74.3 128.9 140.4
## cvpred 47.38 51.71 83.6 77.3 100.5 104.6 104.4 84.1 74.0 128.9 140.5
## pm2.5 46.00 48.00 55.0 50.0 69.0 80.0 62.0 59.0 53.0 42.0 41.0
## CV residual -1.38 -3.71 -28.6 -27.3 -31.5 -24.6 -42.4 -25.1 -21.0 -86.9 -99.5
## 11834 11835 11839 11842 11847 11851 11852 11853 11854 11855 11857
## Predicted 146.8 147.0 144.6 126.3 63.0 34.5 41.7 41.3 49.5 57.2 65.0
## cvpred 146.8 147.1 144.6 126.2 62.5 34.1 41.3 41.0 49.2 56.9 64.8
## pm2.5 78.0 74.0 88.0 94.0 22.0 20.0 20.0 25.0 35.0 28.0 31.0
## CV residual -68.8 -73.1 -56.6 -32.2 -40.5 -14.1 -21.3 -16.0 -14.2 -28.9 -33.8
## 11858 11862 11867 11869 11880 11881 11886 11887 11895 11898 11899
## Predicted 58.8 121.0 59.8 40.3 119 123.5 147.5 146.5 -2.50 -18.1 -14.7
## cvpred 58.5 121.1 59.3 39.8 119 123.4 147.6 146.6 -3.19 -18.8 -15.2
## pm2.5 26.0 24.0 27.0 21.0 56 80.0 98.0 104.0 165.00 118.0 61.0
## CV residual -32.5 -97.1 -32.3 -18.8 -63 -43.4 -49.6 -42.6 168.19 136.8 76.2
## 11902 11903 11904 11905 11906 11907 11912 11915 11920 11921 11926
## Predicted -28.2 -25.5 -23.1 -20.6 -16.8 -12.9 -1.65 -11.6 -14.2 -21.8 -30.5
## cvpred -28.5 -25.8 -23.3 -20.8 -17.0 -12.9 -1.69 -11.8 -14.7 -22.3 -30.9
## pm2.5 60.0 56.0 68.0 51.0 75.0 72.0 63.00 35.0 12.0 11.0 24.0
## CV residual 88.5 81.8 91.3 71.8 92.0 84.9 64.69 46.8 26.7 33.3 54.9
## 11927 11928 11933 11934 11935 11936 11937 11938 11943 11949 11952
## Predicted 3.11 -27.5 -36.7 55.5 91.9 66.8 32.85 25.02 -13.8 -24.9 -13.8
## cvpred 2.96 -27.9 -36.9 55.4 91.9 66.6 32.53 24.64 -14.3 -25.3 -14.2
## pm2.5 16.00 29.0 24.0 18.0 29.0 20.0 28.00 28.00 28.0 70.0 59.0
## CV residual 13.04 56.9 60.9 -37.4 -62.9 -46.6 -4.53 3.36 42.3 95.3 73.2
## 11957 11958 11965 11968 11972 11982 11984 11986 11987 11991 11995
## Predicted 20.70 34.2 -16.6 -16.9 17.3 101.6 37.3 28.2 17.82 8.291 48.40
## cvpred 20.44 34.1 -17.4 -17.6 16.7 101.6 37.0 27.8 17.44 7.715 47.94
## pm2.5 25.00 22.0 26.0 18.0 29.0 58.0 18.0 16.0 15.00 8.000 57.00
## CV residual 4.56 -12.1 43.4 35.6 12.3 -43.6 -19.0 -11.8 -2.44 0.285 9.06
## 12004 12011 12012 12018 12020 12034 12035 12037 12039 12048 12050
## Predicted 122.5 70.393 58.9 4.82 17.3 104.1 102.5 94.9 97.3 123 133
## cvpred 122.7 70.081 58.4 4.17 16.8 103.8 102.1 94.4 96.8 122 133
## pm2.5 37.0 71.000 69.0 24.00 35.0 147.0 153.0 149.0 159.0 250 251
## CV residual -85.7 0.919 10.6 19.83 18.2 43.2 50.9 54.6 62.2 128 118
## 12061 12062 12065 12068 12069 12070 12075 12076 12078 12079 12086
## Predicted 96.1 97.6 95.2 62.5 65.7 68.1 75.3 89.4 61.3 55.6 46.2
## cvpred 95.5 97.0 94.5 61.9 65.2 67.7 75.1 89.3 61.1 55.4 45.8
## pm2.5 217.0 237.0 221.0 75.0 32.0 27.0 7.0 6.0 5.0 6.0 13.0
## CV residual 121.5 140.0 126.5 13.1 -33.2 -40.7 -68.1 -83.3 -56.1 -49.4 -32.8
## 12087 12088 12090 12092 12093 12095 12097 12103 12105 12107 12110
## Predicted 39.9 53.6 56.1 63.3 76.7 74.5 77.7 33.3 31.1 36.5 25.9
## cvpred 39.3 53.1 55.6 62.9 76.3 74.2 77.4 33.2 31.1 36.4 25.8
## pm2.5 14.0 16.0 19.0 15.0 20.0 27.0 28.0 46.0 14.0 16.0 12.0
## CV residual -25.3 -37.1 -36.6 -47.9 -56.3 -47.2 -49.4 12.8 -17.1 -20.4 -13.8
## 12111 12115 12116 12119 12121 12129 12145 12146 12155 12156 12159
## Predicted 50.4 63.0 67.7 91.3 80.5 43.8 67.8 106.7 63.4 48.7 -16.9
## cvpred 50.2 62.9 67.6 91.5 80.5 43.7 67.7 106.7 62.9 48.2 -17.7
## pm2.5 7.0 47.0 31.0 22.0 26.0 54.0 36.0 40.0 114.0 69.0 25.0
## CV residual -43.2 -15.9 -36.6 -69.5 -54.5 10.3 -31.7 -66.7 51.1 20.8 42.7
## 12161 12162 12163 12165 12170 12171 12172 12175 12178 12180 12181
## Predicted -12.5 -5.71 -2.79 8.44 70.78 105.8 120.2 122 101.1 94.8 88.8
## cvpred -13.3 -6.42 -3.45 7.93 70.63 105.8 120.3 122 100.7 94.4 88.3
## pm2.5 21.0 24.00 31.00 118.00 69.00 66.0 77.0 89 155.0 200.0 187.0
## CV residual 34.3 30.42 34.45 110.07 -1.63 -39.8 -43.3 -33 54.3 105.6 98.7
## 12182 12183 12190 12193 12200 12202 12204 12215 12223 12228 12229
## Predicted 82.1 62.0 50.17 75.2 102.1 80.6 63.4 44.7 76.8 10.46 -1.26
## cvpred 81.5 61.3 49.73 74.9 101.8 80.1 62.8 44.2 76.6 9.73 -2.04
## pm2.5 152.0 123.0 47.00 53.0 81.0 100.0 109.0 59.0 56.0 69.00 73.00
## CV residual 70.5 61.7 -2.73 -21.9 -20.8 19.9 46.2 14.8 -20.6 59.27 75.04
## 12237 12238 12240 12243 12244 12248 12249 12281 12291 12297 12298
## Predicted 4.93 91.8 109.7 103.90 108.5 99.3 112.15 74.6 125.4 125.8 115.0
## cvpred 4.39 91.4 109.4 103.65 108.3 99.0 111.87 73.9 125.1 125.3 114.5
## pm2.5 47.00 48.0 57.0 97.00 95.0 115.0 116.00 97.0 177.0 171.0 154.0
## CV residual 42.61 -43.4 -52.4 -6.65 -13.3 16.0 4.13 23.1 51.9 45.7 39.5
## 12300 12303 12304 12305 12306 12307 12308 12311 12315 12320
## Predicted 84.0 37 34.8 38.3 50.6 57.8 66.5 73.8 100.285 125
## cvpred 83.3 36 33.8 37.4 49.7 56.9 65.7 73.0 99.762 125
## pm2.5 140.0 119 124.0 105.0 106.0 104.0 112.0 100.0 100.000 90
## CV residual 56.7 83 90.2 67.6 56.3 47.1 46.3 27.0 0.238 -35
## 12322 12326 12332 12334 12335 12336 12339 12341 12342 12343 12344
## Predicted 109.41 100.1 105.5 97.0 92.5 108.0 117.3 128.9 129.1 132.7 117.0
## cvpred 108.87 99.4 104.8 96.3 91.9 107.5 116.9 128.6 128.9 132.4 116.6
## pm2.5 105.00 118.0 146.0 114.0 61.0 92.0 82.0 58.0 55.0 62.0 56.0
## CV residual -3.87 18.6 41.2 17.7 -30.9 -15.5 -34.9 -70.6 -73.9 -70.4 -60.6
## 12345 12346 12347 12350 12353 12355 12358 12364 12365 12369 12370
## Predicted 111.0 90.75 82.7 52 31.35 58.4 106.0 71.5 64.1 63.8 50.8
## cvpred 110.5 90.12 82.0 51 30.52 57.8 105.7 71.1 63.7 63.3 50.2
## pm2.5 52.0 99.00 65.0 85 26.00 28.0 15.0 15.0 17.0 9.0 9.0
## CV residual -58.5 8.88 -17.0 34 -4.52 -29.8 -90.7 -56.1 -46.7 -54.3 -41.2
## 12371 12375 12386 12388 12392 12399 12400 12401 12406 12413 12415
## Predicted 43.7 63.9 37.8 35.1 34.8 4.41 37.0 23.07 63.4 113.5 115.2
## cvpred 43.1 63.3 37.3 34.6 34.3 3.50 36.3 22.25 62.9 113.3 114.9
## pm2.5 8.0 13.0 17.0 16.0 8.0 10.00 11.0 17.00 29.0 45.0 57.0
## CV residual -35.1 -50.3 -20.3 -18.6 -26.3 6.50 -25.3 -5.25 -33.9 -68.3 -57.9
## 12418 12420 12422 12425 12427 12428 12432 12434 12439 12445 12446
## Predicted 79.3 58.8 24.5 6.53 17.9 21.4 80.69 82.4 50.5 -1.07 -7.55
## cvpred 78.7 58.0 23.4 5.49 16.9 20.5 80.19 81.9 50.1 -1.82 -8.36
## pm2.5 99.0 105.0 81.0 64.00 100.0 92.0 73.00 68.0 18.0 9.00 9.00
## CV residual 20.3 47.0 57.6 58.51 83.1 71.5 -7.19 -13.9 -32.1 10.82 17.36
## 12447 12448 12452 12454 12455 12456 12457 12463 12470 12471 12475
## Predicted -4.52 23.6 17.60 47.88 47.02 89.7 93.3 92.3 26.24 30.8 21.465
## cvpred -5.33 22.8 16.84 47.31 46.45 89.4 93.0 92.0 25.41 30.0 20.684
## pm2.5 11.00 11.0 15.00 56.00 45.00 48.0 53.0 57.0 30.00 44.0 21.000
## CV residual 16.33 -11.8 -1.84 8.69 -1.45 -41.4 -40.0 -35.0 4.59 14.0 0.316
## 12476 12477 12479 12481 12488 12489 12490 12491 12496 12497 12499
## Predicted 25.50 39.0 83.0 101 105.5 94.7 79.1 69.5 27.6 31.4 34.0
## cvpred 24.76 38.4 82.7 101 105.1 94.2 78.4 68.8 26.6 30.4 33.1
## pm2.5 18.00 25.0 24.0 28 125.0 133.0 133.0 126.0 90.0 83.0 67.0
## CV residual -6.76 -13.4 -58.7 -73 19.9 38.8 54.6 57.2 63.4 52.6 33.9
## 12500 12506 12507 12516 12517 12521 12527 12528 12533 12552 12553
## Predicted 41.9 102.2 106.9 82.93 77.55 85.1 126.6 126.1 137.9 130.3 125.3
## cvpred 41.1 101.7 106.4 82.21 76.78 84.3 126.2 125.7 137.6 129.8 124.8
## pm2.5 67.0 65.0 50.0 87.00 85.00 86.0 163.0 170.0 201.0 59.0 66.0
## CV residual 25.9 -36.7 -56.4 4.79 8.22 1.7 36.8 44.3 63.4 -70.8 -58.8
## 12558 12560 12566 12571 12572 12573 12575 12586 12587 12588 12589
## Predicted 122 138 52.6 72.5 81.2 94.7 113 115.1 104.6 85.6 81.4
## cvpred 122 137 51.7 71.7 80.4 94.0 112 114.5 103.9 84.7 80.6
## pm2.5 6 7 22.0 27.0 28.0 40.0 33 189.0 165.0 152.0 126.0
## CV residual -116 -130 -29.7 -44.7 -52.4 -54.0 -79 74.5 61.1 67.3 45.4
## 12591 12594 12600 12601 12603 12606 12612 12621 12624 12626 12638
## Predicted 65.3 61.75 96.5 101.2 113.87 126.1 85.1 109.7 131.2 134.6 90.6
## cvpred 64.4 60.81 95.9 100.6 113.36 125.7 84.2 109.2 130.8 134.2 89.9
## pm2.5 112.0 67.00 119.0 121.0 121.00 176.0 130.0 48.0 84.0 122.0 67.0
## CV residual 47.6 6.19 23.1 20.4 7.64 50.3 45.8 -61.2 -46.8 -12.2 -22.9
## 12640 12642 12645 12647 12652 12658 12659 12668 12670 12671 12672
## Predicted 85.217 105.2 123.3 123.0 130 82.5 52.8 56.69 74.8 97.3 112.4
## cvpred 84.427 104.8 122.9 122.6 129 81.8 52.1 55.88 74.1 96.7 111.9
## pm2.5 85.000 25.0 33.0 55.0 14 12.0 11.0 48.00 39.0 34.0 45.0
## CV residual 0.573 -79.8 -89.9 -67.6 -115 -69.8 -41.1 -7.88 -35.1 -62.7 -66.9
## 12678 12679 12680 12681 12684 12686 12691 12692 12693 12695
## Predicted 137.9 132.5 117.121 116.63 86.0 69.6 58.96 67.6 86.9 104.4
## cvpred 137.6 132.2 116.635 116.14 85.2 68.7 58.03 66.7 86.2 103.7
## pm2.5 96.0 98.0 117.000 119.00 96.0 95.0 63.00 45.0 70.0 116.0
## CV residual -41.6 -34.2 0.365 2.86 10.8 26.3 4.97 -21.7 -16.2 12.3
## 12696 12697 12699 12702 12705 12706 12711 12712 12713 12717 12724
## Predicted 109 103.1 107.3 123.0 95.9 85.1 56.1 54.5 61.7 91.6 136.16
## cvpred 108 102.5 106.8 122.6 95.2 84.4 55.1 53.5 60.6 90.9 135.76
## pm2.5 127 132.0 156.0 93.0 133.0 153.0 236.0 231.0 220.0 141.0 128.00
## CV residual 19 29.5 49.2 -29.6 37.8 68.6 180.9 177.5 159.4 50.1 -7.76
## 12728 12731 12732 12736 12744 12745 12746 12749 12752 12756 12757
## Predicted 125.6 108.0 96.9 91.3 131.53 131.8 135.3 132.8 137.9 121.9 121.9
## cvpred 125.1 107.3 96.1 90.4 131.14 131.4 134.9 132.4 137.6 121.5 121.5
## pm2.5 165.0 156.0 167.0 152.0 138.00 154.0 192.0 96.0 76.0 95.0 95.0
## CV residual 39.9 48.7 70.9 61.6 6.86 22.6 57.1 -36.4 -61.6 -26.5 -26.5
## 12758 12762 12763 12768 12770 12772 12774 12775 12778 12779 12780
## Predicted 115.9 117.6 113.0 127.0 125.30 127.63 136.8 131 112.0 111.0 105.4
## cvpred 115.4 117.1 112.5 126.6 124.91 127.25 136.4 131 111.5 110.4 104.7
## pm2.5 97.0 139.0 144.0 114.0 134.00 125.00 121.0 110 88.0 87.0 85.0
## CV residual -18.4 21.9 31.5 -12.6 9.09 -2.25 -15.4 -21 -23.5 -23.4 -19.7
## 12781 12783 12789 12793 12798 12801 12802 12804 12808 12810 12811
## Predicted 94.61 90.34 113 126 142 129.6 114.8 89.3 56.4 67.4 85.0
## cvpred 93.87 89.54 112 126 141 129.1 114.1 88.5 55.4 66.4 84.1
## pm2.5 88.00 80.00 87 151 257 227.0 198.0 154.0 101.0 99.0 113.0
## CV residual -5.87 -9.54 -25 25 116 97.9 83.9 65.5 45.6 32.6 28.9
## 12813 12815 12826 12827 12830 12831 12832 12834 12844 12845 12846
## Predicted 103 116 124.1 114.4 98.2 89.2 88.3 81.3 127 126.6 137.2
## cvpred 103 115 123.5 113.7 97.4 88.3 87.4 80.3 126 126.2 136.8
## pm2.5 269 245 198.0 205.0 182.0 167.0 161.0 155.0 254 205.0 230.0
## CV residual 166 130 74.5 91.3 84.6 78.7 73.6 74.7 128 78.8 93.2
## 12848 12854 12858 12859 12862 12865 12867 12870 12873 12874 12875
## Predicted 125.9 89.2 47.2 46.9 88.2 87.8 95.6 109 96.1 80.6 64.1
## cvpred 125.4 88.3 46.2 45.9 87.5 87.1 94.9 108 95.4 79.8 63.1
## pm2.5 187.0 158.0 120.0 111.0 192.0 199.0 158.0 171 172.0 169.0 178.0
## CV residual 61.6 69.7 73.8 65.1 104.5 111.9 63.1 63 76.6 89.2 114.9
## 12876 12877 12878 12880 12888 12891 12892 12897 12901 12902 12903
## Predicted 73.9 50.4 48.8 40.7 77.5 88.8 93.1 115 114 114 114
## cvpred 72.9 49.4 47.8 39.7 76.7 88.1 92.4 114 114 113 113
## pm2.5 149.0 164.0 117.0 109.0 164.0 146.0 137.0 217 251 337 402
## CV residual 76.1 114.6 69.2 69.3 87.3 57.9 44.6 103 137 224 289
## 12905 12907 12908 12910 12913 12915 12920 12921 12924 12925 12928
## Predicted 113 116 116 119.0 133.91 142.4 136.8 136.0 123 121.5 118.2
## cvpred 112 115 115 118.3 133.34 141.9 136.3 135.5 122 120.9 117.6
## pm2.5 442 445 352 132.0 139.00 152.0 169.0 182.0 169 185.0 163.0
## CV residual 330 330 237 13.7 5.66 10.1 32.7 46.5 47 64.1 45.4
## 12930 12931 12934 12936 12941 12942 12943 12947 12948 12952 12960
## Predicted 140.9 140.43 140 142 141 140 139 103.7 106.5 87.5 97.7
## cvpred 140.6 140.08 140 141 141 140 139 103.2 105.9 86.8 97.1
## pm2.5 194.0 133.00 34 29 11 25 18 16.0 22.0 23.0 41.0
## CV residual 53.4 -7.08 -106 -112 -130 -115 -121 -87.2 -83.9 -63.8 -56.1
## 12962 12977 12979 12980 12986 12988 12989 12992 12996 12998 13000
## Predicted 125.7 53.6 73.4 78.3 132.8 137.7 127.78 109.1 78.2 65.2 58.8
## cvpred 125.3 52.8 72.6 77.6 132.4 137.4 127.51 108.6 77.5 64.4 57.9
## pm2.5 43.0 22.0 25.0 26.0 87.0 109.0 134.00 52.0 24.0 19.0 21.0
## CV residual -82.3 -30.8 -47.6 -51.6 -45.4 -28.4 6.49 -56.6 -53.5 -45.4 -36.9
## 13001 13011 13014 13019 13021 13025 13026 13028 13029 13030 13031
## Predicted 67.3 114.9 137.2 72.4 54.1 69.8 68.7 77.0 76.6 90.7 94.2
## cvpred 66.4 114.6 136.8 71.7 53.3 69.0 67.9 76.3 75.8 90.1 93.6
## pm2.5 20.0 49.0 49.0 59.0 26.0 39.0 40.0 53.0 58.0 55.0 56.0
## CV residual -46.4 -65.6 -87.8 -12.7 -27.3 -30.0 -27.9 -23.3 -17.8 -35.1 -37.6
## 13032 13033 13036 13037 13038 13040 13041 13045 13049 13063
## Predicted 108.0 107.787 116.83 131.8 127.01 121.50 116.62 99.5 72 131
## cvpred 107.5 107.233 116.37 131.4 126.57 121.01 116.08 98.7 71 130
## pm2.5 93.0 108.000 118.00 121.0 119.00 123.00 125.00 162.0 166 265
## CV residual -14.5 0.767 1.63 -10.4 -7.57 1.99 8.92 63.3 95 135
## 13068 13073 13074 13075 13077 13081 13088 13091 13096 13101 13102
## Predicted 121 96.1 99.2 104 106 133 139.19 134.7 112.6 122.4 122.2
## cvpred 120 95.2 98.3 103 105 132 138.79 134.1 111.8 121.7 121.4
## pm2.5 242 223.0 228.0 243 224 266 145.00 37.0 52.0 213.0 213.0
## CV residual 122 127.8 129.7 140 119 134 6.21 -97.1 -59.8 91.3 91.6
## 13104 13106 13116 13117 13118 13119 13120 13122 13126 13134 13136
## Predicted 126 130 138.3 136.7 136.2 128 128.0 128.0 132.2 138.0 138.3
## cvpred 125 129 137.7 136.1 135.6 127 127.4 127.4 131.6 137.5 137.7
## pm2.5 233 254 39.0 61.0 77.0 93 109.0 81.0 112.0 179.0 166.0
## CV residual 108 125 -98.7 -75.1 -58.6 -34 -18.4 -46.4 -19.6 41.5 28.3
## 13140 13143 13145 13148 13150 13154 13156 13157 13159 13160 13163
## Predicted 131.3 121.7 122.389 122.2 133.4 138 143.7 144 137.4 131 90.1
## cvpred 130.6 120.9 121.613 121.4 132.8 137 143.2 143 136.9 131 89.3
## pm2.5 162.0 140.0 122.000 170.0 187.0 215 195.0 245 220.0 244 72.0
## CV residual 31.4 19.1 0.387 48.6 54.2 78 51.8 102 83.1 113 -17.3
## 13166 13169 13170 13171 13182 13184 13185 13186 13191 13196 13197
## Predicted 56.2 51.9 51.6 57 130 118.0 102.9 83.4 42.26 85.6 62.6
## cvpred 55.2 50.9 50.6 56 130 117.4 102.2 82.6 41.24 84.7 61.7
## pm2.5 26.0 26.0 23.0 30 85 48.0 46.0 47.0 40.00 96.0 73.0
## CV residual -29.2 -24.9 -27.6 -26 -45 -69.4 -56.2 -35.6 -1.24 11.3 11.3
## 13202 13205 13209 13214 13217 13224 13225 13226 13234 13238 13243
## Predicted 90.78 84.3 85.3 104.2 104.6 129.8 129.6 135 113.4 91.6 92
## cvpred 90.02 83.6 84.6 103.5 103.9 129.2 129.1 134 112.6 90.6 91
## pm2.5 82.00 67.0 105.0 165.0 141.0 145.0 152.0 173 142.0 180.0 170
## CV residual -8.02 -16.6 20.4 61.5 37.1 15.8 22.9 39 29.4 89.4 79
## 13246 13247 13254 13255 13259 13265 13270 13276 13277 13281 13283
## Predicted 106 94.9 138.5 133.0 71.5 50.1 91.0 137 137.9 116.4 72.3
## cvpred 105 94.1 138.1 132.6 70.9 49.3 90.4 137 137.6 115.8 71.5
## pm2.5 188 179.0 42.0 44.0 11.0 16.0 19.0 37 38.0 37.0 26.0
## CV residual 83 84.9 -96.1 -88.6 -59.9 -33.3 -71.4 -100 -99.6 -78.8 -45.5
## 13287 13289 13292 13296 13297 13298 13300 13305 13315 13316 13317
## Predicted 50.9 43.3 53.8 103.2 108.2 113.5 114.5 95.3 49.1 58.5 72.6
## cvpred 49.9 42.4 53.0 102.7 107.8 113.1 114.1 94.7 48.1 57.6 71.9
## pm2.5 14.0 16.0 12.0 28.0 18.0 22.0 41.0 14.0 21.0 18.0 23.0
## CV residual -35.9 -26.4 -41.0 -74.7 -89.8 -91.1 -73.1 -80.7 -27.1 -39.6 -48.9
## 13318 13323 13327 13336 13338 13340 13346 13347 13349 13358 13360
## Predicted 81.7 115.9 115.1 92.24 85.89 90.1 131.1 136.0 139 101.7 89.8
## cvpred 80.9 115.3 114.6 91.33 84.98 89.3 130.5 135.5 139 100.8 88.8
## pm2.5 25.0 57.0 93.0 89.00 91.00 66.0 171.0 185.0 275 197.0 130.0
## CV residual -55.9 -58.3 -21.6 -2.33 6.02 -23.3 40.5 49.5 136 96.2 41.2
## 13365 13369 13373 13375 13376 13378 13379 13380 13381 13382
## Predicted 96.0 103.10 133.9 138.7 133.05 121.1 120.6 110.198 103.86 102.7
## cvpred 95.2 102.43 133.3 138.2 132.48 120.4 119.9 109.482 103.05 101.9
## pm2.5 132.0 112.00 105.0 107.0 127.00 111.0 126.0 109.000 108.00 122.0
## CV residual 36.8 9.57 -28.3 -31.2 -5.48 -9.4 6.1 -0.482 4.95 20.1
## 13383 13388 13393 13396 13397 13398 13399 13400 13401 13405 13412
## Predicted 97.5 103.8 125.82 128.9 128.0 128 131.8 121.4 125.3 107.9 103.9
## cvpred 96.6 103.1 125.14 128.3 127.4 127 131.3 120.9 124.7 107.1 103.1
## pm2.5 112.0 92.0 120.00 95.0 92.0 89 102.0 99.0 97.0 95.0 91.0
## CV residual 15.4 -11.1 -5.14 -33.3 -35.4 -38 -29.3 -21.9 -27.7 -12.1 -12.1
## 13423 13425 13428 13430 13431 13433 13436 13441 13443 13450 13455
## Predicted 129.8 123.2 118.0 112.1 107.5 92.5 118 135.9 136.2 133.9 106.40
## cvpred 129.2 122.5 117.2 111.2 106.6 91.5 117 135.5 135.8 133.3 105.58
## pm2.5 90.0 94.0 131.0 144.0 144.0 132.0 133 44.0 42.0 70.0 103.00
## CV residual -39.2 -28.5 13.8 32.8 37.4 40.5 16 -91.5 -93.8 -63.3 -2.58
## 13456 13461 13464 13466 13468 13478 13483 13488 13492 13493 13494
## Predicted 105.54 112.14 111.1 105.3 118.6 89.6 93.82 133.7 139.8 140.0 140.2
## cvpred 104.72 111.47 110.4 104.7 118.1 88.7 92.95 133.2 139.3 139.6 139.7
## pm2.5 109.00 107.00 100.0 78.0 77.0 70.0 90.00 47.0 69.0 71.0 80.0
## CV residual 4.28 -4.47 -10.4 -26.7 -41.1 -18.7 -2.95 -86.2 -70.3 -68.6 -59.7
## 13496 13502 13503 13506 13507 13512 13513 13518 13520 13524 13527
## Predicted 134.2 112.9 122.9 127 121.7 130.3 131.0 138.3 131.8 119.5 104.1
## cvpred 133.7 112.1 122.2 126 121.1 129.8 130.6 137.9 131.4 118.8 103.3
## pm2.5 93.0 181.0 186.0 77 87.0 88.0 117.0 69.0 64.0 76.0 127.0
## CV residual -40.7 68.9 63.8 -49 -34.1 -41.8 -13.6 -68.9 -67.4 -42.8 23.7
## 13528 13529 13531 13534 13542 13546 13547 13548 13549 13553
## Predicted 104 99.2 107.9 125 134.4 122.8 117.896 108.62 108.1 112.5
## cvpred 103 98.4 107.1 124 133.9 122.1 117.179 107.86 107.4 111.7
## pm2.5 128 128.0 142.0 151 121.0 150.0 117.000 105.00 66.0 73.0
## CV residual 25 29.6 34.9 27 -12.9 27.9 -0.179 -2.86 -41.4 -38.7
## 13556 13562 13563 13570 13577 13579 13580 13582 13588 13589 13590
## Predicted 115.8 138.7 138.4 137 124.8 118.7 123.4 139.3 139.3 139.3 139.3
## cvpred 115.1 138.2 137.9 137 124.2 118.1 122.8 138.8 138.8 138.8 138.8
## pm2.5 79.0 57.0 53.0 14 58.0 65.0 56.0 80.0 87.0 89.0 83.0
## CV residual -36.1 -81.2 -84.9 -123 -66.2 -53.1 -66.8 -58.8 -51.8 -49.8 -55.8
## 13591 13595 13596 13597 13601 13602 13604 13608 13609 13617 13618
## Predicted 143.4 127.8 133.4 122.9 114.4 117.7 126.0 124.1 124 123.0 122.5
## cvpred 142.9 127.2 132.8 122.2 113.7 116.9 125.4 123.5 123 122.4 121.9
## pm2.5 77.0 90.0 92.0 95.0 88.0 88.0 78.0 106.0 94 74.0 111.0
## CV residual -65.9 -37.2 -40.8 -27.2 -25.7 -28.9 -47.4 -17.5 -29 -48.4 -10.9
## 13619 13620 13623 13626 13628 13634 13635 13637 13638 13639 13640
## Predicted 116.8 115.6 126.5 124.3 128 137 137 137 137 137 137
## cvpred 116.2 114.9 125.7 123.5 128 136 136 136 136 136 136
## pm2.5 146.0 155.0 189.0 211.0 256 296 321 288 293 307 335
## CV residual 29.8 40.1 63.3 87.5 128 160 185 152 157 171 199
## 13644 13652 13653 13654 13657 13658 13660 13662 13663 13667 13668
## Predicted 126 124 128 129 132 131 131 136 136 123 120
## cvpred 125 123 128 128 131 131 130 136 135 122 119
## pm2.5 336 235 244 237 361 325 354 383 355 376 356
## CV residual 211 112 116 109 230 194 224 247 220 254 237
## 13671 13674 13675 13677 13680 13681 13684 13687 13688 13691 13693
## Predicted 117 122.8 132.3 142.3 142 139 137.8 139 139 137.1 137.5
## cvpred 116 122.1 131.6 141.7 141 138 137.2 138 138 136.4 136.9
## pm2.5 310 62.0 49.0 53.0 19 20 40.0 31 38 64.0 48.0
## CV residual 194 -60.1 -82.6 -88.7 -122 -118 -97.2 -107 -100 -72.4 -88.9
## 13700 13701 13703 13704 13705 13708 13711 13712 13714 13726 13732
## Predicted 126.0 136.1 137.8 137.5 142.9 142.9 143 137.9 118 121 139
## cvpred 125.3 135.4 137.2 136.9 142.3 142.3 142 137.3 117 120 138
## pm2.5 40.0 63.0 118.0 84.0 85.0 80.0 38 39.0 24 60 61
## CV residual -85.3 -72.4 -19.2 -52.9 -57.3 -62.3 -104 -98.3 -93 -60 -77
## 13733 13735 13736 13749 13757 13759 13763 13766 13767 13769 13770
## Predicted 139.0 137.4 139 118.9 125.3 124.3 126.2 111 115.5 114 122.2
## cvpred 138.5 136.9 139 118.2 124.6 123.7 125.4 110 114.6 113 121.3
## pm2.5 53.0 40.0 37 90.0 183.0 202.0 218.0 213 210.0 215 184.0
## CV residual -85.5 -96.9 -102 -28.2 58.4 78.3 92.6 103 95.4 102 62.7
## 13774 13775 13778 13779 13781 13783 13786 13791 13792 13793 13795
## Predicted 131 130 135 136 137 137 137.6 126.0 137.7 132.8 131.1
## cvpred 130 129 134 136 136 136 137.1 125.3 137.1 132.2 130.5
## pm2.5 238 259 311 306 313 284 88.0 32.0 54.0 66.0 38.0
## CV residual 108 130 177 170 177 148 -49.1 -93.3 -83.1 -66.2 -92.5
## 13800 13801 13803 13806 13811 13812 13819 13820 13822 13829 13830
## Predicted 131.2 144 144 143 115.4 109.5 106.1 115.3 118.5 138.8 142.9
## cvpred 130.7 144 144 143 114.7 108.7 105.3 114.5 117.8 138.3 142.4
## pm2.5 41.0 39 41 36 38.0 35.0 48.0 44.0 57.0 102.0 87.0
## CV residual -89.7 -105 -103 -107 -76.7 -73.7 -57.3 -70.5 -60.8 -36.3 -55.4
## 13833 13838 13840 13841 13843 13909 13910 13911 13914 13915 13922
## Predicted 126 92.3 72.6 64.3 101.5 103.5 87.7 86.4 97.0 92.2 120.9
## cvpred 125 91.4 71.5 63.2 100.6 102.7 86.8 85.5 96.2 91.5 120.4
## pm2.5 59 46.0 20.0 41.0 82.0 59.0 46.0 49.0 50.0 66.0 77.0
## CV residual -66 -45.4 -51.5 -22.2 -18.6 -43.7 -40.8 -36.5 -46.2 -25.5 -43.4
## 13928 13929 13933 13936 13937 13939 13940 13941 13945 13947
## Predicted 133.9 128.3 107.738 96.4 95.28 98.7 103.0 107.6 138.3 132.9
## cvpred 133.3 127.7 106.866 95.5 94.36 97.9 102.2 106.9 137.7 132.4
## pm2.5 110.0 109.0 106.000 114.0 101.00 117.0 115.0 117.0 118.0 166.0
## CV residual -23.3 -18.7 -0.866 18.5 6.64 19.1 12.8 10.1 -19.7 33.6
## 13948 13952 13954 13955 13956 13961 13964 13968 14026 14027 14030
## Predicted 136.82 130.2 132.4 126.8 116.0 102.1 110 117.7 118.46 112.6 83.32
## cvpred 136.25 129.6 131.7 126.1 115.2 101.2 109 117.1 117.68 111.8 82.31
## pm2.5 144.00 190.0 200.0 178.0 134.0 132.0 175 104.0 109.00 98.0 84.00
## CV residual 7.75 60.4 68.3 51.9 18.8 30.8 66 -13.1 -8.68 -13.8 1.69
## 14032 14033 14035 14037 14038 14040 14044 14045 14051 14055 14058
## Predicted 82.82 78.2 99.89 113.9 118 123 125.9 130.5 116 105.2 109
## cvpred 81.75 77.1 98.91 113.1 117 122 125.2 129.9 115 104.2 108
## pm2.5 75.00 102.0 92.00 94.0 92 139 208.0 211.0 217 195.0 202
## CV residual -6.75 24.9 -6.91 -19.1 -25 17 82.8 81.1 102 90.8 94
## 14059 14061 14063 14089 14090 14093 14095 14099 14115 14116 14119
## Predicted 111.9 145 138.7 137.5 137.8 139.29 143.4 111.4 133 137.8 137.8
## cvpred 111.2 145 138.2 136.9 137.2 138.77 142.9 110.4 132 137.2 137.2
## pm2.5 102.0 30 42.0 74.0 64.0 146.00 64.0 96.0 111 105.0 107.0
## CV residual -9.2 -115 -96.2 -62.9 -73.2 7.23 -78.9 -14.4 -21 -32.2 -30.2
## 14121 14125 14129 14134 14135 14136 14137 14138 14140 14149 14150
## Predicted 127.5 101.2 98.2 124.1 123.2 132.66 132.4 131.9 135.3 113.7 103.3
## cvpred 126.8 100.3 97.2 123.3 122.5 131.98 131.7 131.2 134.7 112.8 102.4
## pm2.5 128.0 132.0 161.0 154.0 140.0 130.00 113.0 100.0 91.0 135.0 125.0
## CV residual 1.2 31.7 63.8 30.7 17.5 -1.98 -18.7 -31.2 -43.7 22.2 22.6
## 14151 14154 14161 14168 14172 14173 14180 14184 14195 14196 14197
## Predicted 97.3 104.2 110.9 143 130.4 125 141.6 142.3 132.0 137.54 141.8
## cvpred 96.4 103.3 110.1 142 129.6 124 140.9 141.7 131.4 136.92 141.2
## pm2.5 148.0 147.0 125.0 33 110.0 108 128.0 156.0 99.0 143.00 118.0
## CV residual 51.6 43.7 14.9 -109 -19.6 -16 -12.9 14.3 -32.4 6.08 -23.2
## 14198 14209 14215 14221 14225 14226 14227 14234 14241 14244 14249
## Predicted 141.0 129 132 84.2 70.1 73.6 87.7 139.0 133.2 122.0 107.4
## cvpred 140.4 128 132 83.3 69.1 72.6 86.9 138.5 132.5 121.3 106.8
## pm2.5 116.0 10 17 7.0 4.0 8.0 17.0 51.0 69.0 88.0 37.0
## CV residual -24.4 -118 -115 -76.3 -65.1 -64.6 -69.9 -87.5 -63.5 -33.3 -69.8
## 14252 14255 14257 14258 14259 14261 14267 14269 14270 14272 14274
## Predicted 109.5 111.3 121 121 125 136 94.5 81.4 67.3 65.7 90.9
## cvpred 108.9 110.8 121 120 124 136 93.8 80.7 66.4 64.7 90.1
## pm2.5 29.0 19.0 16 16 18 3 10.0 9.0 18.0 29.0 21.0
## CV residual -79.9 -91.8 -105 -104 -106 -133 -83.8 -71.7 -48.4 -35.7 -69.1
## 14275 14277 14279 14282 14283 14287 14288 14289 14297 14301 14302
## Predicted 99.8 117.4 125.0 128.1 132.8 145.9 140.0 133.9 81.0 106.7 116.4
## cvpred 99.1 116.8 124.4 127.7 132.4 145.6 139.6 133.3 80.3 106.1 115.9
## pm2.5 29.0 37.0 44.0 55.0 61.0 63.0 60.0 75.0 48.0 54.0 50.0
## CV residual -70.1 -79.8 -80.4 -72.7 -71.4 -82.6 -79.6 -58.3 -32.3 -52.1 -65.9
## 14304 14306 14308 14309 14311 14316 14322 14323 14324 14328 14329
## Predicted 125.7 124.8 133.3 146.4 140 109.0 85.0 94.2 103.6 135 139.5
## cvpred 125.3 124.3 132.9 146.1 140 108.2 84.1 93.4 102.9 135 139.1
## pm2.5 69.0 68.0 76.0 81.0 96 79.0 54.0 47.0 45.0 57 60.0
## CV residual -56.3 -56.3 -56.9 -65.1 -44 -29.2 -30.1 -46.4 -57.9 -78 -79.1
## 14342 14346 14349 14355 14356 14358 14362 14365 14366 14368 14372
## Predicted 97.97 93.6 130 138.9 140.5 145.7 120.0 93.9 89.0 79.7 101.1
## cvpred 97.06 92.7 129 138.5 140.1 145.3 119.4 93.0 88.1 78.9 100.4
## pm2.5 100.00 69.0 77 120.0 127.0 134.0 97.0 110.0 117.0 92.0 120.0
## CV residual 2.94 -23.7 -52 -18.5 -13.1 -11.3 -22.4 17.0 28.9 13.1 19.6
## 14373 14411 14414 14419 14421 14423 14427 14435 14438 14448 14451
## Predicted 131 119.3 123.53 105.6 139.8 140.5 141.5 122.7 124.8 140.3 145.2
## cvpred 130 118.6 122.92 104.9 139.3 140.1 141.2 122.1 124.2 139.9 144.8
## pm2.5 113 137.0 129.00 94.0 88.0 115.0 98.0 106.0 97.0 118.0 121.0
## CV residual -17 18.4 6.08 -10.9 -51.3 -25.1 -43.2 -16.1 -27.2 -21.9 -23.8
## 14455 14456 14463 14465 14470 14474 14478 14481 14482 14487 14493
## Predicted 140.5 138.9 117.8 106.5 134.9 140.8 141.3 139.3 133.7 97.9 126.9
## cvpred 140.1 138.5 117.1 105.8 134.4 140.4 140.9 138.8 133.2 97.2 126.4
## pm2.5 120.0 126.0 82.0 80.0 118.0 111.0 111.0 120.0 115.0 80.0 55.0
## CV residual -20.1 -12.5 -35.1 -25.8 -16.4 -29.4 -29.9 -18.8 -18.2 -17.2 -71.4
## 14495 14499 14504 14507 14509 14512 14514 14515 14518 14519 14526
## Predicted 137.3 147.4 140.1 120.0 105.4 95.09 103.6 103.3 125.4 135 145.06
## cvpred 136.9 147.2 139.7 119.4 104.7 94.29 102.9 102.6 124.8 135 144.71
## pm2.5 62.0 102.0 97.0 84.0 77.0 86.00 63.0 75.0 69.0 75 143.00
## CV residual -74.9 -45.2 -42.7 -35.4 -27.7 -8.29 -39.9 -27.6 -55.8 -60 -1.71
## 14530 14531 14533 14537 14540 14541 14544 14547 14548 14549
## Predicted 130 119.5 108.62 92.02 105.581 124.13 139.3 139 138.1 137.6
## cvpred 129 118.8 107.86 91.22 104.925 123.56 138.8 138 137.5 137.1
## pm2.5 146 160.0 104.00 93.00 104.000 117.00 188.0 195 203.0 191.0
## CV residual 17 41.2 -3.86 1.78 -0.925 -6.56 49.2 57 65.5 53.9
## 14556 14560 14561 14564 14571 14575 14576 14578 14580 14581 14582
## Predicted 117.3 107.5 106.6 109.7 144 139.3 143.4 131.9 117.0 116.8 112
## cvpred 116.5 106.6 105.8 108.9 144 138.8 142.9 131.2 116.2 115.9 111
## pm2.5 174.0 134.0 136.0 161.0 203 206.0 205.0 205.0 201.0 213.0 204
## CV residual 57.5 27.4 30.2 52.1 59 67.2 62.1 73.8 84.8 97.1 93
## 14584 14586 14587 14588 14593 14599 14609 14610 14619 14624 14625
## Predicted 107 116 121 132 127 133 65.9 64.8 132.1 131 123.0
## cvpred 106 115 120 131 126 133 65.1 64.0 131.9 131 122.6
## pm2.5 233 240 269 272 280 16 12.0 23.0 40.0 83 81.0
## CV residual 127 125 149 141 154 -117 -53.1 -41.0 -91.9 -48 -41.6
## 14626 14627 14628 14630 14633 14634 14637 14638 14639 14642 14643
## Predicted 117.1 106.9 96.6 81.4 85.0 89.7 117.7 117.2 120.7 136.2 136.2
## cvpred 116.6 106.3 95.9 80.7 84.1 89.0 117.2 116.7 120.2 135.8 135.8
## pm2.5 88.0 78.0 52.0 39.0 57.0 59.0 51.0 71.0 72.0 39.0 49.0
## CV residual -28.6 -28.3 -43.9 -41.7 -27.1 -30.0 -66.2 -45.7 -48.2 -96.8 -86.8
## 14644 14648 14650 14655 14657 14658 14661 14667 14670 14671 14681
## Predicted 136 140.8 125.1 105 89.1 97.3 119.0 141.0 147.3 147.1 66.79
## cvpred 136 140.4 124.6 104 88.4 96.6 118.5 140.7 147.1 146.8 65.91
## pm2.5 60 102.0 103.0 78 69.0 69.0 107.0 191.0 159.0 112.0 62.00
## CV residual -76 -38.4 -21.6 -26 -19.4 -27.6 -11.5 50.3 11.9 -34.8 -3.91
## 14685 14687 14689 14690 14694 14700 14701 14702 14717 14721 14725
## Predicted 99.3 113.3 137.7 142.8 146.8 100.0 79.6 83.6 133.0 123.0 91.3
## cvpred 98.7 112.9 137.4 142.6 146.6 99.3 78.8 82.9 132.7 122.6 90.7
## pm2.5 36.0 37.0 73.0 78.0 83.0 161.0 151.0 105.0 73.0 109.0 103.0
## CV residual -62.7 -75.9 -64.4 -64.6 -63.6 61.7 72.2 22.1 -59.7 -13.6 12.3
## 14729 14732 14734 14735 14742 14744 14745 14748 14749 14751 14752
## Predicted 81.0 107.3 116.2 115.7 128 126 125 124 118 65.1 68.1
## cvpred 80.3 106.7 115.7 115.2 127 126 124 124 118 64.3 67.4
## pm2.5 98.0 143.0 164.0 200.0 230 249 256 277 287 116.0 50.0
## CV residual 17.7 36.3 48.3 84.8 103 123 132 153 169 51.7 -17.4
## 14758 14761 14764 14769 14770 14771 14774 14776 14777 14782 14788
## Predicted 136 136.7 125 133 134 118.5 118.8 126.9 126.4 143.5 144.3
## cvpred 136 136.3 125 133 133 118.2 118.4 126.6 126.2 143.4 144.2
## pm2.5 66 80.0 17 21 17 27.0 24.0 40.0 45.0 44.0 48.0
## CV residual -70 -56.3 -108 -112 -116 -91.2 -94.4 -86.6 -81.2 -99.4 -96.2
## 14789 14791 14792 14794 14796 14799 14801 14802 14804 14807 14808
## Predicted 139 143 131 77.9 81.9 54.1 64.5 63.7 121.1 101.5 112.3
## cvpred 139 143 131 77.6 81.6 53.7 64.1 63.2 120.9 101.2 112.2
## pm2.5 34 5 6 13.0 3.0 8.0 10.0 12.0 23.0 19.0 21.0
## CV residual -105 -138 -125 -64.6 -78.6 -45.7 -54.1 -51.2 -97.9 -82.2 -91.2
## 14810 14811 14812 14813 14816 14819 14822 14823 14824 14825 14828
## Predicted 121 120.6 126 135 142 134 136 145 146 145 150
## cvpred 121 120.5 126 135 142 134 136 145 146 145 150
## pm2.5 31 31.0 25 23 10 10 19 20 14 24 29
## CV residual -90 -89.5 -101 -112 -132 -124 -117 -125 -132 -121 -121
## 14832 14834 14836 14838 14842 14846 14849 14852 14853 14861 14865
## Predicted 149 148 142 141 129.9 113.5 108.6 121.7 126 146.5 144.8
## cvpred 149 148 142 141 129.7 113.1 108.2 121.3 126 146.6 144.7
## pm2.5 28 27 28 28 38.0 56.0 71.0 56.0 52 78.0 118.0
## CV residual -121 -121 -114 -113 -91.7 -57.1 -37.2 -65.3 -74 -68.6 -26.7
## 14869 14870 14871 14872 14874 14875 14876 14881 14884 14885 14888
## Predicted 127.3 126.4 125.6 124.5 128 127.4 132.0 128.8 131.0 130.5 142.0
## cvpred 126.9 126.1 125.2 124.1 128 127.1 131.8 128.5 130.7 130.2 141.7
## pm2.5 149.0 114.0 142.0 168.0 154 176.0 180.0 108.0 113.0 117.0 113.0
## CV residual 22.1 -12.1 16.8 43.9 26 48.9 48.2 -20.5 -17.7 -13.2 -28.7
## 14889 14893 14898 14901 14904 14905 14906 14909 14914 14917
## Predicted 141.5 128.58 120.3 128 136.7 1.42e+02 142 142 136.2 124.4
## cvpred 141.3 128.19 119.9 128 136.3 1.42e+02 142 142 135.8 123.9
## pm2.5 117.0 126.00 102.0 140 120.0 1.42e+02 146 180 177.0 196.0
## CV residual -24.3 -2.19 -17.9 12 -16.3 4.21e-03 4 38 41.2 72.1
## 14919 14923 14925 14927 14941 14942 14944 14945 14953 14956 14958
## Predicted 107.3 125.8 135.31 147.42 120.8 106.4 106.1 110 138 143 148
## cvpred 106.6 125.3 134.97 147.18 120.2 105.7 105.5 109 137 143 148
## pm2.5 133.0 99.0 131.00 155.00 160.0 168.0 164.0 145 36 17 22
## CV residual 26.4 -26.3 -3.97 7.82 39.8 62.3 58.5 36 -101 -126 -126
## 14963 14964 14965 14968 14969 14971 14973 14975 14976 14977 14987
## Predicted 103.9 97.4 91.6 79.8 84.1 106.9 114.4 117.4 115.8 135 60.2
## cvpred 103.4 96.9 91.2 79.5 83.8 106.7 114.3 117.3 115.6 135 60.1
## pm2.5 22.0 21.0 11.0 23.0 12.0 16.0 26.0 26.0 31.0 25 12.0
## CV residual -81.4 -75.9 -80.2 -56.5 -71.8 -90.7 -88.3 -91.3 -84.6 -110 -48.1
## 14988 14991 14996 14997 15000 15004 15013 15032 15034 15036 15040
## Predicted 53.0 40.2 76.4 71.2 134.5 133 59.2 139 96.7 74.9 47.0
## cvpred 52.8 39.9 76.3 71.0 134.7 134 59.0 139 96.7 74.6 46.6
## pm2.5 12.0 4.0 20.0 26.0 59.0 28 5.0 41 22.0 15.0 13.0
## CV residual -40.8 -35.9 -56.3 -45.0 -75.7 -106 -54.0 -98 -74.7 -59.6 -33.6
## 15043 15047 15050 15052 15053 15057 15059 15062 15064 15065 15066
## Predicted 66.8 122.3 145 149.5 144.3 100.3 82.9 32.38 31.0 36.0 36.3
## cvpred 66.5 122.4 145 149.8 144.6 100.2 82.7 31.87 30.5 35.4 35.8
## pm2.5 18.0 37.0 78 76.0 59.0 49.0 39.0 26.00 12.0 7.0 7.0
## CV residual -48.5 -85.4 -67 -73.8 -85.6 -51.2 -43.7 -5.87 -18.5 -28.4 -28.8
## 15069 15071 15073 15075 15076 15080 15085 15090 15092 15094 15096
## Predicted 59.4 129.4 138.4 149 138.8 130.6 47.5 49.4 63.1 123.4 137.5
## cvpred 59.1 129.4 138.5 149 138.9 130.7 47.0 48.9 62.7 123.3 137.6
## pm2.5 28.0 39.0 57.0 60 66.0 58.0 18.0 19.0 37.0 50.0 68.0
## CV residual -31.1 -90.4 -81.5 -89 -72.9 -72.7 -29.0 -29.9 -25.7 -73.3 -69.6
## 15099 15100 15107 15110 15112 15114 15115 15119 15122 15126 15128
## Predicted 137.3 137.5 54.6 20.69 19.34 47.9 91.9 136.9 136.53 137 129.7
## cvpred 137.4 137.7 54.1 20.05 18.69 47.2 91.5 136.9 136.53 137 129.7
## pm2.5 66.0 59.0 28.0 16.00 14.00 26.0 31.0 133.0 140.00 58 84.0
## CV residual -71.4 -78.7 -26.1 -4.05 -4.69 -21.2 -60.5 -3.9 3.47 -79 -45.7
## 15131 15132 15135 15137 15139 15149 15153 15154 15155 15159 15160
## Predicted 95.9 85.31 64.1 61.9 85.19 146.3 129.64 124.75 114.2 59.9 59.0
## cvpred 95.5 84.81 63.5 61.3 84.79 146.3 129.42 124.48 113.9 59.2 58.3
## pm2.5 76.0 94.00 100.0 104.0 90.00 130.0 122.00 132.00 137.0 127.0 135.0
## CV residual -19.5 9.19 36.5 42.7 5.21 -16.3 -7.42 7.52 23.1 67.8 76.7
## 15164 15165 15172 15174 15193 15206 15207 15209 15210 15213 15214
## Predicted 84.9 130.6 147 146.5 143 87.7 63.4 60.5 69.7 126.7 131.32
## cvpred 84.5 130.5 147 146.6 143 87.1 62.8 59.8 69.1 126.5 131.19
## pm2.5 140.0 158.0 247 240.0 299 263.0 156.0 107.0 118.0 112.0 129.00
## CV residual 55.5 27.5 100 93.4 156 175.9 93.2 47.2 48.9 -14.5 -2.19
## 15216 15220 15221 15225 15230 15232 15236 15238 15239 15248 15251
## Predicted 126.0 150.4 145.3 145 98.8 83.8 115 114 119 149 128
## cvpred 125.8 150.4 145.2 144 98.3 83.3 115 114 119 149 128
## pm2.5 153.0 226.0 218.0 282 247.0 132.0 161 242 235 277 286
## CV residual 27.2 75.6 72.8 138 148.7 48.7 46 128 116 128 158
## 15255 15259 15262 15266 15270 15271 15272 15273 15276 15282 15284
## Predicted 126 133 143 144 66.9 66.5 54.8 47.2 39.7 10.86 33.08
## cvpred 126 132 143 144 66.8 66.5 54.7 47.1 39.4 10.43 32.84
## pm2.5 283 338 373 328 18.0 15.0 25.0 15.0 26.0 14.00 25.00
## CV residual 157 206 230 184 -48.8 -51.5 -29.7 -32.1 -13.4 3.57 -7.84
## 15286 15287 15289 15292 15309 15310 15311 15312 15314 15316 15318
## Predicted 65.3 93.4 103.1 86.6 103 131.2 140.5 140.3 146.1 141 135.4
## cvpred 65.3 93.5 103.2 86.8 103 131.5 140.8 140.6 146.5 141 135.7
## pm2.5 33.0 23.0 19.0 11.0 41 35.0 50.0 49.0 72.0 72 50.0
## CV residual -32.3 -70.5 -84.2 -75.8 -62 -96.5 -90.8 -91.6 -74.5 -69 -85.7
## 15319 15322 15324 15326 15329 15330 15332 15337 15340 15341 15353
## Predicted 141 97.5 33.9 25.25 44.1 53.2 91.8 110 139 134.2 50.0
## cvpred 141 97.4 33.7 24.91 43.8 53.0 91.9 110 140 134.7 49.8
## pm2.5 31 39.0 15.0 23.00 6.0 27.0 60.0 19 22 47.0 8.0
## CV residual -110 -58.4 -18.7 -1.91 -37.8 -26.0 -31.9 -91 -118 -87.7 -41.8
## 15354 15355 15365 15367 15368 15370 15474 15478 15480 15482 15483
## Predicted 55.1 88.3 142 146 138.1 71.7 96.8 125.4 142.90 143.90 148.5
## cvpred 55.0 88.4 142 146 138.5 71.6 96.5 125.3 143.01 144.06 148.8
## pm2.5 9.0 22.0 37 28 50.0 36.0 139.0 162.0 145.00 146.00 122.0
## CV residual -46.0 -66.4 -105 -118 -88.5 -35.6 42.5 36.7 1.99 1.94 -26.8
## 15485 15489 15492 15493 15495 15498 15500 15501 15503 15506 15510
## Predicted 146.4 133.8 112.35 114.98 109.9 119 139 139 145 150 145
## cvpred 146.6 133.9 112.15 114.67 109.5 119 139 139 144 150 144
## pm2.5 125.0 164.0 111.00 111.00 160.0 250 293 325 329 354 324
## CV residual -21.6 30.1 -1.15 -3.67 50.5 131 154 186 185 204 180
## 15514 15516 15518 15519 15521 15525 15526 15527 15532 15535 15539
## Predicted 129 122 79.7 89.3 106 130 129 128 132.1 131.4 69.92
## cvpred 129 122 79.1 88.8 106 130 129 128 132.1 131.3 69.66
## pm2.5 312 404 318.0 297.0 303 562 514 485 66.0 54.0 75.00
## CV residual 183 282 238.9 208.2 197 432 385 357 -66.1 -77.3 5.34
## 15540 15543 15545 15546 15548 15555 15556 15557 15567 15569 15570
## Predicted 71.89 69.9 73.07 82.1 100 131.6 132.3 136.5 94.7 98.9 107.5
## cvpred 71.69 69.6 72.81 81.9 100 131.6 132.2 136.5 94.3 98.5 107.2
## pm2.5 64.00 89.0 67.00 63.0 69 35.0 39.0 41.0 139.0 132.0 151.0
## CV residual -7.69 19.4 -5.81 -18.9 -31 -96.6 -93.2 -95.5 44.7 33.5 43.8
## 15572 15578 15580 15581 15582 15584 15590 15596 15597 15598 15599
## Predicted 116 141.6 140.2 139.9 146 146 114 114.0 131 136 135.0
## cvpred 116 141.6 140.1 139.9 146 146 113 113.8 130 135 134.9
## pm2.5 179 212.0 234.0 235.0 221 211 307 205.0 246 239 196.0
## CV residual 63 70.4 93.9 95.1 75 65 194 91.2 116 104 61.1
## 15602 15608 15613 15614 15616 15618 15620 15622 15624 15625 15629
## Predicted 143 144.3 101.8 92.6 100.2 103.1 111.0 97.5 124.1 99.8 126
## cvpred 143 144.3 101.5 92.2 99.9 102.8 110.7 97.3 124.1 99.8 126
## pm2.5 236 108.0 17.0 21.0 36.0 33.0 52.0 57.0 39.0 23.0 24
## CV residual 93 -36.3 -84.5 -71.2 -63.9 -69.8 -58.7 -40.3 -85.1 -76.8 -102
## 15631 15633 15634 15638 15641 15643 15648 15649 15650 15658 15662
## Predicted 125 88.9 77.8 26.2 30.2 83.7 97.4 101.2 100.1 75.7 47.1
## cvpred 125 88.9 77.7 26.0 30.0 83.7 97.4 101.3 100.2 75.6 46.8
## pm2.5 9 4.0 3.0 7.0 10.0 16.0 9.0 9.0 11.0 23.0 10.0
## CV residual -116 -84.9 -74.7 -19.0 -20.0 -67.7 -88.4 -92.3 -89.2 -52.6 -36.8
## 15663 15664 15669 15675 15678 15688 15699 15700 15702 15703 15709
## Predicted 39.7 45.9 46.6 94.6 106.7 22.3 138 137 134 128 53.1
## cvpred 39.4 45.6 46.4 94.5 106.8 22.0 138 138 134 128 52.9
## pm2.5 14.0 9.0 20.0 9.0 29.0 7.0 28 31 22 17 9.0
## CV residual -25.4 -36.6 -26.4 -85.5 -77.8 -15.0 -110 -107 -112 -111 -43.9
## 15711 15712 15714 15719 15722 15725 15730 15732 15733 15735 15737
## Predicted 58.4 57.3 75.3 141.8 145.4 150.5 138.0 113.8 108.5 87.95 88.57
## cvpred 58.2 57.1 75.3 142.1 145.7 150.9 138.1 113.8 108.3 87.67 88.35
## pm2.5 16.0 19.0 22.0 73.0 78.0 102.0 60.0 75.0 83.0 91.00 82.00
## CV residual -42.2 -38.1 -53.3 -69.1 -67.7 -48.9 -78.1 -38.8 -25.3 3.33 -6.35
## 15738 15739 15741 15746 15748 15752 15761 15770 15772 15777 15779
## Predicted 97.6 122.3 143.0 150 155.66 148.8 121.4 153 147.5 151 141
## cvpred 97.4 122.3 143.1 150 156.04 149.1 121.2 153 147.6 152 141
## pm2.5 72.0 87.0 123.0 163 150.00 96.0 190.0 270 243.0 269 296
## CV residual -25.4 -35.3 -20.1 13 -6.04 -53.1 68.8 117 95.4 117 155
## 15785 15787 15788 15793 15799 15804 15806 15808 15809 15811 15819
## Predicted 131 136 147 152 149.3 125.8 115.0 106 111 141 149
## cvpred 131 136 147 152 149.6 125.6 114.7 106 111 141 149
## pm2.5 293 300 298 298 248.0 190.0 204.0 231 233 254 267
## CV residual 162 164 151 146 98.4 64.4 89.3 125 122 113 118
## 15822 15832 15834 15838 15840 15846 15847 15848 15849 15852 15853
## Predicted 153.2 121 140 146 151 152 146 146 149 133 139
## cvpred 153.4 121 140 146 151 152 146 146 149 133 139
## pm2.5 227.0 347 401 408 402 418 409 420 407 26 19
## CV residual 73.6 226 261 262 251 266 263 274 258 -107 -120
## 15855 15856 15857 15867 15868 15869 15873 15875 15877 15885 15887
## Predicted 131 126 125 155 156 155 131 62.5 57.7 135 93.5
## cvpred 131 126 125 156 156 156 132 62.6 57.8 135 93.9
## pm2.5 11 8 16 6 8 9 11 16.0 6.0 60 45.0
## CV residual -120 -118 -109 -150 -148 -147 -121 -46.6 -51.8 -75 -48.9
## 15891 15893 15894 15895 15899 15902 15904 15916 15920 15921 15929
## Predicted 137 147 152 147 82.5 56.5 54.5 143.9 149.1 143.3 122
## cvpred 138 147 152 148 82.8 56.5 54.6 144.4 149.7 143.7 122
## pm2.5 8 19 18 38 16.0 26.0 25.0 163.0 98.0 80.0 280
## CV residual -130 -128 -134 -110 -66.8 -30.5 -29.6 18.6 -51.7 -63.7 158
## 15950 15952 15953 15955 15962 15963 15967 15969 15975 15982 15983
## Predicted 104 92.0 96.3 130.50 157 152.1 153.5 120.63 90.2 151 152
## cvpred 104 91.9 96.2 130.68 157 152.6 154.1 120.81 90.1 152 152
## pm2.5 242 207.0 176.0 137.00 261 242.0 166.0 125.00 118.0 259 280
## CV residual 138 115.1 79.8 6.32 104 89.4 11.9 4.19 27.9 107 128
## 15986 15987 15992 15993 15995 15996 16003 16008 16009 16011 16014
## Predicted 157 158 153.5 156.2 144.0 130 139 151 156 157 154
## cvpred 158 158 154.1 156.6 144.3 130 139 152 156 158 154
## pm2.5 342 316 135.0 146.0 215.0 248 170 332 350 306 288
## CV residual 184 158 -19.1 -10.6 70.7 118 31 180 194 148 134
## 16015 16022 16024 16025 16026 16028 16032 16034 16043 16045 16047
## Predicted 158 133 131 130.6 134.8 134 138 148 142 135 136.5
## cvpred 159 133 131 130.6 134.9 134 138 148 142 135 136.5
## pm2.5 293 420 270 181.0 211.0 224 253 258 268 263 205.0
## CV residual 134 287 139 50.4 76.1 90 115 110 126 128 68.5
## 16051 16056 16061 16071 16072 16078 16083 16085 16095 16096 16100
## Predicted 141.6 146 147 140 146 133.9 140.4 141 83.9 97.6 121.2
## cvpred 141.6 146 147 140 146 134.1 140.7 141 83.9 97.6 121.4
## pm2.5 227.0 264 254 343 339 57.0 45.0 30 32.0 35.0 63.0
## CV residual 85.4 118 107 203 193 -77.1 -95.7 -111 -51.9 -62.6 -58.4
## 16102 16104 16111 16115 16116 16117 16119 16121 16122 16125 16126
## Predicted 135.1 124.6 140.4 102.1 105.6 105.8 105.3 105.8 124.6 134.4 139.5
## cvpred 135.3 124.8 140.6 102.2 105.6 105.8 105.3 105.8 124.7 134.5 139.7
## pm2.5 86.0 42.0 61.0 64.0 68.0 71.0 54.0 79.0 85.0 100.0 94.0
## CV residual -49.3 -82.8 -79.6 -38.2 -37.6 -34.8 -51.3 -26.8 -39.7 -34.5 -45.7
## 16127 16131 16141 16142 16144 16146 16148 16155 16159 16163
## Predicted 138.3 138.8 104.83 104.83 103.85 119.5 123.87 95.1 99.0 130
## cvpred 138.4 138.9 104.76 104.76 103.77 119.5 123.88 95.2 99.1 130
## pm2.5 108.0 78.0 96.00 102.00 113.00 107.0 121.00 27.0 11.0 37
## CV residual -30.4 -60.9 -8.76 -2.76 9.23 -12.5 -2.88 -68.2 -88.1 -93
## 16164 16169 16170 16173 16175 16180 16184 16185 16186 16189 16192
## Predicted 128.5 110.7 122.0 121.7 140.1 150.5 138.1 128.4 114 92.8 93.4
## cvpred 128.7 110.9 122.2 121.9 140.4 150.9 138.5 128.7 114 92.9 93.5
## pm2.5 37.0 35.0 26.0 38.0 41.0 69.0 59.0 48.0 35 45.0 45.0
## CV residual -91.7 -75.9 -96.2 -83.9 -99.4 -81.9 -79.5 -80.7 -79 -47.9 -48.5
## 16202 16204 16207 16213 16218 16219 16220 16227 16242 16243 16247
## Predicted 148.9 143.2 142 86.8 97.5 106.1 105.6 137.1 112.2 122 132.7
## cvpred 149.4 143.7 142 86.8 97.6 106.3 105.8 137.5 112.4 122 133.1
## pm2.5 129.0 63.0 32 40.0 49.0 56.0 68.0 157.0 19.0 21 62.0
## CV residual -20.4 -80.7 -110 -46.8 -48.6 -50.3 -37.8 19.5 -93.4 -101 -71.1
## 16254 16256 16258 16260 16264 16267 16272 16277 16278 16280 16281
## Predicted 137 139 85.5 65.0 56.6 119.8 140.4 145.8 140.9 133 126.3
## cvpred 138 140 85.7 65.1 56.6 120.2 140.9 146.6 141.7 134 126.9
## pm2.5 27 24 23.0 28.0 23.0 30.0 79.0 56.0 42.0 34 40.0
## CV residual -111 -116 -62.7 -37.1 -33.6 -90.2 -61.9 -90.6 -99.7 -100 -86.9
## 16288 16294 16299 16302 16303 16309 16312 16313 16314 16317 16318
## Predicted 56.6 140.4 151.39 157.3 156.3 99.06 103.7 113.2 118.1 132.5 137
## cvpred 56.6 140.9 152.11 158.1 157.1 99.22 103.8 113.4 118.3 132.9 137
## pm2.5 45.0 92.0 145.00 153.0 105.0 96.00 153.0 152.0 179.0 197.0 211
## CV residual -11.6 -48.9 -7.11 -5.1 -52.1 -3.22 49.2 38.6 60.7 64.1 74
## 16321 16322 16327 16328 16329 16330 16336 16340 16342 16343 16345
## Predicted 147 152.0 95.2 126 80.9 75.7 19.2 40.20 88.9 89.9 70.4
## cvpred 148 152.5 95.5 127 81.1 75.9 19.3 40.32 89.4 90.4 70.9
## pm2.5 277 208.0 21.0 30 38.0 43.0 46.0 47.00 75.0 23.0 21.0
## CV residual 129 55.5 -74.5 -97 -43.1 -32.9 26.7 6.68 -14.4 -67.4 -49.9
## 16346 16350 16354 16355 16357 16358 16359 16362 16364 16367 16369
## Predicted 63.3 68.7 38.1 31.7 52.7 47.3 43.2 75.8 133.1 134.4 119.5
## cvpred 63.8 69.3 38.6 32.0 53.1 47.7 43.5 76.2 133.8 135.2 120.2
## pm2.5 15.0 7.0 9.0 12.0 18.0 9.0 18.0 19.0 58.0 88.0 93.0
## CV residual -48.8 -62.3 -29.6 -20.0 -35.1 -38.7 -25.5 -57.2 -75.8 -47.2 -27.2
## 16370 16371 16372 16383 16384 16386 16387 16389 16395 16396 16398
## Predicted 126.58 121.4 121.4 69.1 69.4 93.0 117.7 132.1 153 153 152.8
## cvpred 127.45 122.3 122.3 69.4 69.6 93.4 118.2 132.7 154 154 153.6
## pm2.5 126.00 145.0 141.0 129.0 124.0 150.0 178.0 204.0 285 289 183.0
## CV residual -1.45 22.7 18.7 59.6 54.4 56.6 59.8 71.3 131 135 29.4
## 16402 16407 16408 16410 16411 16414 16415 16420 16425 16430 16432
## Predicted 130.0 122.5 123 133.4 137.5 148.1 153.0 143 158.1 130.5 131
## cvpred 130.6 122.7 123 133.8 137.9 148.6 153.6 143 158.7 130.7 131
## pm2.5 172.0 173.0 158 168.0 184.0 185.0 225.0 202 193.0 210.0 271
## CV residual 41.4 50.3 35 34.2 46.1 36.4 71.4 59 34.3 79.3 140
## 16433 16435 16440 16442 16451 16452 16457 16458 16461 16464 16466
## Predicted 140 140 126.2 138.1 151 154.6 148.18 147.3 151.9 156.4 156.4
## cvpred 140 140 126.5 138.5 151 154.9 148.45 147.6 152.3 156.8 156.9
## pm2.5 306 358 128.0 100.0 127 119.0 153.00 160.0 166.0 128.0 141.0
## CV residual 166 218 1.5 -38.5 -24 -35.9 4.55 12.4 13.7 -28.8 -15.9
## 16468 16471 16476 16477 16482 16489 16490 16498 16503 16505 16508
## Predicted 153.7 145.4 99.7 82.5 128 148 148.3 72.0 43.8 49.4 56.1
## cvpred 154.1 145.7 99.8 82.5 128 148 148.8 72.6 44.2 49.9 56.7
## pm2.5 142.0 85.0 56.0 60.0 70 90 82.0 13.0 15.0 6.0 10.0
## CV residual -12.1 -60.7 -43.8 -22.5 -58 -58 -66.8 -59.6 -29.2 -43.9 -46.7
## 16511 16512 16514 16515 16520 16522 16525 16531 16538 16540 16541
## Predicted 73.3 71.7 79.3 83.6 142 105.0 87.0 128.7 154.1 153.6 153.5
## cvpred 74.1 72.5 80.1 84.5 143 105.7 87.6 129.4 155.1 154.6 154.5
## pm2.5 22.0 9.0 10.0 12.0 29 21.0 58.0 45.0 191.0 123.0 106.0
## CV residual -52.1 -63.5 -70.1 -72.5 -114 -84.7 -29.6 -84.4 35.9 -31.6 -48.5
## 16546 16550 16551 16553 16555 16560 16563 16565 16567 16572 16573
## Predicted 142.0 98.179 107.19 105.8 136.7 136 142 147 156 128.3 119
## cvpred 142.7 98.627 107.63 106.3 137.4 137 142 148 157 128.7 119
## pm2.5 81.0 99.000 115.00 135.0 163.0 239 364 322 271 223.0 241
## CV residual -61.7 0.373 7.37 28.7 25.6 102 222 174 114 94.3 122
## 16575 16576 16578 16579 16586 16589 16590 16594 16595 16598 16599
## Predicted 64.34 58.2 67.8 70.3 56.5 49.3 46.8 24.9 18.6 -6.36 -3.93
## cvpred 64.59 58.6 68.3 71.0 57.3 50.1 47.6 25.6 19.3 -5.79 -3.37
## pm2.5 55.00 12.0 7.0 7.0 7.0 10.0 10.0 13.0 14.0 11.00 10.00
## CV residual -9.59 -46.6 -61.3 -64.0 -50.3 -40.1 -37.6 -12.6 -5.3 16.79 13.37
## 16605 16607 16609 16610 16612 16616 16617 16623 16625 16629 16637
## Predicted 117.6 96.8 122.0 147.1 147.4 152.3 151.3 120.5 125 140 142.8
## cvpred 118.4 97.6 122.8 148.2 148.5 153.4 152.3 121.2 126 140 143.9
## pm2.5 40.0 63.0 91.0 98.0 100.0 121.0 96.0 180.0 251 282 232.0
## CV residual -78.4 -34.6 -31.8 -50.2 -48.5 -32.4 -56.3 58.8 125 142 88.1
## 16638 16643 16644 16645 16648 16651 16653 16656 16657 16661 16664
## Predicted 151.85 133.61 123.8 118.5 122.8 134 148 154 159 152.5 145.2
## cvpred 152.96 134.35 124.5 119.1 123.4 135 149 155 159 153.5 146.1
## pm2.5 155.00 126.00 145.0 163.0 196.0 259 258 343 337 222.0 233.0
## CV residual 2.04 -8.35 20.5 43.9 72.6 124 109 188 178 68.5 86.9
## 16670 16671 16672 16674 16676 16677 16681 16690 16691 16692 16695
## Predicted 104.2 94.2 93.7 117 139 148 143 116.6 110.3 102.3 90.1
## cvpred 104.7 94.6 94.2 118 140 149 143 117.1 110.8 102.7 90.4
## pm2.5 193.0 200.0 200.0 222 271 300 330 133.0 115.0 115.0 102.0
## CV residual 88.3 105.4 105.8 104 131 151 187 15.9 4.2 12.3 11.6
## 16697 16698 16699 16703 16705 16708 16710 16719 16721 16722 16724
## Predicted 113.3 131.0 137 152 147 145.0 138.9 116.9 119.8 124.6 124.4
## cvpred 113.7 131.5 137 153 147 145.8 139.6 117.2 120.2 125.1 124.9
## pm2.5 178.0 216.0 243 404 362 222.0 174.0 131.0 143.0 100.0 64.0
## CV residual 64.3 84.5 106 251 215 76.2 34.4 13.8 22.8 -25.1 -60.9
## 16735 16739 16740 16744 16746 16749 16755 16756 16757 16761 16763
## Predicted 128.7 105 91.3 89.3 106.9 128.9 149.8 154.4 145.6 111.8 75.4
## cvpred 129.5 106 92.0 90.0 107.6 129.6 150.7 155.3 146.6 112.7 76.1
## pm2.5 52.0 34 42.0 48.0 73.0 90.0 119.0 174.0 238.0 146.0 21.0
## CV residual -77.5 -72 -50.0 -42.0 -34.6 -39.6 -31.7 18.7 91.4 33.3 -55.1
## 16767 16770 16774 16777 16778 16780 16782 16786 16787 16790
## Predicted 56.9 89.3 105.80 131.59 142.49 147.2 151.5 144.9 130.0 95.55
## cvpred 57.4 90.0 106.47 132.51 143.56 148.3 152.6 145.8 130.8 96.18
## pm2.5 33.0 40.0 100.00 125.00 149.00 224.0 186.0 82.0 53.0 92.00
## CV residual -24.4 -50.0 -6.47 -7.51 5.44 75.7 33.4 -63.8 -77.8 -4.18
## 16792 16793 16796 16797 16798 16799 16804 16806 16808 16809 16812
## Predicted 110.2 120 139.2 148.3 153.6 157.8 158 157 158 162 157
## cvpred 110.8 121 140.1 149.1 154.5 158.7 159 158 159 163 158
## pm2.5 160.0 271 183.0 209.0 187.0 198.0 282 290 306 309 293
## CV residual 49.2 150 42.9 59.9 32.5 39.3 123 132 147 146 135
## 16813 16814 16820 16823 16825 16827 16829 16834 16839 16840 16841
## Predicted 162 156 162 157 162 163 161.6 127.0 81.6 86.3 82.6
## cvpred 162 157 162 157 162 164 162.6 127.9 82.2 86.9 83.2
## pm2.5 289 254 365 490 473 301 96.0 34.0 32.0 35.0 39.0
## CV residual 127 97 203 333 311 137 -66.6 -93.9 -50.2 -51.9 -44.2
## 16845 16851 16853 16858 16863 16872 16873 16875 16876 16877 16881
## Predicted 136.5 158.5 150 144.9 137.2 164 164 163 162 162 163
## cvpred 137.3 159.5 151 145.8 137.9 165 165 164 163 163 163
## pm2.5 168.0 178.0 260 113.0 126.0 355 365 324 386 397 296
## CV residual 30.7 18.5 109 -32.8 -11.9 190 200 160 223 234 133
## 16882 16887 16889 16895 16901 16904 16906 16909 16916 16919 16922
## Predicted 157 156.0 156 157 154.6 157.7 156.7 154.4 160.9 162 161
## cvpred 158 156.8 156 157 155.3 158.5 157.5 155.1 161.8 163 162
## pm2.5 275 248.0 306 304 237.0 231.0 181.0 209.0 240.0 456 306
## CV residual 117 91.2 150 147 81.7 72.5 23.5 53.9 78.2 293 144
## 16926 16929 16930 16934 16935 16939 16945 16947 16948 16950 16953
## Predicted 161 160.9 159.9 83.2 81.2 78.4 70.5 61 69.0 60.2 115
## cvpred 162 161.7 160.6 83.7 81.8 79.2 71.5 62 70.1 61.3 117
## pm2.5 281 218.0 202.0 17.0 18.0 16.0 12.0 8 9.0 8.0 10
## CV residual 119 56.3 41.4 -66.7 -63.8 -63.2 -59.5 -54 -61.1 -53.3 -107
## 16964 16967 16968 16969 16970 16971 16972 16973 16974 16979 16980
## Predicted 73.6 77.2 75.0 84.2 92.6 86.4 90.7 78.4 82.2 105.5 93.7
## cvpred 74.6 78.3 76.1 85.4 93.8 87.5 91.9 79.5 83.4 106.6 94.6
## pm2.5 15.0 7.0 7.0 7.0 17.0 17.0 18.0 13.0 13.0 26.0 25.0
## CV residual -59.6 -71.3 -69.1 -78.4 -76.8 -70.5 -73.9 -66.5 -70.4 -80.6 -69.6
## 16981 16984 16992 16994 16996 16998 16999 17000 17003 17006 17008
## Predicted 77.3 71.0 80.8 82.4 78.2 76 70.2 69.8 44.7 32.6 28.2
## cvpred 78.2 71.8 81.7 83.4 79.2 77 71.3 70.8 45.3 33.1 28.7
## pm2.5 19.0 16.0 11.0 11.0 17.0 15 13.0 15.0 22.0 21.0 15.0
## CV residual -59.2 -55.8 -70.7 -72.4 -62.2 -62 -58.3 -55.8 -23.3 -12.1 -13.7
## 17009 17026 17027 17028 17030 17032 17034 17035 17038 17042 17044
## Predicted 31.2 128.7 90.6 80.9 61.8 58.4 63.7 67.3 68.6 129 143.4
## cvpred 31.8 129.5 91.2 81.4 62.1 58.7 64.1 67.7 69.1 130 144.4
## pm2.5 12.0 180.0 176.0 70.0 30.0 28.0 33.0 49.0 59.0 62 46.0
## CV residual -19.8 50.5 84.8 -11.4 -32.1 -30.7 -31.1 -18.7 -10.1 -68 -98.4
## 17046 17047 17049 17054 17066 17078 17087 17088 17090 17093 17094
## Predicted 126 125 109.7 85.3 148.5 140.9 156 150.9 95.6 90.7 94.5
## cvpred 127 126 110.5 85.7 149.3 141.5 157 151.8 96.4 91.7 95.5
## pm2.5 25 17 20.0 31.0 81.0 181.0 282 56.0 15.0 13.0 10.0
## CV residual -102 -109 -90.5 -54.7 -68.3 39.5 125 -95.8 -81.4 -78.7 -85.5
## 17095 17096 17097 17099 17110 17111 17124 17127 17128 17132 17136
## Predicted 93.0 85.7 88.1 64.2 46.0 49.2 77.8 77.4 79.3 61.3 56.4
## cvpred 94.1 86.7 89.1 65.0 46.9 50.2 78.7 78.3 80.2 62.3 57.6
## pm2.5 10.0 11.0 11.0 16.0 14.0 12.0 15.0 16.0 15.0 7.0 10.0
## CV residual -84.1 -75.7 -78.1 -49.0 -32.9 -38.2 -63.7 -62.3 -65.2 -55.3 -47.6
## 17137 17139 17140 17141 17144 17146 17152 17155 17156 17157 17163
## Predicted 58.8 59.5 57.1 50.7 48.7 29.4 -9.73 94.4 113.2 118.2 138.5
## cvpred 60.0 60.8 58.3 52.0 50.0 30.5 -8.89 95.5 114.4 119.5 139.9
## pm2.5 15.0 10.0 9.0 8.0 10.0 17.0 17.00 19.0 36.0 53.0 122.0
## CV residual -45.0 -50.8 -49.3 -44.0 -40.0 -13.5 25.89 -76.5 -78.4 -66.5 -17.9
## 17164 17165 17168 17169 17172 17174 17178 17182 17183 17184 17186
## Predicted 137.23 142.6 135.1 128.4 101 67.35 95.6 135.2 105.9 125.6 123.6
## cvpred 138.65 144.1 136.6 129.7 102 68.18 96.6 136.4 106.9 126.8 124.8
## pm2.5 140.00 114.0 68.0 55.0 69 77.00 156.0 170.0 151.0 177.0 50.0
## CV residual 1.35 -30.1 -68.6 -74.7 -33 8.82 59.4 33.6 44.1 50.2 -74.8
## 17191 17196 17197 17198 17206 17211 17213 17220 17223 17226 17237
## Predicted 104.1 64.1 67.8 63.0 95.29 91.4 96.5 60.6 49.1 82.0 134.5
## cvpred 105.2 65.0 68.7 63.7 96.25 92.4 97.6 61.5 49.8 82.9 135.7
## pm2.5 19.0 40.0 35.0 38.0 99.00 27.0 23.0 36.0 29.0 51.0 72.0
## CV residual -86.2 -25.0 -33.7 -25.7 2.75 -65.4 -74.6 -25.5 -20.8 -31.9 -63.7
## 17239 17240 17247 17250 17253 17254 17256 17257 17258 17259 17260
## Predicted 138 131.2 75.1 83.77 104.8 125.2 104.4 110.3 145.0 145 135
## cvpred 140 132.4 75.8 84.52 105.7 126.3 105.3 111.3 146.2 146 137
## pm2.5 35 36.0 65.0 94.00 47.0 103.0 123.0 100.0 74.0 81 30
## CV residual -105 -96.4 -10.8 9.48 -58.7 -23.3 17.7 -11.3 -72.2 -65 -107
## 17262 17265 17270 17272 17275 17276 17283 17284 17286 17287 17288
## Predicted 126 94.2 54.8 26.9 27.3 43.2 104.6 97.9 106 105.1 98.6
## cvpred 127 95.1 55.5 27.6 28.2 44.0 105.6 98.9 107 106.2 99.6
## pm2.5 11 17.0 18.0 14.0 10.0 9.0 14.0 14.0 12 12.0 13.0
## CV residual -116 -78.1 -37.5 -13.6 -18.2 -35.0 -91.6 -84.9 -95 -94.2 -86.6
## 17289 17291 17292 17297 17298 17300 17303 17306 17308 17309 17317
## Predicted 97.2 69.2 57.8 45.6 48.9 111.8 126.7 136.2 146.2 145.2 76.7
## cvpred 98.3 70.1 58.6 46.4 49.7 112.9 127.9 137.5 147.6 146.5 77.4
## pm2.5 18.0 31.0 27.0 22.0 27.0 40.0 68.0 118.0 119.0 106.0 63.0
## CV residual -80.3 -39.1 -31.6 -24.4 -22.7 -72.9 -59.9 -19.5 -28.6 -40.5 -14.4
## 17324 17325 17327 17328 17332 17333 17334 17336 17346 17353 17354
## Predicted 91.5 80.6 92.3 91.0 116 132 110.2 134 60.6 140 140.6
## cvpred 92.4 81.4 93.2 91.8 118 133 111.2 135 61.2 141 141.8
## pm2.5 16.0 17.0 16.0 13.0 11 16 14.0 21 21.0 105 103.0
## CV residual -76.4 -64.4 -77.2 -78.8 -107 -117 -97.2 -114 -40.2 -36 -38.8
## 17358 17359 17360 17361 17362 17368 17370 17373 17376 17378 17386
## Predicted 135.0 139.3 143.3 144 118.3 70.0 94.9 124.3 134.7 145.0 132.9
## cvpred 136.2 140.6 144.6 145 119.3 70.6 95.7 125.4 135.9 146.2 133.9
## pm2.5 37.0 54.0 45.0 38 37.0 56.0 70.0 165.0 147.0 69.0 58.0
## CV residual -99.2 -86.6 -99.6 -107 -82.3 -14.6 -25.7 39.6 11.1 -77.2 -75.9
## 17391 17394 17395 17400 17401 17402 17403 17404 17407 17409 17414
## Predicted 94.1 122.5 129.6 150 143 148 143 148.1 146.7 144.9 111.7
## cvpred 94.9 123.5 130.7 151 145 150 145 149.4 147.9 146.1 112.5
## pm2.5 67.0 151.0 183.0 316 327 286 249 187.0 121.0 122.0 161.0
## CV residual -27.9 27.5 52.3 165 182 136 104 37.6 -26.9 -24.1 48.5
## 17418 17420 17422 17429 17431 17434 17435 17436 17442 17448 17449
## Predicted 131.7 146 147 149.46 142.9 132.59 106.9 91.4 116.7 139.3 156.6
## cvpred 132.6 147 148 150.68 144.1 133.56 107.7 92.1 117.4 140.3 157.7
## pm2.5 183.0 250 292 154.00 163.0 132.00 134.0 108.0 200.0 66.0 62.0
## CV residual 50.4 103 144 3.32 18.9 -1.56 26.3 15.9 82.6 -74.3 -95.7
## 17455 17456 17457 17458 17459 17460 17461 17466 17467 17477 17478
## Predicted 136 136.6 136 140 129.1 127.4 122 123.5 123 151.3 147.1
## cvpred 137 137.8 137 141 130.1 128.5 123 124.5 124 152.3 148.2
## pm2.5 33 41.0 36 40 46.0 57.0 64 79.0 82 70.0 71.0
## CV residual -104 -96.8 -101 -101 -84.1 -71.5 -59 -45.5 -42 -82.3 -77.2
## 17484 17490 17499 17505 17507 17508 17514 17520 17522 17528 17535
## Predicted 136.8 142 149.6 151.0 98.0 92.8 104.5 139 155 116.2 59.0
## cvpred 137.8 143 150.7 152.3 98.7 93.5 105.4 140 156 117.2 59.7
## pm2.5 112.0 201 175.0 164.0 159.0 130.0 192.0 283 303 19.0 22.0
## CV residual -25.8 58 24.3 11.7 60.3 36.5 86.6 143 147 -98.2 -37.7
## 17536 17544 17545 17548 17549 17550 17554 17557 17563 17577 17581
## Predicted 71.5 126.364 129.9 133.5 137.4 136.6 157.4 125.6 74.7 54.8 24.98
## cvpred 72.2 127.342 130.9 134.6 138.5 137.6 158.6 126.4 75.6 55.9 25.82
## pm2.5 29.0 128.000 114.0 88.0 87.0 98.0 131.0 133.0 13.0 14.0 16.00
## CV residual -43.2 0.658 -16.9 -46.6 -51.5 -39.6 -27.6 6.6 -62.6 -41.9 -9.82
## 17589 17594 17595 17605 17607 17610 17614 17619 17622 17627 17634
## Predicted 9.626 6.65 21.9 61.2 48.5 58.1 101.5 142.4 152.8 107.0 77.36
## cvpred 10.584 7.69 23.2 62.1 49.4 59.0 102.5 143.8 154.3 108.1 78.24
## pm2.5 11.000 13.00 10.0 12.0 16.0 37.0 87.0 91.0 143.0 60.0 86.00
## CV residual 0.416 5.31 -13.2 -50.1 -33.4 -22.0 -15.5 -52.8 -11.3 -48.1 7.76
## 17635 17637 17638 17644 17645 17650 17653 17654 17655 17657 17658
## Predicted 101.9 116 127 131.1 137.0 148.4 112.1 106.5 106.0 122.9 118
## cvpred 102.9 117 128 132.3 138.3 149.5 113.1 107.4 106.9 123.9 119
## pm2.5 115.0 235 241 159.0 197.0 194.0 87.0 93.0 91.0 54.0 62
## CV residual 12.1 118 113 26.7 58.7 44.5 -26.1 -14.4 -15.9 -69.9 -57
## 17665 17670 17673 17683 17686 17687 17688 17693 17695 17696
## Predicted 123.5 130.2 137.1 157.8 160.27 155.14 160.0 159.16 153.4 155.2
## cvpred 124.5 131.3 138.2 158.8 161.32 156.14 161.1 160.22 154.5 156.4
## pm2.5 45.0 51.0 69.0 175.0 171.00 164.00 191.0 156.00 120.0 116.0
## CV residual -79.5 -80.3 -69.2 16.2 9.68 7.86 29.9 -4.22 -34.5 -40.4
## 17698 17701 17702 17704 17706 17709 17713 17715 17716 17717 17720
## Predicted 157.1 139.7 125.6 115.3 134.6 153.0 158 164.5 163.5 159 158
## cvpred 158.3 140.6 126.4 116.1 135.5 154.2 159 165.9 164.9 160 159
## pm2.5 111.0 151.0 149.0 152.0 197.0 201.0 289 205.0 146.0 127 79
## CV residual -47.3 10.4 22.6 35.9 61.5 46.8 130 39.1 -18.9 -33 -80
## 17723 17725 17727 17728 17732 17733 17737 17739 17741 17744 17745
## Predicted 122.7 98.5 93.4 101 143.2 143 148 156 163 167 163
## cvpred 123.6 99.3 94.1 102 144.4 144 149 157 164 169 164
## pm2.5 96.0 77.0 204.0 184 180.0 267 366 388 524 513 491
## CV residual -27.6 -22.3 109.9 82 35.6 123 217 231 360 344 327
## 17747 17748 17751 17752 17753 17757 17767 17769 17770 17777 17780
## Predicted 164 102 67.5 65.3 58.5 70.7 129 121.6 115.6 96.4 103.8
## cvpred 165 102 68.2 66.0 59.2 71.6 130 122.8 116.7 97.3 104.9
## pm2.5 484 494 21.0 19.0 17.0 12.0 25 29.0 53.0 65.0 71.0
## CV residual 319 392 -47.2 -47.0 -42.2 -59.6 -105 -93.8 -63.7 -32.3 -33.9
## 17783 17786 17793 17795 17796 17797 17798 17800 17801 17802 17805
## Predicted 116.3 147.7 144.3 116.63 105.9 95.1 79.5 68.0 72.6 99.6 124.1
## cvpred 117.4 149.2 145.6 117.67 106.8 96.0 80.2 68.6 73.3 100.5 125.1
## pm2.5 112.0 147.0 130.0 126.00 130.0 136.0 149.0 162.0 160.0 160.0 171.0
## CV residual -5.4 -2.2 -15.6 8.33 23.2 40.0 68.8 93.4 86.7 59.5 45.9
## 17809 17811 17813 17818 17819 17822 17826 17831 17833 17835 17836
## Predicted 132.5 130.6 134 103.5 87.8 74.4 81.6 133.7 139.86 143.6 134.7
## cvpred 133.7 131.7 135 104.4 88.6 75.0 82.2 134.8 141.11 144.9 135.9
## pm2.5 100.0 50.0 57 52.0 46.0 45.0 39.0 91.0 137.00 130.0 125.0
## CV residual -33.7 -81.7 -78 -52.4 -42.6 -30.0 -43.2 -43.8 -4.11 -14.9 -10.9
## 17839 17842 17918 17921 17922 17923 17926 17930 17933 17935 17936
## Predicted 141.1 94.3 125 130 146 150 160 158 153 154 158
## cvpred 142.4 95.1 126 131 147 151 161 159 154 155 159
## pm2.5 58.0 33.0 281 304 309 308 398 339 385 401 393
## CV residual -84.4 -62.1 155 173 162 157 237 180 231 246 234
## 17937 17939 17942 17943 17948 17951 17952 17957 17962 17963 17966
## Predicted 157 140 131 121 146 146 150 145 140 139 125
## cvpred 158 141 132 122 147 147 151 146 141 140 126
## pm2.5 381 372 359 382 456 458 446 486 390 405 379
## CV residual 223 231 227 260 309 311 295 340 249 265 253
## 17967 17970 17977 17979 17987 17992 17993 17995 17996 18009 18011
## Predicted 129 139 159 102.9 84.6 54.6 52.7 54.8 58.6 49.7 86.9
## cvpred 130 140 161 103.8 85.6 55.6 53.7 55.9 59.7 51.1 88.2
## pm2.5 387 414 479 121.0 22.0 12.0 13.0 22.0 16.0 12.0 21.0
## CV residual 257 274 318 17.2 -63.6 -43.6 -40.7 -33.9 -43.7 -39.1 -67.2
## 18012 18014 18020 18027 18030 18031 18034 18047 18048 18049 18054
## Predicted 80.6 63.0 98.0 115.8 106.6 105 100.9 122.9 117 112 137
## cvpred 81.9 64.1 99.4 117.4 108.1 107 102.4 124.5 118 113 138
## pm2.5 17.0 20.0 14.0 19.0 15.0 16 16.0 182.0 161 225 284
## CV residual -64.9 -44.1 -85.4 -98.4 -93.1 -91 -86.4 57.5 43 112 146
## 18059 18060 18061 18062 18063 18064 18068 18069 18071 18072 18076
## Predicted 95.0 69.1 66.2 59.8 57.9 55.1 75.8 85.6 94.1 109.9 101.6
## cvpred 96.2 70.2 67.2 60.8 58.8 56.1 77.0 86.8 95.5 111.2 102.8
## pm2.5 33.0 36.0 27.0 27.0 20.0 32.0 88.0 103.0 157.0 97.0 10.0
## CV residual -63.2 -34.2 -40.2 -33.8 -38.8 -24.1 11.0 16.2 61.5 -14.2 -92.8
## 18079 18080 18084 18087 18088 18089 18090 18096 18098 18099 18100
## Predicted 92.7 96.7 72.0 47.2 45.2 38.7 81.9 124.7 120.4 120.9 131.3
## cvpred 93.9 98.0 73.1 48.1 46.1 39.6 83.1 126.1 121.9 122.4 132.9
## pm2.5 8.0 11.0 12.0 11.0 16.0 15.0 12.0 73.0 45.0 61.0 66.0
## CV residual -85.9 -87.0 -61.1 -37.1 -30.1 -24.6 -71.1 -53.1 -76.9 -61.4 -66.9
## 18102 18104 18105 18106 18110 18112 18113 18114 18120 18121 18122
## Predicted 136 146 145.6 113.8 68.2 50.87 52.6 56.6 117.9 128.7 133.3
## cvpred 137 147 147.2 115.1 69.1 51.66 53.3 57.4 119.1 130.1 134.8
## pm2.5 37 43 48.0 44.0 47.0 47.00 43.0 39.0 156.0 176.0 169.0
## CV residual -100 -104 -99.2 -71.1 -22.1 -4.66 -10.3 -18.4 36.9 45.9 34.2
## 18125 18126 18129 18131 18132 18137 18139 18140 18144 18150
## Predicted 138.5 138.7 137.1 101.5 71.99 59.9 96.8 116.30 121.6 137.7108
## cvpred 139.9 140.3 138.5 102.5 72.81 60.6 97.7 117.41 122.7 139.0774
## pm2.5 113.0 77.0 62.0 55.0 70.00 84.0 115.0 111.00 192.0 139.0000
## CV residual -26.9 -63.3 -76.5 -47.5 -2.81 23.4 17.3 -6.41 69.3 -0.0774
## 18151 18153 18158 18159 18162 18164 18169 18175 18184 18186 18189
## Predicted 141.9 93.6 58.1 71.9 93.8 107.98 154 143.5 131.2 136 151.5
## cvpred 143.2 94.8 58.9 72.7 94.8 109.04 155 144.6 132.1 137 152.7
## pm2.5 162.0 8.0 23.0 36.0 75.0 103.00 74 69.0 87.0 88 129.0
## CV residual 18.8 -86.8 -35.9 -36.7 -19.8 -6.04 -81 -75.6 -45.1 -49 -23.7
## 18191 18194 18195 18198 18201 18202 18203 18208 18210 18212 18218
## Predicted 159.63 124.6 124.3 112.6 114 103.4 92.3 59.8 87.6 116.4 140.0
## cvpred 160.97 125.8 125.5 113.9 115 104.6 93.4 60.7 88.6 117.6 141.2
## pm2.5 159.00 165.0 68.0 15.0 13 12.0 23.0 31.0 46.0 49.0 73.0
## CV residual -1.97 39.2 -57.5 -98.9 -102 -92.6 -70.4 -29.7 -42.6 -68.6 -68.2
## 18222 18223 18228 18229 18234 18235 18237 18250 18255 18257
## Predicted 132.5 144.4 142.7 151.0 146.38 153.000 156.9 126.6 55.1 40
## cvpred 133.7 145.5 143.9 152.1 147.45 154.176 158.1 127.7 56.1 41
## pm2.5 89.0 91.0 127.0 133.0 138.00 155.000 147.0 141.0 22.0 18
## CV residual -44.7 -54.5 -16.9 -19.1 -9.45 0.824 -11.1 13.3 -34.1 -23
## 18260 18262 18266 18270 18278 18281 18282 18285 18286 18287 18289
## Predicted 51.6 55.1 88.1 104.4 80.1 77.2 81.8 96.3 99.5 99.2 106.9
## cvpred 52.8 56.3 89.6 105.9 81.3 78.3 83.0 97.6 100.8 100.5 108.4
## pm2.5 13.0 18.0 14.0 12.0 12.0 16.0 17.0 39.0 52.0 42.0 24.0
## CV residual -39.8 -38.3 -75.6 -93.9 -69.3 -62.3 -66.0 -58.6 -48.8 -58.5 -84.4
## 18291 18293 18298 18303 18304 18308 18310 18311 18315 18316 18321
## Predicted 97.7 99.9 78.1 65.3 65.3 80.9 110.4 115.3 131.0 129.7 115.3
## cvpred 99.1 101.3 79.4 66.3 66.3 82.0 111.8 116.8 132.6 131.3 116.8
## pm2.5 13.0 8.0 16.0 14.0 13.0 57.0 75.0 82.0 40.0 60.0 60.0
## CV residual -86.1 -93.3 -63.4 -52.3 -53.3 -25.0 -36.8 -34.8 -92.6 -71.3 -56.8
## 18322 18329 18333 18337 18341 18343 18346 18351 18353 18357 18358
## Predicted 93.9 17.3 99.6 69.1 99.7 99.8 84.7 49.6 49.0 88.6 103.0
## cvpred 95.2 18.0 100.8 70.2 101.0 101.1 85.9 50.4 49.8 89.7 104.2
## pm2.5 52.0 66.0 129.0 14.0 8.0 9.0 21.0 29.0 69.0 61.0 72.0
## CV residual -43.2 48.0 28.2 -56.2 -93.0 -92.1 -64.9 -21.4 19.2 -28.7 -32.2
## 18362 18364 18369 18371 18374 18375 18377 18378 18385 18386
## Predicted 125.196 124.7 115.43 103 89.0 83.9 77.9 81.9 133 137
## cvpred 126.294 125.8 116.48 104 89.8 84.6 78.5 82.6 134 138
## pm2.5 126.000 132.0 109.00 81 103.0 116.0 113.0 127.0 254 262
## CV residual -0.294 6.2 -7.48 -23 13.2 31.4 34.5 44.4 120 124
## 18391 18392 18393 18394 18399 18403 18407 18408 18409 18411 18412
## Predicted 82.4 79.9 82 68.3 27.72 26.5 31.8 33.7 32.9 16.8 13.45
## cvpred 83.4 80.9 83 69.3 28.68 27.7 33.1 35.0 34.2 18.1 14.77
## pm2.5 18.0 20.0 19 12.0 22.00 10.0 66.0 56.0 163.0 7.0 7.00
## CV residual -65.4 -60.9 -64 -57.3 -6.68 -17.7 32.9 21.0 128.8 -11.1 -7.77
## 18417 18423 18424 18426 18427 18430 18433 18436 18440 18442 18447
## Predicted 93.9 58.6 51.2 53.2 52.6 72.8 62.8 67.9 70.6 89.5 38.0
## cvpred 95.3 59.6 52.2 54.2 53.7 74.1 64.0 69.2 72.0 90.6 38.8
## pm2.5 9.0 14.0 12.0 13.0 12.0 12.0 11.0 10.0 9.0 16.0 11.0
## CV residual -86.3 -45.6 -40.2 -41.2 -41.7 -62.1 -53.0 -59.2 -63.0 -74.6 -27.8
## 18448 18452 18458 18468 18469 18471 18472 18473 18475 18478 18486
## Predicted 36.4 83.6 119 86.9 67.4 52.6 56.4 54.8 57.45 90.8 84.1
## cvpred 37.2 84.7 120 87.8 68.2 53.3 57.1 55.5 58.28 91.8 85.2
## pm2.5 11.0 20.0 39 63.0 52.0 36.0 37.0 45.0 55.00 56.0 9.0
## CV residual -26.2 -64.7 -81 -24.8 -16.2 -17.3 -20.1 -10.5 -3.28 -35.8 -76.2
## 18489 18495 18496 18499 18500 18501 18503 18508 18510 18516 18517
## Predicted 92.8 44.1 47.1 53.1 61.5 68.9 71.58 99.9 132.1 57.7 47.3
## cvpred 93.8 44.8 47.8 53.9 62.4 69.8 72.49 101.1 133.4 58.5 48.1
## pm2.5 21.0 18.0 19.0 23.0 34.0 46.0 63.00 114.0 117.0 111.0 73.0
## CV residual -72.8 -26.8 -28.8 -30.9 -28.4 -23.8 -9.49 12.9 -16.4 52.5 24.9
## 18518 18522 18523 18525 18530 18531 18536 18537 18540 18547 18551
## Predicted 33.0 36.84 49.8 96.7 142 136.3 159.4 149.6 126.3 121 142.7
## cvpred 33.6 37.53 50.6 97.7 143 137.4 160.7 150.7 127.2 122 143.8
## pm2.5 49.0 34.00 29.0 74.0 107 99.0 70.0 70.0 113.0 112 157.0
## CV residual 15.4 -3.53 -21.6 -23.7 -36 -38.4 -90.7 -80.7 -14.2 -10 13.2
## 18552 18554 18558 18560 18565 18568 18572 18573 18577 18583 18584
## Predicted 146.12 148 146.64 144.8 106.8 99.4 136 136 143 117 112.7
## cvpred 147.14 149 147.76 145.9 107.5 100.1 137 137 144 118 113.7
## pm2.5 149.00 183 144.00 172.0 163.0 226.0 254 288 376 236 151.0
## CV residual 1.86 34 -3.76 26.1 55.5 125.9 117 151 232 118 37.3
## 18585 18586 18588 18590 18593 18596 18597 18598 18602 18605 18606
## Predicted 99.4 89.8 60.7 23.07 40.0 83.5 94.8 69.0 150.7 144.1 149.0
## cvpred 100.3 90.7 61.5 23.78 40.8 84.5 96.0 69.9 151.8 145.2 150.1
## pm2.5 14.0 13.0 16.0 22.00 23.0 22.0 38.0 57.0 129.0 97.0 83.0
## CV residual -86.3 -77.7 -45.5 -1.78 -17.8 -62.5 -58.0 -12.9 -22.8 -48.2 -67.1
## 18607 18608 18609 18618 18619 18622 18626 18632 18642 18646 18647
## Predicted 155.2 158.6 158.9 106.6 112.190 131 82 87.0 45.4 64.8 63.4
## cvpred 156.6 159.9 160.2 107.3 113.019 132 83 88.1 46.2 65.9 64.5
## pm2.5 78.0 92.0 95.0 118.0 114.000 145 5 9.0 16.0 15.0 15.0
## CV residual -78.6 -67.9 -65.2 10.7 0.981 13 -78 -79.1 -30.2 -50.9 -49.5
## 18648 18649 18651 18657 18661 18664 18665 18666 18668 18672 18682
## Predicted 61.8 61 70.3 44.5 0.938 -17.8 -24.6 -8.78 1.45 3.12 87.6
## cvpred 62.9 62 71.5 45.7 1.790 -17.0 -23.8 -7.96 2.36 4.07 88.8
## pm2.5 20.0 7 9.0 16.0 19.000 24.0 15.0 13.00 8.00 18.00 30.0
## CV residual -42.9 -55 -62.5 -29.7 17.210 41.0 38.8 20.96 5.64 13.93 -58.8
## 18684 18686 18694 18698 18701 18706 18708 18713 18728 18734 18736
## Predicted 71.9 44.9 93 111.95 128.9 102.3 62.7 27.7 125.5 37.3 40.2
## cvpred 72.8 45.7 94 113.17 130.3 103.3 63.5 28.2 126.8 37.8 40.7
## pm2.5 23.0 19.0 59 105.00 99.0 89.0 80.0 33.0 105.0 139.0 129.0
## CV residual -49.8 -26.7 -35 -8.17 -31.3 -14.3 16.5 4.8 -21.8 101.2 88.3
## 18740 18752 18755 18762 18763 18767 18768 18771 18775 18778
## Predicted 87.8 127.8 101.44 94.3 104.1 143.8 153.04 148.52 151.8 152
## cvpred 88.6 128.8 102.23 95.0 104.9 144.7 153.98 149.41 152.6 153
## pm2.5 236.0 99.0 95.00 148.0 162.0 172.0 151.00 141.00 173.0 178
## CV residual 147.4 -29.8 -7.23 53.0 57.1 27.3 -2.98 -8.41 20.4 25
## 18781 18791 18794 18796 18798 18805 18806 18812 18814 18822 18825
## Predicted 142.4 79.7 96.9 130 115 56.8 51.7 73.5 104.9 126.9 136.4
## cvpred 143.1 80.4 97.8 131 116 57.5 52.3 74.4 105.8 127.9 137.3
## pm2.5 206.0 16.0 11.0 16 9 18.0 15.0 27.0 57.0 99.0 98.0
## CV residual 62.9 -64.4 -86.8 -115 -107 -39.5 -37.3 -47.4 -48.8 -28.9 -39.3
## 18831 18832 18833 18835 18836 18842 18844 18846 18849 18852 18858
## Predicted 96.5 86.8 86.4 86.4 101.3 94.0 97.2 86.2 87.3 50.3 57.8
## cvpred 97.2 87.3 87.0 87.0 102.1 94.9 98.2 87.3 88.4 51.2 58.6
## pm2.5 129.0 119.0 134.0 153.0 149.0 10.0 6.0 19.0 14.0 21.0 25.0
## CV residual 31.8 31.7 47.0 66.0 46.9 -84.9 -92.2 -68.3 -74.4 -30.2 -33.6
## 18860 18861 18868 18872 18881 18885 18886 18889 18892 18895 18896
## Predicted 66.7 71.0 115.46 105.8 46.19 83.5 97.7 113.5 130.3 152.25 157.9
## cvpred 67.5 71.8 116.62 106.9 46.76 84.3 98.6 114.5 131.3 153.37 159.1
## pm2.5 42.0 41.0 108.00 29.0 41.00 59.0 83.0 139.0 133.0 155.00 172.0
## CV residual -25.5 -30.8 -8.62 -77.9 -5.76 -25.3 -15.6 24.5 1.7 1.63 12.9
## 18898 18899 18901 18903 18904 18906 18910 18914 18915 18919 18920
## Predicted 148.7 137.3 117 85.6 84.5 83.9 111.9 141 141 152 147.0
## cvpred 149.6 138.1 117 86.2 85.1 84.5 112.7 142 142 153 148.1
## pm2.5 201.0 216.0 228 212.0 188.0 173.0 211.0 278 290 264 245.0
## CV residual 51.4 77.9 111 125.8 102.9 88.5 98.3 136 148 111 96.9
## 18929 18930 18934 18939 18941 18942 18943 18945 18954 18955 18956
## Predicted 74.0 78.0 106.7 136 151.5 151.5 156.6 154.4 95.5 108 124
## cvpred 74.4 78.5 107.5 137 152.6 152.6 157.7 155.4 95.9 109 125
## pm2.5 112.0 101.0 111.0 185 202.0 200.0 190.0 193.0 203.0 214 253
## CV residual 37.6 22.5 3.5 48 49.4 47.4 32.3 37.6 107.1 105 128
## 18957 18961 18963 18964 18971 18975 18977 18978 18980 18982 18983
## Predicted 135 144 149 149 128 118 145.3 154.7 159.9 150.4 155
## cvpred 136 145 150 149 129 118 145.9 155.3 160.6 151.1 155
## pm2.5 285 322 290 270 231 314 203.0 192.0 208.0 235.0 267
## CV residual 149 177 140 121 102 196 57.1 36.7 47.4 83.9 112
## 18984 18989 18990 18991 18992 18996 18999 19000 19002 19007 19011
## Predicted 154 151 150.4 149 148.8 145.0 155.5 159.4 141.3 152.14 148.0
## cvpred 154 152 151.2 150 149.6 145.7 156.2 160.1 141.9 152.92 148.9
## pm2.5 278 126 113.0 119 132.0 120.0 110.0 113.0 110.0 159.00 79.0
## CV residual 124 -26 -38.2 -31 -17.6 -25.7 -46.2 -47.1 -31.9 6.08 -69.9
## 19012 19013 19020 19026 19032 19033 19034 19035 19038 19039 19040
## Predicted 138.0 132.8 126.0 111.70 110.38 124.0 123.8 135.4 145.6 150.8 145.6
## cvpred 138.8 133.6 126.7 112.38 111.17 124.9 124.6 136.2 146.6 151.8 146.6
## pm2.5 79.0 66.0 81.0 107.00 106.00 108.0 107.0 106.0 170.0 132.0 122.0
## CV residual -59.8 -67.6 -45.7 -5.38 -5.17 -16.9 -17.6 -30.2 23.4 -19.8 -24.6
## 19043 19045 19046 19047 19048 19050 19053 19058 19060 19061 19062
## Predicted 114.83 100.7 95.8 91.2 90.9 90.2 125.8 150.5 150.1 149.8 155.1
## cvpred 115.54 101.3 96.3 91.7 91.5 90.7 126.6 151.5 151.1 150.7 156.1
## pm2.5 121.00 149.0 143.0 142.0 124.0 104.0 111.0 200.0 229.0 213.0 172.0
## CV residual 5.46 47.7 46.7 50.3 32.5 13.3 -15.6 48.5 77.9 62.3 15.9
## 19067 19071 19074 19078 19085 19086 19088 19098 19102 19105 19106
## Predicted 129 112 110.9 149.8 84.4 67.8 66.0 -3.98 10.6 73.8 94.4
## cvpred 130 113 111.5 150.7 85.2 68.5 66.8 -3.64 11.1 74.4 95.2
## pm2.5 185 145 148.0 177.0 13.0 12.0 16.0 14.00 42.0 47.0 33.0
## CV residual 55 32 36.5 26.3 -72.2 -56.5 -50.8 17.64 30.9 -27.4 -62.2
## 19111 19112 19117 19118 19122 19124 19127 19129 19132 19135 19136
## Predicted 97.7 91.2 52.9 41.4 9.82 34.8 35.6 61.3 94.4 87.3 85.9
## cvpred 98.5 91.9 53.3 41.8 10.21 35.3 36.3 62.2 95.4 88.3 87.0
## pm2.5 14.0 11.0 19.0 20.0 18.00 14.0 12.0 12.0 12.0 14.0 13.0
## CV residual -84.5 -80.9 -34.3 -21.8 7.79 -21.3 -24.3 -50.2 -83.4 -74.3 -74.0
## 19138 19140 19141 19145 19154 19155 19157 19161 19163 19167 19168
## Predicted 72.9 62.6 52.0 47.2 124.7 110.31 147.1 150.8 133.62 79.32 64.31
## cvpred 73.9 63.4 52.8 48.0 125.8 111.37 148.2 151.8 134.42 79.89 64.85
## pm2.5 16.0 20.0 18.0 19.0 73.0 102.00 93.0 119.0 127.00 82.00 73.00
## CV residual -57.9 -43.4 -34.8 -29.0 -52.8 -9.37 -55.2 -32.8 -7.42 2.11 8.15
## 19170 19171 19172 19175 19178 19179 19189 19191 19193 19196 19197
## Predicted 61.9 66.638 80.2 72.60 126.7 121 33.3 14.52 9.15 30.7 38.1
## cvpred 62.4 67.277 80.9 73.28 127.6 122 33.8 15.08 9.82 31.6 39.0
## pm2.5 73.0 68.000 67.0 67.00 90.0 93 21.0 22.00 14.00 10.0 9.0
## CV residual 10.6 0.723 -13.9 -6.28 -37.6 -29 -12.8 6.92 4.18 -21.6 -30.0
## 19199 19201 19203 19208 19213 19214 19215 19216 19217 19219 19221
## Predicted 32.9 47.9 44 35.5 -18.5 -34.7 -37.1 -43.8 -45.4 38.4 45.7
## cvpred 33.8 48.8 45 36.6 -17.8 -34.2 -36.6 -43.3 -44.9 39.1 46.5
## pm2.5 7.0 4.0 6 18.0 13.0 14.0 16.0 17.0 20.0 26.0 30.0
## CV residual -26.8 -44.8 -39 -18.6 30.8 48.2 52.6 60.3 64.9 -13.1 -16.5
## 19223 19224 19226 19227 19229 19232 19241 19245 19246 19248
## Predicted 52.56 83.2 111.3 113 121 139.1 28.6 64.1 88.019 98.53
## cvpred 53.34 84.2 112.4 114 122 140.4 29.0 64.7 88.806 99.32
## pm2.5 50.00 64.0 77.0 84 86 69.0 64.0 83.0 89.000 106.00
## CV residual -3.34 -20.2 -35.4 -30 -36 -71.4 35.0 18.3 0.194 6.68
## 19252 19253 19263 19264 19265 19268 19275 19279 19285 19287 19291
## Predicted 128.97 133.96 25.1 27.3 20.9 22.1 55.0 60.1 29.7 19.77 34.9
## cvpred 130.06 135.05 25.2 27.4 21.0 22.3 55.6 60.8 30.0 20.04 35.3
## pm2.5 135.00 142.00 127.0 96.0 75.0 62.0 12.0 7.0 19.0 26.00 52.0
## CV residual 4.94 6.95 101.8 68.6 54.0 39.7 -43.6 -53.8 -11.0 5.96 16.7
## 19296 19299 19300 19303 19304 19305 19307 19311 19312 19318 19319
## Predicted 99.7 117.6 136 145.6 146.5 125.6 86.5 50.5 75.69 116 134.1
## cvpred 100.4 118.4 137 146.6 147.5 126.4 87.1 50.8 75.99 116 134.6
## pm2.5 55.0 68.0 54 59.0 60.0 89.0 75.0 74.0 68.00 170 183.0
## CV residual -45.4 -50.4 -83 -87.6 -87.5 -37.4 -12.1 23.2 -7.99 54 48.4
## 19326 19329 19341 19342 19345 19350 19353 19355 19356 19357 19359
## Predicted 158 153.5 143 148 154 157.9 157.8 156.1 154.5 153 150.2
## cvpred 159 154.1 143 148 154 158.5 158.5 156.7 155.1 154 150.7
## pm2.5 186 232.0 346 334 280 201.0 188.0 182.0 191.0 173 182.0
## CV residual 27 77.9 203 186 126 42.5 29.5 25.3 35.9 19 31.3
## 19363 19364 19366 19369 19371 19372 19374 19380 19381 19385 19386
## Predicted 141.1 140.3 139.3 160.8 159 153 138 102.4 124 113.8 113.5
## cvpred 141.7 140.8 139.8 161.6 160 154 138 103.1 124 114.4 114.1
## pm2.5 204.0 211.0 185.0 113.0 30 21 25 15.0 21 43.0 39.0
## CV residual 62.3 70.2 45.2 -48.6 -130 -133 -113 -88.1 -103 -71.4 -75.1
## 19387 19389 19390 19391 19392 19393 19395 19396 19397 19402 19403
## Predicted 112.6 131.5 132.1 131.2 132 146.8 146.5 151.4 156.5 131.6 113.1
## cvpred 113.2 132.1 132.7 131.9 133 147.5 147.2 152.1 157.3 132.2 113.6
## pm2.5 65.0 80.0 86.0 74.0 68 69.0 69.0 75.0 87.0 66.0 86.0
## CV residual -48.2 -52.1 -46.7 -57.9 -65 -78.5 -78.2 -77.1 -70.3 -66.2 -27.6
## 19406 19411 19413 19416 19425 19428 19430 19431 19433 19434 19435
## Predicted 116.7 121.2 131.0 134.8 153.32 97.3 73.5 77.0 83.8 87.87 96.3
## cvpred 117.2 121.7 131.6 135.4 154.03 97.7 73.8 77.3 84.1 88.15 96.6
## pm2.5 143.0 91.0 100.0 106.0 159.00 158.0 101.0 129.0 104.0 90.00 79.0
## CV residual 25.8 -30.7 -31.6 -29.4 4.97 60.3 27.2 51.7 19.9 1.85 -17.6
## 19439 19442 19443 19445 19452 19453 19455 19464 19465 19467 19468
## Predicted 121.2 132 136.8 141.7 129 124 118 134 129 134 138
## cvpred 121.6 133 137.4 142.4 130 124 118 134 129 134 139
## pm2.5 133.0 202 201.0 193.0 280 308 336 398 407 246 260
## CV residual 11.4 69 63.6 50.6 150 184 218 264 278 112 121
## 19469 19474 19480 19481 19487 19494 19498 19499 19501 19504 19507
## Predicted 139 123.2 71.04 75.07 106.8 137.5 128.7 75.1 57.7 9.98 2.60
## cvpred 139 123.6 71.23 75.31 107.2 138.1 129.2 75.3 57.8 10.14 2.79
## pm2.5 354 212.0 64.00 69.00 50.0 54.0 79.0 18.0 18.0 15.00 10.00
## CV residual 215 88.4 -7.23 -6.31 -57.2 -84.1 -50.2 -57.3 -39.8 4.86 7.21
## 19509 19510 19516 19520 19523 19536 19540 19547 19548 19551 19552
## Predicted 95.8 115 52.1 54.0 24.99 92.1 91.4 56.7 56.5 30.6 33.10
## cvpred 96.3 116 52.6 54.5 25.19 92.8 92.0 57.0 56.8 30.7 33.17
## pm2.5 10.0 24 27.0 15.0 19.00 45.0 13.0 22.0 20.0 33.0 35.00
## CV residual -86.3 -92 -25.6 -39.5 -6.19 -47.8 -79.0 -35.0 -36.8 2.3 1.83
## 19553 19562 19564 19565 19571 19573 19574 19576 19577 19581 19582
## Predicted 36.1 112.6 133.9 123.09 87.4 71.3 60.1 50.4 49.5 110.3 111
## cvpred 36.2 113.1 134.6 123.74 87.7 71.3 60.1 50.2 49.4 110.6 111
## pm2.5 35.0 130.0 126.0 128.00 131.0 133.0 138.0 148.0 147.0 204.0 238
## CV residual -1.2 16.9 -8.6 4.26 43.3 61.7 77.9 97.8 97.6 93.4 127
## 19584 19586 19590 19596 19597 19603 19606 19607 19610 19613 19620
## Predicted 120 139 118.5 14.5 -1.06 18.0 76.63 86.66 37.1 74.4 43.9
## cvpred 120 139 119.1 14.2 -1.36 17.8 76.77 86.89 37.1 74.7 43.8
## pm2.5 280 283 161.0 72.0 49.00 42.0 72.00 95.00 26.0 3.0 61.0
## CV residual 160 144 41.9 57.8 50.36 24.2 -4.77 8.11 -11.1 -71.7 17.2
## 19625 19630 19631 19634 19637 19638 19644 19648 19650 19665 19666
## Predicted 36.3 65.2 69.2 91.0 110.3 105.9 52.0 -9.87 -14.7 0.901 4.18
## cvpred 36.2 65.4 69.5 91.3 110.6 106.3 51.7 -10.23 -15.0 1.193 4.47
## pm2.5 48.0 38.0 47.0 54.0 69.0 77.0 78.0 30.00 17.0 10.000 11.00
## CV residual 11.8 -27.4 -22.5 -37.3 -41.6 -29.3 26.3 40.23 32.0 8.807 6.53
## 19669 19671 19672 19673 19675 19679 19680 19681 19682 19683 19684
## Predicted -38.0 -48.1 -58.8 -64.4 -55.2 56.3 60.7 58.9 80.1 70.3 46.4
## cvpred -37.9 -48.0 -58.7 -64.3 -55.0 56.7 61.1 59.1 80.5 70.7 46.8
## pm2.5 22.0 16.0 8.0 12.0 13.0 34.0 37.0 40.0 42.0 42.0 33.0
## CV residual 59.9 64.0 66.7 76.3 68.0 -22.7 -24.1 -19.1 -38.5 -28.7 -13.8
## 19687 19688 19689 19691 19692 19693 19694 19695 19696 19700 19702
## Predicted 53.3 77.1 66.0 39.9 33.4 29.05 29.66 22.67 22.67 52.2 54.614
## cvpred 53.9 77.7 66.6 40.4 33.8 29.36 29.97 22.88 22.88 52.6 54.985
## pm2.5 10.0 11.0 10.0 18.0 14.0 21.00 20.00 21.00 24.00 24.0 54.000
## CV residual -43.9 -66.7 -56.6 -22.4 -19.8 -8.36 -9.97 -1.88 1.12 -28.6 -0.985
## 19704 19705 19709 19710 19711 19712 19713 19717 19719 19724 19726
## Predicted 86.0 90.6 93.0 114.8 122.6 127.2 107.9 69.33 65.03 72.7 67.1
## cvpred 86.5 91.1 93.6 115.5 123.2 127.8 108.4 69.58 65.21 73.1 67.6
## pm2.5 52.0 39.0 65.0 57.0 54.0 53.0 82.0 79.00 56.00 36.0 47.0
## CV residual -34.5 -52.1 -28.6 -58.5 -69.2 -74.8 -26.4 9.42 -9.21 -37.1 -20.6
## 19728 19729 19734 19735 19744 19745 19752 19760 19772 19778 19782
## Predicted 61.4 86.3 99.4 103.8 74.3 86.1 57.2 81.8 -2.69 17.29 12.0
## cvpred 61.8 86.8 99.9 104.3 74.6 86.4 57.6 82.4 -2.76 17.44 12.1
## pm2.5 44.0 28.0 36.0 28.0 55.0 64.0 11.0 32.0 18.00 25.00 30.0
## CV residual -17.8 -58.8 -63.9 -76.3 -19.6 -22.4 -46.6 -50.4 20.76 7.56 17.9
## 19784 19786 19792 19793 19797 19799 19803 19807 19813 19814 19817
## Predicted 21.4 22.08 -31.1 -33.0 -11.0 32.9 27.05 39.6 -11.7 -16.2 -19.2
## cvpred 21.5 22.09 -31.3 -33.2 -10.9 33.2 27.35 40.0 -11.7 -16.4 -19.3
## pm2.5 10.0 32.00 22.0 18.0 10.0 11.0 23.00 12.0 31.0 22.0 17.0
## CV residual -11.5 9.91 53.3 51.2 20.9 -22.2 -4.35 -28.0 42.7 38.4 36.3
## 19821 19822 19826 19835 19837 19840 19841 19849 19852 19855 19858
## Predicted -14.7 -11.9 62.8 28.0 22.3 11.3 6.90 91.9 120.7 120 70.1
## cvpred -14.6 -11.8 63.0 27.9 22.1 10.9 6.56 92.5 121.5 121 70.4
## pm2.5 12.0 13.0 20.0 49.0 37.0 24.0 21.00 18.0 42.0 52 56.0
## CV residual 26.6 24.8 -43.0 21.1 14.9 13.1 14.44 -74.5 -79.5 -69 -14.4
## 19860 19865 19866 19868 19869 19874 19875 19878 19880 19886 19889
## Predicted 62.50 35.5 38.8 74.14 83.9 88.9 103.1 21.2 13.6 -37.0 -48.3
## cvpred 62.65 35.3 38.6 74.11 83.9 89.1 103.4 21.3 13.6 -37.3 -48.7
## pm2.5 54.00 76.0 95.0 83.00 124.0 154.0 123.0 49.0 35.0 18.0 22.0
## CV residual -8.65 40.7 56.4 8.89 40.1 64.9 19.6 27.7 21.4 55.3 70.7
## 19896 19898 19899 19900 19905 19907 19908 19909 19910 19917 19918
## Predicted 33.9 72.48 66.9 86.1 94.2 67.4 51.1 43.9 37.4 50.4 49.6
## cvpred 33.8 72.66 67.0 86.4 94.3 67.3 50.8 43.5 37.0 50.0 49.2
## pm2.5 49.0 79.00 80.0 100.0 164.0 183.0 170.0 171.0 160.0 70.0 73.0
## CV residual 15.2 6.34 13.0 13.6 69.7 115.7 119.2 127.5 123.0 20.0 23.8
## 19922 19926 19929 19930 19934 19938 19941 19943 19944 19947 19948
## Predicted 104.3 110.91 82.6 74.1 67.59 65.7 140 142.2 146.0 74.7 78.5
## cvpred 104.2 110.88 82.3 73.8 67.18 65.4 139 142.2 146.1 74.8 78.6
## pm2.5 80.0 104.00 68.0 41.0 60.00 50.0 32 51.0 55.0 13.0 12.0
## CV residual -24.2 -6.88 -14.3 -32.8 -7.18 -15.4 -107 -91.2 -91.1 -61.8 -66.6
## 19951 19954 19955 19961 19962 19965 19968 19971 19974 19975 19976
## Predicted 67.9 51.2 27.23 -8.62 -15.0 53.8 68.3 38.0 30.8 35.1 23.4
## cvpred 68.3 51.4 27.35 -8.77 -15.1 53.8 68.3 38.1 30.9 35.2 23.5
## pm2.5 7.0 10.0 29.00 15.00 9.0 22.0 39.0 51.0 46.0 57.0 68.0
## CV residual -61.3 -41.4 1.65 23.77 24.1 -31.8 -29.3 12.9 15.1 21.8 44.5
## 19980 19985 19988 19989 19992 19993 20001 20005 20009 20012 20014
## Predicted -2.93 -1.69 49.5 48.6 64.9 84.4 88.04 19.6 -0.543 23.85 21.03
## cvpred -3.25 -2.20 49.4 48.5 64.8 84.5 88.05 19.1 -1.131 23.45 20.62
## pm2.5 22.00 24.00 10.0 19.0 33.0 51.0 91.00 58.0 22.000 19.00 24.00
## CV residual 25.25 26.20 -39.4 -29.5 -31.8 -33.5 2.95 38.9 23.131 -4.45 3.38
## 20018 20019 20020 20022 20023 20027 20031 20038 20046 20048 20049
## Predicted 49.71 58.7 112.5 128.4 127.2 59.8 -24.7 19.7 123.9 128.25 107
## cvpred 49.53 58.6 112.6 128.7 127.5 59.3 -25.4 19.2 123.9 128.26 107
## pm2.5 44.00 56.0 56.0 72.0 76.0 111.0 29.0 51.0 106.0 119.00 139
## CV residual -5.53 -2.6 -56.6 -56.7 -51.5 51.7 54.4 31.8 -17.9 -9.26 32
## 20054 20061 20063 20064 20066 20069 20070 20071 20077 20083 20084
## Predicted 7.54 83.08 86.8 86.6 81.4 128 134 134 13.90 33.59 41.75
## cvpred 7.01 82.95 86.7 86.7 81.5 128 134 134 13.72 33.36 41.57
## pm2.5 29.00 75.00 68.0 73.0 60.0 8 7 22 21.00 38.00 48.00
## CV residual 21.99 -7.95 -18.7 -13.7 -21.5 -120 -127 -112 7.28 4.64 6.43
## 20087 20091 20094 20095 20099 20105 20106 20108 20110 20114 20117
## Predicted 72.62 92.4 104.6 104.1 90.9 43.9 42.3 62.0 78.3 103.0 115.4
## cvpred 72.62 92.5 104.8 104.3 90.8 43.3 41.7 61.5 77.9 102.7 115.3
## pm2.5 63.00 73.0 90.0 90.0 130.0 168.0 136.0 184.0 127.0 113.0 138.0
## CV residual -9.62 -19.5 -14.8 -14.3 39.2 124.7 94.3 122.5 49.1 10.3 22.7
## 20120 20121 20124 20129 20137 20143 20144 20149 20152 20154 20164
## Predicted 103.3 102.5 85.2 70.7 145.8 147.0 137.2 120.1 117.1 117.5 132.1
## cvpred 103.1 102.3 84.9 70.2 145.8 147.1 137.2 120.1 117.1 117.4 132.1
## pm2.5 140.0 144.0 155.0 213.0 50.0 77.0 85.0 102.0 139.0 156.0 169.0
## CV residual 36.9 41.7 70.1 142.8 -95.8 -70.1 -52.2 -18.1 21.9 38.6 36.9
## 20165 20170 20171 20175 20176 20178 20180 20182 20190 20191 20192
## Predicted 141.6 134.17 138.2 139.7 138.3 136 139 151.7 146.6 145.7 139.5
## cvpred 141.6 134.06 138.1 139.8 138.4 136 139 151.8 146.7 145.9 139.6
## pm2.5 183.0 143.00 157.0 177.0 149.0 65 110 98.0 167.0 185.0 184.0
## CV residual 41.4 8.94 18.9 37.2 10.6 -71 -29 -53.8 20.3 39.1 44.4
## 20194 20198 20200 20201 20202 20206 20215 20218 20221 20233 20236
## Predicted 132.7 136.8 127.0 126.8 126.8 134.1 127.2 129.32 111.3 129.0 135.5
## cvpred 132.8 136.8 126.9 126.7 126.7 134.1 127.2 129.32 111.1 128.9 135.4
## pm2.5 155.0 206.0 185.0 156.0 149.0 192.0 116.0 132.00 167.0 217.0 191.0
## CV residual 22.2 69.2 58.1 29.3 22.3 57.9 -11.2 2.68 55.9 88.1 55.6
## 20239 20241 20249 20251 20252 20253 20258 20261 20263 20268 20270
## Predicted 129.3 127 107 113 117 129 127 139.4 139.4 141 143.4
## cvpred 129.2 127 107 112 117 129 127 139.3 139.3 141 143.3
## pm2.5 222.0 230 272 280 288 303 183 195.0 173.0 40 44.0
## CV residual 92.8 103 165 168 171 174 56 55.7 33.7 -101 -99.3
## 20271 20272 20277 20279 20283 20287 20288 20290 20291 20292 20298
## Predicted 137 136.3 130.3 123.7 86.0 88.7 47.8 25.3 14.21 -0.906 -21.7
## cvpred 137 136.3 130.3 123.7 86.1 89.1 47.8 25.2 14.05 -1.050 -21.9
## pm2.5 48 37.0 43.0 29.0 9.0 11.0 11.0 11.0 18.00 16.000 11.0
## CV residual -89 -99.3 -87.3 -94.7 -77.1 -78.1 -36.8 -14.2 3.95 17.050 32.9
## 20305 20308 20309 20310 20311 20317 20321 20323 20324 20327 20329
## Predicted 123 129.1 139.6 140.4 139.1 81.18 43.4 91.9 112.8 118.2 123.9
## cvpred 123 129.5 140.1 140.9 139.6 81.08 42.9 91.6 112.7 118.2 123.9
## pm2.5 45 35.0 62.0 81.0 75.0 88.00 62.0 65.0 72.0 163.0 143.0
## CV residual -78 -94.5 -78.1 -59.9 -64.6 6.92 19.1 -26.6 -40.7 44.8 19.1
## 20331 20335 20337 20340 20341 20345 20347 20351 20356 20359 20361
## Predicted 121.5 137.5 115.75 8.45 -9.12 -38.5 -34.2 -17.1 32.8 56.2 54.1
## cvpred 121.4 137.6 115.55 8.14 -9.42 -38.8 -34.5 -17.2 32.9 56.5 54.3
## pm2.5 160.0 108.0 107.00 55.00 55.00 29.0 30.0 30.0 107.0 108.0 98.0
## CV residual 38.6 -29.6 -8.55 46.86 64.42 67.8 64.5 47.2 74.1 51.5 43.7
## 20363 20364 20367 20372 20377 20378 20381 20382 20383 20384 20390
## Predicted 25.9 29.5 30.0 66.9 83.9 88.5 137.4 128.0 137.1 121.2 48.1
## cvpred 25.9 29.5 29.8 66.9 84.0 88.7 137.7 128.3 137.5 121.4 47.8
## pm2.5 79.0 70.0 106.0 113.0 203.0 201.0 194.0 184.0 224.0 198.0 190.0
## CV residual 53.1 40.5 76.2 46.1 119.0 112.3 56.3 55.7 86.5 76.6 142.2
## 20391 20393 20394 20397 20405 20415 20416 20420 20424 20428 20432
## Predicted 42.6 54.8 58.1 81.5 148.3 106.2 101.1 125.5 144 141 138.4
## cvpred 42.3 54.6 57.8 81.5 148.4 105.9 100.7 125.3 144 141 138.4
## pm2.5 166.0 141.0 127.0 176.0 111.0 168.0 151.0 204.0 286 243 227.0
## CV residual 123.7 86.4 69.2 94.5 -37.4 62.1 50.3 78.7 142 102 88.6
## 20433 20435 20436 20437 20438 20439 20443 20444 20445 20448 20450
## Predicted 126.2 105.0 107.3 105 95.3 93.9 95.4 81.40 90.4 99.2 113.6
## cvpred 126.1 104.6 106.8 105 94.8 93.5 95.0 81.04 90.1 99.0 113.5
## pm2.5 186.0 163.0 192.0 280 298.0 199.0 78.0 85.00 112.0 80.0 75.0
## CV residual 59.9 58.4 85.2 175 203.2 105.5 -17.0 3.96 21.9 -19.0 -38.5
## 20455 20457 20459 20460 20461 20466 20469 20471 20473 20475
## Predicted 147.7 125.25 90.3 84.9 60.4 38.9 64.7 110.6 126.2477 131.14
## cvpred 147.8 125.04 89.9 84.4 59.7 38.1 64.1 110.3 126.0921 131.03
## pm2.5 115.0 120.00 124.0 127.0 118.0 72.0 90.0 114.0 126.0000 139.00
## CV residual -32.8 -5.04 34.1 42.6 58.3 33.9 25.9 3.7 -0.0921 7.97
## 20478 20483 20489 20492 20495 20496 20497 20500 20503 20506 20507
## Predicted 137.8 46.7 17.1 53.9 96.70 111.3 110.9 127.0 130.4 98.8 79.3
## cvpred 137.8 46.0 16.3 53.3 96.36 111.1 110.6 126.9 130.3 98.3 78.6
## pm2.5 85.0 57.0 45.0 26.0 91.00 101.0 99.0 128.0 90.0 134.0 133.0
## CV residual -52.8 11.0 28.7 -27.3 -5.36 -10.1 -11.6 1.1 -40.3 35.7 54.4
## 20508 20509 20515 20524 20526 20528 20532 20533 20534 20537 20543
## Predicted 73.2 72.4 49.7 113 123.6 78.5 16.5 8.15 11.3 11.0 66.7
## cvpred 72.4 71.6 48.9 113 123.6 78.2 15.9 7.52 10.6 10.3 66.3
## pm2.5 130.0 145.0 80.0 76 85.0 89.0 32.0 98.00 87.0 212.0 50.0
## CV residual 57.6 73.4 31.1 -37 -38.6 10.8 16.1 90.48 76.4 201.7 -16.3
## 20544 20547 20552 20553 20554 20558 20561 20562 20563 20565 20567
## Predicted 69.20 106.9 111.6 97.45 91.07 39.9 54.9 63.5 59.4 77.0 53.61
## cvpred 68.75 106.8 111.4 97.16 90.68 39.2 54.2 62.9 58.8 76.5 53.23
## pm2.5 66.00 62.0 90.0 102.00 100.00 284.0 142.0 180.0 141.0 95.0 48.00
## CV residual -2.75 -44.8 -21.4 4.84 9.32 244.8 87.8 117.1 82.2 18.5 -5.23
## 20571 20572 20581 20584 20585 20587 20589 20593 20597 20601 20603
## Predicted 105.8 99.7 47.4 48.0 52.3 56.1 74.0 56.0 120.6 91.3 55.9
## cvpred 105.8 99.6 46.8 47.4 51.7 55.5 73.7 55.9 120.7 91.0 55.3
## pm2.5 64.0 61.0 87.0 97.0 105.0 110.0 134.0 71.0 78.0 135.0 112.0
## CV residual -41.8 -38.6 40.2 49.6 53.3 54.5 60.3 15.1 -42.7 44.0 56.7
## 20604 20608 20609 20610 20611 20613 20616 20619 20623 20625 20633
## Predicted 49.5 17.6 19.1 36.2 45.6 60.1 102.8 101.4 124.9 84.3 41.1
## cvpred 48.8 16.7 18.2 35.5 45.0 59.6 102.6 101.2 124.9 84.0 40.5
## pm2.5 109.0 73.0 73.0 71.0 71.0 69.0 77.0 136.0 108.0 166.0 124.0
## CV residual 60.2 56.3 54.8 35.5 26.0 9.4 -25.6 34.8 -16.9 82.0 83.5
## 20634 20636 20639 20641 20645 20649 20650 20660 20667 20668 20672
## Predicted 44.2 67.2 102.8 108.1 127.5 96.7 90.8 77.4 90.2 112.3 109.1
## cvpred 43.5 66.8 102.6 107.9 127.5 96.4 90.4 76.7 89.8 111.9 108.8
## pm2.5 102.0 82.0 131.0 148.0 166.0 168.0 166.0 164.0 263.0 207.0 144.0
## CV residual 58.5 15.2 28.4 40.1 38.5 71.6 75.6 87.3 173.2 95.1 35.2
## 20673 20674 20676 20678 20679 20680 20682 20684 20687 20692
## Predicted 108.6 119.6 124.75 123.75 133 132.41 126.7 134 138.65 135.52
## cvpred 108.3 119.3 124.48 123.43 133 132.13 126.4 134 138.42 135.41
## pm2.5 153.0 137.0 126.00 116.00 122 142.00 144.0 153 137.00 139.00
## CV residual 44.7 17.7 1.52 -7.43 -11 9.87 17.6 19 -1.42 3.59
## 20698 20703 20706 20712 20715 20716 20717 20718 20729 20730 20732
## Predicted 140.15 84.3 97.3 128.99 127 130.9 130.4 125.0 73.58 68.1 114.4
## cvpred 140.03 83.8 96.9 128.86 127 130.9 130.4 124.9 73.12 67.6 114.1
## pm2.5 149.00 38.0 78.0 122.00 138 157.0 164.0 170.0 66.00 55.0 78.0
## CV residual 8.97 -45.8 -18.9 -6.86 11 26.1 33.6 45.1 -7.12 -12.6 -36.1
## 20738 20739 20740 20741 20746 20748 20749 20750 20751 20752 20753
## Predicted 118.9 124.1 143.7 144.2 48.1 37.1 35.3 11.5 -9.85 -13.3 -16.0
## cvpred 118.8 124.1 143.8 144.4 47.8 36.7 34.8 11.0 -10.35 -13.9 -16.6
## pm2.5 83.0 70.0 70.0 69.0 26.0 53.0 52.0 50.0 37.00 33.0 30.0
## CV residual -35.8 -54.1 -73.8 -75.4 -21.8 16.3 17.2 39.0 47.35 46.9 46.6
## 20756 20758 20760 20761 20762 20764 20768 20771 20774 20782 20783
## Predicted 7.44 25.280 47.5 27.3 88.3 60.5 97.1 21.1 1.280 18.53 20.7
## cvpred 7.12 25.151 47.5 27.3 88.3 60.5 97.1 20.8 0.736 18.15 20.3
## pm2.5 14.00 26.000 37.0 43.0 44.0 47.0 41.0 38.0 38.000 22.00 36.0
## CV residual 6.88 0.849 -10.5 15.7 -44.3 -13.5 -56.1 17.2 37.264 3.85 15.7
## 20785 20786 20787 20789 20798 20805 20806 20808 20811 20812 20814
## Predicted 55.3 71.9 71.0 109.1 -8.31 -29.0 -35.0 -43.3 17.1 94.5 102.3
## cvpred 55.0 71.7 70.8 109.3 -8.88 -29.6 -35.6 -43.9 17.0 94.3 102.2
## pm2.5 40.0 51.0 32.0 44.0 24.00 32.0 38.0 28.0 36.0 44.0 50.0
## CV residual -15.0 -20.7 -38.8 -65.3 32.88 61.6 73.6 71.9 19.0 -50.3 -52.2
## 20815 20820 20822 20823 20828 20829 20832 20834 20836 20839 20840
## Predicted 109.5 67.0 54.6 53.2 70.9 71.0 85.1 119.1 119.0 128.5 107.7
## cvpred 109.4 66.5 53.9 52.6 70.4 70.6 84.9 119.1 118.9 128.5 107.5
## pm2.5 47.0 102.0 92.0 66.0 42.0 25.0 27.0 32.0 35.0 55.0 67.0
## CV residual -62.4 35.5 38.1 13.4 -28.4 -45.6 -57.9 -87.1 -83.9 -73.5 -40.5
## 20843 20845 20846 20849 20850 20856 20859 20861 20863 20864 20865
## Predicted 95.9 78.7 73.9 65.6 69.5 112.7 118.6 123.3 126 120.7 114.3
## cvpred 95.5 78.0 73.2 64.7 68.6 112.3 118.2 122.9 126 120.3 113.8
## pm2.5 85.0 106.0 136.0 125.0 108.0 140.0 139.0 136.0 150 160.0 151.0
## CV residual -10.5 28.0 62.8 60.3 39.4 27.7 20.8 13.1 24 39.7 37.2
## 20868 20870 20873 20875 20919 20920 20925 20926 20931 20932 20933
## Predicted 102 84.7 81.4 94.2 101.5 107.1 98.7 107.7 132.8 123.3 127.9
## cvpred 101 83.9 80.5 93.4 100.9 106.5 98.1 107.2 132.4 122.9 127.6
## pm2.5 298 164.0 154.0 136.0 164.0 167.0 119.0 135.0 93.0 86.0 75.0
## CV residual 197 80.1 73.5 42.6 63.1 60.5 20.9 27.8 -39.4 -36.9 -52.6
## 20944 20950 20953 20955 20956 20966 20967 20969 20973 20975 20978
## Predicted 55.2 81.3 87.3 65.2 55.78 7.80 6.56 17.67 42.4 75.0 103.6
## cvpred 54.5 80.8 86.7 64.8 55.54 7.22 5.93 17.09 42.0 74.7 103.4
## pm2.5 65.0 72.0 132.0 85.0 52.00 11.00 17.00 15.00 30.0 40.0 47.0
## CV residual 10.5 -8.8 45.3 20.2 -3.54 3.78 11.07 -2.09 -12.0 -34.7 -56.4
## 20980 20981 20982 20984 20985 20990 20994 20998 21003 21006 21012
## Predicted 123.1 98.6 114 77.6 56.1 3.05 8.90 79.2 95.6 110.0 37.8
## cvpred 123.1 98.4 114 77.3 55.8 2.48 8.33 79.0 95.5 109.9 37.1
## pm2.5 65.0 80.0 63 48.0 33.0 10.00 6.00 19.0 84.0 48.0 48.0
## CV residual -58.1 -18.4 -51 -29.3 -22.8 7.52 -2.33 -60.0 -11.5 -61.9 10.9
## 21015 21016 21020 21021 21028 21035 21037 21041 21047 21048 21049
## Predicted 38.8 43.6 61.6 79.0 141.4 94.0 57.8 6.18 31.9 45.2 64.15
## cvpred 38.2 43.0 61.1 78.6 141.4 93.4 57.0 5.25 31.3 44.7 63.74
## pm2.5 73.0 66.0 39.0 42.0 93.0 122.0 75.0 39.00 43.0 56.0 54.00
## CV residual 34.8 23.0 -22.1 -36.6 -48.4 28.6 18.0 33.75 11.7 11.3 -9.74
## 21054 21057 21062 21063 21064 21066 21072 21075 21077 21079 21080
## Predicted 118.0 89.6 70.8 59.9 59.1 71.9 87.8 116.0 131.5 119.4 104.7
## cvpred 117.9 89.1 70.0 59.0 58.2 71.1 87.4 115.7 131.4 119.1 104.3
## pm2.5 79.0 101.0 147.0 133.0 136.0 149.0 139.0 133.0 125.0 146.0 137.0
## CV residual -38.9 11.9 77.0 74.0 77.8 77.9 51.6 17.3 -6.4 26.9 32.7
## 21083 21084 21086 21087 21089 21090 21091 21092 21102 21121 21122
## Predicted 83.4 77.8 65.1 64.0 42.5 36.5 31.5 39.7 105 114 108.1
## cvpred 82.8 77.1 64.2 63.1 41.5 35.5 30.6 38.8 105 114 107.9
## pm2.5 130.0 136.0 149.0 152.0 105.0 87.0 82.0 104.0 101 11 8.0
## CV residual 47.2 58.9 84.8 88.9 63.5 51.5 51.4 65.2 -4 -103 -99.9
## 21142 21146 21147 21148 21149 21150 21156 21159 21161 21162 21163
## Predicted 80.9 100.4 110.2 133.1 143.1 133.4 79.56 53.8 42.35 50.52 123.0
## cvpred 80.7 100.4 110.2 133.2 143.3 133.4 78.95 53.2 41.72 49.93 122.8
## pm2.5 27.0 67.0 60.0 71.0 80.0 122.0 87.00 37.0 43.00 51.00 37.0
## CV residual -53.7 -33.4 -50.2 -62.2 -63.3 -11.4 8.05 -16.2 1.28 1.07 -85.8
## 21167 21168 21172 21173 21174 21175 21176 21177 21179 21183 21184
## Predicted 135.0 139.5 139.4 144.3 145.3 140 130.4 125.5 124.8 103.0 101.9
## cvpred 134.8 139.4 139.2 144.2 145.2 140 130.2 125.3 124.5 102.6 101.5
## pm2.5 50.0 40.0 63.0 57.0 58.0 65 55.0 53.0 55.0 52.0 66.0
## CV residual -84.8 -99.4 -76.2 -87.2 -87.2 -75 -75.2 -72.3 -69.5 -50.6 -35.5
## 21185 21188 21191 21194 21195 21197 21202 21204 21207 21209
## Predicted 100.3 116.77 142.30 142.31 147.20 149.04 130.9 109.8 67.91 50.8
## cvpred 99.8 116.43 142.06 142.13 147.07 148.91 130.6 109.3 67.18 50.0
## pm2.5 71.0 115.00 152.00 144.00 149.00 141.00 185.0 158.0 69.00 62.0
## CV residual -28.8 -1.43 9.94 1.87 1.93 -7.91 54.4 48.7 1.82 12.0
## 21213 21215 21221 21222 21223 21224 21226 21229 21233 21238 21240
## Predicted 76.3 98.8 119.1 141.5 141 136 131 120 135.3 137.2 142.7
## cvpred 75.8 98.3 118.8 141.2 141 136 131 119 134.9 136.8 142.4
## pm2.5 95.0 130.0 207.0 233.0 248 244 239 238 59.0 92.0 80.0
## CV residual 19.2 31.7 88.2 91.8 107 108 108 119 -75.9 -44.8 -62.4
## 21244 21252 21254 21255 21256 21262 21264 21269 21270 21271 21273
## Predicted 148.67 106.1 85.7 79.2 73.2 62.9 96.7 138.4 123.3 116.3 83.57
## cvpred 148.55 105.5 84.9 78.4 72.4 62.1 96.2 138.2 122.9 115.8 82.96
## pm2.5 140.00 135.0 143.0 154.0 118.0 52.0 56.0 109.0 97.0 88.0 76.00
## CV residual -8.55 29.5 58.1 75.6 45.6 -10.1 -40.2 -29.2 -25.9 -27.8 -6.96
## 21277 21279 21280 21281 21283 21284 21285 21289 21297 21300 21301
## Predicted 15.81 16.44 16.44 42.4 50.70 54.975 60.0 109 104.0 87.1 81.4
## cvpred 14.87 15.46 15.46 41.4 49.83 54.158 59.3 108 103.5 86.3 80.7
## pm2.5 6.00 8.00 8.00 20.0 52.00 54.000 46.0 199 167.0 191.0 189.0
## CV residual -8.87 -7.46 -7.46 -21.4 2.17 -0.158 -13.3 91 63.5 104.7 108.3
## 21307 21310 21311 21312 21315 21318 21319 21321 21325 21326 21328
## Predicted 79.3 118.1 107.7 112.0 123.4 128.9 124.0 107.8 67.3 56.66 68.6
## cvpred 78.6 117.7 107.3 111.6 123.1 128.6 123.7 107.3 66.4 55.74 67.7
## pm2.5 46.0 50.0 59.0 56.0 43.0 50.0 49.0 38.0 53.0 55.00 87.0
## CV residual -32.6 -67.7 -48.3 -55.6 -80.1 -78.6 -74.7 -69.3 -13.4 -0.74 19.3
## 21331 21337 21341 21346 21347 21349 21351 21354 21360 21363 21367
## Predicted 66.0 94.1 128.1 101.48 96.6 76.3 45.8 45.5 93.0 115.3 131.0
## cvpred 65.2 93.6 127.8 100.84 95.9 75.5 44.8 44.5 92.3 114.8 130.6
## pm2.5 98.0 17.0 85.0 107.00 121.0 98.0 63.0 33.0 73.0 75.0 197.0
## CV residual 32.8 -76.6 -42.8 6.16 25.1 22.5 18.2 -11.5 -19.3 -39.8 66.4
## 21368 21371 21375 21377 21379 21388 21389 21392 21393 21395 21396
## Predicted 130.5 109.2 67.7 47 141 111 110 121 96.1 47.0 37.0
## cvpred 130.1 108.5 66.7 46 141 110 110 121 95.7 46.5 36.5
## pm2.5 189.0 178.0 140.0 104 23 8 8 10 8.0 14.0 9.0
## CV residual 58.9 69.5 73.3 58 -118 -102 -102 -111 -87.7 -32.5 -27.5
## 21401 21402 21408 21411 21412 21413 21414 21417 21420 21423 21424
## Predicted -0.906 -2.26 59.6 78.8 113.8 138 137 91.6 23.33 2.46 -3.78
## cvpred -1.593 -2.94 59.1 78.5 113.8 138 137 91.2 22.57 1.60 -4.69
## pm2.5 6.000 2.00 21.0 30.0 33.0 34 37 52.0 13.00 12.00 16.00
## CV residual 7.593 4.94 -38.1 -48.5 -80.8 -104 -100 -39.2 -9.57 10.40 20.69
## 21425 21428 21429 21435 21437 21441 21443 21445 21448 21451 21453
## Predicted -0.589 17.85 58.9 121.1 101.7 68.6 51.1 46.3 41.7 46.4 69.7
## cvpred -1.495 17.08 58.3 120.9 101.5 68.0 50.4 45.5 40.9 45.6 69.2
## pm2.5 9.000 12.00 12.0 81.0 44.0 13.0 7.0 3.0 7.0 3.0 23.0
## CV residual 10.495 -5.08 -46.3 -39.9 -57.5 -55.0 -43.4 -42.5 -33.9 -42.6 -46.2
## 21456 21462 21463 21465 21466 21468 21470 21471 21472 21477 21478
## Predicted 86.5 116.0 120.1 108.7 97.6 93.8 83.32 81.5 89.6 131.7 125.7
## cvpred 86.1 115.7 119.9 108.3 97.1 93.3 82.71 80.8 89.0 131.3 125.4
## pm2.5 7.0 73.0 96.0 130.0 135.0 148.0 86.00 99.0 62.0 60.0 40.0
## CV residual -79.1 -42.7 -23.9 21.7 37.9 54.7 3.29 18.2 -27.0 -71.3 -85.4
## 21480 21482 21486 21487 21490 21491 21493 21497 21499 21500 21501
## Predicted 113.7 106.4 132 122 93.7 103.6 83.8 69.9 83.7 103.6 123
## cvpred 113.4 106.1 132 121 93.2 103.1 83.2 69.3 83.1 103.1 122
## pm2.5 17.0 15.0 13 16 8.0 5.0 7.0 7.0 6.0 11.0 10
## CV residual -96.4 -91.1 -119 -105 -85.2 -98.1 -76.2 -62.3 -77.1 -92.1 -112
## 21502 21506 21511 21513 21520 21533 21536 21537 21540 21545 21546
## Predicted 129 140 134 87.1 49.6 125.7 92.3 84.4 50.0 24.97 72.2
## cvpred 129 139 134 86.5 48.8 125.6 91.8 83.8 49.1 23.97 71.5
## pm2.5 8 11 16 12.0 6.0 31.0 25.0 16.0 12.0 17.00 16.0
## CV residual -121 -128 -118 -74.5 -42.8 -94.6 -66.8 -67.8 -37.1 -6.97 -55.5
## 21550 21551 21553 21555 21558 21559 21565 21568 21571 21576 21578
## Predicted 102 87.2 128.4 137 128.1 132.4 43.4 9.77 11.8 97.84 73.4
## cvpred 101 86.5 128.1 137 127.8 132.1 42.3 8.55 10.7 97.27 72.7
## pm2.5 37 38.0 35.0 58 42.0 38.0 111.0 113.00 96.0 99.00 113.0
## CV residual -64 -48.5 -93.1 -79 -85.8 -94.1 68.7 104.45 85.3 1.73 40.3
## 21579 21584 21588 21590 21591 21597 21601 21603 21604 21618 21620
## Predicted 82.5 101.9 79.2 78.6 71.6 89.7 111 111 115.3 99.6 103
## cvpred 81.8 101.3 78.4 77.8 70.7 89.0 111 110 114.8 98.8 103
## pm2.5 111.0 154.0 153.0 154.0 160.0 255.0 259 219 185.0 259.0 204
## CV residual 29.2 52.7 74.6 76.2 89.3 166.0 148 109 70.2 160.2 101
## 21621 21622 21623 21624 21626 21629 21630 21632 21635 21638 21642
## Predicted 107 112.0 112.29 120.0 119 137 141.5 130.52 100.6 90.70 81.6
## cvpred 107 111.4 111.73 119.4 118 137 141.2 130.02 99.9 89.91 80.8
## pm2.5 228 139.0 117.00 160.0 296 289 237.0 135.00 82.0 92.00 226.0
## CV residual 121 27.6 5.27 40.6 178 152 95.8 4.98 -17.9 2.09 145.2
## 21644 21646 21647 21651 21652 21655 21656 21659 21660 21661 21665
## Predicted 94.3 103.3 102.4 134.9 135 136 136 95.0 89.4 83.7 84.8
## cvpred 93.6 102.6 101.7 134.4 135 136 135 94.2 88.6 82.9 83.9
## pm2.5 164.0 175.0 171.0 214.0 192 293 284 165.0 166.0 153.0 163.0
## CV residual 70.4 72.4 69.3 79.6 57 157 149 70.8 77.4 70.1 79.1
## 21666 21667 21671 21672 21682 21683 21685 21689 21690 21691 21694
## Predicted 85.1 90.0 116.2 129.8 114.8 113.9 116.57 101.4 105.4 109.4 112.51
## cvpred 84.2 89.1 115.7 129.4 114.2 113.3 115.96 100.6 104.7 108.8 111.94
## pm2.5 182.0 230.0 60.0 52.0 80.0 61.0 110.00 165.0 145.0 148.0 105.00
## CV residual 97.8 140.9 -55.7 -77.4 -34.2 -52.3 -5.96 64.4 40.3 39.2 -6.94
## 21695 21697 21699 21701 21704 21708 21709 21710 21715 21718
## Predicted 111.6534 130.52 135.3 140.5 129.8 116.8 115.7 114.9 124 124
## cvpred 111.0801 130.02 134.8 140.1 129.3 116.2 115.1 114.2 123 123
## pm2.5 111.0000 127.00 146.0 173.0 182.0 138.0 142.0 152.0 190 218
## CV residual -0.0801 -3.02 11.2 32.9 52.7 21.8 26.9 37.8 67 95
## 21720 21721 21725 21728 21731 21734 21742 21747 21753 21755 21758
## Predicted 139 139.0 133.3 130.0 117.2 129.2 144.175 144.6 139.8 130 116.4
## cvpred 138 138.5 132.8 129.5 116.6 128.7 143.711 144.2 139.3 129 115.8
## pm2.5 101 186.0 229.0 166.0 127.0 163.0 144.000 70.0 94.0 76 95.0
## CV residual -37 47.5 96.2 36.5 10.4 34.3 0.289 -74.2 -45.3 -53 -20.8
## 21762 21765 21766 21768 21770 21772 21776 21777 21778 21779 21787
## Predicted 108.4 115.1 119.7 118.0 121.2 114.8 131 130.27 129.4 123.8 120.82
## cvpred 107.7 114.4 119.1 117.4 120.6 114.3 130 129.77 128.9 123.2 120.15
## pm2.5 147.0 88.0 60.0 73.0 132.0 131.0 116 120.00 111.0 108.0 126.00
## CV residual 39.3 -26.4 -59.1 -44.4 11.4 16.7 -14 -9.77 -17.9 -15.2 5.85
## 21790 21793 21794 21797 21802 21803 21804 21808 21809 21815 21818
## Predicted 124.5 128 127.9 140.5 114.3 103.9 97.9 95.5 99.7 110.9 124.3
## cvpred 123.9 128 127.5 140.1 113.7 103.2 97.2 94.7 99.0 110.3 123.8
## pm2.5 57.0 48 51.0 110.0 96.0 62.0 51.0 70.0 72.0 41.0 43.0
## CV residual -66.9 -80 -76.5 -30.1 -17.7 -41.2 -46.2 -24.7 -27.0 -69.3 -80.8
## 21821 21823 21825 21829 21831 21835 21837 21844 21845 21848 21850
## Predicted 122.8 127.2 140.5 138.6 135.7 140.0 138.9 140.0 145.2 140.0 140.5
## cvpred 122.3 126.8 140.1 138.2 135.2 139.6 138.5 139.6 144.8 139.6 140.1
## pm2.5 59.0 52.0 60.0 84.0 128.0 218.0 178.0 104.0 118.0 90.0 75.0
## CV residual -63.3 -74.8 -80.1 -54.2 -7.2 78.4 39.5 -35.6 -26.8 -49.6 -65.1
## 21851 21853 21854 21856 21857 21859 21867 21872 21875 21876 21878
## Predicted 140.0 138.3 132.7 130 129.0 128.1 140.0 139.0 108.5 104 57.3
## cvpred 139.6 137.9 132.2 129 128.5 127.5 139.6 138.5 107.7 103 56.3
## pm2.5 74.0 61.0 61.0 67 69.0 72.0 104.0 128.0 70.0 50 30.0
## CV residual -65.6 -76.9 -71.2 -62 -59.5 -55.5 -35.6 -10.5 -37.7 -53 -26.3
## 21880 21881 21882 21884 21885 21886 21893 21894 21895 21896 21898
## Predicted 56 55.9 55.8 91.4 90.3 99.0 139.0 139 138.06 136.45 124.1
## cvpred 55 54.9 54.8 90.6 89.5 98.2 138.5 138 137.54 135.88 123.4
## pm2.5 21 27.0 40.0 27.0 42.0 71.0 112.0 126 131.00 134.00 145.0
## CV residual -34 -27.9 -14.8 -63.6 -47.5 -27.2 -26.5 -12 -6.54 -1.88 21.6
## 21905 21906 21909 21912 21917 21918 21919 21920 21921 21927 21928
## Predicted 77.1 81.8 115.40 126.2 104.3 113.0 113.0 93.1 78.3 32.7 42.0
## cvpred 76.1 80.7 114.52 125.4 103.9 112.6 112.5 92.4 77.6 31.7 40.9
## pm2.5 140.0 121.0 120.00 205.0 61.0 38.0 27.0 17.0 17.0 12.0 19.0
## CV residual 63.9 40.3 5.48 79.6 -42.9 -74.6 -85.5 -75.4 -60.6 -19.7 -21.9
## 21931 21935 21939 21940 21943 21946 21956 21959 21964 21965 21973
## Predicted 50.7 77.0 122 130.9 128.2 81.2 64.3 85.0 92.5 106.9 83.595
## cvpred 49.7 76.2 121 130.5 127.8 80.3 63.4 84.2 91.9 106.3 82.693
## pm2.5 22.0 22.0 48 51.0 35.0 21.0 22.0 42.0 60.0 69.0 83.000
## CV residual -27.7 -54.2 -73 -79.5 -92.8 -59.3 -41.4 -42.2 -31.9 -37.3 0.307
## 21975 21977 21981 21982 21990 21993 21999 22002 22003 22011
## Predicted 88.84 82.9 98.49 88.62 140.0 134.2 109.2 110.8122 115.1 135
## cvpred 87.93 82.0 97.78 87.92 139.6 133.6 108.5 110.0974 114.4 135
## pm2.5 85.00 114.0 98.00 89.00 93.0 73.0 96.0 110.0000 132.0 47
## CV residual -2.93 32.0 0.22 1.08 -46.6 -60.6 -12.5 -0.0974 17.6 -88
## 22012 22014 22016 22020 22023 22024 22027 22029 22034 22035 22037
## Predicted 135.3 135.2 138.8 123.888 138.3 132.9 133 136.8 138.3 139 139
## cvpred 134.8 134.7 138.4 123.223 137.7 132.3 132 136.2 137.7 138 138
## pm2.5 53.0 52.0 56.0 123.000 153.0 159.0 199 194.0 177.0 180 183
## CV residual -81.8 -82.7 -82.4 -0.223 15.3 26.7 67 57.8 39.3 42 45
## 22041 22048 22049 22051 22052 22055 22058 22059 22061 22067 22068
## Predicted 137.5 106.85 105.0 103.54 108 107 133.2 132.9 139 131.9 121
## cvpred 136.9 105.96 104.1 102.65 107 106 132.5 132.3 138 131.2 120
## pm2.5 183.0 97.00 90.0 105.00 134 167 152.0 136.0 163 174.0 152
## CV residual 46.1 -8.96 -14.1 2.35 27 61 19.5 3.7 25 42.8 32
## 22069 22072 22073 22083 22087 22088 22091 22093 22100 22110 22111
## Predicted 115 102.6 116.2 129.3 142.7 142.9 137.1 126.8 121.4 137.4 136.9
## cvpred 114 101.7 115.3 128.8 142.1 142.3 136.4 126.1 120.7 136.9 136.4
## pm2.5 145 130.0 139.0 101.0 110.0 122.0 110.0 103.0 94.0 48.0 47.0
## CV residual 31 28.3 23.7 -27.8 -32.1 -20.3 -26.4 -23.1 -26.7 -88.9 -89.4
## 22113 22114 22116 22117 22118 22120 22121 22124 22126 22130 22133
## Predicted 124.9 118.2 112 105.8 110.8 103.7 102.1 129.0 135 134 144
## cvpred 124.2 117.4 111 104.8 109.8 102.7 101.1 128.5 134 133 144
## pm2.5 42.0 33.0 35 36.0 30.0 53.0 63.0 56.0 20 33 49
## CV residual -82.2 -84.4 -76 -68.8 -79.8 -49.7 -38.1 -72.5 -114 -100 -95
## 22134 22135 22138 22139 22144 22152 22156 22169 22170 22171 22175
## Predicted 144.2 145.2 133.9 128.0 104 135 140 84.1 88.1 99.1 114.9
## cvpred 143.8 144.8 133.3 127.4 103 134 139 83.1 87.1 98.4 114.2
## pm2.5 47.0 61.0 101.0 96.0 80 28 25 9.0 9.0 16.0 17.0
## CV residual -96.8 -83.8 -32.3 -31.4 -23 -106 -114 -74.1 -78.1 -82.4 -97.2
## 22176 22177 22187 22195 22198 22199 22209 22211 22214 22215 22216
## Predicted 120 119.0 103.1 93.9 119.5 114.9 110.9 89.1 70.4 70.7 72.4
## cvpred 119 118.4 102.4 93.1 118.8 114.2 110.3 88.4 69.6 69.9 71.6
## pm2.5 16 29.0 10.0 33.0 41.0 42.0 23.0 19.0 14.0 15.0 15.0
## CV residual -103 -89.4 -92.4 -60.1 -77.8 -72.2 -87.3 -69.4 -55.6 -54.9 -56.6
## 22225 22227 22232 22234 22237 22239 22242 22243 22245 22246 22251
## Predicted 126.1 135.7 124.6 99.6 70.9 56.8 56.5 56.8 84.7 79.3 122.9
## cvpred 125.6 135.2 124.1 98.9 70.0 55.8 55.5 55.9 84.0 78.5 122.4
## pm2.5 63.0 63.0 50.0 29.0 32.0 25.0 25.0 27.0 38.0 41.0 84.0
## CV residual -62.6 -72.2 -74.1 -69.9 -38.0 -30.8 -30.5 -28.9 -46.0 -37.5 -38.4
## 22254 22257 22263 22264 22269 22270 22276 22277 22278 22290 22291
## Predicted 136 110.0 60.2 60 85.2 89.5 123.5 128 126.7 76.084 80.114
## cvpred 136 109.3 59.1 59 84.4 88.7 122.9 127 126.1 75.159 79.238
## pm2.5 68 131.0 71.0 62 50.0 56.0 61.0 80 114.0 75.000 79.000
## CV residual -68 21.7 11.9 3 -34.4 -32.7 -61.9 -47 -12.1 -0.159 -0.238
## 22293 22297 22299 22302 22303 22305 22306 22311 22315 22317
## Predicted 92.3 109 112.1 111.4 115.6 104.4 98.0 97.37 93.94 107.608
## cvpred 91.5 108 111.5 110.8 115.1 103.8 97.3 96.51 93.07 106.833
## pm2.5 107.0 89 99.0 51.0 54.0 65.0 76.0 104.00 88.00 106.000
## CV residual 15.5 -19 -12.5 -59.8 -61.1 -38.8 -21.3 7.49 -5.07 -0.833
## 22323 22329 22332 22333 22339 22343 22346 22347 22348 22349 22351
## Predicted 119.3 131.19 114.3 113.8 104.6 127.0 125.2 125 129.3 134.0 137.8
## cvpred 118.7 130.57 113.5 113.1 103.7 126.3 124.5 124 128.7 133.4 137.2
## pm2.5 92.0 126.00 128.0 130.0 138.0 132.0 173.0 167 179.0 187.0 197.0
## CV residual -26.7 -4.57 14.5 16.9 34.3 5.7 48.5 43 50.3 53.6 59.8
## 22354 22356 22357 22358 22361 22363 22366 22367 22371 22375 22383
## Predicted 122.4 116 106 104 96.8 100.0 113.2 118 126 123.8 130
## cvpred 121.6 115 105 103 95.8 99.1 112.3 117 125 123.1 129
## pm2.5 205.0 222 226 259 197.0 188.0 194.0 206 246 185.0 299
## CV residual 83.4 107 121 156 101.2 88.9 81.7 89 121 61.9 170
## 22384 22391 22392 22394 22401 22402 22403 22405 22406 22410 22413
## Predicted 140.1 144 143 142 133 97.5 82.0 63.2 51.2 30.1 123
## cvpred 139.5 143 143 142 132 96.7 81.2 62.2 50.2 29.0 123
## pm2.5 164.0 26 23 23 24 11.0 10.0 8.0 10.0 8.0 21
## CV residual 24.5 -117 -120 -119 -108 -85.7 -71.2 -54.2 -40.2 -21.0 -102
## 22417 22418 22424 22426 22432 22441 22442 22443 22444 22445 22451
## Predicted 126 110.4 116 99.9 101.4 125.3 120.4 130 130 129.8 119.3
## cvpred 125 109.8 115 99.1 100.5 124.7 119.8 129 129 129.2 118.6
## pm2.5 27 14.0 12 10.0 70.0 27.0 24.0 49 59 64.0 75.0
## CV residual -98 -95.8 -103 -89.1 -30.5 -97.7 -95.8 -80 -70 -65.2 -43.6
## 22463 22467 22468 22476 22478 22485 22486 22488 22495 22498 22499
## Predicted 119.8 128.1 128 128.10 116.87 135.1 134.2 132.3 140.7 140.8 136
## cvpred 119.1 127.5 127 127.36 116.08 134.4 133.5 131.6 140.1 140.2 135
## pm2.5 89.0 102.0 90 130.00 108.00 61.0 56.0 62.0 57.0 77.0 70
## CV residual -30.1 -25.5 -37 2.64 -8.08 -73.4 -77.5 -69.6 -83.1 -63.2 -65
## 22505 22508 22514 22516 22518 22522 22527 22531 22537 22545 22550
## Predicted 124.9 123.1 136.3 142.9 137.8 127.3 126 129.1 136.8 137.8 112.42
## cvpred 124.2 122.4 135.7 142.3 137.2 126.6 125 128.3 136.1 137.1 111.52
## pm2.5 30.0 49.0 63.0 59.0 82.0 86.0 99 94.0 51.0 116.0 108.00
## CV residual -94.2 -73.4 -72.7 -83.3 -55.2 -40.6 -26 -34.3 -85.1 -21.1 -3.52
## 22553 22599 22600 22603 22604 22605 22617 22618 22620 22623 22625
## Predicted 103.2 105.5 113.6 132.4 137.8 137.9 145 140 136 146 140
## cvpred 102.3 104.7 112.9 131.7 137.2 137.3 145 140 136 146 139
## pm2.5 124.0 45.0 48.0 58.0 80.0 76.0 25 21 17 15 20
## CV residual 21.7 -59.7 -64.9 -73.7 -57.2 -61.3 -120 -119 -119 -131 -119
## 22626 22627 22628 22637 22641 22643 22645 22647 22654 22659 22660
## Predicted 139 138 137 135 143 143 138 135 131 140 141
## cvpred 139 138 137 135 143 143 138 134 131 139 141
## pm2.5 24 21 22 17 22 8 16 13 16 13 18
## CV residual -115 -117 -115 -118 -121 -135 -122 -121 -115 -126 -123
## 22661 22664 22666 22667 22668 22671 22672 22673 22674 22676 22677
## Predicted 135 129 110.3 109.4 104.2 98.7 93.8 92.6 96.9 115.3 128.3
## cvpred 134 128 109.6 108.7 103.5 97.9 93.0 91.7 96.0 114.6 127.6
## pm2.5 11 15 14.0 10.0 16.0 17.0 15.0 17.0 21.0 22.0 30.0
## CV residual -123 -113 -95.6 -98.7 -87.5 -80.9 -78.0 -74.7 -75.0 -92.6 -97.6
## 22679 22680 22684 22685 22686 22687 22688 22691 22694 22696 22699
## Predicted 138 132.4 143.8 143.7 143.7 143.2 139 122.1 106.6 109.3 112.6
## cvpred 137 131.8 143.3 143.2 143.2 142.7 138 121.4 105.8 108.4 111.8
## pm2.5 33 55.0 61.0 50.0 48.0 54.0 60 74.0 54.0 42.0 51.0
## CV residual -104 -76.8 -82.3 -93.2 -95.2 -88.7 -78 -47.4 -51.8 -66.4 -60.8
## 22704 22706 22708 22709 22710 22711 22721 22725 22726 22728 22729
## Predicted 125.2 129 137 132 139.0 139 100.3 108.0 107.1 124.8 133
## cvpred 124.6 128 136 131 138.5 139 99.3 107.2 106.3 124.1 132
## pm2.5 31.0 23 28 29 39.0 36 15.0 31.0 25.0 29.0 32
## CV residual -93.6 -105 -108 -102 -99.5 -103 -84.3 -76.2 -81.3 -95.1 -100
## 22730 22731 22732 22734 22735 22743 22748 22751 22752 22753 22756
## Predicted 137.8 142.4 138.7 142.4 142.2 92 108.2 115.5 115.0 119.9 137.3
## cvpred 137.2 141.9 138.1 141.9 141.6 91 107.4 114.8 114.3 119.2 136.7
## pm2.5 43.0 54.0 46.0 44.0 52.0 29 53.0 84.0 79.0 73.0 82.0
## CV residual -94.2 -87.9 -92.1 -97.9 -89.6 -62 -54.4 -30.8 -35.3 -46.2 -54.7
## 22758 22760 22765 22766 22767 22768 22769 22773 22775 22778 22785
## Predicted 142.4 136.8 97.2 105.6 104.8 99.5 93.5 111.4 119.9 133 126.3
## cvpred 141.9 136.1 96.3 104.7 103.8 98.6 92.6 110.6 119.2 132 125.5
## pm2.5 95.0 82.0 61.0 63.0 55.0 50.0 46.0 37.0 38.0 52 74.0
## CV residual -46.9 -54.1 -35.3 -41.7 -48.8 -48.6 -46.6 -73.6 -81.2 -80 -51.5
## 22786 22788 22790 22796 22800 22802 22803 22806 22810 22812 22816
## Predicted 116.3 106.3 106.4 116.1 131.7 130.3 129.8 133.5 130.9 120.2 114.4
## cvpred 115.4 105.3 105.4 115.3 130.9 129.6 129.1 132.8 130.1 119.3 113.4
## pm2.5 67.0 66.0 67.0 68.0 89.0 88.0 101.0 116.0 109.0 84.0 79.0
## CV residual -48.4 -39.3 -38.4 -47.3 -41.9 -41.6 -28.1 -16.8 -21.1 -35.3 -34.4
## 22821 22822 22823 22826 22828 22831 22836 22838 22840 22841 22842
## Predicted 122.9 128.4 133 139 139 140 84.1 78.2 87.7 87.4 86.3
## cvpred 122.2 127.7 132 138 138 139 83.2 77.3 86.7 86.4 85.3
## pm2.5 28.0 35.0 37 43 21 21 52.0 45.0 52.0 56.0 57.0
## CV residual -94.2 -92.7 -95 -95 -117 -118 -31.2 -32.3 -34.7 -30.4 -28.3
## 22844 22845 22849 22850 22860 22868 22869 22872 22873 22874 22880
## Predicted 100.3 104.9 133.4 138.0 106.74 99.4 113.6 112.9 134.2 133.9 133.9
## cvpred 99.5 104.2 132.8 137.5 105.81 98.6 112.9 112.3 133.6 133.3 133.3
## pm2.5 32.0 38.0 37.0 43.0 108.00 72.0 97.0 76.0 85.0 93.0 118.0
## CV residual -67.5 -66.2 -95.8 -94.5 2.19 -26.6 -15.9 -36.3 -48.6 -40.3 -15.3
## 22887 22889 22934 22937 22938 22939 22943 22946 22949 22957 22958
## Predicted 119 113.9 62.7 71.8 76.5 89.3 130.5 139.8 141.6 100.0 90.9
## cvpred 118 113.2 61.9 71.0 75.7 88.6 130.1 139.5 141.3 99.4 90.4
## pm2.5 88 67.0 13.0 15.0 21.0 26.0 46.0 50.0 72.0 47.0 42.0
## CV residual -30 -46.2 -48.9 -56.0 -54.7 -62.6 -84.1 -89.5 -69.3 -52.4 -48.4
## 22959 22965 22967 22978 22979 22981 22983 22985 22987 22989 23000
## Predicted 89.5 106.0 114.5 119.7 116 94.7 84.7 80.7 100.2 98.8 135.7
## cvpred 89.0 105.6 114.2 119.1 115 93.9 83.9 79.8 99.5 98.1 135.2
## pm2.5 27.0 31.0 42.0 72.0 63 45.0 14.0 25.0 23.0 45.0 97.0
## CV residual -62.0 -74.6 -72.2 -47.1 -52 -48.9 -69.9 -54.8 -76.5 -53.1 -38.2
## 23001 23002 23004 23006 23014 23025 23029 23031 23034 23036 23039
## Predicted 130 124 108.2 84.2 101.4 134.7 120.6 108.94 101.5 114.0 110.9
## cvpred 129 123 107.4 83.3 100.8 134.1 119.8 108.12 100.7 113.3 110.2
## pm2.5 108 96 78.0 52.0 53.0 123.0 146.0 118.00 144.0 161.0 166.0
## CV residual -21 -27 -29.4 -31.3 -47.8 -11.1 26.2 9.88 43.3 47.7 55.8
## 23040 23041 23045 23046 23047 23049 23129 23130 23135 23137 23142
## Predicted 115.2 114.1 125.8 120.9 120.4 114.3 54.2 47.2 129 139 136
## cvpred 114.5 113.4 125.2 120.4 119.9 113.7 53.5 46.6 129 139 136
## pm2.5 185.0 206.0 186.0 153.0 140.0 182.0 8.0 12.0 25 36 13
## CV residual 70.5 92.6 60.8 32.6 20.1 68.3 -45.5 -34.6 -104 -103 -123
## 23147 23150 23151 23157 23159 23160 23163 23165 23167 23170 23172
## Predicted 54.2 26.4 34.1 84.8 129.1 125 138.4 130.4 140.9 118.6 97.34
## cvpred 53.7 25.8 33.4 84.4 128.9 125 138.3 130.2 140.8 118.2 96.71
## pm2.5 13.0 8.0 11.0 17.0 35.0 36 63.0 81.0 82.0 98.0 105.00
## CV residual -40.7 -17.8 -22.4 -67.4 -93.9 -89 -75.3 -49.2 -58.8 -20.2 8.29
## 23177 23180 23181 23184 23192 23194 23195 23200 23201 23202 23207
## Predicted 79.1 86.3 100.5 132.8 141.8 122 111.0 46.8 55.24 54.13 132.5
## cvpred 78.3 85.7 99.9 132.4 141.5 121 110.4 46.0 54.47 53.37 132.2
## pm2.5 65.0 69.0 65.0 63.0 110.0 143 156.0 59.0 52.00 56.00 84.0
## CV residual -13.3 -16.7 -34.9 -69.4 -31.5 22 45.6 13.0 -2.47 2.63 -48.2
## 23210 23211 23215 23218 23220 23225 23226 23231 23234 23237
## Predicted 125.9 130.6 143.784 121.3 95.9 75.0 83.4 110.25 137.15 136.9
## cvpred 125.6 130.3 143.606 120.8 95.2 74.2 82.7 109.76 136.81 136.6
## pm2.5 104.0 104.0 143.000 146.0 151.0 118.0 117.0 113.00 133.00 178.0
## CV residual -21.6 -26.3 -0.606 25.2 55.8 43.8 34.3 3.24 -3.81 41.4
## 23238 23242 23243 23244 23245 23247 23249 23250 23251 23253 23254
## Predicted 136.7 116 106 105.1 93.2 86.7 89.1 88.2 98.0 105.8 110.1
## cvpred 136.3 115 105 104.5 92.4 85.9 88.3 87.4 97.3 105.1 109.5
## pm2.5 174.0 169 153 158.0 160.0 159.0 145.0 156.0 166.0 149.0 140.0
## CV residual 37.7 54 48 53.5 67.6 73.1 56.7 68.6 68.7 43.9 30.5
## 23258 23260 23262 23263 23273 23276 23280 23281 23289 23291 23292
## Predicted 133.9 133.9 139.3 139.0 100.7 118.7 125.9 125.4 134.2 113.4 104.1
## cvpred 133.3 133.3 138.8 138.5 99.9 118.1 125.4 124.9 133.6 112.6 103.3
## pm2.5 102.0 93.0 71.0 74.0 62.0 56.0 55.0 68.0 92.0 76.0 88.0
## CV residual -31.3 -40.3 -67.8 -64.5 -37.9 -62.1 -70.4 -56.9 -41.6 -36.6 -15.3
## 23296 23299 23300 23303 23306 23307 23314 23319 23320 23321 23324
## Predicted 78.9 79.32 92.1 133.16 139 139 89.6 49.7 55.2 82.1 113.3
## cvpred 77.9 78.37 91.2 132.54 138 138 88.7 48.6 54.1 81.1 112.5
## pm2.5 57.0 75.00 105.0 128.00 157 161 42.0 29.0 24.0 38.0 123.0
## CV residual -20.9 -3.37 13.8 -4.54 19 23 -46.7 -19.6 -30.1 -43.1 10.5
## 23326 23327 23329 23330 23334 23335 23337 23339 23340 23343 23346
## Predicted 122.9 122.9 128 134 139 139 128 112 107 90.7 88.2
## cvpred 122.2 122.2 127 133 139 139 128 112 106 89.7 87.2
## pm2.5 175.0 205.0 245 260 286 301 277 242 231 233.0 170.0
## CV residual 52.8 82.8 118 127 147 162 149 130 125 143.3 82.8
## 23352 23356 23358 23362 23364 23368 23370 23372 23373 23375 23378
## Predicted 132.2 136 135.4 127 111.5 83.4 95.4 99.3 113.5 128 133.2
## cvpred 131.5 135 134.8 126 110.6 82.5 94.4 98.5 112.7 127 132.5
## pm2.5 204.0 206 212.0 242 179.0 145.0 143.0 166.0 160.0 180 205.0
## CV residual 72.5 71 77.2 116 68.4 62.5 48.6 67.5 47.3 53 72.5
## 23379 23380 23384 23385 23386 23387 23388 23391 23393 23397 23401
## Predicted 137.1 132.2 137.5 137.5 126.8 121.2 110.4 108.9 138.7 137.2 138.2
## cvpred 136.4 131.6 136.9 136.9 126.1 120.4 109.5 108.1 138.2 136.7 137.7
## pm2.5 196.0 192.0 204.0 206.0 202.0 207.0 179.0 141.0 124.0 111.0 109.0
## CV residual 59.6 60.4 67.1 69.1 75.9 86.6 69.5 32.9 -14.2 -25.7 -28.7
## 23406 23407 23413 23418 23420 23421 23423 23424 23428 23429 23431
## Predicted 139 137 111 122 132 131 130 124 110 108 117
## cvpred 138 137 110 121 131 130 130 124 109 108 117
## pm2.5 10 7 10 16 17 18 18 13 5 5 6
## CV residual -128 -130 -100 -105 -114 -112 -112 -111 -104 -103 -111
## 23433 23444 23445 23449 23456 23463 23465 23469 23475 23476 23478
## Predicted 93.0 63.5 71.9 72.8 124 39.1 52.9 107.8 147 146 146
## cvpred 92.6 63.1 71.6 72.6 124 38.5 52.3 107.5 147 146 146
## pm2.5 13.0 11.0 8.0 10.0 17 12.0 9.0 15.0 30 30 25
## CV residual -79.6 -52.1 -63.6 -62.6 -107 -26.5 -43.3 -92.5 -117 -116 -121
## 23486 23491 23492 23498 23501 23502 23507 23520 23522 23523
## Predicted 70.5 63.9 86.8 141 145.5 145.3 114.0 147.18 147.42 147.17
## cvpred 69.9 63.4 86.3 141 145.5 145.3 113.6 146.94 147.18 146.93
## pm2.5 50.0 25.0 29.0 40 58.0 62.0 67.0 144.00 141.00 151.00
## CV residual -19.9 -38.4 -57.3 -101 -87.5 -83.3 -46.6 -2.94 -6.18 4.07
## 23524 23526 23529 23531 23535 23543 23544 23547 23551 23554
## Predicted 147.17 146.8 136.91 115.389 109.8 142 142 142.0 138.4 117.1
## cvpred 146.93 146.6 136.56 114.846 109.2 142 142 141.7 138.2 116.6
## pm2.5 140.00 135.0 134.00 115.000 50.0 31 31 47.0 43.0 35.0
## CV residual -6.93 -11.6 -2.56 0.154 -59.2 -111 -111 -94.7 -95.2 -81.6
## 23558 23561 23563 23565 23566 23567 23568 23572 23586 23588 23597
## Predicted 100.5 100.5 103.7 118.1 122.0 132.0 142 143.0 98.9 117.3 146.42
## cvpred 99.8 99.9 103.1 117.6 121.5 131.7 142 142.8 98.2 116.8 146.13
## pm2.5 40.0 60.0 60.0 61.0 61.0 69.0 73 95.0 85.0 90.0 143.00
## CV residual -59.8 -39.9 -43.1 -56.6 -60.5 -62.7 -69 -47.8 -13.2 -26.8 -3.13
## 23603 23604 23606 23607 23616 23621 23626 23629 23630 23632 23640
## Predicted 125.1 119.8 109.0 95.5 130.2 135.7 126.3 113.8 108.2 101.3 146.8
## cvpred 124.6 119.2 108.2 94.7 129.7 135.3 125.8 113.2 107.6 100.7 146.6
## pm2.5 179.0 176.0 149.0 134.0 109.0 121.0 138.0 132.0 92.0 78.0 48.0
## CV residual 54.4 56.8 40.8 39.3 -20.7 -14.3 12.2 18.8 -15.6 -22.7 -98.6
## 23642 23645 23650 23651 23653 23655 23661 23664 23667 23669 23671
## Predicted 147.4 113.9 81.6 75.3 43.1 38.1 105.9 117 142 138 148
## cvpred 147.2 113.7 81.2 74.9 42.6 37.6 105.7 117 142 138 148
## pm2.5 64.0 37.0 6.0 7.0 5.0 7.0 14.0 14 11 13 20
## CV residual -83.2 -76.7 -75.2 -67.9 -37.6 -30.6 -91.7 -103 -131 -125 -128
## 23676 23682 23686 23687 23688 23689 23691 23694 23696 23697 23698
## Predicted 68.9 88.6 92.7 126 137 137 136 144 131 110.2 85.0
## cvpred 68.5 88.2 92.4 126 137 137 136 144 131 110.1 84.7
## pm2.5 10.0 17.0 14.0 15 12 11 15 24 17 20.0 25.0
## CV residual -58.5 -71.2 -78.4 -111 -125 -126 -121 -120 -114 -90.1 -59.7
## 23700 23702 23706 23710 23713 23715 23717 23722 23724 23730 23733
## Predicted 72.5 54.2 58.9 116 147 146.8 142 90.4 69.3 57.4 84.5
## cvpred 72.0 53.7 58.3 116 147 146.8 142 90.1 68.8 56.9 84.2
## pm2.5 12.0 8.0 8.0 28 23 70.0 28 29.0 24.0 26.0 37.0
## CV residual -60.0 -45.7 -50.3 -88 -124 -76.8 -114 -61.1 -44.8 -30.9 -47.2
## 23734 23736 23737 23738 23740 23744 23746 23747 23748 23753 23755
## Predicted 127.2 140.9 145.8 141.2 146.8 139.7 112 96.2 90.1 56.7 64.7
## cvpred 127.1 140.8 145.8 141.2 146.8 139.7 112 95.8 89.6 56.1 64.2
## pm2.5 43.0 52.0 68.0 77.0 78.0 45.0 47 57.0 69.0 43.0 42.0
## CV residual -84.1 -88.8 -77.8 -64.2 -68.8 -94.7 -65 -38.8 -20.6 -13.1 -22.2
## 23760 23762 23768 23769 23771 23773 23775 23779 23780 23783 23786
## Predicted 146 141.6 121.2 109.8 83.0 48.5 48.4 72.5 61.9 125 145.3
## cvpred 146 141.6 121.1 109.6 82.5 47.9 47.7 72.0 61.4 125 145.2
## pm2.5 58 81.0 50.0 46.0 33.0 23.0 16.0 23.0 40.0 66 77.0
## CV residual -88 -60.6 -71.1 -63.6 -49.5 -24.9 -31.7 -49.0 -21.4 -59 -68.2
## 23788 23790 23795 23797 23799 23800 23802 23803 23804 23811 23814
## Predicted 135.8 139.7 69.2 48.6 29.1 20.2 16.17 76.9 114.5 141.6 142
## cvpred 135.8 139.8 68.7 48.0 28.4 19.5 15.47 76.4 114.2 141.6 142
## pm2.5 36.0 43.0 33.0 31.0 8.0 7.0 13.00 16.0 29.0 46.0 27
## CV residual -99.8 -96.8 -35.7 -17.0 -20.4 -12.5 -2.47 -60.4 -85.2 -95.6 -115
## 23817 23818 23820 23823 23824 23832 23834 23835 23836 23837
## Predicted 125.6 109.7 57.9 28.96 23.7 133.78 144.5 140.15 145.3 145
## cvpred 125.5 109.4 57.3 28.24 23.0 133.55 144.4 140.03 145.2 145
## pm2.5 27.0 25.0 26.0 20.00 30.0 136.00 165.0 134.00 129.0 116
## CV residual -98.5 -84.4 -31.3 -8.24 7.0 2.45 20.6 -6.03 -16.2 -29
## 23843 23845 23850 23857 23868 23870 23871 23872 23875 23877 23878
## Predicted 108.36 102.0 82.5 128.9 121 101.1 95.6 62.8 100.98 96.00 85.6
## cvpred 107.88 101.4 81.8 128.6 121 100.5 95.0 62.2 100.44 95.51 85.1
## pm2.5 102.00 130.0 108.0 166.0 231 196.0 183.0 97.0 109.00 92.00 71.0
## CV residual -5.88 28.6 26.2 37.4 110 95.5 88.0 34.8 8.56 -3.51 -14.1
## 23884 23892 23893 23895 23902 23904 23908 23909 23912 23915 23916
## Predicted 138.7 102.5 102.1 88.3 122.6 116.5 144.5 149.7 143.7 105.3 102.10
## cvpred 138.4 101.9 101.5 87.7 122.3 116.2 144.4 149.6 143.6 104.8 101.52
## pm2.5 54.0 146.0 121.0 107.0 97.0 129.0 91.0 131.0 98.0 85.0 94.00
## CV residual -84.4 44.1 19.5 19.3 -25.3 12.8 -53.4 -18.6 -45.6 -19.8 -7.52
## 23921 23922 23938 23942 23943 23947 23949 23950 23952 23955 23956
## Predicted 82.21 100.8 118.6 102.47 107.1 120 113.1 117.8 116 129.8 129.6
## cvpred 81.54 100.2 118.2 101.89 106.6 120 112.7 117.4 116 129.6 129.3
## pm2.5 83.00 82.0 53.0 99.00 96.0 84 72.0 63.0 47 58.0 59.0
## CV residual 1.46 -18.2 -65.2 -2.89 -10.6 -36 -40.7 -54.4 -69 -71.6 -70.3
## 23958 23961 23963 23968 23970 23974 23975 23978 23982 23984 23985
## Predicted 139.4 127.6 115.6 134 142.8 137 140 145 146 138 126.1
## cvpred 139.2 127.3 115.2 134 142.6 137 140 145 146 138 125.9
## pm2.5 68.0 82.0 87.0 110 51.0 12 13 26 19 18 27.0
## CV residual -71.2 -45.3 -28.2 -24 -91.6 -125 -127 -119 -127 -120 -98.9
## 23987 23988 23991 23996 24000 24003 24010 24014 24015 24016 24018
## Predicted 108.5 102.5 61.0 128.9 140.7 151.2 142.9 130.8 118 121 117
## cvpred 108.1 102.1 60.4 128.6 140.6 151.2 142.8 130.5 118 121 116
## pm2.5 32.0 31.0 11.0 31.0 56.0 90.0 95.0 82.0 10 10 5
## CV residual -76.1 -71.1 -49.4 -97.6 -84.6 -61.2 -47.8 -48.5 -108 -111 -111
## 24019 24021 24024 24025 24026 24028 24030 24034 24035 24042 24047
## Predicted 102.6 86.5 76.9 80 73.2 64.4 60.5 6.13 -1.70 -50.6 -19.6
## cvpred 102.5 86.3 76.7 80 73.1 64.3 60.5 5.91 -1.97 -51.0 -19.9
## pm2.5 8.0 24.0 7.0 3 3.0 2.0 4.0 3.00 0.00 1.0 5.0
## CV residual -94.5 -62.3 -69.7 -77 -70.1 -62.3 -56.5 -2.91 1.97 52.0 24.9
## 24051 24053 24054 24056 24065 24071 24072 24074 24085 24086 24087
## Predicted 98.6 126 121 121 23.6 114 139.5 130 50.9 31.6 35.7
## cvpred 98.7 126 121 121 23.1 114 139.7 130 50.4 31.0 35.2
## pm2.5 8.0 10 6 5 5.0 53 48.0 4 11.0 9.0 6.0
## CV residual -90.7 -116 -115 -116 -18.1 -61 -91.7 -126 -39.4 -22.0 -29.2
## 24091 24100 24101 24103 24106 24114 24116 24117 24122 24123 24125
## Predicted 87.7 149.0 149.5 148 104.5 61.8 94.5 123.6 153.2 148.3 149.0
## cvpred 87.4 149.2 149.8 148 104.3 61.3 94.2 123.5 153.4 148.4 149.2
## pm2.5 8.0 64.0 59.0 23 22.0 51.0 72.0 92.0 100.0 108.0 103.0
## CV residual -79.4 -85.2 -90.8 -125 -82.3 -10.3 -22.2 -31.5 -53.4 -40.4 -46.2
## 24127 24128 24129 24135 24136 24137 24139 24140 24141 24143 24147
## Predicted 147.7 149.0 141.6 89.6 79.2 87.9 121.6 135.8 140 135 145
## cvpred 147.9 149.2 141.6 89.1 78.6 87.3 121.3 135.7 140 135 145
## pm2.5 70.0 63.0 72.0 164.0 169.0 162.0 181.0 202.0 244 274 259
## CV residual -77.9 -86.2 -69.6 74.9 90.4 74.7 59.7 66.3 104 139 114
## 24150 24154 24157 24158 24164 24165 24168 24170 24171 24178 24179
## Predicted 141.4 79.9 42.3 26.8 118.6 119 134 139 110 85.0 69.8
## cvpred 141.4 79.5 41.9 26.3 118.6 120 134 139 110 84.8 69.5
## pm2.5 235.0 11.0 10.0 8.0 20.0 16 8 10 8 13.0 13.0
## CV residual 93.6 -68.5 -31.9 -18.3 -98.6 -104 -126 -129 -102 -71.8 -56.5
## 24184 24189 24190 24191 24192 24195 24196 24198 24200 24202 24203
## Predicted 33.1 69.7 75.2 84.7 89.0 143 140 144 147 95.0 66.0
## cvpred 32.7 69.4 74.9 84.5 88.8 144 140 144 148 94.8 65.6
## pm2.5 13.0 19.0 16.0 16.0 19.0 20 17 19 27 30.0 19.0
## CV residual -19.7 -50.4 -58.9 -68.5 -69.8 -124 -123 -125 -121 -64.8 -46.6
## 24209 24211 24212 24222 24223 24224 24227 24229 24239 24242
## Predicted 58.2 100.0 104.6 147.05 147.3 146.5 84.1 60.1 133.22 147.29
## cvpred 57.7 99.8 104.5 147.21 147.5 146.7 83.9 59.7 133.21 147.39
## pm2.5 23.0 48.0 68.0 147.00 95.0 77.0 43.0 36.0 131.00 151.00
## CV residual -34.7 -51.8 -36.5 -0.21 -52.5 -69.7 -40.9 -23.7 -2.21 3.61
## 24243 24246 24249 24252 24257 24259 24260 24261 24263 24266
## Predicted 147.79 148.5 135.3 115.7 95.2 105.48 115.98 125.5 140.9 141.4
## cvpred 147.95 148.8 135.4 115.5 94.7 105.18 115.72 125.3 140.8 141.4
## pm2.5 144.00 136.0 67.0 89.0 108.0 112.00 122.00 149.0 176.0 194.0
## CV residual -3.95 -12.8 -68.4 -26.5 13.3 6.82 6.28 23.7 35.2 52.6
## 24269 24274 24275 24276 24285 24288 24294 24295 24299 24305 24306
## Predicted 152 135.4 124.9 119.5 140 140 145.3 145 93.6 19.22 20.8
## cvpred 153 135.3 124.7 119.2 140 140 145.2 145 93.3 18.92 20.5
## pm2.5 259 206.0 203.0 209.0 338 398 239.0 161 25.0 11.00 9.0
## CV residual 106 70.7 78.3 89.8 198 258 93.8 16 -68.3 -7.92 -11.5
## 24309 24312 24321 24323 24325 24327 24329 24332 24333 24336 24339
## Predicted 41.4 46.1 97.6 67.3 37.4 25.9 18.8 63.3 67.5 136.6 146.9
## cvpred 41.2 46.1 97.6 67.1 37.1 25.6 18.6 63.1 67.5 136.9 147.3
## pm2.5 10.0 5.0 26.0 12.0 10.0 5.0 5.0 19.0 26.0 63.0 134.0
## CV residual -31.2 -41.1 -71.6 -55.1 -27.1 -20.6 -13.6 -44.1 -41.5 -73.9 -13.3
## 24340 24341 24346 24347 24348 24353 24361 24376 24378 24380 24382
## Predicted 147 152.3 130.5 114.605 99.1 53.3 130.7 127.1 126.6 126.1 126
## cvpred 147 152.8 130.7 114.633 99.0 53.0 130.9 127.3 126.8 126.3 126
## pm2.5 133 103.0 90.0 114.000 194.0 113.0 177.0 143.0 156.0 194.0 243
## CV residual -14 -49.8 -40.7 -0.633 95.0 60.0 46.1 15.7 29.2 67.7 117
## 24387 24389 24391 24393 24394 24402 24405 24407 24408 24409 24410
## Predicted 124.4 124 123 123 123 121 120.0 119.5 123.7 108 107.8
## cvpred 124.6 124 124 123 123 121 120.2 119.7 123.8 108 107.8
## pm2.5 167.0 10 8 10 9 9 51.0 55.0 45.0 58 62.0
## CV residual 42.4 -114 -116 -113 -114 -112 -69.2 -64.7 -78.8 -50 -45.8
## 24411 24413 24414 24422 24424 24426 24429 24433 24434 24444 24451
## Predicted 107.5 107 106.8 104.8 104.3 103.9 103.1 102.1 101.9 99.5 97.75
## cvpred 107.5 107 106.8 104.8 104.3 103.9 103.1 102.1 101.9 99.5 97.74
## pm2.5 41.0 29 21.0 22.0 33.0 32.0 77.0 123.0 122.0 87.0 99.00
## CV residual -66.5 -78 -85.8 -82.8 -71.3 -71.9 -26.1 20.9 20.1 -12.5 1.26
## 24452 24457 24459 24462 24463 24466 24467 24472 24476 24477 24478
## Predicted 97.5 138.5 147.3 151.5 147.3 134.6 129 48.8 43.1 46.6 74.8
## cvpred 97.5 138.6 147.4 151.6 147.4 134.6 129 48.7 43.3 46.9 75.2
## pm2.5 116.0 96.0 91.0 89.0 83.0 58.0 19 7.0 11.0 14.0 11.0
## CV residual 18.5 -42.6 -56.4 -62.6 -64.4 -76.6 -110 -41.7 -32.3 -32.9 -64.2
## 24479 24480 24486 24487 24488 24489 24491 24493 24494 24498 24499
## Predicted 73.5 67.8 150 155 145 101.3 48.5 16.613 17.930 37.7 51.0
## cvpred 73.9 68.2 150 155 145 101.6 48.6 16.586 17.893 37.7 51.1
## pm2.5 8.0 6.0 6 13 15 17.0 23.0 16.000 17.000 19.0 29.0
## CV residual -65.9 -62.2 -144 -142 -130 -84.6 -25.6 -0.586 -0.893 -18.7 -22.1
## 24501 24519 24520 24522 24525 24526 24528 24529 24531 24533 24534
## Predicted 53.19 31.7 31.9 82.7 126.4 140.3 141.5 142.509 152.0 157.2 156.9
## cvpred 53.23 31.5 31.7 82.6 126.5 140.5 141.8 142.902 152.5 157.7 157.5
## pm2.5 55.00 17.0 16.0 27.0 75.0 102.0 115.0 142.000 129.0 78.0 68.0
## CV residual 1.77 -14.5 -15.7 -55.6 -51.5 -38.5 -26.8 -0.902 -23.5 -79.7 -89.5
## 24538 24539 24540 24545 24550 24551 24553 24558 24560 24561 24567
## Predicted 135.1 116.09 105.6 84.9 146 151 156 150.8 148.7 146.4 60.0
## cvpred 135.4 116.18 105.6 84.8 146 151 156 151.3 149.1 146.7 59.7
## pm2.5 88.0 119.00 156.0 206.0 303 334 324 214.0 222.0 219.0 117.0
## CV residual -47.4 2.82 50.4 121.2 157 183 168 62.7 72.9 72.3 57.3
## 24568 24570 24572 24573 24574 24579 24580 24581 24587 24588 24597
## Predicted 68.3 92.2 133 126 121.2 120.5 121.2 125.4 121.0 120.6 153
## cvpred 67.9 92.1 133 126 121.2 120.6 121.4 125.5 121.1 120.7 153
## pm2.5 154.0 199.0 341 311 151.0 48.0 60.0 66.0 54.0 56.0 38
## CV residual 86.1 106.9 208 185 29.8 -72.6 -61.4 -59.5 -67.1 -64.7 -115
## 24598 24602 24614 24615 24618 24619 24621 24624 24627 24628 24630
## Predicted 148 150 47.3 39.9 47.9 57.1 142.5 142 158 153.7 158.7
## cvpred 149 150 47.2 39.8 47.9 57.1 142.9 143 158 154.3 159.3
## pm2.5 37 43 9.0 11.0 11.0 15.0 49.0 42 48 71.0 73.0
## CV residual -112 -107 -38.2 -28.8 -36.9 -42.1 -93.9 -101 -110 -83.3 -86.3
## 24635 24636 24640 24641 24644 24646 24648 24661 24662 24664 24665
## Predicted 111.5 77.5 56.52 65.18 135.1 145.9 155.4 55.6 13.8 10.26 8.30
## cvpred 111.6 77.4 56.28 64.98 135.3 146.2 155.8 55.3 13.4 9.84 7.88
## pm2.5 50.0 49.0 64.00 69.00 83.0 162.0 185.0 78.0 52.0 24.00 31.00
## CV residual -61.6 -28.4 7.72 4.02 -52.3 15.8 29.2 22.7 38.6 14.16 23.12
## 24666 24668 24669 24671 24676 24678 24679 24682 24685 24688 24690
## Predicted 26.0 78.7 110.2 145.4 155.8 150 152 124.9 93.3 91.1 132
## cvpred 25.7 78.5 110.2 145.7 156.2 151 152 124.9 93.1 90.8 132
## pm2.5 94.0 120.0 137.0 122.0 191.0 42 35 33.0 164.0 236.0 252
## CV residual 68.3 41.5 26.8 -23.7 34.8 -109 -117 -91.9 70.9 145.2 120
## 24693 24694 24696 24699 24701 24702 24708 24709 24711 24713 24714
## Predicted 148 149 143 151.2 152 152 152 147 142 132 141
## cvpred 148 149 143 151.3 152 152 152 147 142 132 141
## pm2.5 338 367 293 226.0 237 259 283 288 293 296 308
## CV residual 190 218 150 74.7 85 107 131 141 151 164 167
## 24724 24726 24727 24736 24739 24742 24743 24746 24750 24752 24758
## Predicted 148 150 153.7 39.51 36.8 17.3 34.4 78.5 104.7 112.1 61.4
## cvpred 148 150 153.9 39.15 36.7 17.3 34.5 78.8 105.1 112.5 61.4
## pm2.5 272 260 246.0 34.00 15.0 6.0 12.0 7.0 13.0 13.0 16.0
## CV residual 124 110 92.1 -5.15 -21.7 -11.3 -22.5 -71.8 -92.1 -99.5 -45.4
## 24766 24767 24768 24769 24770 24772 24773 24775 24776 24780 24784
## Predicted 118.4 122.3 131.5 136.6 136.4 132.2 132.0 131.1 125.5 116.6 50.50
## cvpred 118.6 122.5 131.7 136.9 136.7 132.5 132.3 131.4 125.8 116.7 50.49
## pm2.5 57.0 46.0 41.0 40.0 39.0 42.0 43.0 53.0 55.0 80.0 53.00
## CV residual -61.6 -76.5 -90.7 -96.9 -97.7 -90.5 -89.3 -78.4 -70.8 -36.7 2.51
## 24792 24795 24796 24799 24805 24809 24810 24820 24828 24831 24835
## Predicted 58.3 60.2 92.8 138 42.4 53.4 70.4 133 50.2 13.73 106.4
## cvpred 58.6 60.8 93.5 139 42.6 53.6 70.6 134 50.4 13.82 106.8
## pm2.5 9.0 11.0 10.0 17 15.0 40.0 48.0 10 11.0 11.00 38.0
## CV residual -49.6 -49.8 -83.5 -122 -27.6 -13.6 -22.6 -124 -39.4 -2.82 -68.8
## 24836 24837 24838 24839 24843 24849 24851 24852 24853 24858 24860
## Predicted 111.3 130.1 135.0 140.4 151 145 75.8 72.0 66.4 77.95 133.7
## cvpred 111.8 130.6 135.6 140.9 152 146 76.0 72.1 66.5 78.08 134.1
## pm2.5 65.0 79.0 78.0 76.0 121 45 99.0 85.0 77.0 82.00 115.0
## CV residual -46.8 -51.6 -57.6 -64.9 -31 -101 23.0 12.9 10.5 3.92 -19.1
## 24861 24862 24865 24868 24872 24874 24875 24877 24880 24883
## Predicted 139.13 113.4 144.0 153.5 147.67 134.55 119.04 116.1 109.4 146.1
## cvpred 139.64 113.7 144.5 154.1 148.22 134.89 119.28 116.2 109.4 146.5
## pm2.5 130.00 134.0 157.0 124.0 144.00 141.00 123.00 147.0 181.0 190.0
## CV residual -9.64 20.3 12.5 -30.1 -4.22 6.11 3.72 30.8 71.6 43.5
## 24884 24898 24902 24904 24918 24919 24922 24925 24932 24935 24936
## Predicted 145.4 138.7 149.0 148.4 119 118 115 106.0 73.3 66.7 60.1
## cvpred 145.7 138.8 149.2 148.6 120 118 116 106.5 73.7 67.2 60.6
## pm2.5 204.0 192.0 207.0 162.0 8 8 15 27.0 30.0 22.0 22.0
## CV residual 58.3 53.2 57.8 13.4 -112 -110 -101 -79.5 -43.7 -45.2 -38.6
## 24937 24938 24941 24942 24946 24949 24961 24964 24965 24967 24969
## Predicted 57.4 45.4 38.3 36.1 12.75 -3.77 -1.285 136.9 132 132 149.6
## cvpred 57.9 45.9 38.8 36.6 13.05 -3.58 -0.935 137.6 133 133 150.3
## pm2.5 25.0 21.0 15.0 14.0 22.00 28.00 39.000 54.0 51 49 68.0
## CV residual -32.9 -24.9 -23.8 -22.6 8.95 31.58 39.935 -83.6 -82 -84 -82.3
## 24975 24976 24977 24980 24989 24990 24991 24998 25006 25010 25012
## Predicted 85.91 85.0 88.6 143.3 155.8 156 155.8 48.289 51.42 77.2 110.3
## cvpred 86.09 85.2 88.7 143.8 156.5 157 156.6 48.376 51.64 77.6 110.9
## pm2.5 89.00 106.0 106.0 102.0 82.0 88 93.0 49.000 50.00 35.0 27.0
## CV residual 2.91 20.8 17.3 -41.8 -74.5 -69 -63.6 0.624 -1.64 -42.6 -83.9
## 25015 25016 25024 25029 25030 25031 25033 25038 25039 25040 25042
## Predicted 113.2 118.2 66.87 144.3 149.9 155.0 154.5 148.1 142.8 147.6 127.49
## cvpred 113.8 118.9 66.96 144.8 150.5 155.7 155.2 148.6 143.2 148.1 127.79
## pm2.5 42.0 38.0 60.00 94.0 102.0 106.0 119.0 96.0 98.0 104.0 134.00
## CV residual -71.8 -80.9 -6.96 -50.8 -48.5 -49.7 -36.2 -52.6 -45.2 -44.1 6.21
## 25044 25045 25050 25063 25069 25070 25074 25076 25077 25079 25082
## Predicted 111.60 106.7 127.9 147.6 141.4 144.9 153 135 124 110.3 85.3
## cvpred 111.75 106.9 128.2 148.1 141.8 145.3 153 136 125 110.8 85.9
## pm2.5 103.00 91.0 62.0 108.0 72.0 62.0 31 22 19 12.0 12.0
## CV residual -8.75 -15.9 -66.2 -40.1 -69.8 -83.3 -122 -114 -106 -98.8 -73.9
## 25084 25087 25090 25091 25092 25102 25103 25104 25105 25108 25113
## Predicted 72.4 65.5 53.6 40.6 36.5 21.5 19.94 18.59 17.24 19.2 -6.35
## cvpred 73.0 66.2 54.2 41.1 37.0 22.1 20.51 19.16 17.81 19.8 -5.83
## pm2.5 7.0 11.0 11.0 12.0 17.0 10.0 11.00 13.00 10.00 13.0 25.00
## CV residual -66.0 -55.2 -43.2 -29.1 -20.0 -12.1 -9.51 -6.16 -7.81 -6.8 30.83
## 25118 25119 25121 25124 25125 25126 25128 25129 25131 25136 25139
## Predicted 39.8 32.19 41.2 65.1 68.4 62.4 64.3 72.5 52.2 45.0 23.0
## cvpred 40.2 32.53 41.6 65.6 68.9 62.9 64.9 73.1 52.8 45.8 23.6
## pm2.5 26.0 24.00 22.0 43.0 45.0 35.0 6.0 9.0 11.0 7.0 17.0
## CV residual -14.2 -8.53 -19.6 -22.6 -23.9 -27.9 -58.9 -64.1 -41.8 -38.8 -6.6
## 25142 25146 25147 25150 25153 25157 25163 25164 25170 25171 25176
## Predicted -3.99 -7.32 0.739 -16.9 -8.48 114 81.9 66.9 87.8 111.1 144.87
## cvpred -3.50 -6.80 1.360 -16.2 -7.83 115 82.6 67.6 88.4 111.8 145.77
## pm2.5 11.00 7.00 15.000 23.0 17.00 12 25.0 31.0 32.0 36.0 144.00
## CV residual 14.50 13.80 13.640 39.2 24.83 -103 -57.6 -36.6 -56.4 -75.8 -1.77
## 25178 25183 25191 25198 25199 25207 25209 25211 25216 25219 25220
## Predicted 154.4 159 94.0 153.1 155.8 160.7 155.2 159.9 91.1 95.4 103.0
## cvpred 155.3 160 94.5 153.7 156.5 161.4 155.9 160.6 91.4 95.9 103.5
## pm2.5 117.0 102 225.0 130.0 137.0 175.0 171.0 206.0 10.0 20.0 25.0
## CV residual -38.3 -58 130.5 -23.7 -19.5 13.6 15.1 45.4 -81.4 -75.9 -78.5
## 25222 25226 25228 25233 25234 25243 25252 25253 25254 25262 25267
## Predicted 101.3 118.2 133 152.6 127.2 130.1 152.9 151.9 147.8 115.5 65.7
## cvpred 101.8 118.9 133 153.5 127.8 130.7 153.7 152.7 148.5 115.9 66.0
## pm2.5 19.0 20.0 27 75.0 70.0 66.0 189.0 219.0 174.0 157.0 17.0
## CV residual -82.8 -98.9 -106 -78.5 -57.8 -64.7 35.3 66.3 25.5 41.1 -49.0
## 25273 25274 25275 25276 25279 25282 25284 25285 25288 25289 25292
## Predicted 65.1 67.0 60.0 71.6 116 101.4 71.7 66.4 65.9 64.8 93.9
## cvpred 65.7 67.6 60.6 72.3 117 102.1 72.2 66.8 66.2 65.1 94.4
## pm2.5 11.0 7.0 9.0 10.0 13 27.0 22.0 24.0 31.0 36.0 67.0
## CV residual -54.7 -60.6 -51.6 -62.3 -104 -75.1 -50.2 -42.8 -35.2 -29.1 -27.4
## 25315 25317 25321 25325 25327 25328 25332 25333 25336 25340 25342
## Predicted 126.5 136.7 152.64 159 158 159 121 106.4 96.2 136 151
## cvpred 127.1 137.4 153.48 160 159 160 122 106.8 96.5 137 152
## pm2.5 110.0 159.0 149.00 334 331 293 235 164.0 218.0 277 308
## CV residual -17.1 21.6 -4.48 174 172 133 113 57.2 121.5 140 156
## 25346 25351 25353 25358 25359 25360 25362 25363 25364 25369 25372
## Predicted 157 151 138.8 115.1 77.1 75.4 71.9 80.6 57.1 50.8 100.7
## cvpred 158 152 139.3 115.5 77.5 75.8 72.5 81.2 57.7 51.6 101.7
## pm2.5 410 335 226.0 38.0 28.0 23.0 13.0 16.0 13.0 15.0 15.0
## CV residual 252 183 86.7 -77.5 -49.5 -52.8 -59.5 -65.2 -44.7 -36.6 -86.7
## 25375 25379 25383 25385 25387 25392 25393 25398 25402 25405 25409
## Predicted 139 83.4 55.1 61.6 82.8 97.25 145.7 151.1 143.4 90.2 84.8
## cvpred 140 84.2 55.6 62.1 83.4 97.92 146.7 152.2 144.2 90.7 85.3
## pm2.5 10 23.0 39.0 44.0 78.0 95.00 106.0 162.0 109.0 72.0 118.0
## CV residual -130 -61.2 -16.6 -18.1 -5.4 -2.92 -40.7 9.8 -35.2 -18.7 32.7
## 25410 25412 25415 25416 25418 25419 25421 25423 25425 25427 25432
## Predicted 103.3 131.7 153.6 154 159 158 153 143 148 136 43.5
## cvpred 103.9 132.5 154.5 155 159 159 154 144 148 136 44.0
## pm2.5 158.0 204.0 246.0 315 358 445 345 290 284 246 11.0
## CV residual 54.1 71.5 91.5 160 199 286 191 146 136 110 -33.0
## 25433 25434 25435 25436 25437 25439 25441 25443 25444 25446 25450
## Predicted 42.2 46.0 44.4 49.2 84.9 73.4 96.2 78.3 76.9 103.9 61.9
## cvpred 42.7 46.5 44.9 49.8 85.6 74.1 97.1 79.0 77.6 104.7 62.6
## pm2.5 8.0 9.0 17.0 20.0 17.0 22.0 23.0 19.0 19.0 13.0 17.0
## CV residual -34.7 -37.5 -27.9 -29.8 -68.6 -52.1 -74.1 -60.0 -58.6 -91.7 -45.6
## 25455 25456 25459 25462 25463 25464 25466 25467 25469 25473
## Predicted 18.50 16.54 60.1 114.8 118.6 127.9 127.33 132.22 132.47 150.8
## cvpred 18.98 17.02 60.7 115.6 119.5 128.8 128.26 133.19 133.44 151.8
## pm2.5 16.00 23.00 39.0 54.0 69.0 90.0 120.00 129.00 142.00 179.0
## CV residual -2.98 5.98 -21.7 -61.6 -50.5 -38.8 -8.26 -4.19 8.56 27.2
## 25474 25475 25476 25479 25485 25486 25489 25493 25495 25497 25502
## Predicted 139.5 129.0 123.6 114 137 133.9 27.9 63.3 59.4 51.6 26.4
## cvpred 140.3 129.7 124.3 114 138 134.6 28.5 64.1 60.2 52.3 27.0
## pm2.5 169.0 181.0 204.0 253 285 161.0 63.0 14.0 9.0 10.0 11.0
## CV residual 28.7 51.3 79.7 139 147 26.4 34.5 -50.1 -51.2 -42.3 -16.0
## 25504 25514 25517 25518 25519 25524 25534 25540 25544 25545 25549
## Predicted 23.4 147 143.2 147.9 153 83.4 142 106.7 89.6 82.8 47.7
## cvpred 24.0 148 144.4 149.1 154 84.1 143 107.7 90.7 83.9 48.6
## pm2.5 13.0 45 131.0 99.0 37 40.0 81 42.0 13.0 23.0 14.0
## CV residual -11.0 -103 -13.4 -50.1 -117 -44.1 -62 -65.7 -77.7 -60.9 -34.6
## 25551 25556 25564 25565 25573 25578 25580 25589 25592 25593 25596
## Predicted 40.8 89.4 141.3 145 108.69 129.0 142.3 166.65 165.2 165.4 159
## cvpred 41.8 90.5 142.7 147 109.64 129.9 143.3 167.87 166.3 166.5 160
## pm2.5 12.0 19.0 48.0 43 118.00 79.0 97.0 163.00 185.0 192.0 292
## CV residual -29.8 -71.5 -94.7 -104 8.36 -50.9 -46.3 -4.87 18.7 25.5 132
## 25598 25600 25602 25603 25605 25608 25615 25619 25625 25631 25635
## Predicted 154 154 153 148 157 159 128 64.8 47.4 139 123.2
## cvpred 155 155 154 149 158 160 129 65.6 48.2 140 124.3
## pm2.5 266 305 316 263 282 313 12 14.0 15.0 38 61.0
## CV residual 111 150 162 114 124 153 -117 -51.6 -33.2 -102 -63.3
## 25636 25640 25642 25644 25646 25652 25657 25659 25660 25663 25664
## Predicted 130.3 154.0 142.5 117.6 94.2 133.2 129.3 135 105.3 100.5 85
## cvpred 131.5 155.3 143.6 118.4 94.9 134.2 130.4 136 106.3 101.6 86
## pm2.5 59.0 99.0 95.0 91.0 109.0 149.0 34.0 22 13.0 8.0 7
## CV residual -72.5 -56.3 -48.6 -27.4 14.1 14.8 -96.4 -114 -93.3 -93.6 -79
## 25672 25677 25684 25687 25688 25691 25693 25695 25704 25705 25709
## Predicted 36.9 68.6 118.1 137.7 137 130.1 110.6 92.3 145.1 139 140.2
## cvpred 37.8 69.8 119.3 139.1 138 131.2 111.6 93.2 146.5 140 141.6
## pm2.5 10.0 14.0 28.0 48.0 39 99.0 44.0 37.0 158.0 149 61.0
## CV residual -27.8 -55.8 -91.3 -91.1 -99 -32.2 -67.6 -56.2 11.5 9 -80.6
## 25710 25712 25715 25716 25720 25721 25723 25724 25725 25726 25727
## Predicted 139.9 130 107.0 87.5 57.1 73.4 84.2 70.2 73.3 66.5 66.0
## cvpred 141.3 131 108.2 88.5 58.0 74.3 85.1 71.1 74.3 67.5 67.2
## pm2.5 51.0 31 44.0 44.0 85.0 97.0 61.0 16.0 18.0 9.0 9.0
## CV residual -90.3 -100 -64.2 -44.5 27.0 22.7 -24.1 -55.1 -56.3 -58.5 -58.2
## 25728 25733 25734 25737 25740 25743 25746 25747 25752 25753 25755
## Predicted 69.6 64.2 62.0 50.8 29.2 12.18 30.0 27.8 17.09 14.642 16.22
## cvpred 70.7 65.6 63.4 52.2 30.3 13.22 31.1 28.9 18.25 15.795 17.42
## pm2.5 10.0 8.0 7.0 14.0 14.0 17.00 13.0 13.0 16.00 15.000 13.00
## CV residual -60.7 -57.6 -56.4 -38.2 -16.3 3.78 -18.1 -15.9 -2.25 -0.795 -4.42
## 25756 25769 25770 25772 25773 25774 25775 25776 25778 25779 25781
## Predicted 19.0 -52.4 -40.8 122.4 107.4 120.9 110.2 104 120.1 124 112.4
## cvpred 20.2 -51.6 -40.1 123.7 108.5 122.1 111.2 105 121.2 125 113.5
## pm2.5 14.0 16.0 21.0 28.0 43.0 51.0 48.0 35 30.0 22 21.0
## CV residual -6.2 67.6 61.1 -95.7 -65.5 -71.1 -63.2 -70 -91.2 -103 -92.5
## 25782 25783 25786 25787 25789 25797 25798 25804 25806 25807 25808
## Predicted 121.3 136 117.8 107.8 100.0 138.3 138.3 158.0 160 159.4 154.3
## cvpred 122.5 137 118.8 108.8 100.9 139.4 139.4 159.3 161 160.7 155.5
## pm2.5 27.0 25 102.0 78.0 62.0 122.0 117.0 211.0 107 116.0 125.0
## CV residual -95.5 -112 -16.8 -30.8 -38.9 -17.4 -22.4 51.7 -54 -44.7 -30.5
## 25809 25811 25813 25814 25817 25820 25824 25825 25828 25830
## Predicted 158.6 140 119.3 108.30 117.08 131.5 148.31 147.82 150.7 149.8
## cvpred 159.9 141 120.1 109.13 117.96 132.5 149.37 148.88 151.8 150.8
## pm2.5 148.0 101 107.0 114.00 122.00 146.0 151.00 154.00 180.0 200.0
## CV residual -11.9 -40 -13.1 4.87 4.04 13.5 1.63 5.12 28.2 49.2
## 25832 25834 25836 25837 25838 25839 25840 25845 25849 25852 25856
## Predicted 152.4 151.42 149.3 148.5 146.9 146.0 145.5 159 159 158.9 157
## cvpred 153.4 152.41 150.2 149.4 147.7 146.9 146.4 159 159 159.8 158
## pm2.5 172.0 154.00 187.0 139.0 111.0 110.0 121.0 277 268 255.0 259
## CV residual 18.6 1.59 36.8 -10.4 -36.7 -36.9 -25.4 118 109 95.2 101
## 25859 25860 25868 25871 25874 25876 25882 25884 25885 25886 25893
## Predicted 150 144.5 134.3 136.1 147.4 145.2 137.1 130 129 127.3 156.3
## cvpred 151 145.3 135.1 136.9 148.3 146.1 137.9 131 129 128.1 157.1
## pm2.5 203 187.0 202.0 205.0 203.0 201.0 219.0 240 231 213.0 211.0
## CV residual 52 41.7 66.9 68.1 54.7 54.9 81.1 109 102 84.9 53.9
## 25899 25900 25901 25902 25903 25907 25908 25909 25913 25914 25917
## Predicted 154.5 154.1 155.8 155.5 155.0 160.2 155 150 146 145 162
## cvpred 155.3 154.8 156.5 156.2 155.8 160.9 156 151 146 146 163
## pm2.5 222.0 215.0 209.0 227.0 222.0 226.0 324 276 271 260 348
## CV residual 66.7 60.2 52.5 70.8 66.2 65.1 168 125 125 114 185
## 25918 25920 25921 25928 25930 25931 25933 25937 25938 25945 25947
## Predicted 156 155 156 155.8 144.6 143.7 138.0 152.9 153.6 155.69 164.7
## cvpred 157 156 156 156.7 145.4 144.6 138.9 153.8 154.5 156.57 165.7
## pm2.5 343 299 335 96.0 76.0 71.0 69.0 85.0 94.0 147.00 86.0
## CV residual 186 143 179 -60.7 -69.4 -73.6 -69.9 -68.8 -60.5 -9.57 -79.7
## 25948 25949 25952 25953 25954 25955 25958 25966 25967 25970 25974
## Predicted 160 130 116.5 99.5 97.3 94.6 83.3 75.0 64.3 63.2 128
## cvpred 161 131 117.5 100.5 98.3 95.5 84.2 76.1 65.3 64.3 129
## pm2.5 28 19 20.0 17.0 16.0 14.0 19.0 20.0 24.0 18.0 17
## CV residual -133 -112 -97.5 -83.5 -82.3 -81.5 -65.2 -56.1 -41.3 -46.3 -112
## 25978 25979 25985 25992 25993 25996 25998 26004 26005 26007 26008
## Predicted 117.3 100.8 111.3 139.1 154 143.50 149.4 142.73 137.4 136.1 135.9
## cvpred 118.5 101.9 112.4 140.2 155 144.68 150.6 143.81 138.4 137.1 136.8
## pm2.5 37.0 24.0 35.0 85.0 93 138.00 176.0 152.00 168.0 203.0 209.0
## CV residual -81.5 -77.9 -77.4 -55.2 -62 -6.68 25.4 8.19 29.6 65.9 72.2
## 26009 26012 26013 26016 26023 26031 26033 26039 26044 26045 26050
## Predicted 140.9 152 158 155.7 156.6 145 145 163.9 164 161 154.6
## cvpred 141.9 153 160 156.9 157.9 146 146 164.9 165 162 155.7
## pm2.5 215.0 258 290 241.0 235.0 251 273 259.0 323 303 80.0
## CV residual 73.1 105 130 84.1 77.1 105 127 94.1 158 141 -75.7
## 26051 26052 26053 26060 26062 26066 26071 26073 26074 26075 26077
## Predicted 139 118.0 116.0 89.9 112.3 116 119 116.2 105.3 98.8 105.9
## cvpred 140 118.8 116.8 90.8 113.5 117 120 117.5 106.5 100.0 106.9
## pm2.5 35 29.0 27.0 24.0 19.0 17 19 31.0 23.0 22.0 36.0
## CV residual -105 -89.8 -89.8 -66.8 -94.5 -100 -101 -86.5 -83.5 -78.0 -70.9
## 26078 26083 26086 26092 26093 26223 26224 26225 26227 26229 26234
## Predicted 99.9 86.9 86.4 72.2 65.9 127.2 126.7 120.7 124 150.2 159.1
## cvpred 100.9 88.0 87.7 73.6 67.3 128.3 127.8 121.7 126 151.3 160.2
## pm2.5 38.0 30.0 21.0 13.0 9.0 215.0 219.0 217.0 269 241.0 248.0
## CV residual -62.9 -58.0 -66.7 -60.6 -58.3 86.7 91.2 95.3 143 89.7 87.8
## 26239 26240 26242 26257 26260 26265 26267 26268 26270 26273 26275
## Predicted 102.2 97.0 88.8 95.5 97.0 109.3 81.7 65.6 60.4 49.4 62.4
## cvpred 103.3 98.2 89.9 96.7 98.2 110.5 82.7 66.5 61.3 50.3 63.4
## pm2.5 14.0 16.0 16.0 9.0 16.0 18.0 16.0 17.0 16.0 16.0 11.0
## CV residual -89.3 -82.2 -73.9 -87.7 -82.2 -92.5 -66.7 -49.5 -45.3 -34.3 -52.4
## 26277 26279 26285 26286 26287 26288 26292 26294 26301 26304 26306
## Predicted 80.8 143 153.1 148.2 157.3 151.3 120.8 96.15 130.329 148 146
## cvpred 82.0 144 154.7 149.8 158.9 152.9 121.9 97.12 131.478 149 147
## pm2.5 19.0 26 153.0 109.0 71.0 65.0 51.0 90.00 131.000 39 31
## CV residual -63.0 -118 -1.7 -40.8 -87.9 -87.9 -70.9 -7.12 -0.478 -110 -116
## 26311 26315 26316 26322 26324 26325 26327 26330 26333 26334 26337
## Predicted 152 74.3 71.9 65.8 67.0 70.2 66.7 61.1 55.2 58.8 51.2
## cvpred 153 75.4 72.9 67.0 68.3 71.5 68.2 62.6 56.7 60.3 52.6
## pm2.5 9 11.0 9.0 16.0 20.0 17.0 19.0 15.0 17.0 17.0 13.0
## CV residual -144 -64.4 -63.9 -51.0 -48.3 -54.5 -49.2 -47.6 -39.7 -43.3 -39.6
## 26342 26344 26348 26355 26357 26368 26369 26372 26373 26378 26381
## Predicted 12.13 10.38 14.48 -5.82 -5.35 80.7 84.6 119.9 125 142 134.6
## cvpred 13.35 11.59 15.78 -4.49 -3.98 81.9 85.8 121.3 126 144 136.2
## pm2.5 19.00 19.00 25.00 20.00 20.00 26.0 24.0 34.0 37 33 56.0
## CV residual 5.65 7.41 9.22 24.49 23.98 -55.9 -61.8 -87.3 -89 -111 -80.2
## 26384 26385 26386 26388 26389 26391 26392 26394 26403 26408 26411
## Predicted 133.5 138.1 120.4 100.4 94.3 79.61 74.9 83.88 129.1 115.7 83.0
## cvpred 135.1 139.8 121.8 101.6 95.4 80.65 75.9 84.97 130.5 117.1 84.2
## pm2.5 37.0 41.0 41.0 48.0 59.0 74.00 69.0 89.00 111.0 34.0 43.0
## CV residual -98.1 -98.8 -80.8 -53.6 -36.4 -6.65 -6.9 4.03 -19.5 -83.1 -41.2
## 26421 26423 26424 26426 26437 26441 26444 26445 26448 26450 26453
## Predicted 127.8 116.6 124.5 122.0 92.8 85.7 97.0 122 151 152.1 146
## cvpred 129.2 117.9 125.8 123.2 93.8 86.6 97.9 123 152 153.6 147
## pm2.5 86.0 64.0 72.0 49.0 65.0 142.0 266.0 335 339 236.0 128
## CV residual -43.2 -53.9 -53.8 -74.2 -28.8 55.4 168.1 212 187 82.4 -19
## 26457 26459 26468 26471 26472 26480 26483 26487 26488 26489 26491
## Predicted 142.1 110.3 135.5 136 145 150.0 109.3 72.7 71.3 65 72.3
## cvpred 143.5 111.4 136.7 137 146 151.4 110.4 73.7 72.3 66 73.4
## pm2.5 84.0 76.0 164.0 250 299 135.0 36.0 19.0 14.0 11 19.0
## CV residual -59.5 -35.4 27.3 113 153 -16.4 -74.4 -54.7 -58.3 -55 -54.4
## 26494 26496 26498 26501 26502 26503 26504 26505 26506 26510 26512
## Predicted 94.7 73.7 115.9 122.4 126 136 140 150 128.2 82.7 52.48
## cvpred 96.0 74.9 117.4 123.9 128 137 141 152 129.5 83.7 53.32
## pm2.5 21.0 19.0 29.0 24.0 22 17 27 44 46.0 69.0 59.00
## CV residual -75.0 -55.9 -88.4 -99.9 -106 -120 -114 -108 -83.5 -14.7 5.68
## 26513 26516 26523 26524 26529 26530 26539 26540 26542 26553 26554
## Predicted 56.512 118 153 152.6 147.9 136.4 151 155 158 153 160
## cvpred 57.404 119 154 154.1 149.4 137.7 152 156 159 154 161
## pm2.5 57.000 15 303 221.0 81.0 56.0 449 389 486 434 391
## CV residual -0.404 -104 149 66.9 -68.4 -81.7 297 233 327 280 230
## 26559 26562 26565 26567 26569 26572 26575 26576 26579 26582 26585
## Predicted 135 111.3 148 158 163 165 155 160.4 147 131 138
## cvpred 136 112.1 150 159 165 166 156 161.8 148 132 139
## pm2.5 356 146.0 325 371 374 425 275 174.0 319 458 845
## CV residual 220 33.9 175 212 209 259 119 12.2 171 326 706
## 26588 26589 26591 26592 26594 26595 26597 26603 26605 26610 26615
## Predicted 162 162 163 163 161 160 160 141 135 153 158
## cvpred 163 163 165 164 162 161 161 142 136 153 159
## pm2.5 824 886 858 805 731 722 651 266 295 325 304
## CV residual 661 723 693 641 569 561 490 124 159 172 145
## 26621 26628 26633 26640 26642 26643 26650 26653 26654 26655 26657
## Predicted 160 145 136 145.8 140.8 140 144.7 137.4 131.7 144.9 144.4
## cvpred 161 146 137 146.8 141.9 141 145.8 138.3 132.7 145.8 145.3
## pm2.5 468 291 267 68.0 66.0 58 80.0 90.0 109.0 120.0 132.0
## CV residual 307 145 130 -78.8 -75.9 -83 -65.8 -48.3 -23.7 -25.8 -13.3
## 26663 26668 26672 26674 26676 26680 26682 26685 26689 26692 26693
## Predicted 160.5 126.3 145 157.1 132 84.2 93.4 98.2 132 137 132
## cvpred 161.6 127.3 146 158.3 133 85.0 94.3 99.2 133 138 133
## pm2.5 201.0 76.0 25 245.0 240 39.0 61.0 193.0 30 26 19
## CV residual 39.4 -51.3 -121 86.7 107 -46.0 -33.3 93.8 -103 -112 -114
## 26694 26695 26698 26702 26703 26704 26710 26712 26720 26721 26722
## Predicted 137 137 108.2 71.5 71.7 70.7 108.5 145.0 160.6 155.0 147.9
## cvpred 138 138 109.3 72.2 72.5 71.4 109.4 146.2 162.1 156.4 149.1
## pm2.5 35 37 33.0 41.0 37.0 45.0 167.0 226.0 149.0 86.0 82.0
## CV residual -103 -101 -76.3 -31.2 -35.5 -26.4 57.6 79.8 -13.1 -70.4 -67.1
## 26724 26727 26734 26736 26738 26741 26743 26744 26753 26758 26768
## Predicted 121.2 98.5 148 148 126 139 153.9 158.76 100.3 120.47 155.1
## cvpred 122.2 99.3 150 149 127 140 155.1 160.04 101.1 121.28 156.1
## pm2.5 94.0 138.0 557 603 300 285 236.0 157.00 71.0 128.00 78.0
## CV residual -28.2 38.7 407 454 173 145 80.9 -3.04 -30.1 6.72 -78.1
## 26772 26774 26775 26778 26780 26781 26783 26789 26799 26802
## Predicted 157.8 148.0 152.9 152.9 158.53 158.8 158.9 162.7 111.63 125.1
## cvpred 158.7 148.9 153.7 153.8 159.47 159.7 159.8 163.7 112.28 125.8
## pm2.5 84.0 129.0 128.0 122.0 150.00 138.0 145.0 188.0 104.00 93.0
## CV residual -74.7 -19.9 -25.7 -31.8 -9.47 -21.7 -14.8 24.3 -8.28 -32.8
## 26806 26808 26809 26810 26811 26814 26815 26817 26818 26820 26822
## Predicted 151.25 151 155.1 156.4 162.5 166 166 167 167 136.2 139.7
## cvpred 152.32 152 156.1 157.5 163.7 167 167 168 168 137.2 140.6
## pm2.5 162.00 131 104.0 84.0 88.0 38 37 52 46 55.0 111.0
## CV residual 9.68 -21 -52.1 -73.5 -75.7 -129 -130 -116 -122 -82.2 -29.6
## 26823 26826 26827 26828 26830 26832 26835 26841 26848 26853 26855
## Predicted 143.5 157 156 160 159 160 160 160 153 166 160
## cvpred 144.4 158 157 161 160 161 161 161 154 167 161
## pm2.5 127.0 352 366 396 374 437 439 394 359 336 378
## CV residual -17.4 194 209 235 214 276 278 233 205 169 217
## 26859 26866 26867 26870 26871 26875 26881 26882 26885 26887 26888
## Predicted 102.7 82.6 65.5 48.1 40.5 73.8 128 119 148 137.5 148.1
## cvpred 103.6 83.4 66.2 48.7 41.1 74.7 129 120 149 138.9 149.6
## pm2.5 17.0 20.0 29.0 16.0 17.0 10.0 27 31 42 64.0 68.0
## CV residual -86.6 -63.4 -37.2 -32.7 -24.1 -64.7 -102 -89 -107 -74.9 -81.6
## 26892 26897 26902 26905 26911 26913 26914 26921 26935 26938 26939
## Predicted 98.5 109.6 150.1 150.1 164.9 157.3 146 106.2 164 164.9 164
## cvpred 99.5 110.5 151.4 151.4 166.4 158.6 147 106.9 165 166.1 165
## pm2.5 55.0 78.0 113.0 135.0 155.0 126.0 124 162.0 284 261.0 387
## CV residual -44.5 -32.5 -38.4 -16.4 -11.4 -32.6 -23 55.1 119 94.9 222
## 26940 26943 26944 26946 26950 26951 26954 26974 26975 26976 26977
## Predicted 160 149 144 159 154 154 154 157 161 160 165
## cvpred 161 150 145 160 155 155 155 158 162 161 166
## pm2.5 340 322 313 288 329 306 359 443 444 510 508
## CV residual 179 172 168 128 174 151 204 285 282 349 342
## 26978 26981 26993 26994 26995 26997 26998 26999 27004 27006 27007
## Predicted 166 162 157 156 155 154 153 153 151 150 160
## cvpred 167 163 158 157 156 155 154 154 152 151 161
## pm2.5 490 448 441 436 411 357 345 335 282 266 278
## CV residual 323 285 283 279 255 202 191 181 130 115 117
## 27012 27013 27018 27023 27026 27027 27032 27037 27041 27049 27050
## Predicted 154 154 153.6 153 154 154 158.0 161 161.7 163.3 162.54
## cvpred 155 155 154.5 154 155 155 158.9 162 162.5 164.3 163.47
## pm2.5 299 297 251.0 288 276 259 206.0 177 143.0 123.0 155.00
## CV residual 144 142 96.5 134 121 104 47.1 15 -19.5 -41.3 -8.47
## 27055 27065 27067 27070 27071 27074 27079 27080 27083 27085 27086
## Predicted 140 81.1 98.8 96.5 95.9 103.5 139 144 104.4 85.6 80.2
## cvpred 141 81.8 99.7 97.4 96.9 104.6 141 145 105.4 86.4 81.0
## pm2.5 15 15.0 22.0 21.0 9.0 10.0 19 17 46.0 52.0 55.0
## CV residual -126 -66.8 -77.7 -76.4 -87.9 -94.6 -122 -128 -59.4 -34.4 -26.0
## 27088 27091 27092 27093 27098 27099 27100 27101 27102 27110 27112
## Predicted 74.4 101.8 102.5 121.6 131.24 136.1 141.7 150 149.8 162.4 162
## cvpred 75.0 102.7 103.3 122.5 132.21 137.1 142.8 151 150.7 163.3 163
## pm2.5 63.0 59.0 66.0 81.0 129.00 150.0 161.0 166 191.0 201.0 223
## CV residual -12.0 -43.7 -37.3 -41.5 -3.21 12.9 18.2 15 40.3 37.7 60
## 27115 27120 27124 27125 27126 27128 27131 27133 27134 27140 27141
## Predicted 161.2 157.7 151 127 126 121 114 112.5 106.5 122.1 116
## cvpred 162.1 158.8 152 128 127 122 115 113.4 107.4 123.1 117
## pm2.5 227.0 225.0 25 12 16 20 15 21.0 17.0 27.0 31
## CV residual 64.9 66.2 -127 -116 -111 -102 -100 -92.4 -90.4 -96.1 -86
## 27144 27145 27147 27148 27149 27150 27151 27153 27161 27162 27163
## Predicted 137.2 145 143.7 143.3 147.9 143 142.5 145.9 148.3 148 148.4
## cvpred 138.1 146 144.7 144.2 148.9 144 143.5 146.9 149.1 149 149.4
## pm2.5 65.0 94 60.0 52.0 49.0 50 57.0 85.0 96.0 99 105.0
## CV residual -73.1 -52 -84.7 -92.2 -99.9 -94 -86.5 -61.9 -53.1 -50 -44.4
## 27165 27166 27169 27170 27171 27174 27176 27182 27184 27201 27205
## Predicted 152.2 161.0 161.52 163.8 164.5 167.7 163.8 71.1 57.9 118 87.4
## cvpred 153.2 162.1 162.69 165.1 165.9 168.9 165.1 71.7 58.6 120 88.7
## pm2.5 128.0 136.0 156.00 192.0 214.0 212.0 227.0 9.0 6.0 11 15.0
## CV residual -25.2 -26.1 -6.69 26.9 48.1 43.1 61.9 -62.7 -52.6 -109 -73.7
## 27207 27209 27211 27212 27213 27218 27225 27230 27231 27235 27236
## Predicted 76.4 78.6 110.0 110.0 104.0 103.9 112.4 89.9 88.1 117.4 120.2
## cvpred 77.5 79.7 111.4 111.4 105.3 105.3 113.7 91.0 89.2 118.5 121.3
## pm2.5 11.0 9.0 18.0 24.0 18.0 10.0 19.0 48.0 64.0 106.0 166.0
## CV residual -66.5 -70.7 -93.4 -87.4 -87.3 -95.3 -94.7 -43.0 -25.2 -12.5 44.7
## 27239 27240 27244 27247 27248 27249 27251 27252 27253 27254 27255
## Predicted 144.73 139.9 143.0 156.7 166.26 160.1 134.5 124.2 109.2 103.7 89.3
## cvpred 145.98 141.1 144.3 158.2 167.76 161.5 135.6 125.2 110.1 104.5 90.0
## pm2.5 144.00 115.0 125.0 168.0 175.00 172.0 185.0 184.0 172.0 167.0 155.0
## CV residual -1.98 -26.1 -19.3 9.8 7.24 10.5 49.4 58.8 61.9 62.5 65.0
## 27260 27268 27271 27280 27284 27288 27291 27294 27302 27307
## Predicted 113.2 124.7 95.9 46.7 85.4 127.4 116.8 126 122.7 114.88
## cvpred 114.1 125.9 97.0 47.6 86.5 128.7 118.1 128 123.6 115.81
## pm2.5 210.0 185.0 17.0 13.0 23.0 70.0 21.0 17 77.0 107.00
## CV residual 95.9 59.1 -80.0 -34.6 -63.5 -58.7 -97.1 -111 -46.6 -8.81
## 27308 27309 27310 27311 27312 27316 27321 27322 27326 27327
## Predicted 122.948 132.2 142 142 147.2 141.37 162.3 144.9 49.1 38.0
## cvpred 123.878 133.2 143 143 148.3 142.39 163.5 145.8 49.7 38.6
## pm2.5 124.000 121.0 113 113 75.0 145.00 133.0 70.0 78.0 101.0
## CV residual 0.122 -12.2 -30 -30 -73.3 2.61 -30.5 -75.8 28.3 62.4
## 27328 27339 27340 27342 27345 27348 27357 27365 27366 27371 27376
## Predicted 63.38 156.6 161 161 161 139 144 95.4 93.8 58.6 25.7
## cvpred 63.98 157.7 162 162 162 140 145 96.2 94.6 59.4 26.4
## pm2.5 71.00 246.0 263 282 307 341 296 38.0 15.0 15.0 14.0
## CV residual 7.02 88.3 101 120 145 201 151 -58.2 -79.6 -44.4 -12.4
## 27379 27387 27389 27390 27391 27398 27405 27407 27413 27414 27417
## Predicted 67.6 107.0 110.9 115.6 125 61.6 119.0 122.2 148 143.2 138.3
## cvpred 68.4 108.1 112.1 116.8 126 62.3 119.9 123.1 149 144.4 139.4
## pm2.5 21.0 12.0 16.0 17.0 14 47.0 57.0 75.0 80 78.0 112.0
## CV residual -47.4 -96.1 -96.1 -99.8 -112 -15.3 -62.9 -48.1 -69 -66.4 -27.4
## 27419 27428 27429 27433 27434 27437 27439 27440 27442 27443 27444
## Predicted 126.09 128.9 128.1 148 152 156.8 158 160 160.4 153.7 105.8
## cvpred 126.96 129.7 128.8 148 152 157.6 159 161 161.3 154.5 106.5
## pm2.5 118.00 192.0 208.0 271 281 255.0 247 274 231.0 215.0 167.0
## CV residual -8.96 62.3 79.2 123 129 97.4 88 113 69.7 60.5 60.5
## 27455 27456 27472 27473 27476 27479 27481 27485 27486 27487 27492
## Predicted 76.0 89.0 55.4 71.5 71.0 86 84.4 108 112 104.9 60.6
## cvpred 76.8 89.9 56.0 72.2 71.9 87 85.5 110 114 106.2 61.5
## pm2.5 21.0 26.0 31.0 38.0 52.0 22 9.0 8 12 9.0 14.0
## CV residual -55.8 -63.9 -25.0 -34.2 -19.9 -65 -76.5 -102 -102 -97.2 -47.5
## 27495 27498 27500 27502 27503 27510 27513 27514 27516 27517 27519
## Predicted 48.6 66.2 97.2 105.0 114.8 154.3 154 136.36 110.8 97.8 50.9
## cvpred 49.4 67.0 98.1 105.9 115.8 155.5 155 137.33 111.7 98.5 51.5
## pm2.5 31.0 42.0 57.0 72.0 68.0 81.0 140 133.00 129.0 117.0 107.0
## CV residual -18.4 -25.0 -41.1 -33.9 -47.8 -74.5 -15 -4.33 17.3 18.5 55.5
## 27521 27526 27529 27531 27532 27533 27544 27548 27558 27559 27561
## Predicted 41.8 86.3 110.9 149.6 153.5 158.182 123 149 137.2 131 91.9
## cvpred 42.4 87.2 112.1 150.7 154.5 159.232 124 150 138.1 132 92.8
## pm2.5 8.0 77.0 80.0 66.0 175.0 159.000 237 268 222.0 259 8.0
## CV residual -34.4 -10.2 -32.1 -84.7 20.5 -0.232 113 118 83.9 127 -84.8
## 27566 27567 27568 27569 27570 27572 27573 27576 27579 27580 27581
## Predicted 32.7 16.44 11.0 9.3596 3.63 25.45 73.2 114.2 134.7 130.3 139.4
## cvpred 33.3 16.99 11.5 9.9067 4.18 26.08 74.1 115.2 135.9 131.5 140.5
## pm2.5 11.0 10.00 14.0 10.0000 9.00 30.00 31.0 49.0 114.0 120.0 113.0
## CV residual -22.3 -6.99 2.5 0.0933 4.82 3.92 -43.1 -66.2 -21.9 -11.5 -27.5
## 27586 27590 27592 27593 27595 27596 27599 27602 27605 27608 27609
## Predicted 106 39.7 34.8 34.8 68.7 78.0 131 141 142 142 144
## cvpred 107 40.1 35.2 35.2 69.3 78.6 132 142 144 143 145
## pm2.5 55 78.0 116.0 144.0 164.0 185.0 356 397 318 266 270
## CV residual -52 37.9 80.8 108.8 94.7 106.4 224 255 174 123 125
## 27611 27613 27616 27619 27622 27625 27628 27633 27634 27643 27649
## Predicted 120 115 105 115 129 135 148.5 132.7 132 150.1 142.2
## cvpred 121 115 106 115 130 135 149.3 133.5 133 150.9 143.1
## pm2.5 284 347 323 316 532 240 202.0 153.0 150 153.0 155.0
## CV residual 163 232 217 201 402 105 52.7 19.5 17 2.1 11.9
## 27661 27662 27663 27665 27667 27668 27669 27670 27672 27678 27681
## Predicted 107.7 112 91.8 71.3 104 113 127 137 149 165 150
## cvpred 108.2 112 92.1 71.5 105 114 128 138 149 166 151
## pm2.5 190.0 200 208.0 196.0 206 244 289 341 382 403 330
## CV residual 81.8 88 115.9 124.5 101 130 161 203 233 237 179
## 27682 27684 27685 27688 27696 27697 27703 27704 27707 27708 27713
## Predicted 129 59.5 22.2 8.76 123 123 150 150 154 115 26.11
## cvpred 130 59.8 22.3 8.87 123 124 151 151 155 116 26.66
## pm2.5 247 129.0 63.0 25.00 265 367 525 502 510 229 20.00
## CV residual 117 69.2 40.7 16.13 142 243 374 351 355 113 -6.66
## 27716 27718 27719 27721 27722 27723 27725 27732 27734 27738 27739
## Predicted 37.7 38.2 25.8 28.2 29.0 16.0 4.67 38.0 29.9 28.1 55.3
## cvpred 38.4 39.0 26.6 29.1 29.8 16.9 5.59 38.8 30.6 28.7 56.0
## pm2.5 11.0 8.0 6.0 9.0 7.0 5.0 4.00 12.0 11.0 9.0 10.0
## CV residual -27.4 -31.0 -20.6 -20.1 -22.8 -11.9 -1.59 -26.8 -19.6 -19.7 -46.0
## 27742 27744 27745 27748 27751 27758 27764 27768 27770 27773 27774
## Predicted 62.0 73.8 77.3 96.8 119 62.0 81.0 104.7 128.8 137.6 138.12
## cvpred 62.9 74.7 78.2 97.7 120 62.7 81.8 105.6 129.9 138.7 139.25
## pm2.5 17.0 12.0 10.0 10.0 12 43.0 66.0 153.0 161.0 119.0 133.00
## CV residual -45.9 -62.7 -68.2 -87.7 -108 -19.7 -15.8 47.4 31.1 -19.7 -6.25
## 27776 27778 27779 27780 27781 27783 27791 27793 27802 27806
## Predicted 141.02 85.1 80.2 69.4 43.8 3.02 101.7 51.1 43.9 5.12
## cvpred 142.09 85.8 80.9 70.0 44.2 3.14 102.3 51.5 44.3 5.29
## pm2.5 138.00 100.0 110.0 117.0 115.0 38.00 73.0 69.0 16.0 10.00
## CV residual -4.09 14.2 29.1 47.0 70.8 34.86 -29.3 17.5 -28.3 4.71
## 27808 27810 27813 27816 27817 27821 27826 27827 27828 27833
## Predicted -0.00986 8.16 49.29 54.5 63.2 126.09 99.9 84.3 78.9 48.5
## cvpred 0.10884 8.32 49.73 54.9 63.6 126.96 100.5 84.7 79.3 48.6
## pm2.5 13.00000 23.00 47.00 78.0 80.0 129.00 150.0 163.0 172.0 218.0
## CV residual 12.89116 14.68 -2.73 23.1 16.4 2.04 49.5 78.3 92.7 169.4
## 27835 27838 27839 27842 27845 27846 27852 27854 27855 27859 27863
## Predicted 89.3 114 114 118 121.0 120.2 73.0 83.3 72.8 106 125
## cvpred 89.7 115 115 119 121.7 120.9 73.2 83.6 73.0 106 125
## pm2.5 208.0 263 274 225 202.0 200.0 187.0 233.0 259.0 257 249
## CV residual 118.3 148 159 106 80.3 79.1 113.8 149.4 186.0 151 124
## 27867 27871 27872 27877 27878 27881 27883 27890 27893 27895 27899
## Predicted 148.5 149 153 74.8 58.3 45.6 89.0 131 142 147 80.0
## cvpred 149.3 150 154 74.9 58.2 45.4 89.1 132 143 148 80.1
## pm2.5 240.0 344 351 363.0 306.0 230.0 200.0 397 357 350 234.0
## CV residual 90.7 194 197 288.1 247.8 184.6 110.9 265 214 202 153.9
## 27906 27908 27911 27912 27927 27928 27934 27935 27939 27943 27944
## Predicted 88.5 103.3 97.481 106.9 -5.04 -7.61 6.63 4.17 113 137 137
## cvpred 88.7 103.7 97.946 107.5 -4.74 -7.25 7.21 4.75 114 138 138
## pm2.5 99.0 93.0 97.000 89.0 40.00 32.00 10.00 18.00 18 27 26
## CV residual 10.3 -10.7 -0.946 -18.5 44.74 39.25 2.79 13.25 -96 -111 -112
## 27946 27950 27952 27958 27962 27963 27964 27965 27970 27976 27978
## Predicted 40.3 1.73 2.67 72.43 94.3 111.93 121.21 131.0 104.6 57.9 69.3
## cvpred 40.8 2.06 2.93 73.04 95.0 112.71 122.02 131.8 105.2 58.0 69.5
## pm2.5 29.0 33.00 33.00 75.00 106.0 103.00 118.00 111.0 122.0 114.0 153.0
## CV residual -11.8 30.94 30.07 1.96 11.0 -9.71 -4.02 -20.8 16.8 56.0 83.5
## 27980 27982 27986 27989 27990 27991 27992 27995 28000 28003
## Predicted 87.4 96.1 104.1 130.37 140.37 149.64 149.9 154.03 141.1 141.8
## cvpred 87.7 96.5 104.5 130.89 140.94 150.25 150.5 154.63 141.5 142.2
## pm2.5 162.0 158.0 135.0 137.00 150.00 153.00 145.0 161.00 147.0 164.0
## CV residual 74.3 61.5 30.5 6.11 9.06 2.75 -5.5 6.37 5.5 21.8
## 28007 28010 28016 28017 28019 28024 28025 28026 28027 28031 28035
## Predicted 138.6 133 111.3 101.6 65.9 36.0 40.2 40.7 63.2 108.4 142
## cvpred 139.1 134 112.1 102.3 66.5 36.5 40.7 41.1 63.8 109.1 143
## pm2.5 194.0 23 16.0 15.0 16.0 12.0 15.0 16.0 23.0 34.0 77
## CV residual 54.9 -111 -96.1 -87.3 -50.5 -24.5 -25.7 -25.1 -40.8 -75.1 -66
## 28042 28047 28054 28057 28066 28068 28069 28073 28076 28078 28081
## Predicted 138.0 87.8 120.9 137.5 136.7 121.1 115 99.3 119 138 144
## cvpred 138.7 88.1 121.5 138.2 137.4 121.6 116 99.5 119 138 145
## pm2.5 92.0 122.0 136.0 182.0 181.0 216.0 247 294.0 302 315 405
## CV residual -46.7 33.9 14.5 43.8 43.6 94.4 131 194.5 183 177 260
## 28086 28087 28089 28090 28092 28093 28094 28095 28098 28099 28109
## Predicted 150 144 127 111 84.7 79.8 75.6 69.2 84.9 102.1 134.9
## cvpred 151 145 128 111 84.7 79.9 75.7 69.2 85.0 102.2 135.4
## pm2.5 332 328 325 315 239.0 212.0 214.0 215.0 235.0 199.0 235.0
## CV residual 181 183 197 204 154.3 132.1 138.3 145.8 150.0 96.8 99.6
## 28112 28113 28117 28120 28121 28124 28125 28128 28129 28134 28143
## Predicted 144.8 140 113 99.8 93.9 122 138 142 132 60.8 -3.14
## cvpred 145.4 140 113 99.8 93.8 122 138 142 132 61.1 -2.90
## pm2.5 241.0 258 337 393.0 402.0 429 480 522 498 15.0 10.00
## CV residual 95.6 118 224 293.2 308.2 307 342 380 366 -46.1 12.90
## 28145 28149 28150 28151 28152 28153 28154 28157 28162 28164 28166
## Predicted 11.3 113.8 116.9 116 115.2 119.5 123.0 146 136.1 131.0 134.4
## cvpred 11.6 114.3 117.6 117 115.9 120.2 123.7 146 136.8 131.6 134.9
## pm2.5 14.0 49.0 36.0 30 35.0 30.0 33.0 25 48.0 68.0 69.0
## CV residual 2.4 -65.3 -81.6 -87 -80.9 -90.2 -90.7 -121 -88.8 -63.6 -65.9
## 28173 28175 28178 28182 28188 28189 28191 28195 28196 28198 28205
## Predicted 155.8 160.7 159.0 158 123.7 99.7 87.0 114.8 127 130.3 130.5
## cvpred 156.5 161.4 159.8 158 124.4 100.4 87.5 115.4 128 130.9 131.3
## pm2.5 69.0 105.0 62.0 29 56.0 56.0 49.0 70.0 91 102.0 94.0
## CV residual -87.5 -56.4 -97.8 -129 -68.4 -44.4 -38.5 -45.4 -37 -28.9 -37.3
## 28206 28210 28217 28218 28222 28224 28225 28229 28230 28232 28237
## Predicted 130.0 132.0 111.1 114.8 135.1 133.2 142.1 126.8 110.2 101.4 78.2
## cvpred 130.8 132.7 111.4 115.2 135.7 133.7 142.8 127.4 110.8 102.1 78.6
## pm2.5 97.0 105.0 192.0 198.0 224.0 210.0 209.0 51.0 58.0 17.0 63.0
## CV residual -33.8 -27.7 80.6 82.8 88.3 76.3 66.2 -76.4 -52.8 -85.1 -15.6
## 28244 28250 28255 28258 28259 28260 28261 28266 28269 28270 28271
## Predicted 90.4 128 124 101.36 100.5 123 107.9 44.2 57.5 51.9 65.2
## cvpred 90.8 129 125 101.96 101.1 124 108.4 44.4 58.1 52.5 65.9
## pm2.5 74.0 50 56 97.00 86.0 88 91.0 71.0 11.0 12.0 8.0
## CV residual -16.8 -79 -69 -4.96 -15.1 -36 -17.4 26.6 -47.1 -40.5 -57.9
## 28274 28278 28283 28289 28290 28291 28293 28297 28299 28302 28308
## Predicted 76.4 113 47.1 34.9 38.2 51.3 63.9 119.1 135.9 139.7 94.3
## cvpred 77.2 114 47.7 35.3 38.6 51.7 64.5 119.8 136.7 140.6 94.8
## pm2.5 10.0 11 12.0 12.0 15.0 21.0 50.0 71.0 88.0 86.0 112.0
## CV residual -67.2 -103 -35.7 -23.3 -23.6 -30.7 -14.5 -48.8 -48.7 -54.6 17.2
## 28311 28320 28325 28330 28335 28337 28342 28346 28356 28360 28363
## Predicted 69.0 103.79 129.6 134.1 80.3 72.9 113 134.46 111.5 18.99 -2.26
## cvpred 69.3 104.39 130.3 134.6 80.4 73.0 113 134.91 111.6 18.79 -2.12
## pm2.5 129.0 97.00 174.0 205.0 211.0 219.0 234 132.00 194.0 16.00 26.00
## CV residual 59.7 -7.39 43.7 70.4 130.6 146.0 121 -2.91 82.4 -2.79 28.12
## 28368 28372 28376 28380 28381 28387 28391 28393 28394 28398 28399
## Predicted 33.2 53.0 87.0 27.02 47.1 20.14 99.2 127.0 142.6 129.5 134.0
## cvpred 33.7 53.6 87.7 27.45 47.4 20.41 99.5 127.6 143.4 130.2 134.7
## pm2.5 15.0 7.0 25.0 18.00 15.0 17.00 111.0 110.0 93.0 100.0 93.0
## CV residual -18.7 -46.6 -62.7 -9.45 -32.4 -3.41 11.5 -17.6 -50.4 -30.2 -41.7
## 28401 28406 28410 28411 28412 28413 28419 28421 28422 28425 28427
## Predicted 131.7 58.0 83.4 87.3 107.19 112.0 108.9 114.8 115 97.33 92.81
## cvpred 132.4 58.4 83.8 87.6 107.63 112.4 109.6 115.5 116 97.83 93.26
## pm2.5 116.0 119.0 97.0 100.0 101.00 80.0 75.0 85.0 82 90.00 100.00
## CV residual -16.4 60.6 13.2 12.4 -6.63 -32.4 -34.6 -30.5 -34 -7.83 6.74
## 28431 28434 28436 28438 28445 28446 28448 28456 28467 28470
## Predicted 81.7 116.0 118.9 127 132.84 132.35 130.62 114 139 153.5
## cvpred 82.0 116.4 119.4 128 133.43 132.93 131.15 115 139 154.1
## pm2.5 116.0 104.0 91.0 107 130.00 131.00 141.00 248 244 245.0
## CV residual 34.0 -12.4 -28.4 -21 -3.43 -1.93 9.85 133 105 90.9
## 28471 28475 28476 28478 28487 28488 28492 28498 28500 28502 28505
## Predicted 154.0 67.7 65.2 72.9 17.5 30.0 115.7 105.9 97.8 63.7 40.3
## cvpred 154.6 67.8 65.3 72.9 17.8 30.4 116.5 106.3 97.9 63.6 40.2
## pm2.5 247.0 15.0 15.0 39.0 7.0 7.0 49.0 175.0 164.0 155.0 113.0
## CV residual 92.4 -52.8 -50.3 -33.9 -10.8 -23.4 -67.5 68.7 66.1 91.4 72.8
## 28508 28510 28513 28514 28520 28524 28529 28531 28538 28540 28544
## Predicted 66.1 84.5 110.8 125.7 144.5 66.5 53.7 56.66 77.8 81.6 97.2
## cvpred 66.1 84.7 111.2 126.2 145.1 66.4 53.7 56.73 78.1 81.9 97.5
## pm2.5 108.0 111.0 138.0 149.0 184.0 156.0 100.0 60.00 38.0 61.0 72.0
## CV residual 41.9 26.3 26.8 22.8 38.9 89.6 46.3 3.27 -40.1 -20.9 -25.5
## 28546 28554 28559 28560 28562 28567 28573 28576 28580 28581 28582
## Predicted 87.65 141.3 141 139.8 138.2 156.9 67.8 48.0 45.4 63.0 62.9
## cvpred 87.94 141.6 141 140.2 138.6 157.4 67.9 48.2 45.7 63.5 63.5
## pm2.5 92.00 83.0 111 118.0 117.0 122.0 88.0 12.0 9.0 10.0 9.0
## CV residual 4.06 -58.6 -30 -22.2 -21.6 -35.4 20.1 -36.2 -36.7 -53.5 -54.5
## 28587 28590 28591 28598 28604 28607 28609 28612 28613 28616 28620
## Predicted 111 149 139 39.4 67.7 84.3 88.4 118.0 122.0 113.9 82.0
## cvpred 112 149 140 39.5 68.0 84.7 88.9 118.6 122.7 114.4 82.2
## pm2.5 6 5 12 12.0 14.0 34.0 36.0 57.0 57.0 90.0 71.0
## CV residual -106 -144 -128 -27.5 -54.0 -50.7 -52.9 -61.6 -65.7 -24.4 -11.2
## 28624 28625 28632 28635 28639 28641 28643 28644 28651 28653 28654
## Predicted 56.1 59.9 127.2 127.4 14.2 30.0 21.86 13.412 -11.7 -6.58 -9.04
## cvpred 56.1 59.9 127.5 127.8 14.7 30.4 22.17 13.673 -11.5 -6.25 -8.71
## pm2.5 106.0 114.0 78.0 44.0 29.0 15.0 16.00 14.000 12.0 10.00 15.00
## CV residual 49.9 54.1 -49.5 -83.8 14.3 -15.4 -6.17 0.327 23.5 16.25 23.71
## 28655 28660 28661 28667 28669 28670 28671 28673 28674 28675 28678
## Predicted -1.48 9.17 13.20 -23.7 -42.3 -58.2 -41.2 59.7 48.8 56.1 52.1
## cvpred -1.11 9.55 13.63 -23.5 -42.2 -58.1 -41.1 60.0 49.0 56.4 52.5
## pm2.5 11.00 6.00 8.00 12.0 13.0 14.0 14.0 11.0 11.0 12.0 22.0
## CV residual 12.11 -3.55 -5.63 35.5 55.2 72.1 55.1 -49.0 -38.0 -44.4 -30.5
## 28679 28685 28694 28695 28696 28700 28702 28703 28705 28707 28712
## Predicted 55.6 69.9 -6.68 -5.75 1.07 -4.91 -6.12 -11.4 10.3 52.3 2.48
## cvpred 56.1 70.5 -6.50 -5.62 1.24 -4.64 -5.80 -11.0 10.7 53.0 2.81
## pm2.5 11.0 11.0 10.00 14.00 17.00 10.00 17.00 21.0 21.0 29.0 19.00
## CV residual -45.1 -59.5 16.50 19.62 15.76 14.64 22.80 32.0 10.3 -24.0 16.19
## 28713 28714 28722 28727 28728 28730 28738 28739 28740 28746 28747
## Predicted -14.6 -26.8 -93.3 66.2 41.0 99.4 64.0 44.9 25.4 11.4 29.6
## cvpred -14.4 -26.7 -93.4 66.6 41.2 99.9 64.2 45.1 25.5 11.0 29.3
## pm2.5 19.0 18.0 6.0 41.0 49.0 38.0 53.0 62.0 53.0 45.0 54.0
## CV residual 33.4 44.7 99.4 -25.6 7.8 -61.9 -11.2 16.9 27.5 34.0 24.7
## 28749 28756 28757 28760 28767 28768 28769 28770 28771 28773 28775
## Predicted 68.8 124.2 124.0 131.5 36.6 19.46 13.62 12.422 15.61 13.70 8.01
## cvpred 68.7 124.6 124.3 131.8 36.1 18.91 13.13 12.036 15.32 13.63 8.11
## pm2.5 51.0 91.0 100.0 111.0 25.0 14.00 16.00 13.000 10.00 8.00 10.00
## CV residual -17.7 -33.6 -24.3 -20.8 -11.1 -4.91 2.87 0.964 -5.32 -5.63 1.89
## 28778 28779 28783 28786 28788 28790 28791 28797 28799 28800 28801
## Predicted 29.3 29.6 67.8 25.3 32.04 60.3 49.65 60.8 73.8 87.6 77.2
## cvpred 29.6 29.9 68.4 25.6 32.18 60.3 49.64 60.9 73.9 87.8 77.4
## pm2.5 6.0 5.0 4.0 7.0 34.00 53.0 45.00 50.0 56.0 63.0 59.0
## CV residual -23.6 -24.9 -64.4 -18.6 1.82 -7.3 -4.64 -10.9 -17.9 -24.8 -18.4
## 28805 28814 28816 28822 28827 28828 28829 28831 28834 28841 28843
## Predicted 121 46.9 61.7 93.9 114.8 109.2 118.8 132.9 91.2 29.71 60.9
## cvpred 121 46.7 61.5 94.0 115.1 109.5 119.2 133.4 91.2 29.45 60.7
## pm2.5 50 79.0 89.0 64.0 53.0 63.0 64.0 63.0 70.0 28.00 27.0
## CV residual -71 32.3 27.5 -30.0 -62.1 -46.5 -55.2 -70.4 -21.2 -1.45 -33.7
## 28848 28856 28858 28860 28862 28863 28866 28868 28870 28875 28876
## Predicted 100.3 117.1 96.0 69.4 52.78 55.561 53.5 48.40 64.2 72.3 75.4
## cvpred 100.6 117.4 96.2 69.5 52.81 55.525 53.5 48.53 64.4 72.7 75.9
## pm2.5 75.0 34.0 51.0 32.0 46.00 55.000 68.0 55.00 43.0 13.0 9.0
## CV residual -25.6 -83.4 -45.2 -37.5 -6.81 -0.525 14.5 6.47 -21.4 -59.7 -66.9
## 28878 28879 28880 28881 28885 28890 28891 28893 28894 28895 28897
## Predicted 76.6 80.9 55.6 40.1 18.5 0.248 5.38 34.0 33.55 34.3 70.6
## cvpred 77.2 81.5 56.1 40.5 18.7 0.422 5.61 34.3 33.86 34.6 71.0
## pm2.5 8.0 10.0 8.0 9.0 6.0 7.000 9.00 16.0 25.00 28.0 41.0
## CV residual -69.2 -71.5 -48.1 -31.5 -12.7 6.578 3.39 -18.3 -8.86 -6.6 -30.0
## 28898 28902 28903 28904 28906 28909 28915 28919 28926 28929 28930
## Predicted 109.2 107.2 106.7 101.1 90.2 119.7 109.1 127.4 155.8 137.9 122.7
## cvpred 109.6 107.7 107.2 101.5 90.6 120.1 109.5 127.9 156.5 138.3 123.1
## pm2.5 41.0 65.0 56.0 60.0 43.0 28.0 51.0 77.0 84.0 92.0 92.0
## CV residual -68.6 -42.7 -51.2 -41.5 -47.6 -92.1 -58.5 -50.9 -72.5 -46.3 -31.1
## 28932 28936 28937 28939 28940 28944 28945 28949 28950 28951 28954
## Predicted 94.4 68.90 67.55 74.626 73.8 119.8 124.0 143.8 148.7 149.1 126.9
## cvpred 94.6 68.87 67.52 74.692 73.9 120.2 124.3 144.3 149.2 149.7 127.1
## pm2.5 75.0 70.00 69.00 75.000 67.0 91.0 105.0 123.0 132.0 126.0 143.0
## CV residual -19.6 1.13 1.48 0.308 -6.9 -29.2 -19.3 -21.3 -17.2 -23.7 15.9
## 28956 28965 28966 28971 28974 28975 28976 28978 28979 28982
## Predicted 95.5 88.5 92.49 107.0 137.878 136.3 135.0 122.7 120.2 112
## cvpred 95.5 88.5 92.56 107.2 138.276 136.6 135.3 122.8 120.3 112
## pm2.5 156.0 126.0 102.00 120.0 138.000 147.0 151.0 165.0 175.0 214
## CV residual 60.5 37.5 9.44 12.8 -0.276 10.4 15.7 42.2 54.7 102
## 28984 28986 28993 28994 28995 29004 29005 29010 29011 29012 29014
## Predicted 104 106.6 122.7 126.7 131.71 128.1 124 117 115 129.7 139.3
## cvpred 104 106.6 122.7 126.8 131.93 128.2 124 117 115 129.9 139.4
## pm2.5 218 190.0 152.0 135.0 135.00 214.0 229 275 258 215.0 190.0
## CV residual 114 83.4 29.3 8.2 3.07 85.8 105 158 143 85.1 50.6
## 29017 29018 29029 29032 29034 29039 29042 29046 29048 29050 29051
## Predicted 150.0 150.3 33.0 -24.4 18.6 61.5 72.2 54.1 34.6 15.26 -1.84
## cvpred 150.4 150.6 32.6 -24.8 18.3 61.5 72.4 54.3 34.6 15.19 -2.02
## pm2.5 224.0 241.0 77.0 15.0 8.0 8.0 7.0 14.0 10.0 8.00 9.00
## CV residual 73.6 90.4 44.4 39.8 -10.3 -53.5 -65.4 -40.3 -24.6 -7.19 11.02
## 29057 29058 29061 29062 29065 29067 29068 29069 29074 29086 29087
## Predicted -49.9 -60.6 -15.4 45.2 73.7 87.4 101.3 92.035 61 50.06 48.71
## cvpred -50.3 -60.9 -15.3 45.3 74.0 87.7 101.6 92.322 61 49.97 48.62
## pm2.5 6.0 5.0 19.0 22.0 95.0 71.0 64.0 92.000 83 52.00 41.00
## CV residual 56.3 65.9 34.3 -23.3 21.0 -16.7 -37.6 -0.322 22 2.03 -7.62
## 29088 29089 29090 29094 29097 29104 29105 29106 29107 29108 29116
## Predicted 52.6 61.3 79.3 118.35 63.87 43.9 33.7 41.9 54.5 63.6 116.1
## cvpred 52.5 61.2 79.3 118.66 63.74 43.4 33.3 41.5 54.1 63.4 116.2
## pm2.5 38.0 45.0 55.0 122.00 62.00 75.0 76.0 70.0 80.0 82.0 96.0
## CV residual -14.5 -16.2 -24.3 3.34 -1.74 31.6 42.7 28.5 25.9 18.6 -20.2
## 29117 29118 29122 29124 29126 29128 29131 29133 29134 29140 29141
## Predicted 126.4 121.2 99.59 110.2 98.1 98.9 93.45 12.77 20.327 95.7 101.3
## cvpred 126.5 121.4 99.52 110.2 97.9 98.8 93.22 12.57 20.172 95.9 101.6
## pm2.5 80.0 85.0 94.00 79.0 85.0 85.0 96.00 16.00 21.000 14.0 15.0
## CV residual -46.5 -36.4 -5.52 -31.2 -12.9 -13.8 2.78 3.43 0.828 -81.9 -86.6
## 29147 29153 29154 29158 29159 29161 29162 29164 29166 29167 29168
## Predicted 1.91 -63.2 -65.5 -49.1 -51.0 -5.39 8.91 23.2 92.0 53.3 24.3
## cvpred 1.56 -63.8 -66.1 -49.5 -51.4 -5.51 8.73 23.2 92.3 53.5 24.3
## pm2.5 17.00 11.0 12.0 31.0 32.0 81.00 36.00 10.0 15.0 10.0 11.0
## CV residual 15.44 74.8 78.1 80.5 83.4 86.51 27.27 -13.2 -77.3 -43.5 -13.3
## 29175 29189 29191 29194 29198 29201 29203 29205 29206 29208 29209
## Predicted -22.9 129 129 72.4 11.4 18.45 38.313 40.994 65.4 91.9 72.73
## cvpred -23.5 129 129 72.3 11.1 18.03 37.971 40.699 65.3 91.9 72.67
## pm2.5 12.0 59 48 33.0 28.0 28.00 38.000 41.000 51.0 70.0 71.00
## CV residual 35.5 -70 -81 -39.3 16.9 9.97 0.029 0.301 -14.3 -21.9 -1.67
## 29210 29213 29216 29217 29226 29227 29228 29229 29231 29232 29236
## Predicted 67.5 88.8 99.77 104.83 49.9 62.9 62.3 70.2 78.05 80.843 132.5
## cvpred 67.4 88.8 99.77 104.76 49.4 62.6 62.0 70.0 77.92 80.705 132.6
## pm2.5 55.0 57.0 98.00 103.00 96.0 95.0 86.0 94.0 87.00 81.000 60.0
## CV residual -12.4 -31.8 -1.77 -1.76 46.6 32.4 24.0 24.0 9.08 0.295 -72.6
## 29237 29241 29248 29251 29254 29260 29268 29277 29281 29284 29286
## Predicted 138.8 113 69.64 67.3 103.3 109.1 80.6 51.4 92.2 128.5 138.8
## cvpred 138.9 113 69.28 67.0 103.2 109.1 80.1 51.1 92.0 128.5 138.9
## pm2.5 44.0 51 73.00 57.0 72.0 74.0 117.0 71.0 104.0 145.0 153.0
## CV residual -94.9 -62 3.72 -10.0 -31.2 -35.1 36.9 19.9 12.0 16.5 14.1
## 29289 29290 29295 29302 29303 29304 29306 29309 29310 29315 29316
## Predicted 108.5 107 69.9 101 111 129 134 145 145 103 96.9
## cvpred 108.3 107 69.3 100 110 129 134 145 145 102 96.2
## pm2.5 152.0 166 177.0 254 271 275 297 320 315 261 266.0
## CV residual 43.7 59 107.7 154 161 146 163 175 170 159 169.8
## 29318 29319 29323 29329 29331 29336 29337 29338 29340 29342 29344
## Predicted 73.2 54.3 42.1 129.6 129.9 129.9 119 112 102 76.6 56.1
## cvpred 72.4 53.5 41.4 129.4 129.7 129.7 119 112 102 75.9 55.3
## pm2.5 259.0 171.0 85.0 161.0 170.0 217.0 230 251 246 137.0 130.0
## CV residual 186.6 117.5 43.6 31.6 40.3 87.3 111 139 144 61.1 74.7
## 29347 29351 29352 29354 29355 29356 29357 29359 29361 29364 29366
## Predicted 62.8 85.0 89.3 89.1 93.7 117 122.5 111.24 101.5 88.4 84.9
## cvpred 62.1 84.6 88.9 88.8 93.5 117 122.4 111.04 101.2 88.0 84.4
## pm2.5 153.0 166.0 199.0 223.0 218.0 272 172.0 119.00 120.0 123.0 141.0
## CV residual 90.9 81.4 110.1 134.2 124.5 155 49.6 7.96 18.8 35.0 56.6
## 29370 29371 29388 29392 29395 29398 29405 29406 29407 29409 29414
## Predicted 90.26 94.5 113.0 99.7 103.0 135.8 150.5 154.2 153.9 134.8 -4.08
## cvpred 89.79 94.1 112.8 99.4 102.7 135.7 150.9 154.4 154.2 134.7 -4.81
## pm2.5 88.00 68.0 24.0 47.0 60.0 60.0 108.0 105.0 108.0 98.0 14.00
## CV residual -1.79 -26.1 -88.8 -52.4 -42.7 -75.7 -42.9 -49.4 -46.2 -36.7 18.81
## 29420 29425 29426 29428 29432 29433 29434 29439 29440 29442 29450
## Predicted 54.2 78.8 107.6 129.0 108.71 87.9 64.3 -82.1 -97.2 -60.6 42.9
## cvpred 53.7 78.6 107.6 129.1 108.58 87.6 63.9 -83.0 -98.1 -61.5 42.9
## pm2.5 19.0 47.0 60.0 54.0 111.00 106.0 77.0 25.0 17.0 22.0 32.0
## CV residual -34.7 -31.6 -47.6 -75.1 2.42 18.4 13.1 108.0 115.1 83.5 -10.9
## 29451 29454 29459 29469 29474 29476 29477 29480 29493 29497 29499
## Predicted 102 76.4 5.41 19.5 105.8 114.9 120.2 98.2 94.8 131 136.3
## cvpred 102 76.5 4.95 19.1 105.8 114.9 120.3 98.1 94.5 130 136.2
## pm2.5 67 52.0 24.00 43.0 87.0 53.0 76.0 96.0 128.0 264 196.0
## CV residual -35 -24.5 19.05 23.9 -18.8 -61.9 -44.3 -2.1 33.5 134 59.8
## 29501 29504 29505 29507 29508 29512 29519 29520 29529 29532 29533
## Predicted 12.0 18.9 20.56 19.3 0.135 -8.23 83.5 88.19 73.9 54.2 44.2
## cvpred 11.7 18.5 20.11 18.7 -0.476 -9.01 83.2 87.91 73.6 53.7 43.7
## pm2.5 25.0 28.0 17.00 21.0 21.000 89.00 51.0 86.00 90.0 67.0 75.0
## CV residual 13.3 9.5 -3.11 2.3 21.476 98.01 -32.2 -1.91 16.4 13.3 31.3
## 29540 29542 29548 29551 29553 29560 29564 29565 29566 29569 29572
## Predicted 65.7 79.7 123.4 132.4 101.1 59.2 65.5393 92.2 92.1 99.6 121.6
## cvpred 65.2 79.4 123.3 132.4 100.8 58.6 65.0432 91.8 91.8 99.3 121.5
## pm2.5 76.0 44.0 53.0 62.0 68.0 79.0 65.0000 74.0 80.0 66.0 97.0
## CV residual 10.8 -35.4 -70.3 -70.4 -32.8 20.4 -0.0432 -17.8 -11.8 -33.3 -24.5
## 29574 29577 29581 29584 29601 29606 29608 29609 29610 29612 29613
## Predicted 127.0 120.0 100.6 87.72 122 91.123 83.046 81.70 85.5 87.9 91.7
## cvpred 126.9 119.8 100.2 87.16 122 90.647 82.515 81.16 85.0 87.5 91.3
## pm2.5 107.0 112.0 124.0 96.00 150 90.000 83.000 87.00 86.0 68.0 54.0
## CV residual -19.9 -7.8 23.8 8.84 28 -0.647 0.485 5.84 1.0 -19.5 -37.3
## 29614 29616 29617 29621 29631 29632 29634 29637 29640 29647 29648
## Predicted 99.9 124.6 125 131.8 -66.4 -55.6 -57.8 -15.4 37.0 55.0 35.46
## cvpred 99.5 124.4 125 131.7 -67.0 -56.1 -58.3 -15.7 36.9 54.9 35.25
## pm2.5 32.0 29.0 37 61.0 49.0 36.0 29.0 34.0 13.0 23.0 29.00
## CV residual -67.5 -95.4 -88 -70.7 116.0 92.1 87.3 49.7 -23.9 -31.9 -6.25
## 29650 29657 29663 29666 29667 29669 29670 29677 29678 29679 29683
## Predicted 4.8 -20.2 47.7 54.4 63.4 66.85 104.3 66.2 68.9 67.1 78.6
## cvpred 4.4 -20.9 47.4 54.1 63.2 66.63 104.2 65.6 68.3 66.4 77.9
## pm2.5 27.0 41.0 86.0 75.0 80.0 71.00 72.0 105.0 101.0 104.0 109.0
## CV residual 22.6 61.9 38.6 20.9 16.8 4.37 -32.2 39.4 32.7 37.6 31.1
## 29686 29688 29689 29693 29698 29700 29702 29703 29715 29718 29721
## Predicted 87.7 71.1 93.3 116.5 67.4 55.5 25.8 28.1 122.4 104.3 101.8
## cvpred 87.2 70.8 93.0 116.4 66.9 54.9 25.1 27.3 122.3 104.2 101.5
## pm2.5 153.0 112.0 65.0 62.0 98.0 79.0 83.0 79.0 54.0 93.0 51.0
## CV residual 65.8 41.2 -28.0 -54.4 31.1 24.1 57.9 51.7 -68.3 -11.2 -50.5
## 29728 29737 29741 29743 29745 29748 29751 29752 29753 29754 29758
## Predicted 63.2 127.6 137 132.9 102.9 37.6 53.39 107.0 106.9 115.9 104.7
## cvpred 62.5 127.2 136 132.6 102.3 36.8 52.63 106.5 106.4 115.5 104.3
## pm2.5 104.0 164.0 249 231.0 173.0 59.0 58.00 89.0 146.0 76.0 46.0
## CV residual 41.5 36.8 113 98.4 70.7 22.2 5.37 -17.5 39.6 -39.5 -58.3
## 29759 29760 29761 29763 29770 29772 29779 29782 29783 29790 29793
## Predicted 110.1 115.0 124.0 124.7 90.3 60.76 59.3 103.7 112.3 131.8 122
## cvpred 109.7 114.7 123.7 124.5 89.8 60.07 58.6 103.1 111.8 131.5 121
## pm2.5 29.0 35.0 35.0 42.0 34.0 53.00 77.0 77.0 66.0 120.0 109
## CV residual -80.7 -79.7 -88.7 -82.5 -55.8 -7.07 18.4 -26.1 -45.8 -11.5 -12
## 29798 29799 29801 29805 29812 29814 29815 29816 29818 29820 29822
## Predicted 121 115.4 108.8 124.4 139.4 138.5 143.9 143.5 138.7 123.0 117.6
## cvpred 121 114.9 108.3 124.2 139.2 138.4 143.7 143.4 138.4 122.6 117.2
## pm2.5 133 140.0 131.0 73.0 66.0 67.0 64.0 55.0 60.0 66.0 71.0
## CV residual 12 25.1 22.7 -51.2 -73.2 -71.4 -79.7 -88.4 -78.4 -56.6 -46.2
## 29828 29829 29832 29838 29840 29847 29848 29849 29850 29855 29858
## Predicted 117.5 112.3 125.7 138.7 137.7 114.1 107.7 106.4 104.3 122.1 32.95
## cvpred 117.1 111.8 125.4 138.4 137.4 113.6 107.3 105.9 103.8 121.8 32.61
## pm2.5 100.0 100.0 94.0 95.0 99.0 59.0 64.0 61.0 55.0 102.0 40.00
## CV residual -17.1 -11.8 -31.4 -43.4 -38.4 -54.6 -43.3 -44.9 -48.8 -19.8 7.39
## 29862 29864 29867 29868 29870 29871 29874 29881 29885 29888 29890
## Predicted 62.1 53.0 8.76 -2.10 -46.5 -56.9 -81.4 97.7 133 93.3 71.5
## cvpred 61.8 52.6 8.18 -2.73 -47.3 -57.6 -82.2 97.4 133 93.0 71.0
## pm2.5 13.0 10.0 12.00 9.00 25.0 17.0 17.0 40.0 80 63.0 54.0
## CV residual -48.8 -42.6 3.82 11.73 72.3 74.6 99.2 -57.4 -53 -30.0 -17.0
## 29893 29894 29899 29900 29901 29904 29905 29907 29910 29919 29927
## Predicted 22.3 -11.5 -26.0 -9.68 20.5 24.8 24.0 55.4 121.1 60.7 101.86
## cvpred 21.4 -12.4 -26.9 -10.56 19.7 24.1 23.3 55.0 120.9 59.9 101.28
## pm2.5 66.0 71.0 52.0 62.00 65.0 59.0 52.0 44.0 73.0 97.0 110.00
## CV residual 44.6 83.4 78.9 72.56 45.3 34.9 28.7 -11.0 -47.9 37.1 8.72
## 29928 29933 29935 29942 29944 29947 29949 29952 29954 29955 29956
## Predicted 113.0 134.0 129.0 -17.6 -16.4 65.3 64.33 97.1 116.0 102.8 115.7
## cvpred 112.5 133.8 128.7 -18.5 -17.2 64.6 63.79 96.7 115.8 102.6 115.5
## pm2.5 109.0 146.0 143.0 36.0 23.0 24.0 55.00 48.0 60.0 64.0 71.0
## CV residual -3.5 12.2 14.3 54.5 40.2 -40.6 -8.79 -48.7 -55.8 -38.6 -44.5
## 29958 29960 29962 29964 29965 29968 29972 29976 29980 29982 29983
## Predicted 129.88 127.4 120.2 118 111 104 100.7 122.5 142.9 143.0 136
## cvpred 129.67 127.1 119.8 118 111 103 100.1 122.1 142.7 142.9 136
## pm2.5 121.00 215.0 210.0 229 231 186 135.0 136.0 169.0 182.0 189
## CV residual -8.67 87.9 90.2 111 120 83 34.9 13.9 26.3 39.1 53
## 29984 29987 29992 29995 29997 30003 30005 30011 30013 30016 30017
## Predicted 126.9 66.7 -5.11 16.0 93.20 94.2 113.9 107.9 106.6 142.8 131.9
## cvpred 126.4 65.9 -6.07 15.1 92.57 93.8 113.5 107.5 106.1 142.6 131.6
## pm2.5 186.0 141.0 54.00 115.0 94.00 152.0 174.0 147.0 125.0 113.0 96.0
## CV residual 59.6 75.1 60.07 99.9 1.43 58.2 60.5 39.5 18.9 -29.6 -35.6
## 30021 30022 30023 30026 30030 30031 30042 30043 30044 30045 30046
## Predicted 137.7 137.2 132.5 137.9 142.4 142 132 137.9 137.7 137.2 137.9
## cvpred 137.4 136.9 132.2 137.6 142.2 142 132 137.6 137.4 136.9 137.6
## pm2.5 86.0 103.0 101.0 78.0 78.0 93 190 207.0 225.0 196.0 192.0
## CV residual -51.4 -33.9 -31.2 -59.6 -64.2 -49 58 69.4 87.6 59.1 54.4
## 30049 30051 30055 30056 30059 30060 30062 30065 30073 30074 30075
## Predicted 137.9 137.9 141 140.95 147.4 142.0 142 141.54 131.7 136.2 141.5
## cvpred 137.6 137.6 141 140.71 147.2 141.7 142 141.19 131.3 135.8 141.2
## pm2.5 175.0 164.0 164 134.00 106.0 129.0 158 148.00 146.0 159.0 157.0
## CV residual 37.4 26.4 23 -6.71 -41.2 -12.7 16 6.81 14.7 23.2 15.8
## 30076 30080 30091 30092 30093 30094 30096 30097 30103 30104
## Predicted 141.5 130 135.91 136.16 135.67 135.17 141.29 141.54 142 142.04
## cvpred 141.2 130 135.51 135.76 135.27 134.78 140.95 141.19 142 141.75
## pm2.5 165.0 94 141.00 134.00 137.00 140.00 137.00 139.00 139 140.00
## CV residual 23.8 -36 5.49 -1.76 1.73 5.22 -3.95 -2.19 -3 -1.75
## 30105 30107 30108 30109 30116 30130 30135 30136 30144 30147 30148
## Predicted 136.8 137.2 136.2 135.7 135.3 136 133 127 144 144 145
## cvpred 136.4 136.8 135.8 135.3 134.9 136 133 127 143 143 144
## pm2.5 147.0 191.0 212.0 220.0 191.0 14 16 18 29 32 28
## CV residual 10.6 54.2 76.2 84.7 56.1 -122 -117 -109 -114 -111 -116
## 30155 30156 30161 30163 30165 30166 30170 30171 30177 30184 30186
## Predicted 128.1 117.1 84.3 88.1 109.8 119.6 129.1 138.4 127.8 92.44 104.3
## cvpred 127.8 116.6 83.8 87.6 109.4 119.3 128.9 138.2 127.4 91.86 103.9
## pm2.5 48.0 27.0 16.0 21.0 33.0 34.0 37.0 42.0 86.0 86.00 67.0
## CV residual -79.8 -89.6 -67.8 -66.6 -76.4 -85.3 -91.9 -96.2 -41.4 -5.86 -36.9
## 30187 30188 30195 30199 30201 30205 30206 30212 30213 30219 30221
## Predicted 102.9 99.0 136 145.3 128.9 92.2 86.2 85.73 99.9 139 139.4
## cvpred 102.3 98.5 136 145.2 128.6 91.7 85.6 85.15 99.4 139 139.2
## pm2.5 20.0 27.0 24 61.0 59.0 65.0 60.0 90.00 101.0 110 111.0
## CV residual -82.3 -71.5 -112 -84.2 -69.6 -26.7 -25.6 4.85 1.6 -29 -28.2
## 30223 30226 30228 30231 30235 30236 30238 30239 30240 30241 30243
## Predicted 138.4 107.60 96.5 82.6 59.4 73.6 102.1 87.85 77.98 72.73 91.5
## cvpred 138.2 107.07 95.8 81.8 58.6 72.9 101.5 87.28 77.42 72.18 91.1
## pm2.5 109.0 112.00 121.0 134.0 90.0 103.0 122.0 97.00 75.00 80.00 70.0
## CV residual -29.2 4.93 25.2 52.2 31.4 30.1 20.5 9.72 -2.42 7.82 -21.1
## 30244 30250 30251 30252 30253 30255 30257 30259 30260 30262 30264
## Predicted 90.7 73.5 71.9 61.5 54.8 47.2 44.5 56.9 51.7 60.3 79.2
## cvpred 90.3 72.9 71.2 60.8 53.9 46.3 43.6 56.1 50.9 59.6 78.8
## pm2.5 77.0 105.0 115.0 130.0 143.0 119.0 127.0 132.0 127.0 117.0 105.0
## CV residual -13.3 32.1 43.8 69.2 89.1 72.7 83.4 75.9 76.1 57.4 26.2
## 30265 30267 30269 30272 30276 30278 30280 30282 30283 30284 30288
## Predicted 78.3 119.6 110.8 113.9 90.3 77.6 67.3 70.3 83.7 92.8 93.4
## cvpred 77.9 119.4 110.5 113.5 89.6 76.8 66.4 69.4 82.9 92.0 92.8
## pm2.5 103.0 101.0 69.0 78.0 123.0 132.0 151.0 140.0 148.0 168.0 146.0
## CV residual 25.1 -18.4 -41.5 -35.5 33.4 55.2 84.6 70.6 65.1 76.0 53.2
## 30290 30292 30294 30295 30296 30298 30299 30302 30303 30306 30308
## Predicted 112.7 103.2 116.1 115.0 118.9 117 116.1 135.0 140.5 134.2 138.0
## cvpred 112.3 102.7 115.7 114.5 118.4 116 115.5 134.6 140.1 133.7 137.6
## pm2.5 138.0 133.0 138.0 140.0 154.0 160 165.0 200.0 201.0 199.0 199.0
## CV residual 25.7 30.3 22.3 25.5 35.6 44 49.5 65.4 60.9 65.3 61.4
## 30309 30316 30318 30320 30323 30327 30328 30329 30331 30335 30336
## Predicted 132.0 121.0 127 121 89.6 67.5 66.9 66.9 79.9 86.4 81.2
## cvpred 131.5 120.6 127 120 88.9 66.7 66.0 66.0 79.1 85.7 80.5
## pm2.5 209.0 41.0 25 14 8.0 17.0 29.0 39.0 41.0 52.0 52.0
## CV residual 77.5 -79.6 -102 -106 -80.9 -49.7 -37.0 -27.0 -38.1 -33.7 -28.5
## 30341 30345 30346 30348 30351 30355 30357 30361 30364 30365 30369
## Predicted 131.0 110 86.1 47.5 46.87 37.84 74.3 115.0 132.0 132.0 104.5
## cvpred 130.6 109 85.3 46.6 45.89 36.91 73.6 114.5 131.6 131.6 103.8
## pm2.5 68.0 74 64.0 31.0 37.00 40.00 51.0 86.0 69.0 78.0 94.0
## CV residual -62.6 -35 -21.3 -15.6 -8.89 3.09 -22.6 -28.5 -62.6 -53.6 -9.8
## 30371 30372 30377 30380 30385 30389 30391 30392 30395 30398 30402
## Predicted 68.7 53.6 2.16 57.8 87.1 115.9 120.26 119.8 85.5 59.8 74.59
## cvpred 67.8 52.7 1.08 56.9 86.3 115.3 119.72 119.2 84.7 59.0 73.76
## pm2.5 47.0 34.0 16.00 36.0 64.0 105.0 124.00 95.0 39.0 38.0 68.00
## CV residual -20.8 -18.7 14.92 -20.9 -22.3 -10.3 4.28 -24.2 -45.7 -21.0 -5.76
## 30405 30406 30407 30409 30411 30415 30421 30423 30427 30430 30432
## Predicted 93.2 97.3 95.7 116.6 121.8 131.1 60.92 54.1 86.2 79.5 84.4
## cvpred 92.6 96.7 95.0 116.1 121.3 130.7 59.99 53.2 85.4 78.8 83.8
## pm2.5 212.0 188.0 146.0 102.0 132.0 69.0 52.00 30.0 67.0 29.0 29.0
## CV residual 119.4 91.3 51.0 -14.1 10.7 -61.7 -7.99 -23.2 -18.4 -49.8 -54.8
## 30434 30438 30439 30440 30444 30449 30451 30452 30453 30457 30461
## Predicted 97.3 121.8 132.0 136.2 134 127.3 130.8 130.5 134.8 137.2 140.6
## cvpred 96.8 121.3 131.6 135.8 134 126.9 130.3 130.1 134.4 136.8 140.2
## pm2.5 37.0 61.0 79.0 98.0 63 69.0 59.0 57.0 54.0 57.0 94.0
## CV residual -59.8 -60.3 -52.6 -37.8 -71 -57.9 -71.3 -73.1 -80.4 -79.8 -46.2
## 30464 30467 30469 30470 30476 30477 30478 30479 30482 30485 30488
## Predicted 131.0 101.2 66.9 63.6 82.3 95.8 90.3 89.2 106.8 136 134.1
## cvpred 130.6 100.5 66.0 62.8 81.5 95.1 89.6 88.5 106.3 136 133.6
## pm2.5 113.0 55.0 33.0 39.0 67.0 60.0 60.0 68.0 75.0 57 176.0
## CV residual -17.6 -45.5 -33.0 -23.8 -14.5 -35.1 -29.6 -20.5 -31.3 -79 42.4
## 30492 30495 30501 30506 30510 30511 30516 30522 30523 30524 30526
## Predicted 108.3 94.9 138.7 140.5 140.5 135.7 134.2 133.3 132.8 138.7 138.7
## cvpred 107.6 94.1 138.2 140.1 140.1 135.2 133.7 132.8 132.3 138.2 138.2
## pm2.5 143.0 125.0 120.0 50.0 73.0 82.0 168.0 162.0 183.0 189.0 172.0
## CV residual 35.4 30.9 -18.2 -90.1 -67.1 -53.2 34.3 29.2 50.7 50.8 33.8
## 30527 30528 30530 30536 30541 30542 30548 30553 30554 30557 30559
## Predicted 133.1 137.7 135.7 139.3 107.1 105.5 93.909 130 125.9 131.3 131.3
## cvpred 132.6 137.2 135.2 138.8 106.4 104.7 93.028 129 125.4 130.8 130.8
## pm2.5 159.0 164.0 171.0 188.0 172.0 167.0 94.000 277 184.0 62.0 64.0
## CV residual 26.4 26.8 35.8 49.2 65.6 62.3 0.972 148 58.6 -68.8 -66.8
## 30561 30565 30566 30567 30568 30580 30581 30588 30589 30593 30594
## Predicted 114 53.0 52.3 48.2 51 129 134 118 112 108 107
## cvpred 113 52.1 51.3 47.3 50 128 134 117 112 107 106
## pm2.5 165 40.0 29.0 26.0 29 342 292 247 230 428 432
## CV residual 52 -12.1 -22.3 -21.3 -21 214 158 130 118 321 326
## 30595 30601 30608 30611 30612 30615 30617 30621 30627 30628 30631
## Predicted 106 135 135.7 135 129.8 129.77 123.3 134.16 140.0 140.0 140.0
## cvpred 106 135 135.2 135 129.3 129.21 122.6 133.59 139.6 139.6 139.6
## pm2.5 441 25 63.0 85 103.0 126.00 133.0 137.00 185.0 189.0 194.0
## CV residual 335 -110 -72.2 -50 -26.3 -3.21 10.4 3.41 45.4 49.4 54.4
## 30633 30638 30640 30656 30657 30658 30661 30663 30664 30665 30667
## Predicted 133 112.9 110.9 128.8 129.0 128.4 128.3 128.0 127.2 128.0 128.4
## cvpred 132 112.1 110.1 128.2 128.4 127.8 127.6 127.4 126.5 127.4 127.8
## pm2.5 236 167.0 151.0 152.0 144.0 147.0 160.0 183.0 195.0 191.0 199.0
## CV residual 104 54.9 40.9 23.8 15.6 19.2 32.4 55.6 68.5 63.6 71.2
## 30668 30669 30670 30679 30682 30683 30685 30688 30689 30691 30692
## Predicted 128.4 133.9 133.4 124 90.4 74.9 47.4 26.5 19.79 41.3 54.1
## cvpred 127.8 133.3 132.9 123 89.6 74.1 46.5 25.4 18.63 40.2 53.0
## pm2.5 156.0 104.0 95.0 13 15.0 16.0 13.0 13.0 14.00 18.0 19.0
## CV residual 28.2 -29.3 -37.9 -110 -74.6 -58.1 -33.5 -12.4 -4.63 -22.2 -34.0
## 30696 30697 30699 30706 30709 30710 30711 30713 30714 30716 30717
## Predicted 77.2 85.9 120.3 84.2 50.0 44.0 33.92 50.0 35.7 57.6 99.7
## cvpred 76.4 85.1 119.6 83.3 48.9 42.9 32.79 48.9 34.7 56.6 98.9
## pm2.5 25.0 24.0 30.0 31.0 16.0 25.0 26.00 23.0 14.0 20.0 31.0
## CV residual -51.4 -61.1 -89.6 -52.3 -32.9 -17.9 -6.79 -25.9 -20.7 -36.6 -67.9
## 30718 30720 30721 30723 30727 30734 30738 30745 30749 30755 30756
## Predicted 104.6 114.4 94.7 111.5 127.5 54.8 59.6 122 128 70.9 57.2
## cvpred 103.9 113.7 93.9 110.9 126.9 53.6 58.7 121 127 69.9 56.2
## pm2.5 30.0 51.0 45.0 49.0 33.0 17.0 25.0 32 24 25.0 17.0
## CV residual -73.9 -62.7 -48.9 -61.9 -93.9 -36.6 -33.7 -89 -103 -44.9 -39.2
## 30760 30766 30767 30771 30772 30773 30774 30782 30784 30785 30786
## Predicted 50.8 77.3 71.3 111.4 116.1 125.4 130 52.21 54.6 52.54 56.3
## cvpred 49.7 76.5 70.4 110.8 115.5 124.8 129 51.11 53.6 51.44 55.3
## pm2.5 22.0 30.0 35.0 32.0 37.0 60.0 66 44.00 43.0 45.00 45.0
## CV residual -27.7 -46.5 -35.4 -78.8 -78.5 -64.8 -63 -7.11 -10.6 -6.44 -10.3
## 30787 30793 30799 30800 30802 30803 30807 30811 30815 30821 30823
## Predicted 64.741 119.9 134.9 129.9 124 118.0 99.2 99.1 112.3 139.0 139.0
## cvpred 63.726 119.3 134.4 129.3 123 117.2 98.2 98.2 111.5 138.5 138.5
## pm2.5 64.000 35.0 60.0 51.0 56 66.0 75.0 129.0 164.0 61.0 69.0
## CV residual 0.274 -84.3 -74.4 -78.3 -67 -51.2 -23.2 30.8 52.5 -77.5 -69.5
## 30825 30830 30832 30837 30838 30841 30842 30847 30849 30851
## Predicted 139 122.9 122.0 128.3 133.406 137.5 137.8 138.54 132.8 128
## cvpred 138 122.2 121.3 127.6 132.786 136.9 137.2 137.97 132.2 127
## pm2.5 73 80.0 86.0 129.0 133.000 150.0 152.0 135.00 145.0 57
## CV residual -65 -42.2 -35.3 1.4 0.214 13.1 14.8 -2.97 12.8 -70
## 30853 30855 30859 30861 30863 30867 30868 30869 30874 30877 30880
## Predicted 133.2 138.3 134 139.0 139 139.0 133.8 138 124.2 123.5 125.8
## cvpred 132.5 137.7 134 138.5 138 138.5 133.3 138 123.7 122.9 125.3
## pm2.5 63.0 50.0 32 40.0 55 46.0 51.0 49 34.0 38.0 28.0
## CV residual -69.5 -87.7 -102 -98.5 -83 -92.5 -82.3 -89 -89.7 -84.9 -97.3
## 30883 30887 30892 30893 30907 30912 30917 30921 30923 30927 30930
## Predicted 122.3 119.1 121.8 126.4 100.2 113.0 140.8 124 109.0 92.8 94.7
## cvpred 121.7 118.5 121.3 125.9 99.5 112.4 140.4 123 108.2 91.9 93.7
## pm2.5 28.0 36.0 33.0 31.0 42.0 57.0 74.0 65 70.0 68.0 44.0
## CV residual -93.7 -82.5 -88.3 -94.9 -57.5 -55.4 -66.4 -58 -38.2 -23.9 -49.7
## 30934 30945 30946 30947 30949 30954 30955 30973 30974 30977
## Predicted 115.7783 123.14 122.9 112.9 107.4 93.9 98.2 104 103.4 98.2
## cvpred 115.0466 122.42 122.2 112.1 106.6 93.0 97.3 103 102.6 97.4
## pm2.5 115.0000 130.00 135.0 128.0 92.0 59.0 68.0 73 80.0 76.0
## CV residual -0.0466 7.58 12.8 15.9 -14.6 -34.0 -29.3 -30 -22.6 -21.4
## 30978 30980 30986 30988 30989 30992 30996 31005 31008 31013 31015
## Predicted 98.1 105.4 138.3 137.3 139.3 136.1 130.2 138.3 131.7 143 131
## cvpred 97.3 104.7 137.7 136.8 138.8 135.5 129.5 137.7 131.1 142 130
## pm2.5 68.0 85.0 70.0 77.0 84.0 96.0 53.0 58.0 54.0 57 16
## CV residual -29.3 -19.7 -67.7 -59.8 -54.8 -39.5 -76.5 -79.7 -77.1 -85 -114
## 31017 31018 31019 31023 31027 31028 31033 31043 31045 31048 31049
## Predicted 99.5 88.4 81.7 42.6 58.5 81.4 126.9 104.6 93.3 59.3 67.2
## cvpred 98.8 87.6 80.9 41.7 57.6 80.7 126.4 103.9 92.4 58.4 66.3
## pm2.5 11.0 12.0 12.0 10.0 16.0 18.0 38.0 55.0 58.0 35.0 33.0
## CV residual -87.8 -75.6 -68.9 -31.7 -41.6 -62.7 -88.4 -48.9 -34.4 -23.4 -33.3
## 31050 31056 31059 31062 31064 31067 31071 31073 31074 31075 31080
## Predicted 62.0 108.6 120.79 134.2 128.4 125.4 111.5 114 112.6 112 124.4
## cvpred 61.1 107.9 120.21 133.6 127.8 124.8 110.8 113 111.9 111 123.8
## pm2.5 34.0 53.0 128.00 157.0 145.0 167.0 163.0 137 137.0 122 86.0
## CV residual -27.1 -54.9 7.79 23.4 17.2 42.2 52.2 24 25.1 11 -37.8
## 31081 31086 31087 31089 31090 31091 31092 31099 31102 31103
## Predicted 124.8 133.9 133.7 117.5 119.3 119 113.37 105.2 108.60 119.5
## cvpred 124.2 133.4 133.2 116.9 118.6 118 112.61 104.4 107.89 118.8
## pm2.5 93.0 160.0 165.0 166.0 150.0 134 120.00 94.0 111.00 105.0
## CV residual -31.2 26.6 31.8 49.1 31.4 16 7.39 -10.4 3.11 -13.8
## 31107 31110 31111 31116 31118 31119 31124 31125 31128 31130 31132
## Predicted 134.66 138.8 139 66.2 30.7 35.1 99.1 104 122.03 126.6 126
## cvpred 134.15 138.3 138 65.2 29.8 34.1 98.3 103 121.31 125.9 125
## pm2.5 136.00 168.0 166 31.0 14.0 16.0 96.0 137 112.00 93.0 74
## CV residual 1.85 29.7 28 -34.2 -15.8 -18.1 -2.3 34 -9.31 -32.9 -51
## 31136 31142 31146 31147 31150 31152 31161 31163 31170 31176 31177
## Predicted 129.8 98.36 86.1 80.9 109.0 123.9 113.14 104.61 94.3 119.5 124.4
## cvpred 129.2 97.49 85.2 80.0 108.3 123.3 112.43 103.85 93.5 118.8 123.8
## pm2.5 86.0 91.00 66.0 56.0 50.0 54.0 116.00 96.00 75.0 102.0 70.0
## CV residual -43.2 -6.49 -19.2 -24.0 -58.3 -69.3 3.57 -7.85 -18.5 -16.8 -53.8
## 31183 31187 31189 31190 31194 31200 31206 31212 31213 31217 31219
## Predicted 114.1 86.5 76.4 75.7 71.9 106.1 135.7 60.4 37.1 15.973 13.3
## cvpred 113.6 85.7 75.6 74.8 71.0 105.4 135.3 59.4 36.1 14.799 12.1
## pm2.5 53.0 23.0 22.0 24.0 31.0 48.0 80.0 17.0 12.0 14.000 18.0
## CV residual -60.6 -62.7 -53.6 -50.8 -40.0 -57.4 -55.3 -42.4 -24.1 -0.799 5.9
## 31222 31224 31227 31228 31230 31236 31238 31241 31244 31249 31251
## Predicted 100.5 106.4 120.4 120.0 109.2 47.5 42.4 43.9 78.45 91.1 98.5
## cvpred 99.7 105.7 119.8 119.5 108.6 46.5 41.3 42.8 77.54 90.4 97.8
## pm2.5 29.0 48.0 36.0 30.0 23.0 19.0 17.0 32.0 74.00 43.0 40.0
## CV residual -70.7 -57.7 -83.8 -89.5 -85.6 -27.5 -24.3 -10.8 -3.54 -47.4 -57.8
## 31252 31253 31257 31264 31265 31266 31269 31273 31275 31283 31285
## Predicted 93.2 92.7 101.2 118.0 121.3 110.2 114.0 124.4 124.0 133.7 133.4
## cvpred 92.6 92.1 100.5 117.4 120.7 109.5 113.4 123.8 123.4 133.1 132.9
## pm2.5 32.0 41.0 55.0 71.0 69.0 56.0 66.0 74.0 76.0 87.0 94.0
## CV residual -60.6 -51.1 -45.5 -46.4 -51.7 -53.5 -47.4 -49.8 -47.4 -46.1 -38.9
## 31287 31293 31296 31306 31318 31324 31329 31340 31342 31344 31347
## Predicted 133.4 128.5 134.2 104.1 62.6 123.9 113.6 106.8 92.8 110.8 130
## cvpred 132.8 127.9 133.6 103.3 61.7 123.2 112.9 105.9 92.0 110.1 129
## pm2.5 104.0 145.0 179.0 48.0 30.0 91.0 74.0 50.0 59.0 98.0 96
## CV residual -28.8 17.1 45.4 -55.3 -31.7 -32.2 -38.9 -55.9 -33.0 -12.1 -33
## 31348 31349 31350 31354 31357 31360 31365 31375 31378 31379 31383
## Predicted 129.8 130 135.03 117.3 88.5 77.82 97.47 131 114.1 109.0 77.5
## cvpred 129.2 129 134.52 116.5 87.5 76.76 96.59 131 113.5 108.2 76.5
## pm2.5 115.0 77 125.00 142.0 114.0 69.00 99.00 25 34.0 34.0 54.0
## CV residual -14.2 -52 -9.52 25.5 26.5 -7.76 2.41 -106 -79.5 -74.2 -22.5
## 31384 31386 31394 31395 31398 31406 31408 31409 31412 31414 31416
## Predicted 89.5 92.2 134.5 136 136 129.2 129.2 123.9 119.5 135.8 135
## cvpred 88.6 91.2 134.1 136 136 128.7 128.6 123.4 118.9 135.3 135
## pm2.5 67.0 81.0 36.0 31 42 45.0 46.0 42.0 62.0 55.0 73
## CV residual -21.6 -10.2 -98.1 -105 -94 -83.7 -82.6 -81.4 -56.9 -80.3 -62
## 31419 31421 31422 31429 31430 31432 31438 31439 31440 31441 31446
## Predicted 134.7 135.7 136.2 98.5 98.2 88.714 96.7 116.8 101.4 101.7 117.4
## cvpred 134.2 135.2 135.8 97.6 97.4 87.808 96.1 116.3 100.7 101.1 116.9
## pm2.5 84.0 79.0 69.0 72.0 70.0 88.000 36.0 38.0 61.0 32.0 38.0
## CV residual -50.2 -56.2 -66.8 -25.6 -27.4 0.192 -60.1 -78.3 -39.7 -69.1 -78.9
## 31452 31453 31456 31460 31466 31468 31469 31471 31478 31479 31483
## Predicted 81.2 71.3 50.2 92.6 119.5 130 134.9 134.4 82.23 80.9905 96.1
## cvpred 80.3 70.4 49.2 91.9 118.8 129 134.4 133.9 81.27 79.9751 95.2
## pm2.5 25.0 28.0 28.0 37.0 75.0 90 86.0 103.0 76.00 80.0000 122.0
## CV residual -55.3 -42.4 -21.2 -54.9 -43.8 -39 -48.4 -30.9 -5.27 0.0249 26.8
## 31484 31493 31505 31509 31510 31512 31513 31514 31517 31518 31522
## Predicted 99.4 136.9 79.2 106.2 115.2 129.0 128.5 128.8 129.0 128.8 122.65
## cvpred 98.4 136.6 78.2 105.5 114.5 128.4 127.9 128.2 128.4 128.2 121.93
## pm2.5 169.0 54.0 54.0 34.0 40.0 46.0 55.0 69.0 86.0 90.0 130.00
## CV residual 70.6 -82.6 -24.2 -71.5 -74.5 -82.4 -72.9 -59.2 -42.4 -38.2 8.07
## 31524 31526 31528 31535 31536 31537 31538 31539 31544 31545 31547
## Predicted 117.0 106.2 100.7 121 120.3 121.8 123.0 122.2 130 129.0 107.0
## cvpred 116.2 105.3 99.8 120 119.4 121.1 122.4 121.6 129 128.4 106.2
## pm2.5 127.0 143.0 130.0 169 177.0 151.0 36.0 40.0 45 43.0 37.0
## CV residual 10.8 37.7 30.2 49 57.6 29.9 -86.4 -81.6 -84 -85.4 -69.2
## 31553 31556 31558 31562 31563 31566 31568 31569 31570 31571 31575
## Predicted 103.7 115.6 108.7 111.2 126 130 116 120.0 110.5 99.7 51.5
## cvpred 103.1 115.1 108.2 110.7 125 130 115 119.4 109.8 98.9 50.5
## pm2.5 19.0 23.0 23.0 18.0 20 19 22 29.0 41.0 33.0 37.0
## CV residual -84.1 -92.1 -85.2 -92.7 -105 -111 -93 -90.4 -68.8 -65.9 -13.5
## 31576 31580 31582 31585 31589 31591 31592 31593 31594 31595 31596
## Predicted 54.7 87.8 97.1 119.0 122 120.0 108.9 88.6 73.1 76.8 65.8
## cvpred 53.6 86.9 96.2 118.5 122 119.6 108.3 87.9 72.3 76.0 64.8
## pm2.5 31.0 50.0 58.0 30.0 31 29.0 26.0 28.0 22.0 29.0 28.0
## CV residual -22.6 -36.9 -38.2 -88.5 -91 -90.6 -82.3 -59.9 -50.3 -47.0 -36.8
## 31603 31609 31610 31612 31615 31616 31618 31623 31624 31625 31626
## Predicted 66.6 122.9 127.8 129.3 125.4 114.9 114.4 91.3 81.2 85.2 84.1
## cvpred 65.5 122.2 127.1 128.7 124.8 114.2 113.7 90.3 80.1 84.2 83.1
## pm2.5 41.0 61.0 96.0 101.0 42.0 45.0 46.0 113.0 128.0 132.0 116.0
## CV residual -24.5 -61.2 -31.1 -27.7 -82.8 -69.2 -67.7 22.7 47.9 47.8 32.9
## 31627 31628 31631 31634 31635 31637 31638 31639 31642 31643 31646
## Predicted 88.41 98.19 118 127.3 126.8 125.4 127.5 127.3 126.7 131.7 103.4
## cvpred 87.39 97.26 117 126.5 126.1 124.7 126.8 126.5 125.9 130.9 102.4
## pm2.5 93.00 100.00 93 70.0 80.0 141.0 172.0 178.0 175.0 180.0 176.0
## CV residual 5.61 2.74 -24 -56.5 -46.1 16.3 45.2 51.5 49.1 49.1 73.6
## 31649 31651 31652 31654 31658 31663 31668 31670 31672 31678 31679
## Predicted 102 127.9 122 118.9 131.5 123.9 104.2 97.3 85.6 119 118.5
## cvpred 101 127.3 121 118.2 130.9 123.3 103.4 96.5 84.7 118 117.8
## pm2.5 127 47.0 58 57.0 61.0 38.0 56.0 50.0 47.0 63 64.0
## CV residual 26 -80.3 -63 -61.2 -69.9 -85.3 -47.4 -46.5 -37.7 -55 -53.8
## 31688 31689 31695 31699 31700 31701 31702 31704 31709 31710 31711
## Predicted 119.6 123.1 92.3 103.1 107.4 116.6 118 90.4 129.2 124.4 129.8
## cvpred 118.9 122.4 91.4 102.2 106.5 115.8 117 89.7 128.6 123.8 129.2
## pm2.5 77.0 78.0 78.0 96.0 95.0 92.0 95 36.0 45.0 54.0 65.0
## CV residual -41.9 -44.4 -13.4 -6.2 -11.5 -23.8 -22 -53.7 -83.6 -69.8 -64.2
## 31713 31717 31718 31722 31723 31724 31727 31734 31737 31738 31739
## Predicted 114.1 96.2 91.4 91.1 99.8 104.0 106.6 133 122.1 116.8 106.3
## cvpred 113.4 95.3 90.4 90.1 98.8 103.1 105.7 132 121.4 115.9 105.3
## pm2.5 29.0 58.0 58.0 80.0 87.0 80.0 77.0 78 77.0 76.0 86.0
## CV residual -84.4 -37.3 -32.4 -10.1 -11.8 -23.1 -28.7 -54 -44.4 -39.9 -19.3
## 31743 31745 31749 31750 31751 31753 31767 31770 31771 31773 31775
## Predicted 95.38 98.1 114.8 114.3 118.9 117.6 121 121 120.6 126.0 130.9
## cvpred 94.41 97.1 113.9 113.4 118.1 116.7 120 120 119.8 125.2 130.1
## pm2.5 101.00 109.0 151.0 164.0 160.0 179.0 117 140 154.0 145.0 154.0
## CV residual 6.59 11.9 37.1 50.6 41.9 62.3 -3 20 34.2 19.8 23.9
## 31776 31782 31785 31789 31790 31792 31793 31796 31799 31804 31806
## Predicted 126.3 79.8 42.7 15.1 17.9 8.36 5.91 1.643 102.5 118 108.7
## cvpred 125.5 79.0 41.8 14.1 16.9 7.27 4.82 0.656 101.9 118 108.2
## pm2.5 150.0 24.0 24.0 42.0 29.0 27.00 24.00 18.000 17.0 9 18.0
## CV residual 24.5 -55.0 -17.8 27.9 12.1 19.73 19.18 17.344 -84.9 -109 -90.2
## 31811 31812 31813 31814 31818 31819 31821 31822 31823 31826 31827
## Predicted 62.5 56.5 43.9 48.2 52.5 58.0 66.6 67.7 96.0 120.2 125.2
## cvpred 61.7 55.6 42.9 47.3 51.6 57.1 65.7 66.8 95.3 119.7 124.8
## pm2.5 13.0 11.0 12.0 12.0 18.0 22.0 27.0 21.0 26.0 44.0 39.0
## CV residual -48.7 -44.6 -30.9 -35.3 -33.6 -35.1 -38.7 -45.8 -69.3 -75.7 -85.8
## 31828 31830 31831 31832 31837 31838 31844 31845 31846 31847 31850
## Predicted 114.8 124 128 117.1 44.9 48 67.4 96.1 87.8 106.4 124.2
## cvpred 114.4 124 128 116.6 44.0 47 66.7 95.3 87.1 105.8 123.7
## pm2.5 36.0 22 20 18.0 19.0 14 36.0 27.0 33.0 40.0 57.0
## CV residual -78.4 -102 -108 -98.6 -25.0 -33 -30.7 -68.3 -54.1 -65.8 -66.7
## 31852 31853 31856 31859 31861 31863 31865 31868 31869 31870 31874
## Predicted 121.1 120.4 125.39 98.5 97.14 108.4 114 134 127.9 123.0 129.8
## cvpred 120.6 119.8 124.83 97.7 96.33 107.6 113 133 127.3 122.4 129.2
## pm2.5 69.0 76.0 122.00 108.0 91.00 70.0 66 105 109.0 110.0 118.0
## CV residual -51.6 -43.8 -2.83 10.3 -5.33 -37.6 -47 -28 -18.3 -12.4 -11.2
## 31875 31880 31883 31884 31886 31887 31888 31890 31891 31897
## Predicted 133.9 134.16 118.02 118.51 97.75 82.2 77.0 70.66 85.2 123.1
## cvpred 133.3 133.59 117.31 117.79 96.95 81.3 76.1 69.76 84.5 122.7
## pm2.5 117.0 140.00 121.00 109.00 101.00 95.0 85.0 61.00 72.0 106.0
## CV residual -16.3 6.41 3.69 -8.79 4.05 13.7 8.9 -8.76 -12.5 -16.7
## 31900 31903 31910 31919 31922 31923 31925 31942 31943 31945 31946
## Predicted 132.0 136.5 114.38 125.1 134.4 133.9 123.44 102.0 117 122.0 122.3
## cvpred 131.6 136.2 113.73 124.6 133.9 133.4 122.94 101.4 116 121.6 121.8
## pm2.5 116.0 143.0 123.00 141.0 116.0 148.0 114.00 36.0 43 44.0 73.0
## CV residual -15.6 6.8 9.27 16.4 -17.9 14.6 -8.94 -65.4 -73 -77.6 -48.8
## 31948 31950 31952 31956 31957 31958 31961 31965 31967 31973 31977
## Predicted 132.5 132 120.3 48.0 49.0 20.08 42.7 76.7 117.4 131.5 102.0
## cvpred 132.2 132 119.9 47.1 48.1 19.03 41.7 76.0 116.9 131.2 101.3
## pm2.5 81.0 54 27.0 22.0 20.0 22.00 11.0 50.0 49.0 54.0 26.0
## CV residual -51.2 -78 -92.9 -25.1 -28.1 2.97 -30.7 -26.0 -67.9 -77.2 -75.3
## 31980 31984 31985 31986 31987 31992 31997 32000 32001 32002
## Predicted 71.7 32.3 39.436 37.843 42.623 106.9 132.0 109.7 91.6 66.6
## cvpred 70.8 31.3 38.414 36.818 41.702 106.3 131.6 109.1 90.9 65.7
## pm2.5 29.0 44.0 38.000 37.000 42.000 49.0 74.0 50.0 50.0 37.0
## CV residual -41.8 12.7 -0.414 0.182 0.298 -57.3 -57.6 -59.1 -40.9 -28.7
## 32003 32013 32015 32018 32019 32020 32021 32023 32026 32028 32029
## Predicted 51.6 100.2 108.5 107.0 111.3 105.3 100.1 98.4 96.5 88.9 92.4
## cvpred 50.7 99.5 107.9 106.5 110.8 104.8 99.6 97.8 96.0 88.3 91.8
## pm2.5 23.0 84.0 55.0 57.0 51.0 47.0 51.0 51.0 59.0 62.0 65.0
## CV residual -27.7 -15.5 -52.9 -49.5 -59.8 -57.8 -48.6 -46.8 -37.0 -26.3 -26.8
## 32031 32032 32036 32037 32039 32040 32045 32046 32047 32052 32054
## Predicted 110.0 114.9 116.1 110.3 113.3 112.4 117.2 116.7 121.3 135 119.3
## cvpred 109.3 114.2 115.5 109.7 112.7 111.9 116.7 116.2 120.9 135 118.6
## pm2.5 65.0 67.0 48.0 46.0 44.0 38.0 49.0 57.0 54.0 84 94.0
## CV residual -44.3 -47.2 -67.5 -63.7 -68.7 -73.9 -67.7 -59.2 -66.9 -51 -24.6
## 32057 32061 32062 32063 32070 32076 32080 32084 32087 32088 32092
## Predicted 119.3 134.7 134.9 130.3 131 32.6 11.48 31.4 70.0 94.8 106.6
## cvpred 118.7 134.1 134.4 129.8 131 31.9 10.72 30.8 69.6 94.4 106.4
## pm2.5 85.0 85.0 101.0 112.0 73 9.0 9.00 12.0 16.0 14.0 10.0
## CV residual -33.7 -49.1 -33.4 -17.8 -58 -22.9 -1.72 -18.8 -53.6 -80.4 -96.4
## 32098 32109 32110 32111 32114 32117 32121 32125 32128 32134 32135
## Predicted 73.0 109.3 90.5 74.5 120.9 130.7 87.8 36.0 10.29 125 119.0
## cvpred 72.6 108.9 90.1 74.0 120.7 130.6 87.4 35.3 9.49 124 118.7
## pm2.5 16.0 34.0 36.0 33.0 49.0 39.0 25.0 12.0 14.00 17 22.0
## CV residual -56.6 -74.9 -54.1 -41.0 -71.7 -91.6 -62.4 -23.3 4.51 -107 -96.7
## 32139 32140 32146 32150 32155 32158 32164 32166 32167 32169 32170
## Predicted 130.4 131 94.0 60.0 77.8 113.0 130 135 131 119.4 99.3
## cvpred 130.2 131 93.5 59.3 77.2 112.5 130 135 131 119.1 98.9
## pm2.5 73.0 55 35.0 33.0 55.0 69.0 29 33 41 43.0 44.0
## CV residual -57.2 -76 -58.5 -26.3 -22.2 -43.5 -101 -102 -90 -76.1 -54.9
## 32171 32178 32179 32181 32183 32186 32187 32190 32191 32193 32196
## Predicted 93.7 77.21 87.0 124.3 119.0 133.5 138.7 138.65 133 118.6 96.8
## cvpred 93.1 76.54 86.4 123.9 118.6 133.2 138.4 138.42 133 118.2 96.2
## pm2.5 45.0 74.00 74.0 82.0 87.0 95.0 102.0 132.00 112 79.0 76.0
## CV residual -48.1 -2.54 -12.4 -41.9 -31.6 -38.2 -36.4 -6.42 -21 -39.2 -20.2
## 32198 32203 32206 32210 32212 32216 32218 32220 32221 32226 32227
## Predicted 92.20 96.7 109.79 122.1 121 133 132.8 122.3 117.0 121.7 125.8
## cvpred 91.52 96.2 109.31 121.7 121 133 132.4 121.8 116.6 121.3 125.4
## pm2.5 89.00 115.0 101.00 135.0 160 50 62.0 67.0 77.0 68.0 70.0
## CV residual -2.52 18.8 -8.31 13.3 39 -83 -70.4 -54.8 -39.6 -53.3 -55.4
## 32232 32234 32236 32243 32258 32261 32264 32272 32279 32284 32286
## Predicted 137.5 136 129 103.6 129.9 134 133.7 87.1 128.4 133.90 138.79
## cvpred 137.3 135 129 103.1 129.7 134 133.4 86.5 128.1 133.68 138.61
## pm2.5 67.0 19 21 14.0 61.0 72 55.0 64.0 118.0 142.00 131.00
## CV residual -70.3 -116 -108 -89.1 -68.7 -62 -78.4 -22.5 -10.1 8.32 -7.61
## 32287 32288 32291 32294 32301 32302 32305 32306 32308 32312 32314
## Predicted 138.7 137.0 94.90 59.2 109.9 128.6 129.88 128.89 138.7 134 118.9
## cvpred 138.4 136.8 94.32 58.5 109.5 128.4 129.67 128.62 138.5 134 118.5
## pm2.5 113.0 118.0 92.00 27.0 51.0 79.0 123.00 126.00 95.0 33 50.0
## CV residual -25.4 -18.8 -2.32 -31.5 -58.5 -49.4 -6.67 -2.62 -43.5 -101 -68.5
## 32317 32318 32320 32323 32324 32327 32331 32333 32334 32335 32339
## Predicted 107.6 102.0 97.6 116.6 125.6 117.0 133.5 137.9 137.7 132.4 132.77
## cvpred 107.1 101.4 97.0 116.1 125.1 116.6 133.2 137.6 137.4 132.1 132.43
## pm2.5 93.0 103.0 125.0 161.0 190.0 137.0 57.0 60.0 66.0 70.0 138.00
## CV residual -14.1 1.6 28.0 44.9 64.9 20.4 -76.2 -77.6 -71.4 -62.1 5.57
## 32341 32353 32355 32356 32357 32358 32362 32364 32365 32366 32367
## Predicted 107.1 118.4 133.5 133 138.2 138.8 106.74 53.8 25.9 11.39 10.038
## cvpred 106.6 118.1 133.2 133 137.9 138.5 106.21 53.1 25.2 10.68 9.331
## pm2.5 92.0 98.0 106.0 107 106.0 114.0 102.00 9.0 9.0 15.00 9.000
## CV residual -14.6 -20.1 -27.2 -26 -31.9 -24.5 -4.21 -44.1 -16.2 4.32 -0.331
## 32369 32370 32376 32380 32382 32384 32392 32394 32395 32396 32402
## Predicted 7.34 6.24 125 131.9 132 135 60.84 63.03 76.8 89.9 118.21
## cvpred 6.63 5.52 125 131.8 132 135 60.08 62.31 76.2 89.3 117.93
## pm2.5 10.00 12.00 110 50.0 24 35 70.00 72.00 87.0 113.0 109.00
## CV residual 3.37 6.48 -15 -81.8 -108 -100 9.92 9.69 10.8 23.7 -8.93
## 32409 32411 32414 32422 32428 32429 32430 32432 32439 32445 32450
## Predicted 128.1 107.6 76.3 125.3 137.9 131.9 136.6 130.1 124.78 130.3 137.3
## cvpred 127.8 107.1 75.6 124.8 137.7 131.6 136.3 129.8 124.37 129.9 136.9
## pm2.5 166.0 163.0 126.0 204.0 60.0 59.0 54.0 50.0 122.00 198.0 151.0
## CV residual 38.2 55.9 50.4 79.2 -77.7 -72.6 -82.3 -79.8 -2.37 68.1 14.1
## 32453 32456 32464 32467 32469 32476 32477 32480 32482 32483 32484
## Predicted 137.15 135.9 1.491 39.6 96.5 76.7 76.4 81.5 50.3 42.6 41.6
## cvpred 136.81 135.6 0.686 39.0 96.2 76.5 76.3 81.4 50.0 42.2 41.1
## pm2.5 127.00 107.0 12.000 17.0 27.0 19.0 13.0 10.0 10.0 12.0 16.0
## CV residual -9.81 -28.6 11.314 -22.0 -69.2 -57.5 -63.3 -71.4 -40.0 -30.2 -25.1
## 32493 32494 32495 32505 32506 32510 32511 32518 32519 32520 32529
## Predicted 121.1 96.7 105.7 115.7 105.2 70.4 78.3 128.4 128.1 133.5 127.6
## cvpred 120.9 96.4 105.4 115.5 104.9 69.8 77.7 128.1 127.8 133.2 127.3
## pm2.5 42.0 45.0 39.0 60.0 62.0 58.0 56.0 70.0 70.0 113.0 84.0
## CV residual -78.9 -51.4 -66.4 -55.5 -42.9 -11.8 -21.7 -58.1 -57.8 -20.2 -43.3
## 32530 32532 32533 32539 32541 32543 32546 32549 32550 32552 32557
## Predicted 117.3 127 132.5 137.2 137.9 136.7 136.4 137.2 136.9 136.9 124.9
## cvpred 116.9 127 132.2 136.8 137.6 136.3 136.1 136.8 136.6 136.6 124.5
## pm2.5 84.0 94 91.0 102.0 114.0 117.0 121.0 126.0 113.0 98.0 148.0
## CV residual -32.9 -33 -41.2 -34.8 -23.6 -19.3 -15.1 -10.8 -23.6 -38.6 23.5
## 32560 32562 32563 32564 32565 32568 32570 32573 32575 32578
## Predicted 106.486 116.4 121.8 132.0 127 130.9 130.2 132.0 132.52 122.25
## cvpred 105.899 115.8 121.3 131.6 127 130.6 129.9 131.7 132.19 121.82
## pm2.5 106.000 90.0 90.0 110.0 119 106.0 113.0 114.0 128.00 125.00
## CV residual 0.101 -25.8 -31.3 -21.6 -8 -24.6 -16.9 -17.7 -4.19 3.18
## 32579 32580 32585 32587 32591 32592 32604 32608 32609 32610
## Predicted 131.28 126.89 104.63 117.32 136.66 137.902 46.5 56.6 51.8 92.5
## cvpred 130.89 126.44 103.99 116.77 136.32 137.617 45.8 56.0 51.1 91.9
## pm2.5 126.00 124.00 112.00 126.00 140.00 138.000 15.0 12.0 16.0 16.0
## CV residual -4.89 -2.44 8.01 9.23 3.68 0.383 -30.8 -44.0 -35.1 -75.9
## 32613 32619 32620 32623 32627 32629 32631 32637 32643 32647 32648
## Predicted 123.0 128.9 129.1 134 98.1 74.3 67.8 77.7 124.7 129.1 138.4
## cvpred 122.6 128.6 128.9 134 97.5 73.6 67.1 77.2 124.5 128.9 138.2
## pm2.5 54.0 74.0 75.0 34 46.0 54.0 59.0 48.0 38.0 69.0 67.0
## CV residual -68.6 -54.6 -53.9 -100 -51.5 -19.6 -8.1 -29.2 -86.5 -59.9 -71.2
## 32650 32651 32653 32654 32655 32664 32665 32666 32672 32678 32681
## Predicted 133 127.9 113.5 118.1 113.49 132.8 128.4 132.5 115 87.5 60.0
## cvpred 133 127.6 113.1 117.7 113.06 132.4 128.1 132.2 115 87.4 59.8
## pm2.5 93 91.0 77.0 96.0 107.00 152.0 161.0 162.0 14 13.0 11.0
## CV residual -40 -36.6 -36.1 -21.7 -6.06 19.6 32.9 29.8 -101 -74.4 -48.8
## 32682 32683 32685 32690 32692 32705 32708 32713 32714 32716 32717
## Predicted 77.7 77.6 139 132 136 25.3 111 107.5 114 134 52.1
## cvpred 77.6 77.5 139 133 136 24.9 111 107.6 114 134 52.2
## pm2.5 10.0 12.0 22 23 10 9.0 17 13.0 10 8 14.0
## CV residual -67.6 -65.5 -117 -110 -126 -15.9 -94 -94.6 -104 -126 -38.2
## 32718 32719 32725 32727 32728 32731 32733 32734 32736 32738 32742
## Predicted 94.5 104.9 14.21 -3.64 19.06 29.3 46.5 97.1 131 141 140
## cvpred 94.7 105.2 13.91 -4.10 18.64 29.0 46.3 97.1 131 141 140
## pm2.5 19.0 30.0 11.00 23.00 9.00 14.0 22.0 22.0 28 62 28
## CV residual -75.7 -75.2 -2.91 27.10 -9.64 -15.0 -24.3 -75.1 -103 -79 -112
## 32752 32754 32759 32761 32763 32764 32770 32771 32781 32785
## Predicted 49.4 57.55 122.62 138.5 139.51 144.77 123.36 117.2 111 117
## cvpred 48.9 57.13 122.59 138.6 139.68 144.99 123.32 117.1 111 117
## pm2.5 66.0 53.00 114.00 187.0 146.00 139.00 127.00 148.0 292 211
## CV residual 17.1 -4.13 -8.59 48.4 6.32 -5.99 3.68 30.9 181 94
## 32789 32790 32794 32795 32800 32801 32802 32806 32809 32810 32812
## Predicted 133 137.8 127 112 101 101 106 136 137 136 135
## cvpred 133 137.9 127 112 101 101 106 136 137 136 135
## pm2.5 217 226.0 269 272 221 234 237 283 289 280 284
## CV residual 84 88.1 142 160 120 133 131 147 152 144 149
## 32820 32821 32823 32827 32828 32829 32833 32836 32841 32859 32860
## Predicted 119.9 119.0 107 125.5 120 128.8 134.4 133.8 133.5 134.0 133.8
## cvpred 119.6 118.8 107 125.3 119 128.6 134.2 133.6 133.3 133.8 133.6
## pm2.5 204.0 207.0 222 213.0 221 208.0 210.0 226.0 98.0 169.0 152.0
## CV residual 84.4 88.2 115 87.7 102 79.4 75.8 92.4 -35.3 35.2 18.4
## 32866 32867 32869 32874 32876 32881 32882 32886 32889 32890 32896
## Predicted 132.1 134.4 134 88.3 131 137 135.4 131 126 83.1 15.8
## cvpred 131.8 134.2 134 87.9 131 137 135.4 131 126 82.9 15.4
## pm2.5 115.0 36.0 27 12.0 26 34 36.0 11 13 8.0 5.0
## CV residual -16.8 -98.2 -107 -75.9 -105 -103 -99.4 -120 -113 -74.9 -10.4
## 32904 32906 32907 32908 32910 32915 32922 32933 32936 32941 32943
## Predicted 129.3 135.1 139.0 136.6 141.8 103.71 102.1 137.6 143.1 107.0 99.7
## cvpred 129.4 135.4 139.3 136.9 142.1 103.58 101.8 137.7 143.3 106.7 99.4
## pm2.5 41.0 42.0 60.0 53.0 43.0 95.00 65.0 58.0 75.0 139.0 170.0
## CV residual -88.4 -93.4 -79.3 -83.9 -99.1 -8.58 -36.8 -79.7 -68.3 32.3 70.6
## 32944 32948 32949 32950 32954 32955 32959 32965 32978 32979 32983
## Predicted 98.9 130.6 137 141 141 146 148 101 142 142 143
## cvpred 98.5 130.5 136 141 141 146 148 100 142 142 143
## pm2.5 172.0 214.0 276 357 395 379 290 296 365 320 252
## CV residual 73.5 83.5 140 216 254 233 142 196 223 178 109
## 32987 32988 32989 32992 32994 32998 33004 33006 33008 33010 33012
## Predicted 144.79 139.4 134.8 113.7 113 135.8 142.4 145.7 138.8 115.33 54.9
## cvpred 144.73 139.3 134.6 113.4 113 135.7 142.4 145.7 138.8 115.06 54.5
## pm2.5 143.00 147.0 152.0 183.0 185 211.0 187.0 173.0 161.0 113.00 38.0
## CV residual -1.73 7.7 17.4 69.6 72 75.3 44.6 27.3 22.2 -2.06 -16.5
## 33013 33015 33023 33025 33026 33027 33028 33030 33032 33035 33036
## Predicted 34.75 23.771 127.0 130.9 131.4 131.4 136 119.7 128.9 98.9 92.7
## cvpred 34.25 23.279 126.9 130.8 131.3 131.3 136 119.8 128.9 98.8 92.4
## pm2.5 41.00 23.000 86.0 76.0 81.0 66.0 32 38.0 49.0 56.0 67.0
## CV residual 6.75 -0.279 -40.9 -54.8 -50.3 -65.3 -104 -81.8 -79.9 -42.8 -25.4
## 33045 33046 33047 33051 33060 33072 33075 33079 33082 33083 33085
## Predicted 123.4 128.5 128 133.4 127.7 137 137.3 136.8 125 59.8 29.9
## cvpred 123.3 128.5 128 133.4 127.7 137 137.3 136.8 125 59.5 29.5
## pm2.5 95.0 86.0 74 96.0 112.0 247 203.0 193.0 146 21.0 16.0
## CV residual -28.3 -42.5 -54 -37.4 -15.7 110 65.7 56.2 21 -38.5 -13.5
## 33088 33090 33093 33098 33099 33107 33110 33111 33116 33120 33121
## Predicted 35.2 30.9 52.7 117.8 123.5 81.7 42.97 47.723 108.72 135.1 134.9
## cvpred 34.9 30.7 52.7 118.1 123.8 81.5 42.64 47.383 108.64 135.3 135.1
## pm2.5 11.0 9.0 10.0 23.0 27.0 45.0 38.00 47.000 111.00 107.0 100.0
## CV residual -23.9 -21.7 -42.7 -95.1 -96.8 -36.5 -4.64 -0.383 2.36 -28.3 -35.1
## 33122 33124 33126 33127 33133 33135 33137 33140 33141 33143 33144
## Predicted 140.3 140.4 135.0 138.6 65.6 65.3 66.3 107 116.5 117.5 122.4
## cvpred 140.5 140.7 135.4 138.9 65.3 64.9 65.9 107 116.4 117.3 122.3
## pm2.5 92.0 66.0 63.0 75.0 52.0 50.0 82.0 65 81.0 98.0 92.0
## CV residual -48.5 -74.7 -72.4 -63.9 -13.3 -14.9 16.1 -42 -35.4 -19.3 -30.3
## 33149 33155 33158 33162 33164 33166 33168 33171 33176 33181 33186
## Predicted 104.8 116.3 123.4 126.8 132.6 132.6 132.9 132.6 109.4 56.6 46.8
## cvpred 104.8 116.2 123.3 126.7 132.6 132.6 132.9 132.6 109.3 56.6 47.0
## pm2.5 38.0 44.0 57.0 73.0 55.0 59.0 73.0 86.0 48.0 13.0 8.0
## CV residual -66.8 -72.2 -66.3 -53.7 -77.6 -73.6 -59.9 -46.6 -61.3 -43.6 -39.0
## 33202 33204 33209 33211 33214 33215 33217 33218 33222 33224 33229
## Predicted 64.7 36.2 12 52.2 98.0 125.7 135.5 145.3 130.6 133.1 37.07
## cvpred 65.0 36.3 12 52.4 98.3 126.2 136.1 145.9 131.3 133.7 36.91
## pm2.5 13.0 9.0 17 28.0 54.0 59.0 67.0 59.0 38.0 51.0 43.00
## CV residual -52.0 -27.3 5 -24.4 -44.3 -67.2 -69.1 -86.9 -93.3 -82.7 6.09
## 33235 33238 33240 33241 33242 33248 33259 33266 33271 33275 33278
## Predicted 64.3 124.5 129 133.0 133.7 148.90 85.4 138.1 143.8 117 86.1
## cvpred 64.3 124.8 129 133.3 134.1 149.45 85.4 138.5 144.3 117 85.9
## pm2.5 38.0 107.0 139 174.0 181.0 142.00 159.0 231.0 244.0 247 232.0
## CV residual -26.3 -17.8 10 40.7 46.9 -7.45 73.6 92.5 99.7 130 146.1
## 33281 33282 33287 33295 33296 33297 33298 33302 33306 33313 33318
## Predicted 88.5 107 135 128.3 119.4 65.9 54.4 11.97 32.1 115.5 94.2
## cvpred 88.4 107 135 128.5 119.7 65.9 54.4 11.75 32.0 115.8 94.5
## pm2.5 227.0 234 273 68.0 32.0 30.0 30.0 20.00 12.0 40.0 18.0
## CV residual 138.6 127 138 -60.5 -87.7 -35.9 -24.4 8.25 -20.0 -75.8 -76.5
## 33326 33331 33332 33333 33334 33336 33338 33341 33342 33344 33346
## Predicted 40.8 97.6 97.8 73.6 68.1 124.0 133.0 142.9 144.8 138.8 118
## cvpred 40.7 97.7 98.0 73.6 68.1 124.3 133.4 143.4 145.3 139.2 118
## pm2.5 11.0 28.0 34.0 46.0 46.0 57.0 70.0 114.0 106.0 97.0 82
## CV residual -29.7 -69.7 -64.0 -27.6 -22.1 -67.3 -63.4 -29.4 -39.3 -42.2 -36
## 33347 33352 33355 33357 33364 33368 33369 33373 33374 33375 33378
## Predicted 102.1 46.9 107.4 127.1 138.63 143.6 137.1 98.7 87.9 81.4 109.5
## cvpred 102.2 46.7 107.5 127.4 139.08 144.1 137.5 98.7 87.7 81.2 109.4
## pm2.5 92.0 87.0 69.0 93.0 141.00 184.0 174.0 166.0 151.0 144.0 148.0
## CV residual -10.2 40.3 -38.5 -34.4 1.92 39.9 36.5 67.3 63.3 62.8 38.6
## 33385 33386 33387 33388 33392 33398 33400 33404 33408 33421 33424
## Predicted 136 138.0 132.9 128.3 132 6.73 -7.20 70.2 59.5 48.6 42.5
## cvpred 136 138.5 133.3 128.7 132 6.81 -7.17 70.6 59.9 48.6 42.4
## pm2.5 73 58.0 51.0 49.0 16 17.00 20.00 49.0 12.0 17.0 22.0
## CV residual -63 -80.5 -82.3 -79.7 -116 10.19 27.17 -21.6 -47.9 -31.6 -20.4
## 33426 33429 33431 33432 33436 33437 33443 33446 33456 33458 33459
## Predicted 48.6 59.1 81.3 65.6 96.8 101.5 39.74 6.63 131.0 125.3 124
## cvpred 48.6 59.3 81.6 65.8 97.2 101.9 39.77 6.47 131.6 125.8 125
## pm2.5 25.0 38.0 41.0 45.0 41.0 40.0 36.00 28.00 110.0 34.0 39
## CV residual -23.6 -21.3 -40.6 -20.8 -56.2 -61.9 -3.77 21.53 -21.6 -91.8 -86
## 33462 33464 33465 33468 33470 33472 33473 33474 33475 33478 33479
## Predicted 131.8 124.7 112.1 56.08 56.235 44.87 44.51 53.17 62.58 129.4 134
## cvpred 132.5 125.4 112.5 56.15 56.225 44.75 44.45 53.16 62.66 129.8 135
## pm2.5 36.0 39.0 40.0 47.00 56.000 50.00 47.00 57.00 71.00 150.0 168
## CV residual -96.5 -86.4 -72.5 -9.15 -0.225 5.25 2.55 3.84 8.34 20.2 33
## 33480 33481 33487 33488 33489 33496 33498 33499 33501 33503 33506
## Predicted 134 129.9 145.5 145.3 148.7 87.2 111 127 137 143 143
## cvpred 135 130.3 146.1 145.9 149.2 87.2 111 127 138 143 143
## pm2.5 188 215.0 107.0 108.0 113.0 258.0 234 274 310 347 402
## CV residual 53 84.7 -39.1 -37.9 -36.2 170.8 123 147 172 204 259
## 33510 33515 33517 33518 33523 33524 33527 33538 33540 33542 33547
## Predicted 141 106 84.3 78.7 124 118 135 94.2 63.9 39.5 90.8
## cvpred 142 106 84.3 78.6 124 118 135 94.4 63.9 39.5 91.1
## pm2.5 273 279 284.0 274.0 327 348 385 21.0 9.0 10.0 38.0
## CV residual 131 173 199.7 195.4 203 230 250 -73.4 -54.9 -29.5 -53.1
## 33549 33552 33553 33556 33561 33567 33569 33570 33579 33582 33585
## Predicted 102.1 131.6 136.0 141.6 140.1 74.398 72.7 77.3 144.8 144.5 136.6
## cvpred 102.4 132.2 136.6 142.3 140.7 74.421 72.7 77.4 145.3 145.1 137.1
## pm2.5 36.0 57.0 64.0 128.0 44.0 74.000 101.0 103.0 224.0 126.0 118.0
## CV residual -66.4 -75.2 -72.6 -14.3 -96.7 -0.421 28.3 25.6 78.7 -19.1 -19.1
## 33590 33594 33600 33603 33606 33607 33608 33609 33611 33612 33613
## Predicted 84.7 102.3 144 149 145 144.5 149.3 148.1 127.9 118.1 117.1
## cvpred 84.7 102.5 145 150 145 145.1 149.8 148.6 128.2 118.3 117.3
## pm2.5 122.0 149.0 280 311 297 233.0 178.0 167.0 145.0 166.0 189.0
## CV residual 37.3 46.5 135 161 152 87.9 28.2 18.4 16.8 47.7 71.7
## 33614 33618 33619 33622 33623 33628 33629 33630 33631 33632 33635
## Predicted 121.7 105 113.5 126.9 127.9 142.0 147.0 147.7 148.2 147.3 141
## cvpred 121.9 105 113.7 127.1 128.2 142.5 147.5 148.2 148.8 147.9 141
## pm2.5 190.0 206 177.0 188.0 209.0 213.0 223.0 231.0 238.0 242.0 297
## CV residual 68.1 101 63.3 60.9 80.8 70.5 75.5 82.8 89.2 94.1 156
## 33641 33642 33645 33648 33650 33652 33658 33660 33662 33668 33669
## Predicted 113 123 132 142 142 131.4 66.1 37.0 4.80 73.5 102.3
## cvpred 113 124 132 142 143 131.7 66.1 36.9 4.59 73.8 102.7
## pm2.5 292 309 331 316 326 212.0 13.0 15.0 10.00 13.0 13.0
## CV residual 179 185 199 174 183 80.3 -53.1 -21.9 5.41 -60.8 -89.7
## 33670 33672 33675 33681 33684 33686 33688 33689 33692 33693 33695
## Predicted 93.3 117 122 124.7 48.1 47.09 41.0 39.9 110.3 119.8 120.59
## cvpred 93.7 117 122 125.1 48.1 47.03 40.9 39.8 110.6 120.2 121.01
## pm2.5 11.0 6 19 48.0 33.0 38.00 25.0 27.0 62.0 79.0 115.00
## CV residual -82.7 -111 -103 -77.1 -15.1 -9.03 -15.9 -12.8 -48.6 -41.2 -6.01
## 33701 33706 33707 33708 33709 33713 33717 33720 33724 33731 33733
## Predicted 125.0 109.3 103.7 99.3 93.9 92.9 134 139 145 106.6 13.1
## cvpred 125.4 109.6 103.9 99.5 94.0 93.1 135 140 146 106.8 13.0
## pm2.5 170.0 162.0 163.0 185.0 188.0 173.0 260 295 266 162.0 149.0
## CV residual 44.6 52.4 59.1 85.5 94.0 79.9 125 155 120 55.2 136.0
## 33736 33738 33741 33742 33743 33744 33753 33754 33759 33768 33769
## Predicted -18.4 -18.4 1.67 18.5 26.7 25.3 99.4 56.0 19.7 113.58 124
## cvpred -18.5 -18.3 1.83 18.7 27.0 25.6 99.9 56.2 19.9 114.18 125
## pm2.5 18.0 13.0 12.00 8.0 6.0 8.0 27.0 20.0 38.0 118.00 164
## CV residual 36.5 31.3 10.17 -10.7 -21.0 -17.6 -72.9 -36.2 18.1 3.82 39
## 33774 33781 33785 33787 33788 33789 33790 33791 33796 33797 33798
## Predicted 142.4 85.9 76.6 121 120.7 125.0 120 123.7 134.0 125.7 135.0
## cvpred 143.2 86.1 76.8 121 121.1 125.4 120 124.1 134.5 126.2 135.5
## pm2.5 167.0 128.0 175.0 191 178.0 195.0 181 169.0 161.0 164.0 171.0
## CV residual 23.8 41.9 98.2 70 56.9 69.6 61 44.9 26.5 37.8 35.5
## 33800 33801 33803 33806 33816 33819 33820 33821 33823 33826
## Predicted 129.6 123.4 96.5 61.4 11.35 -10.04 -3.59 -5.80 -0.82897 -16.9
## cvpred 130.1 123.8 96.7 61.4 11.87 -9.23 -2.74 -4.95 -0.00398 -16.1
## pm2.5 176.0 179.0 179.0 79.0 6.00 3.00 4.00 3.00 6.00000 10.0
## CV residual 45.9 55.2 82.3 17.6 -5.87 12.23 6.74 7.95 6.00398 26.1
## 33827 33828 33831 33833 33835 33839 33843 33846 33848 33849 33854
## Predicted -37.9 -54.5 -59.9 -60.2 17.1 74.7 93.6 115.5 115.2 76.9 23.17
## cvpred -37.2 -53.9 -59.6 -59.9 17.6 75.5 94.4 116.3 116.1 77.3 23.37
## pm2.5 14.0 9.0 5.0 9.0 46.0 56.0 20.0 24.0 17.0 26.0 15.00
## CV residual 51.2 62.9 64.6 68.9 28.4 -19.5 -74.4 -92.3 -99.1 -51.3 -8.37
## 33855 33857 33859 33861 33865 33870 33871 33874 33886 33888 33889
## Predicted 22.1 33.02 61.23 100.9 124.8 134.0 133 85.1 87.7 118 118.2
## cvpred 22.3 33.26 61.71 101.5 125.6 134.9 134 85.5 88.1 119 118.8
## pm2.5 38.0 42.00 52.00 76.0 103.0 102.0 89 52.0 54.0 82 76.0
## CV residual 15.7 8.74 -9.71 -25.5 -22.6 -32.9 -45 -33.5 -34.1 -37 -42.8
## 33891 33896 33897 33898 33904 33905 33907 33913 33915 33920 33921
## Predicted 127.0 141.9 136.5 130.9 110 110 131 130 134.2 98.6 85.3
## cvpred 127.6 142.5 137.1 131.4 110 111 131 131 134.9 99.2 85.7
## pm2.5 106.0 155.0 163.0 157.0 225 248 296 252 199.0 19.0 14.0
## CV residual -21.6 12.5 25.9 25.6 115 137 165 121 64.1 -80.2 -71.7
## 33923 33924 33926 33927 33928 33930 33931 33932 33933 33937 33938
## Predicted 49.6 29.0 14.81 12.6 5.77 7.84 46.1 54.74 85.5 124.1 124
## cvpred 49.9 29.2 14.95 12.7 5.90 8.02 46.3 55.01 86.0 124.8 125
## pm2.5 21.0 14.0 22.00 24.0 27.00 69.00 64.0 65.00 65.0 81.0 88
## CV residual -28.9 -15.2 7.05 11.3 21.10 60.98 17.7 9.99 -21.0 -43.8 -37
## 33941 33942 33943 33945 33948 33949 33951 33952 33954 33956 33957
## Predicted 139.7 144.4 143.887 139 46.0 35.2 21.0 19.7 37.3 40.7 99.42
## cvpred 140.6 145.3 144.787 140 46.2 35.3 21.1 19.7 37.4 40.9 99.92
## pm2.5 108.0 115.0 145.000 272 70.0 76.0 69.0 118.0 84.0 93.0 93.00
## CV residual -32.6 -30.3 0.213 132 23.8 40.7 47.9 98.3 46.6 52.1 -6.92
## 33958 33963 33965 33967 33968 33971 33976 33978 33979 33981 33985
## Predicted 109.68 122.8 108.3 65.9 58.9 31.4 0.937 14.10 10.79 15.5 30.5
## cvpred 110.29 123.5 108.9 66.3 59.2 31.6 1.192 14.49 11.17 16.0 31.2
## pm2.5 101.00 214.0 150.0 47.0 43.0 18.0 8.000 6.00 9.00 5.0 11.0
## CV residual -9.29 90.5 41.1 -19.3 -16.2 -13.6 6.808 -8.49 -2.17 -11.0 -20.2
## 33986 33989 33991 33996 33997 34001 34003 34005 34007 34009 34012
## Predicted 98.0 136 111 20.6 12.44 11.05 7.03 22.8 34.0 49.8 52.2
## cvpred 98.8 137 112 21.1 12.81 11.44 7.52 23.3 34.6 50.4 52.9
## pm2.5 27.0 21 8 9.0 8.00 9.00 12.00 10.0 9.0 14.0 12.0
## CV residual -71.8 -116 -104 -12.1 -4.81 -2.44 4.48 -13.3 -25.6 -36.4 -40.9
## 34013 34015 34018 34020 34024 34029 34031 34032 34039 34047 34050
## Predicted 31.0 22.9 5.79 -13.3 -37.0 50.8 62.5 66.6 97.3 41.4 60.7
## cvpred 31.6 23.6 6.34 -12.8 -36.7 51.5 63.3 67.3 98.2 41.9 61.3
## pm2.5 10.0 11.0 11.00 8.0 9.0 14.0 10.0 16.0 15.0 23.0 73.0
## CV residual -21.6 -12.6 4.66 20.8 45.7 -37.5 -53.3 -51.3 -83.2 -18.9 11.7
## 34054 34056 34059 34061 34064 34065 34066 34067 34068 34069 34073
## Predicted 73.6 109.0 131.7 130.13 122.9 92.5 76.02 59.5 56.9 56.7 47.2
## cvpred 74.2 109.9 132.7 131.11 123.9 93.3 76.65 60.0 57.2 57.0 47.5
## pm2.5 94.0 93.0 130.0 134.00 75.0 62.0 69.00 48.0 43.0 32.0 19.0
## CV residual 19.8 -16.9 -2.7 2.89 -48.9 -31.3 -7.65 -12.0 -14.2 -25.0 -28.5
## 34077 34080 34090 34091 34092 34110 34119 34120 34126 34133 34137
## Predicted 71.0 120.7 109.1 84.4 68.52 133.52 50.1 48.9 118 138 134.6
## cvpred 71.4 121.5 109.7 84.9 68.83 134.43 50.3 49.0 119 139 135.4
## pm2.5 89.0 144.0 86.0 71.0 77.00 128.00 82.0 125.0 347 394 163.0
## CV residual 17.6 22.5 -23.7 -13.9 8.17 -6.43 31.7 76.0 228 255 27.6
## 34139 34140 34142 34147 34153 34154 34159 34161 34163 34164 34167
## Predicted 103.8 79.0 29.9 68.0 128 128 113.3 96.5 66.0 65.1 28.6
## cvpred 104.3 79.4 30.0 68.2 129 129 113.9 97.0 66.3 65.5 28.9
## pm2.5 143.0 153.0 122.0 249.0 229 251 49.0 47.0 46.0 46.0 69.0
## CV residual 38.7 73.6 92.0 180.8 100 122 -64.9 -50.0 -20.3 -19.5 40.1
## 34170 34178 34179 34181 34183 34187 34188 34191 34192 34193 34194
## Predicted 63.6 63.9 57.3 63.6 51.4 5.41 11.47 1.93 -4.66 -11.5 -8.32
## cvpred 64.1 64.5 57.9 64.2 52.1 5.95 11.94 2.40 -4.19 -11.0 -7.81
## pm2.5 78.0 16.0 24.0 11.0 18.0 27.00 13.00 17.00 17.00 14.0 11.00
## CV residual 13.9 -48.5 -33.9 -53.2 -34.1 21.05 1.06 14.60 21.19 25.0 18.81
## 34196 34198 34199 34200 34203 34204 34208 34210 34215 34216 34218
## Predicted -10.5 85.5 90.4 112.8 118 119.8 133 69.5 23.62 8.51 4.36
## cvpred -10.0 86.3 91.2 113.7 119 120.9 134 70.2 24.15 9.12 5.01
## pm2.5 11.0 16.0 29.0 59.0 97 78.0 25 17.0 22.00 24.00 10.00
## CV residual 21.0 -70.3 -62.2 -54.7 -22 -42.9 -109 -53.2 -2.15 14.88 4.99
## 34227 34228 34230 34240 34247 34250 34252 34255 34257 34261 34265
## Predicted 36.1 52.8 25.4 -32.4 -35.6 -43.1 -36 -42.0 -46.3 -117 -115
## cvpred 37.1 53.9 26.4 -31.5 -34.6 -42.1 -35 -41.1 -45.5 -117 -115
## pm2.5 6.0 3.0 5.0 9.0 7.0 5.0 4 10.0 10.0 9 10
## CV residual -31.1 -50.9 -21.4 40.5 41.6 47.1 39 51.1 55.5 126 125
## 34270 34273 34276 34278 34281 34284 34285 34286 34288 34294 34295
## Predicted -72.1 -71.5 105.5 108.6 113.4 29.18 32.71 21.3 18.2 56.5 63.3
## cvpred -71.6 -71.0 106.6 109.6 114.3 29.55 33.07 21.6 18.4 56.9 63.8
## pm2.5 85.0 46.0 25.0 27.0 37.0 39.00 37.00 33.0 77.0 94.0 90.0
## CV residual 156.6 117.0 -81.6 -82.6 -77.3 9.45 3.93 11.4 58.6 37.1 26.2
## 34302 34303 34304 34305 34306 34308 34310 34311 34313 34315 34322
## Predicted 108.0 102.5 106.8 75.9 63.7 32.6 25.5 30.0 26.8 56.8 114.3
## cvpred 108.8 103.4 107.7 76.6 64.3 32.9 25.8 30.4 27.2 57.5 115.3
## pm2.5 38.0 40.0 31.0 22.0 24.0 20.0 12.0 14.0 20.0 23.0 28.0
## CV residual -70.8 -63.4 -76.7 -54.6 -40.3 -12.9 -13.8 -16.4 -7.2 -34.5 -87.3
## 34323 34328 34332 34333 34334 34335 34339 34341 34344 34346 34358
## Predicted 119.3 114.9 44.6 44.31 33.94 29.3 56.13 83.8 127.33 132.2 43.8
## cvpred 120.3 115.9 45.0 44.72 34.29 29.6 56.57 84.5 128.26 133.2 44.2
## pm2.5 36.0 99.0 69.0 43.00 38.00 44.0 63.00 130.0 134.00 219.0 96.0
## CV residual -84.3 -16.9 24.0 -1.72 3.71 14.4 6.43 45.5 5.74 85.8 51.8
## 34359 34367 34372 34373 34375 34377 34378 34380 34382 34384 34385
## Predicted 33.3 103 124.4 123.5 121.8 108.0 80.52 42.8 25.69 18.97 18.6
## cvpred 33.5 104 125.4 124.5 122.8 108.9 80.99 43.1 25.83 19.05 18.8
## pm2.5 88.0 211 115.0 87.0 60.0 82.0 73.00 56.0 33.00 28.00 30.0
## CV residual 54.5 107 -10.4 -37.5 -62.8 -26.9 -7.99 12.9 7.17 8.95 11.2
## 34386 34392 34393 34394 34396 34398 34401 34402 34403 34407 34412
## Predicted 18.3 77.2 101.2 126.3 122.3 135.9 129.9 106.0 70.8 29.2 87.01
## cvpred 18.5 77.8 101.8 127.2 123.2 136.8 130.7 106.7 71.2 29.4 87.59
## pm2.5 33.0 164.0 167.0 180.0 163.0 159.0 113.0 137.0 92.0 47.0 83.00
## CV residual 14.5 86.2 65.2 52.8 39.8 22.2 -17.7 30.3 20.8 17.6 -4.59
## 34413 34417 34419 34423 34424 34426 34428 34429 34432 34438 34439
## Predicted 95.9 100.9 115 101 91.0 67.0 34.9 39.6 35.0 78.5 97.8
## cvpred 96.5 101.5 116 102 91.7 67.6 35.3 40.0 35.4 79.2 98.7
## pm2.5 130.0 83.0 162 25 39.0 27.0 12.0 9.0 11.0 59.0 66.0
## CV residual 33.5 -18.5 46 -77 -52.7 -40.6 -23.3 -31.0 -24.4 -20.2 -32.7
## 34440 34443 34445 34446 34448 34449 34450 34451 34459 34460
## Predicted 117.8 133 128.83 138.3 138.35 138.1 106.8 97.0 108.93 118.96
## cvpred 118.7 134 129.87 139.4 139.43 139.2 107.5 97.7 109.48 119.61
## pm2.5 77.0 112 139.00 155.0 141.00 182.0 138.0 119.0 115.00 124.00
## CV residual -41.7 -22 9.13 15.6 1.57 42.8 30.5 21.3 5.52 4.39
## 34461 34462 34464 34468 34472 34479 34481 34482 34484 34486 34495
## Predicted 135 134.0 145 146 146.1 111 122 133 143 147 136
## cvpred 136 134.7 146 147 147.1 111 123 134 144 148 136
## pm2.5 152 170.0 294 415 197.0 366 421 450 429 460 435
## CV residual 16 35.3 148 268 49.9 255 298 316 285 312 299
## 34498 34508 34509 34510 34511 34512 34513 34515 34517 34519 34520
## Predicted 136 47.1 48.7 50.7 53.4 51.4 54.6 56.2 47.5 43.1 46.3
## cvpred 137 47.6 49.2 51.4 54.1 52.1 55.3 57.0 48.2 43.9 47.1
## pm2.5 346 17.0 11.0 15.0 12.0 14.0 12.0 8.0 7.0 8.0 8.0
## CV residual 209 -30.6 -38.2 -36.4 -42.1 -38.1 -43.3 -49.0 -41.2 -35.9 -39.1
## 34521 34522 34523 34525 34526 34527 34530 34537 34551 34555 34557
## Predicted 39.2 26.5 14.49 -9.45 -12.4 -9.24 -9.62 114.4 38.5 26.7 35.1
## cvpred 39.9 27.1 15.09 -8.95 -12.0 -8.75 -9.09 115.4 39.0 27.4 35.9
## pm2.5 11.0 12.0 11.00 9.00 17.0 12.00 14.00 63.0 14.0 10.0 11.0
## CV residual -28.9 -15.1 -4.09 17.95 29.0 20.75 23.09 -52.4 -25.0 -17.4 -24.9
## 34563 34565 34566 34568 34569 34572 34577 34587 34589 34591 34595
## Predicted 35.7 38.6 102.3 111 98.6 42.9 24.07 115.6 130.0 114.9 21.9
## cvpred 36.5 39.5 103.3 112 99.5 43.6 24.59 116.6 131.2 115.9 22.8
## pm2.5 6.0 5.0 11.0 8 23.0 30.0 29.00 53.0 48.0 39.0 10.0
## CV residual -30.5 -34.5 -92.3 -104 -76.5 -13.6 4.41 -63.6 -83.2 -76.9 -12.8
## 34597 34598 34600 34603 34604 34606 34612 34614 34619 34625 34627
## Predicted 15.72 -5.12 -5.75 26.8 62.8 86.2 92.9 114.8 77.99 42.4 93.5
## cvpred 16.57 -4.26 -4.84 27.9 63.9 87.4 94.0 116.1 78.92 43.1 94.6
## pm2.5 12.00 8.00 13.00 9.0 16.0 12.0 45.0 43.0 87.00 79.0 114.0
## CV residual -4.57 12.26 17.84 -18.9 -47.9 -75.4 -49.0 -73.1 8.08 35.9 19.4
## 34629 34632 34633 34634 34635 34641 34643 34656 34658 34661 34666
## Predicted 87.0 112.2 116.1 120.36 129.0 112.1 73.4 88.38 88.6 96.4 64.5
## cvpred 88.1 113.4 117.3 121.63 130.3 113.4 74.3 89.41 89.7 97.6 65.3
## pm2.5 101.0 69.0 71.0 123.00 118.0 53.0 28.0 80.00 39.0 42.0 27.0
## CV residual 12.9 -44.4 -46.3 1.37 -12.3 -60.4 -46.3 -9.41 -50.7 -55.6 -38.3
## 34667 34669 34681 34682 34683 34688 34689 34692 34693 34694 34697
## Predicted 54.7 30.8 125 121 116 128.7 128.6 104.2 76.2 76.0 85.4
## cvpred 55.5 31.5 126 123 117 129.9 129.9 105.1 77.1 76.8 86.2
## pm2.5 24.0 44.0 271 331 291 66.0 88.0 89.0 117.0 135.0 174.0
## CV residual -31.5 12.5 145 208 174 -63.9 -41.9 -16.1 39.9 58.2 87.8
## 34699 34702 34703 34705 34706 34709 34717 34720 34722 34726 34730
## Predicted 109.8 113 118 118 119 110.9 66.2 60.6 78.3 76.8 87.0
## cvpred 110.7 114 119 119 120 111.7 67.0 61.4 79.2 77.8 88.2
## pm2.5 194.0 284 281 310 280 198.0 19.0 30.0 28.0 17.0 12.0
## CV residual 83.3 170 162 191 160 86.3 -48.0 -31.4 -51.2 -60.8 -76.2
## 34732 34735 34736 34742 34746 34748 34749 34754 34756 34758 34759
## Predicted 94.1 128 124.3 59.8 86.54 100.21 103.3 116.1 118 133 122
## cvpred 95.3 130 125.7 60.7 87.56 101.33 104.4 117.3 119 134 124
## pm2.5 11.0 12 27.0 20.0 78.00 97.00 97.0 41.0 11 9 8
## CV residual -84.3 -118 -98.7 -40.7 -9.56 -4.33 -7.4 -76.3 -108 -125 -116
## 34760 34763 34765 34766 34768 34769 34771 34774 34779 34784 34785
## Predicted 116 95.1 73.3 72.5 57.2 61.1 93.8 116.9 106.9 135 133.5
## cvpred 117 96.1 74.3 73.4 58.1 62.0 94.8 118.1 108.1 136 134.9
## pm2.5 10 26.0 31.0 27.0 27.0 33.0 43.0 93.0 40.0 36 40.0
## CV residual -107 -70.1 -43.3 -46.4 -31.1 -29.0 -51.8 -25.1 -68.1 -100 -94.9
## 34786 34789 34791 34792 34797 34801 34802 34805 34806 34813 34816
## Predicted 105.5 67.5 58.3 58.0 116.2 96.5 100.8 97.8 123 63.5 47.57
## cvpred 106.5 68.3 59.1 58.7 117.3 97.6 101.9 98.9 125 64.3 48.25
## pm2.5 24.0 17.0 15.0 20.0 57.0 37.0 28.0 17.0 21 42.0 45.00
## CV residual -82.5 -51.3 -44.1 -38.7 -60.3 -60.6 -73.9 -81.9 -104 -22.3 -3.25
## 34818 34826 34833 34836 34837 34838 34839 34842 34848 34851 34858
## Predicted 71.7 135.6 129.6 105.2 94.7 80.5 75.1 108.81 140 135 106.9
## cvpred 72.6 136.8 130.9 106.1 95.5 81.3 75.9 109.76 141 136 107.9
## pm2.5 121.0 177.0 62.0 80.0 112.0 144.0 139.0 118.00 334 337 93.0
## CV residual 48.4 40.2 -68.9 -26.1 16.5 62.7 63.1 8.24 193 201 -14.9
## 34860 34865 34870 34872 34873 34877 34880 34881 34883 34884 34885
## Predicted 68.02 45.1 119.8 134.0 130 141 146 150 132.5 117.8 117
## cvpred 68.67 45.7 120.9 135.1 131 143 147 151 133.5 118.7 118
## pm2.5 66.00 33.0 202.0 216.0 247 457 346 332 211.0 201.0 235
## CV residual -2.67 -12.7 81.1 80.9 116 314 199 181 77.5 82.3 117
## 34889 34890 34891 34892 34893 34894 34897 34899 34904 34905 34906
## Predicted 111 127 137 138 137 142 148 147 145 144 142
## cvpred 112 128 138 139 138 143 149 149 147 146 143
## pm2.5 362 333 312 309 332 294 267 329 247 265 262
## CV residual 250 205 174 170 194 151 118 180 100 119 119
## 34910 34912 34913 34914 34915 34920 34921 34924 34930 34932 34934
## Predicted 83.1 53.06 33.31 27.7 31.65 39.8 40.9 37.9 15.377 0.205 -33.9
## cvpred 83.7 53.59 33.86 28.4 32.42 40.8 41.8 38.9 16.337 1.057 -33.2
## pm2.5 286.0 58.00 43.00 36.0 26.00 20.0 13.0 13.0 17.000 16.000 15.0
## CV residual 202.3 4.41 9.14 7.6 -6.42 -20.8 -28.8 -25.9 0.663 14.943 48.2
## 34935 34938 34943 34945 34946 34949 34956 34960 34968 34976 34978
## Predicted -32.6 -35.0 -27.5 -5.05 -21.0 -25.8 -38.1 -62.3 108.2 81.1 68.1
## cvpred -31.9 -34.3 -26.7 -4.04 -20.1 -24.9 -37.3 -61.6 109.3 82.2 69.1
## pm2.5 14.0 11.0 17.0 13.00 23.0 12.0 21.0 15.0 45.0 15.0 21.0
## CV residual 45.9 45.3 43.7 17.04 43.1 36.9 58.3 76.6 -64.3 -67.2 -48.1
## 34980 34986 34988 34991 34995 34997 34998 34999 35000 35001 35004
## Predicted 39.7 4.78 6.71 8.78 58.4 49.3 58.5 62.5 80.6 100.1 39.3
## cvpred 40.7 5.60 7.53 9.64 59.3 50.2 59.5 63.5 81.7 101.4 40.0
## pm2.5 14.0 20.00 30.00 38.00 74.0 32.0 27.0 24.0 33.0 60.0 67.0
## CV residual -26.7 14.40 22.47 28.36 14.7 -18.2 -32.5 -39.5 -48.7 -41.4 27.0
## 35006 35009 35028 35030 35033 35034 35040 35044 35045 35047 35048
## Predicted 19.2 15.3 8.67 2.53 -8.73 -0.803 47.2 116.2 100.29 66.7 45.0
## cvpred 19.8 15.9 9.23 3.03 -8.23 -0.264 47.9 117.3 101.25 67.5 45.6
## pm2.5 42.0 68.0 34.00 27.00 25.00 25.000 88.0 129.0 109.00 83.0 71.0
## CV residual 22.2 52.1 24.77 23.97 33.23 25.264 40.1 11.7 7.75 15.5 25.4
## 35061 35065 35068 35072 35073 35080 35086 35087 35088 35089
## Predicted 0.286 -1.83 0.608 42.6 45.4 10.7 99.3 113.4 108.05 114.2
## cvpred 0.771 -1.36 1.124 43.2 46.0 10.9 100.1 114.3 108.88 115.1
## pm2.5 18.000 24.00 70.000 75.0 58.0 24.0 70.0 81.0 111.00 144.0
## CV residual 17.229 25.36 68.876 31.8 12.0 13.1 -30.1 -33.3 2.12 28.9
## 35091 35094 35095 35097 35098 35104 35105 35107 35110 35122 35123
## Predicted 128.7 127 139.7 146.5 139.4 79.9 84.9 108.6 126 80.6 51.1
## cvpred 129.7 128 140.7 147.6 140.3 80.4 85.4 109.3 127 81.2 51.6
## pm2.5 174.0 149 166.0 107.0 114.0 128.0 146.0 173.0 232 36.0 36.0
## CV residual 44.3 21 25.3 -40.6 -26.3 47.6 60.6 63.7 105 -45.2 -15.6
## 35124 35127 35134 35135 35141 35146 35150 35151 35154 35159 35160
## Predicted 45.2 35.54 108.6 117.6 147.2 144.9 125.1 119.7 124.3 146.1 146.9
## cvpred 45.6 35.96 109.4 118.4 148.3 145.8 125.8 120.4 125.1 147.1 147.9
## pm2.5 23.0 26.00 68.0 60.0 77.0 101.0 178.0 176.0 224.0 203.0 221.0
## CV residual -22.6 -9.96 -41.4 -58.4 -71.3 -44.8 52.2 55.6 98.9 55.9 73.1
## 35163 35166 35169 35170 35175 35177 35178 35181 35185 35188
## Predicted 148.8 146.99 137 125.4 62.0 63.7 78.6 118.3 145.6 143.5
## cvpred 149.9 148.16 138 126.3 62.6 64.3 79.3 119.3 146.6 144.4
## pm2.5 175.0 155.00 109 140.0 32.0 29.0 37.0 53.0 128.0 157.0
## CV residual 25.1 6.84 -29 13.7 -30.6 -35.3 -42.3 -66.3 -18.6 12.6
## 35189 35190 35191 35199 35206 35208 35209 35211 35215 35221
## Predicted 144.120 144.12 143.9 132.1 139.5 139.7 139.6 150.8 149.3 81.9
## cvpred 144.966 144.97 144.7 132.9 140.3 140.6 140.5 151.8 150.4 82.6
## pm2.5 144.000 138.00 128.0 145.0 177.0 201.0 217.0 204.0 203.0 102.0
## CV residual -0.966 -6.97 -16.7 12.1 36.7 60.4 76.5 52.2 52.6 19.4
## 35222 35228 35234 35237 35239 35242 35246 35247 35249 35254 35259
## Predicted 70.55 93.7 81.0 87.2 99.4 93.9 33.2 45.5 42.4 71.5 105.5
## cvpred 71.14 94.6 82.1 88.4 100.6 95.0 34.1 46.4 43.2 72.8 106.9
## pm2.5 77.00 35.0 12.0 15.0 15.0 18.0 23.0 16.0 18.0 21.0 30.0
## CV residual 5.86 -59.6 -70.1 -73.4 -85.6 -77.0 -11.1 -30.4 -25.2 -51.8 -76.9
## 35263 35265 35266 35270 35274 35275 35277 35284 35285 35286 35287
## Predicted 82.3 95.6 64.5 7.61 45.81 58.86 71.4 120.2 124.8 125.1 128.6
## cvpred 83.6 97.0 65.6 8.54 46.72 59.81 72.4 121.6 126.3 126.6 130.2
## pm2.5 11.0 20.0 22.0 14.00 44.00 53.00 56.0 104.0 88.0 85.0 66.0
## CV residual -72.6 -77.0 -43.6 5.46 -2.72 -6.81 -16.4 -17.6 -38.3 -41.6 -64.2
## 35290 35295 35299 35301 35302 35303 35305 35307 35308 35311 35316
## Predicted 109.7 22.0 39.8 88.6 50.3 103.03 123.81 123.6 128 134.8 73.2
## cvpred 110.9 22.8 40.7 89.7 51.2 104.15 125.14 124.9 130 136.3 74.2
## pm2.5 61.0 63.0 87.0 126.0 126.0 106.00 118.00 199.0 262 177.0 85.0
## CV residual -49.9 40.2 46.3 36.3 74.8 1.85 -7.14 74.1 132 40.7 10.8
## 35319 35320 35323 35326 35328 35335 35338 35341 35343 35344 35345
## Predicted 25.4 16.6 55.8 103 87.87 75.8 74.5 41.8 30.3 18.94 22.7
## cvpred 26.0 17.3 56.5 104 88.85 77.0 75.5 42.6 31.1 19.65 23.5
## pm2.5 81.0 111.0 189.0 218 95.00 12.0 33.0 10.0 12.0 12.00 8.0
## CV residual 55.0 93.7 132.5 114 6.15 -65.0 -42.5 -32.6 -19.1 -7.65 -15.5
## 35351 35358 35364 35365 35366 35367 35368 35369 35372 35373 35375
## Predicted 109.3 128.5 86.9 77.1 54.2 53.2 44.4 44.7 108.16 121.31 122
## cvpred 110.6 129.9 87.8 78.0 55.1 54.0 45.2 45.4 109.34 122.47 124
## pm2.5 62.0 105.0 118.0 106.0 96.0 82.0 63.0 79.0 115.00 131.00 287
## CV residual -48.6 -24.9 30.2 28.0 40.9 28.0 17.8 33.6 5.66 8.53 163
## 35376 35381 35385 35386 35392 35393 35396 35398 35400 35404 35405
## Predicted 118 116.1 138.2 130.3 48.8 61.6 83.2 120.3 129.3 136.7 136.2
## cvpred 120 117.5 139.6 131.5 49.5 62.3 84.0 121.4 130.5 138.1 137.6
## pm2.5 299 49.0 170.0 180.0 111.0 133.0 103.0 93.0 122.0 213.0 196.0
## CV residual 179 -68.5 30.4 48.5 61.5 70.7 19.0 -28.4 -8.5 74.9 58.4
## 35408 35412 35413 35416 35417 35422 35425 35426 35427 35430 35431
## Predicted 132.7 78.4 62.71 37.6 32.9 123 132 137 137 145 151
## cvpred 134.1 79.3 63.49 38.2 33.6 124 133 138 138 146 152
## pm2.5 90.0 52.0 55.00 48.0 60.0 513 569 659 648 623 618
## CV residual -44.1 -27.3 -8.49 9.8 26.4 389 436 521 510 477 466
## 35432 35437 35439 35441 35446 35462 35467 35469 35471 35472 35473
## Predicted 151 101 91.9 72.6 144 97.3 31.9 39.2 75.1 31.3 44.61
## cvpred 152 102 92.5 73.2 145 98.0 32.6 40.0 76.0 32.0 45.43
## pm2.5 532 457 161.0 298.0 422 77.0 195.0 293.0 381.0 296.0 38.00
## CV residual 380 355 68.5 224.8 277 -21.0 162.4 253.0 305.0 264.0 -7.43
## 35475 35476 35477 35482 35490 35491 35494 35495 35499 35502 35505
## Predicted 41.4 73.0 87.0 98.8 62.4 57.5 93.0 116.7 130.46 145.4 145.37
## cvpred 42.2 73.9 88.1 99.7 63.1 58.3 93.8 117.7 131.37 146.3 146.33
## pm2.5 22.0 20.0 14.0 42.0 87.0 95.0 145.0 184.0 133.00 114.0 143.00
## CV residual -20.2 -53.9 -74.1 -57.7 23.9 36.7 51.2 66.3 1.63 -32.3 -3.33
## 35512 35518 35521 35523 35526 35527 35532 35534 35535 35538 35540
## Predicted 104.9 50.6 69.3 55.1 49.4 53 3.83 -12.8 -21.5 -20.3 -10.57
## cvpred 105.6 51.4 70.2 56.0 50.4 54 4.61 -12.1 -20.9 -19.6 -9.77
## pm2.5 195.0 22.0 16.0 7.0 8.0 7 7.00 14.0 13.0 14.0 8.00
## CV residual 89.4 -29.4 -54.2 -49.0 -42.4 -47 2.39 26.1 33.9 33.6 17.77
## 35543 35547 35548 35553 35555 35556 35559 35564 35567 35571 35579
## Predicted 2.45 -9.16 10.27 93.9 73.4 48.3 30.2 49.9 102.5 123.1 91.64
## cvpred 3.27 -8.29 11.34 95.0 74.3 49.1 30.9 50.7 103.6 124.3 92.61
## pm2.5 9.00 15.00 13.00 22.0 24.0 24.0 42.0 67.0 112.0 164.0 101.00
## CV residual 5.73 23.29 1.66 -73.0 -50.3 -25.1 11.1 16.3 8.4 39.7 8.39
## 35582 35583 35584 35587 35590 35597 35598 35600 35604 35610 35613
## Predicted 57.6 43.2 38.5 67.8 111 131 132 131 90.5 94.4 128
## cvpred 58.3 43.8 39.2 68.7 112 132 133 133 91.4 95.2 129
## pm2.5 119.0 115.0 125.0 184.0 237 350 321 239 311.0 282.0 301
## CV residual 60.7 71.2 85.8 115.3 125 218 188 106 219.6 186.8 172
## 35614 35621 35622 35623 35628 35630 35631 35632 35634 35637 35640
## Predicted 134 115 119 118 68.6 50.8 16.4 10.9 4.82 22.29 62.8
## cvpred 135 116 120 119 69.3 51.3 16.8 11.3 5.27 22.93 63.7
## pm2.5 325 270 252 234 210.0 142.0 122.0 59.0 40.00 32.00 43.0
## CV residual 190 154 132 115 140.7 90.7 105.2 47.7 34.73 9.07 -20.7
## 35642 35644 35646 35648 35649 35651 35659 35661 35664 35667 35672
## Predicted 82.5 91.3 104.7 61.3 69.9 41.6 60.1 73.9 132.8 147 131
## cvpred 83.4 92.2 105.6 62.1 70.8 42.1 61.0 74.9 133.6 148 132
## pm2.5 55.0 60.0 42.0 32.0 14.0 18.0 14.0 45.0 59.0 30 26
## CV residual -28.4 -32.2 -63.6 -30.1 -56.8 -24.1 -47.0 -29.9 -74.6 -118 -106
## 35674 35678 35679 35682 35683 35685 35686 35687 35693 35696
## Predicted 124.5 89.8 88.7 81.62 98.8 106.82 120.23 133.28 152.8 150.9
## cvpred 125.5 90.5 89.4 82.35 99.6 107.66 121.11 134.19 153.9 152.1
## pm2.5 29.0 38.0 49.0 74.00 80.0 106.00 113.00 139.00 111.0 119.0
## CV residual -96.5 -52.5 -40.4 -8.35 -19.6 -1.66 -8.11 4.81 -42.9 -33.1
## 35697 35702 35714 35716 35717 35718 35721 35724 35729 35730 35731
## Predicted 145.3 75.8 73.4 86.8 91.1 90.1 89.4 79.4 74.5 74.18 84.3
## cvpred 146.4 76.3 74.3 87.9 92.2 91.3 90.5 80.1 75.1 74.81 85.1
## pm2.5 125.0 149.0 9.0 13.0 13.0 14.0 18.0 15.0 64.0 81.00 75.0
## CV residual -21.4 72.7 -65.3 -74.9 -79.2 -77.3 -72.5 -65.1 -11.1 6.19 -10.1
## 35739 35742 35750 35752 35755 35757 35760 35761 35766 35771 35775
## Predicted 146.1 153.0 110.9 105.8 131.0 136.6 136 132.2 117.9 34.29 4.74
## cvpred 147.1 154.2 111.7 106.5 131.8 137.6 137 133.2 118.9 34.99 5.25
## pm2.5 74.0 81.0 163.0 190.0 217.0 226.0 213 229.0 20.0 26.00 12.00
## CV residual -73.1 -73.2 51.3 83.5 85.2 88.4 76 95.8 -98.9 -8.99 6.75
## 35777 35787 35788 35790 35792 35795 35796 35799 35805 35807 35808
## Predicted 3.15 123 128 142 140.50 121.6 115.4 119.20 128.0 127.6 131.8
## cvpred 3.66 124 129 143 141.46 122.4 116.1 119.85 128.7 128.3 132.4
## pm2.5 17.00 344 281 150 133.00 103.0 81.0 117.00 148.0 167.0 180.0
## CV residual 13.34 220 152 7 -8.46 -19.4 -35.1 -2.85 19.3 38.7 47.6
## 35811 35814 35822 35824 35827 35828 35830 35831 35840 35842
## Predicted 124.1 136.8 126.98 130.9 133.0 137.32 140.7 139.631 151 108.0
## cvpred 124.8 137.5 127.56 131.4 133.6 137.93 141.4 140.293 152 108.6
## pm2.5 172.0 179.0 124.00 143.0 120.0 135.00 132.0 141.000 162 141.0
## CV residual 47.2 41.5 -3.56 11.6 -13.6 -2.93 -9.4 0.707 10 32.4
## 35854 35860 35863 35865 35869 35872 35874 35878 35881 35883 35885
## Predicted -2.22 38.1 16.8 21.2 -16.2 -46.5 -41.6 30.8 44.7 41.1 38.2
## cvpred -1.37 39.1 18.0 22.3 -15.2 -45.6 -40.7 31.9 45.9 42.3 39.4
## pm2.5 7.00 9.0 7.0 6.0 6.0 4.0 6.0 11.0 3.0 6.0 6.0
## CV residual 8.37 -30.1 -11.0 -16.3 21.2 49.6 46.7 -20.9 -42.9 -36.3 -33.4
## 35889 35891 35893 35895 35898 35901 35902 35903 35904 35905 35906
## Predicted 32.3 13.59 -3.52 -27.4 14.76 62.82 52.1 51.6 86.5 89.9 76.23
## cvpred 33.5 14.61 -2.59 -26.5 15.71 63.94 53.1 52.6 87.7 91.0 77.39
## pm2.5 10.0 12.00 11.00 6.0 18.00 71.00 91.0 109.0 126.0 104.0 80.00
## CV residual -23.5 -2.61 13.59 32.5 2.29 7.06 37.9 56.4 38.3 13.0 2.61
## 35912 35913 35915 35917 35918 35919 35921 35932 35934 35935 35936
## Predicted 120.9 120.68 93.5 71.7 84.6 93.54 92.19 134.7 144.5 135 139.7
## cvpred 122.4 122.12 94.6 72.6 85.5 94.33 92.98 135.9 145.7 136 140.9
## pm2.5 148.0 114.00 117.0 116.0 96.0 96.00 99.00 203.0 187.0 168 158.0
## CV residual 25.6 -8.12 22.4 43.4 10.5 1.67 6.02 67.1 41.3 32 17.1
## 35937 35938 35944 35945 35947 35950 35951 35954 35961 35962 35963
## Predicted 144.23 127.8 79.8 89.8 90.8 112.9 135.12 137.3 147.3 146.8 146.3
## cvpred 145.42 128.8 80.5 90.6 91.6 113.8 136.03 138.2 148.3 147.9 147.4
## pm2.5 155.00 154.0 125.0 121.0 102.0 155.0 131.00 86.0 105.0 105.0 112.0
## CV residual 9.58 25.2 44.5 30.4 10.4 41.2 -5.03 -52.2 -43.3 -42.9 -35.4
## 35965 35972 35975 35978 35980 35981 35987 35989 35991 35995 36001
## Predicted 140.2 130.9 138.6 136.4 135.6 150.8 149.8 97.1 88.2 96.3 89.8
## cvpred 141.2 131.8 139.5 137.3 136.6 151.8 150.7 97.8 88.9 97.3 91.0
## pm2.5 94.0 107.0 108.0 95.0 88.0 115.0 79.0 20.0 10.0 10.0 9.0
## CV residual -47.2 -24.8 -31.5 -42.3 -48.6 -36.8 -71.7 -77.8 -78.9 -87.3 -82.0
## 36007 36009 36011 36019 36021 36022 36023 36030 36033 36034 36038
## Predicted 93.5 95.4 62.9 77.4 89.6 97.8 112.7 118 127 102.9 79.6
## cvpred 94.8 96.8 64.0 78.4 90.7 98.9 113.9 120 128 104.1 80.7
## pm2.5 10.0 12.0 12.0 11.0 15.0 26.0 24.0 9 13 13.0 20.0
## CV residual -84.8 -84.8 -52.0 -67.4 -75.7 -72.9 -89.9 -111 -115 -91.1 -60.7
## 36039 36041 36045 36046 36047 36049 36055 36056 36059 36060 36062
## Predicted 78.4 71.9 96.9 121.6 126.5 142.1 147.2 142.4 118.1 106.2 95.65
## cvpred 79.4 72.8 97.9 122.7 127.7 143.5 148.7 143.8 119.2 107.2 96.55
## pm2.5 20.0 24.0 47.0 53.0 64.0 66.0 112.0 100.0 64.0 73.0 103.00
## CV residual -59.4 -48.8 -50.9 -69.7 -63.7 -77.5 -36.7 -43.8 -55.2 -34.2 6.45
## 36063 36064 36072 36074 36077 36078 36079 36081 36085 36086
## Predicted 85.8 80.4 140 151 143.4 137.41 132.91 128.96 47.0 43.67
## cvpred 86.6 81.2 141 152 144.7 138.65 134.22 130.15 47.8 44.36
## pm2.5 126.0 146.0 177 268 181.0 146.00 141.00 124.00 36.0 39.00
## CV residual 39.4 64.8 36 116 36.3 7.35 6.78 -6.15 -11.8 -5.36
## 36087 36088 36090 36093 36094 36100 36103 36104 36105 36107 36109
## Predicted 47.57 52.4 65.9 91.2 108.6 122.4 111.4 110.6 105.3 112.5 101
## cvpred 48.25 53.1 66.6 92.1 109.5 123.4 112.4 111.5 106.3 113.5 102
## pm2.5 55.00 114.0 95.0 229.0 175.0 193.0 176.0 181.0 185.0 205.0 214
## CV residual 6.75 60.9 28.4 136.9 65.5 69.6 63.6 69.5 78.7 91.5 112
## 36112 36118 36123 36126 36130 36133 36135 36140 36148 36151 36153
## Predicted 97.7 132 149 154 146.4 125.3 114 136 152 144 142
## cvpred 98.5 133 150 155 147.4 126.2 115 137 153 145 143
## pm2.5 208.0 250 261 259 206.0 218.0 264 327 466 322 319
## CV residual 109.5 117 111 104 58.6 91.8 149 190 313 177 176
## 36155 36157 36159 36160 36161 36162 36169 36170 36171 36176 36177
## Predicted 134 120 109 103 105 110 145 150 144 141 135
## cvpred 135 121 109 104 106 111 146 151 145 142 136
## pm2.5 277 279 348 418 423 366 382 393 388 328 323
## CV residual 142 158 239 314 317 255 236 242 243 186 187
## 36178 36180 36181 36182 36183 36185 36186 36190 36194 36196 36198
## Predicted 132 97.0 64.3 58.7 54.6 75.7 84.7 118 120.8 134.8 132.5
## cvpred 133 97.7 64.9 59.2 55.1 76.2 85.3 119 121.7 135.7 133.4
## pm2.5 297 267.0 259.0 177.0 161.0 185.0 211.0 238 142.0 117.0 52.0
## CV residual 164 169.3 194.1 117.8 105.9 108.8 125.7 119 20.3 -18.7 -81.4
## 36202 36204 36211 36217 36218 36219 36222 36223 36226 36228 36229
## Predicted 111.9 69.26 69.865 101.2 110.5 110.0 123.7 123.2 120.4 107.6 97.3
## cvpred 112.7 69.97 70.673 102.1 111.4 110.9 124.7 124.3 121.4 108.5 98.0
## pm2.5 70.0 78.00 71.000 45.0 28.0 27.0 65.0 60.0 71.0 76.0 82.0
## CV residual -42.7 8.03 0.327 -57.1 -83.4 -83.9 -59.7 -64.3 -50.4 -32.5 -16.0
## 36232 36236 36238 36241 36242 36244 36250 36251 36256 36258 36259
## Predicted 88.8 117.8 117.6 122.70 127.3 138.1 124.7 91.68 50.9 54.6 73.9
## cvpred 89.6 118.7 118.4 123.63 128.3 139.2 125.5 92.42 51.5 55.2 74.7
## pm2.5 63.0 80.0 93.0 118.00 116.0 119.0 103.0 89.00 18.0 16.0 15.0
## CV residual -26.6 -38.7 -25.4 -5.63 -12.3 -20.2 -22.5 -3.42 -33.5 -39.2 -59.7
## 36260 36265 36268 36269 36270 36277 36280 36281 36286 36287 36292
## Predicted 86.7 132.5 141.3 140.3 150 127.5 124 128 150 150 156
## cvpred 87.5 133.4 142.3 141.3 151 128.3 125 129 151 151 157
## pm2.5 34.0 152.0 160.0 173.0 174 221.0 273 327 394 448 357
## CV residual -53.5 18.6 17.7 31.7 23 92.7 148 198 243 297 200
## 36293 36296 36299 36300 36305 36313 36314 36315 36319 36320 36323
## Predicted 156 155 132 127 109 144 144 143 127 126 118
## cvpred 157 156 133 127 110 145 145 144 127 127 119
## pm2.5 367 328 268 247 326 384 383 399 296 333 305
## CV residual 210 172 135 120 216 239 238 255 169 206 186
## 36328 36330 36333 36334 36337 36341 36342 36346 36347 36351 36353
## Predicted 111 118 127 130 130 124 129.5 128 124 124 118
## cvpred 112 118 128 131 131 125 130.2 129 125 124 119
## pm2.5 360 339 352 355 287 245 228.0 246 252 283 336
## CV residual 248 221 224 224 156 120 97.8 117 127 159 217
## 36355 36364 36378 36379 36383 36387 36396 36397 36399 36400 36401
## Predicted 128 129 102 112 139 149 117 112 97.7 102 102
## cvpred 129 129 102 112 140 150 118 113 98.1 102 102
## pm2.5 348 339 391 425 353 453 374 397 389.0 410 436
## CV residual 219 210 289 313 213 303 256 284 290.9 308 334
## 36404 36408 36409 36410 36413 36417 36420 36425 36427 36428 36429
## Predicted 126 138 143 138 137 142 130 114 125.9 129.7 123.5
## cvpred 127 139 144 139 138 143 131 115 126.3 130.1 123.8
## pm2.5 501 577 541 532 483 519 557 525 188.0 111.0 82.0
## CV residual 374 438 397 393 345 376 426 410 61.7 -19.1 -41.8
## 36430 36436 36440 36443 36449 36451 36455 36460 36461 36462 36464
## Predicted 138.3 64.7 54.2 34.4 36.3 46.6 108.1 142 141.7 144.9 140.7
## cvpred 138.7 65.3 54.9 35.0 36.8 47.1 108.9 143 142.5 145.8 141.7
## pm2.5 58.0 17.0 11.0 13.0 17.0 17.0 42.0 114 61.0 48.0 54.0
## CV residual -80.7 -48.3 -43.9 -22.0 -19.8 -30.1 -66.9 -29 -81.5 -97.8 -87.7
## 36466 36471 36475 36480 36486 36490 36499 36501 36502 36506 36508
## Predicted 134.6 96.6 85.5 133.9 138.6 95.6 7.88 29.1 36.8 121.4 139.5
## cvpred 135.4 97.2 86.0 134.7 139.5 96.3 8.27 29.6 37.2 122.1 140.3
## pm2.5 63.0 108.0 118.0 172.0 181.0 45.0 29.00 48.0 74.0 133.0 124.0
## CV residual -72.4 10.8 32.0 37.3 41.5 -51.3 20.73 18.4 36.8 10.9 -16.3
## 36510 36511 36516 36517 36522 36528 36533 36535 36536 36539 36542
## Predicted 139.74 139.49 95.5 90.4 53.3 125 144.9 149.6 154.1 137 115
## cvpred 140.59 140.34 96.1 90.9 53.6 126 145.8 150.6 155.1 138 115
## pm2.5 143.00 139.00 157.0 174.0 144.0 257 182.0 209.0 225.0 269 295
## CV residual 2.41 -1.34 60.9 83.1 90.4 131 36.2 58.4 69.9 131 180
## 36543 36546 36547 36549 36550 36553 36556 36558 36561 36563 36567
## Predicted 115 109 113 116 115 109 121 139.5 76.3 9.85 -12.5
## cvpred 115 110 114 116 115 110 122 140.3 76.9 10.40 -12.1
## pm2.5 322 240 230 242 241 266 226 75.0 7.0 14.00 13.0
## CV residual 207 130 116 126 126 156 104 -65.3 -69.9 3.60 25.1
## 36569 36572 36577 36578 36579 36581 36584 36591 36592 36595 36596
## Predicted -35.2 -15.5 44.7 58.2 56.6 117 111.2 9.96 8.36 16.7 24.7
## cvpred -34.8 -14.9 45.6 59.3 57.6 118 112.2 10.45 8.85 17.3 25.2
## pm2.5 7.0 12.0 14.0 10.0 9.0 14 30.0 25.00 27.00 39.0 49.0
## CV residual 41.8 26.9 -31.6 -49.3 -48.6 -104 -82.2 14.55 18.15 21.7 23.8
## 36599 36600 36601 36607 36610 36614 36615 36617 36620 36628 36629
## Predicted 20.04 23.8 13.95 76.0 31.65 -2.03 -3.03 -11.2 15.8 137.4 136.9
## cvpred 20.75 24.6 14.72 77.1 32.47 -1.40 -2.45 -10.6 16.4 138.4 137.9
## pm2.5 16.00 12.0 12.00 12.0 23.00 15.00 12.00 12.0 27.0 91.0 99.0
## CV residual -4.75 -12.6 -2.72 -65.1 -9.47 16.40 14.45 22.6 10.6 -47.4 -38.9
## 36630 36631 36635 36637 36649 36652 36653 36659 36663 36665 36674
## Predicted 141.8 142.1 42.2 8.77 79.3 104.85 122.6 128.0 79.4 72.0 126.58
## cvpred 142.8 143.1 42.9 9.33 80.0 105.62 123.4 128.6 79.7 72.3 127.45
## pm2.5 97.0 100.0 64.0 26.00 111.0 110.00 143.0 188.0 201.0 201.0 131.00
## CV residual -45.8 -43.1 21.1 16.67 31.0 4.38 19.6 59.4 121.3 128.7 3.55
## 36675 36679 36683 36685 36688 36696 36698 36699 36703 36705 36709
## Predicted 136.8 134.75 91.9 79.5 54.6 124 123.6 122.5 141.2 130 104.55
## cvpred 137.8 135.66 92.5 79.9 55.0 125 124.4 123.3 142.2 131 105.11
## pm2.5 154.0 143.00 119.0 145.0 147.0 78 40.0 36.0 78.0 76 96.00
## CV residual 16.2 7.34 26.5 65.1 92.0 -47 -84.4 -87.3 -64.2 -55 -9.11
## 36714 36715 36717 36718 36719 36721 36723 36726 36727 36730 36733
## Predicted 83.3 86.8 109.1 123.6 124.1 128.6 133 144 143 111 82.5
## cvpred 83.7 87.2 109.6 124.2 124.8 129.3 134 145 144 112 82.8
## pm2.5 122.0 135.0 159.0 183.0 187.0 224.0 260 260 259 245 272.0
## CV residual 38.3 47.8 49.4 58.8 62.2 94.7 126 115 115 133 189.2
## 36736 36738 36742 36747 36753 36758 36760 36764 36767 36768 36769
## Predicted 71.5 67.9 54.4 74.3 39.4 -2.74 -5.16 23.64 62.7 43.2 52.6
## cvpred 71.7 68.0 54.7 74.8 40.0 -2.40 -4.75 24.19 63.5 43.9 53.4
## pm2.5 225.0 209.0 18.0 14.0 11.0 10.00 13.00 20.00 52.0 66.0 36.0
## CV residual 153.3 141.0 -36.7 -60.8 -29.0 12.40 17.75 -4.19 -11.5 22.1 -17.4
## 36774 36776 36777 36778 36789 36790 36792 36794 36797 36800 36801
## Predicted 105.2 105.4 62.0 28.53 17.1 30.66 -7.73 -2.38 7.12 27.5 0.959
## cvpred 106.1 106.4 62.7 29.13 17.4 31.02 -7.33 -1.94 7.65 28.2 1.372
## pm2.5 15.0 21.0 32.0 21.00 40.0 39.00 37.00 19.00 11.00 12.0 15.000
## CV residual -91.1 -85.4 -30.7 -8.13 22.6 7.98 44.33 20.94 3.35 -16.2 13.628
## 36804 36810 36812 36814 36815 36816 36820 36821 36822 36825 36830
## Predicted -21.3 -14.3 12.3 19.4 27.6 30.9 92.9 102.9 116.3 86.4 20.8
## cvpred -21.0 -14.2 12.5 19.7 27.9 31.2 93.6 103.7 117.1 86.9 20.8
## pm2.5 7.0 20.0 32.0 52.0 63.0 66.0 78.0 85.0 82.0 116.0 110.0
## CV residual 28.0 34.2 19.5 32.3 35.1 34.8 -15.6 -18.7 -35.1 29.1 89.2
## 36833 36839 36846 36858 36859 36869 36870 36877 36880 36884 36889
## Predicted -11.0 56.5 95.0 38.2 46.6 117 122.8 7.91 -5.33 -5.23 17.36
## cvpred -11.3 56.6 95.6 38.2 46.6 118 123.4 7.77 -5.59 -5.34 17.53
## pm2.5 136.0 189.0 141.0 121.0 137.0 144 150.0 36.00 30.00 24.00 23.00
## CV residual 147.3 132.4 45.4 82.8 90.4 26 26.6 28.23 35.59 29.34 5.47
## 36896 36899 36900 36902 36903 36904 36911 36914 36923 36925 36937
## Predicted 84.8 30.7 46.6 48.3 51.1 49.9 44.07 61.3 83.3 68.6 47.0
## cvpred 85.3 30.8 46.7 48.4 51.1 50.0 44.42 61.7 83.6 69.0 47.5
## pm2.5 14.0 16.0 27.0 67.0 76.0 79.0 47.00 29.0 96.0 79.0 10.0
## CV residual -71.3 -14.8 -19.7 18.6 24.9 29.0 2.58 -32.7 12.4 10.0 -37.5
## 36938 36944 36945 36947 36956 36961 36962 36963 36965 36967 36968
## Predicted 35.9 36.5 10.03 -3.80 9.37 28.3 21.8 21.2 48.9 82.4 87.0
## cvpred 36.3 37.0 10.25 -3.68 9.48 28.6 22.0 21.5 49.4 83.0 87.6
## pm2.5 7.0 11.0 9.00 13.00 12.00 6.0 5.0 7.0 13.0 16.0 26.0
## CV residual -29.3 -26.0 -1.25 16.68 2.52 -22.6 -17.0 -14.5 -36.4 -67.0 -61.6
## 36969 36971 36973 36975 36976 36979 36981 36983 36985 36986 36989
## Predicted 56.7 12.28 -17.8 -31.2 -31.8 -11.7 20.8 6.21 14.6 70.86 111.7
## cvpred 57.0 12.32 -17.9 -31.4 -32.0 -11.8 20.9 6.12 14.6 71.23 112.3
## pm2.5 18.0 21.00 20.0 18.0 19.0 36.0 49.0 55.00 71.0 76.00 93.0
## CV residual -39.0 8.68 37.9 49.4 51.0 47.8 28.1 48.88 56.4 4.77 -19.3
## 36993 36998 36999 37003 37005 37009 37010 37011 37014 37016 37020
## Predicted 53.1 -50.3 -55.0 -46.2 11.4 80.1 76.0 94.0 117 117 51.5
## cvpred 53.4 -50.6 -55.2 -46.4 11.4 80.5 76.4 94.5 118 118 51.4
## pm2.5 109.0 21.0 17.0 11.0 31.0 98.0 96.0 119.0 147 150 166.0
## CV residual 55.6 71.6 72.2 57.4 19.6 17.5 19.6 24.5 29 32 114.6
## 37028 37031 37039 37041 37045 37050 37052 37055 37057 37062 37064
## Predicted 66.3 83.3 134 124 77.8 51.1 60.1 103 118 124 118
## cvpred 66.3 83.4 135 125 77.8 50.8 59.9 103 119 125 118
## pm2.5 155.0 214.0 270 260 270.0 167.0 184.0 252 290 279 228
## CV residual 88.7 130.6 135 135 192.2 116.2 124.1 149 171 154 110
## 37066 37067 37070 37072 37073 37074 37075 37076 37082 37086 37095
## Predicted 75.7 69.3 57.2 46.6 41.1 49.5 58.2 77.7 122.0 132 74.0
## cvpred 75.7 69.2 56.9 46.2 40.7 49.2 57.9 77.6 122.2 132 73.7
## pm2.5 233.0 239.0 223.0 206.0 189.0 188.0 163.0 165.0 201.0 275 327.0
## CV residual 157.3 169.8 166.1 159.8 148.3 138.8 105.1 87.4 78.8 143 253.3
## 37096 37098 37102 37105 37107 37113 37123 37125 37126 37129 37135
## Predicted 68.9 66.7 119 130 135 124 87.67 105.36 104.87 103 134.4
## cvpred 68.5 66.3 119 130 135 124 87.68 105.45 104.96 103 134.6
## pm2.5 286.0 269.0 387 465 435 340 95.00 107.00 111.00 145 194.0
## CV residual 217.5 202.7 268 335 300 216 7.32 1.55 6.04 42 59.4
## 37138 37139 37141 37142 37145 37150 37151 37153 37156 37170 37171
## Predicted 118.1 116.0 88.8 67.9 67.93 108.5 124.1 134.1 141 39.2 53.6
## cvpred 118.1 115.9 88.6 67.6 67.56 108.4 124.1 134.3 141 38.9 53.4
## pm2.5 194.0 165.0 100.0 83.0 60.00 183.0 217.0 222.0 22 25.0 26.0
## CV residual 75.9 49.1 11.4 15.4 -7.56 74.6 92.9 87.7 -119 -13.9 -27.4
## 37173 37174 37177 37180 37182 37183 37190 37191 37205 37206 37209
## Predicted 52.8 56.04 103 114.1 118.7 123 -12.0 -22.4 68.7 76.6 101.4
## cvpred 52.6 55.86 103 114.3 119.1 123 -12.4 -22.9 68.7 76.6 101.4
## pm2.5 36.0 47.00 61 63.0 39.0 42 14.0 11.0 153.0 116.0 180.0
## CV residual -16.6 -8.86 -42 -51.3 -80.1 -81 26.4 33.9 84.3 39.4 78.6
## 37218 37219 37224 37229 37230 37232 37234 37237 37240 37244 37245
## Predicted 50.3 49.2 124.8 141.0 146.0 145.9 114 65.5 14.7 23.9 47.0
## cvpred 50.0 48.9 124.9 141.4 146.4 146.2 114 65.2 14.3 23.6 46.8
## pm2.5 72.0 27.0 175.0 174.0 180.0 214.0 216 121.0 63.0 69.0 65.0
## CV residual 22.0 -21.9 50.1 32.6 33.6 67.8 102 55.8 48.7 45.4 18.2
## 37246 37247 37251 37256 37259 37260 37270 37271 37273 37280 37282
## Predicted 68.5 96.81 111.7 131.00 51.0 43.8 80.09 83.6 77.8 32.9 -1.52
## cvpred 68.4 96.81 111.8 131.24 50.8 43.5 80.14 83.7 77.9 33.2 -1.47
## pm2.5 83.0 90.00 103.0 138.00 119.0 80.0 87.00 72.0 64.0 15.0 6.00
## CV residual 14.6 -6.81 -8.8 6.76 68.2 36.5 6.86 -11.7 -13.9 -18.2 7.47
## 37283 37284 37285 37294 37295 37298 37301 37302 37307 37309 37316
## Predicted -23.6 -35.8 -60.7 24.29 16.75 76.7 98.3 111.7 63.2 31.2 -16.1
## cvpred -23.7 -35.9 -60.8 24.61 17.08 77.1 98.8 112.2 63.4 31.0 -16.1
## pm2.5 9.0 14.0 14.0 22.00 20.00 35.0 32.0 36.0 53.0 41.0 14.0
## CV residual 32.7 49.9 74.8 -2.61 2.92 -42.1 -66.8 -76.2 -10.4 10.0 30.1
## 37319 37322 37324 37325 37326 37327 37330 37332 37334 37338 37341
## Predicted 67.8 87.5 97.9 102.8 118.0 108.2 17.29 -4.44 -6.27 -8.49 34.04
## cvpred 68.0 87.9 98.3 103.3 118.6 108.8 17.44 -4.38 -6.32 -8.60 34.04
## pm2.5 31.0 33.0 28.0 32.0 37.0 36.0 8.00 11.00 4.00 10.00 37.00
## CV residual -37.0 -54.9 -70.3 -71.3 -81.6 -72.8 -9.44 15.38 10.32 18.60 2.96
## 37344 37348 37350 37352 37353 37355 37357 37366 37371 37377 37378
## Predicted 82.6 126 131.6 121 73.7 11.5 -36.9 12.7 95.2 98.56 82.91
## cvpred 82.9 127 132.2 121 74.0 11.4 -37.2 12.5 95.4 98.66 82.87
## pm2.5 49.0 65 61.0 102 91.0 51.0 39.0 82.0 63.0 105.00 92.00
## CV residual -33.9 -62 -71.2 -19 17.0 39.6 76.2 69.5 -32.4 6.34 9.13
## 37379 37382 37386 37388 37390 37391 37392 37393 37398 37401 37407
## Predicted 68.0 29.7 17.3 50.4 83.2 97.8 86.9 100.7 137.4 111.7 30.9
## cvpred 67.9 29.3 16.9 50.2 83.1 97.9 86.9 100.8 137.7 111.8 30.4
## pm2.5 103.0 92.0 88.0 105.0 123.0 147.0 155.0 166.0 195.0 181.0 158.0
## CV residual 35.1 62.7 71.1 54.8 39.9 49.1 68.1 65.2 57.3 69.2 127.6
## 37410 37415 37418 37424 37426 37435 37441 37442 37443 37447 37449
## Predicted 27.0 67.2 83.4 123.9 98.2 -15.7 75.8 80.1 84.7 91.8 80.7
## cvpred 26.6 67.0 83.3 123.9 98.0 -16.2 75.7 80.1 84.8 91.9 80.7
## pm2.5 139.0 136.0 136.0 196.0 162.0 73.0 165.0 175.0 112.0 106.0 101.0
## CV residual 112.4 69.0 52.7 72.1 64.0 89.2 89.3 94.9 27.2 14.1 20.3
## 37450 37451 37454 37462 37475 37478 37479 37480 37489 37490 37497
## Predicted 66.0 55.6 44.2 74.89 84.7 51.47 51.5 41.584 85.1 105.2 94.4
## cvpred 65.9 55.5 44.1 74.92 84.7 51.41 51.4 41.479 85.3 105.5 94.6
## pm2.5 88.0 125.0 74.0 65.00 47.0 43.00 36.0 41.000 78.0 82.0 143.0
## CV residual 22.1 69.5 29.9 -9.92 -37.7 -8.41 -15.4 -0.479 -7.3 -23.5 48.4
## 37498 37500 37503 37504 37508 37509 37514 37518 37521 37533 37535
## Predicted 74.9 45.3 24.0 23.1 59.1 63.4 99.0 123.7 121.0 76.2 98.8
## cvpred 74.9 45.2 23.7 22.9 59.0 63.3 99.2 124.1 121.1 76.0 98.7
## pm2.5 190.0 187.0 78.0 75.0 119.0 119.0 128.0 150.0 157.0 136.0 186.0
## CV residual 115.1 141.8 54.3 52.1 60.0 55.7 28.8 25.9 35.9 60.0 87.3
## 37537 37539 37541 37545 37548 37550 37551 37557 37563 37564 37573
## Predicted 107 125 135 119 97.4 70.9 67.0 86.8 98.1 107.5 86.05
## cvpred 107 125 135 120 97.2 70.4 66.5 86.4 97.9 107.4 85.64
## pm2.5 254 262 280 244 274.0 266.0 239.0 252.0 55.0 57.0 93.00
## CV residual 147 137 145 124 176.8 195.6 172.5 165.6 -42.9 -50.4 7.36
## 37575 37578 37582 37594 37603 37605 37609 37611 37614 37615 37620
## Predicted 40.5 36.47 40.2 78.5 26.3 40.5 75.1 78.5 116.84 130.5 133
## cvpred 40.3 36.22 40.1 78.5 26.1 40.4 75.2 78.6 116.98 130.7 133
## pm2.5 53.0 38.00 54.0 52.0 67.0 91.0 127.0 112.0 124.00 107.0 93
## CV residual 12.7 1.78 13.9 -26.5 40.9 50.6 51.8 33.4 7.02 -23.7 -40
## 37622 37625 37626 37629 37630 37633 37636 37637 37640 37641
## Predicted 118.4 112.5 111.99 120.03 119.5 128 136.3 142.398 146.78 141.4
## cvpred 118.3 112.3 111.85 119.94 119.4 128 136.3 142.449 146.83 141.4
## pm2.5 103.0 101.0 117.00 127.00 141.0 152 156.0 143.000 150.00 162.0
## CV residual -15.3 -11.3 5.15 7.06 21.6 24 19.7 0.551 3.17 20.6
## 37643 37647 37650 37653 37654 37656 37657 37658 37660 37665 37672
## Predicted 116.0 104.1 106.2 96.6 96.5 85.788 94.8 121.2 116.4 110.5 104.1
## cvpred 115.8 103.8 105.9 96.6 96.5 85.822 94.9 121.4 116.5 110.6 104.2
## pm2.5 179.0 158.0 162.0 92.0 83.0 86.000 83.0 84.0 77.0 72.0 46.0
## CV residual 63.2 54.2 56.1 -4.6 -13.5 0.178 -11.9 -37.4 -39.5 -38.6 -58.2
## 37673 37677 37678 37679 37680 37682 37683 37690 37697 37700 37701
## Predicted 97.4 109 112.7 136.6 136.4 146.1 141.5 97.5 38.34 67.5 70.8
## cvpred 97.4 109 112.9 136.9 136.7 146.5 141.9 97.5 38.01 67.3 70.5
## pm2.5 55.0 59 67.0 72.0 78.0 105.0 112.0 64.0 33.00 56.0 59.0
## CV residual -42.4 -50 -45.9 -64.9 -58.7 -41.5 -29.9 -33.5 -5.01 -11.3 -11.5
## 37704 37705 37708 37711 37712 37716 37719 37720 37724 37727 37731
## Predicted 110.7 117.3 117.1 116.4 112.5 25.8 22.70 21.59 45.6 61.26 122.5
## cvpred 110.7 117.5 117.3 116.6 112.6 25.5 22.21 21.11 45.4 60.96 122.7
## pm2.5 72.0 76.0 90.0 46.0 49.0 39.0 24.00 25.00 32.0 66.00 106.0
## CV residual -38.7 -41.5 -27.3 -70.6 -63.6 13.5 1.79 3.89 -13.4 5.04 -16.7
## 37740 37741 37749 37751 37753 37758 37760 37761 37762 37763 37774
## Predicted 37.46 26.7 58.3 62.51 84.3 109.3 111.6 100.5 94.5 92.9 101.5
## cvpred 37.02 26.2 57.9 62.18 84.1 109.3 111.5 100.3 94.2 92.6 101.2
## pm2.5 36.00 56.0 73.0 60.00 73.0 99.0 129.0 136.0 151.0 162.0 71.0
## CV residual -1.02 29.8 15.1 -2.18 -11.1 -10.3 17.5 35.7 56.8 69.4 -30.2
## 37776 37777 37782 37784 37791 37793 37799 37802 37804 37805 37806
## Predicted 105.6 108.4 120.5 118.78 93.2 81.5 111.0 118.2 123.4 128.5 133.4
## cvpred 105.4 108.2 120.4 118.67 92.7 80.9 110.7 118.1 123.3 128.5 133.4
## pm2.5 80.0 82.0 96.0 109.00 135.0 121.0 121.0 136.0 155.0 141.0 110.0
## CV residual -25.4 -26.2 -24.4 -9.67 42.3 40.1 10.3 17.9 31.7 12.5 -23.4
## 37816 37817 37819 37820 37824 37833 37834 37835 37836 37842 37843
## Predicted 55.7 55.3 66.4 89.5 129.4 127.8 113.2 89.0 75.2 95.9 105.0
## cvpred 55.0 54.7 66.0 89.2 129.4 127.8 113.1 88.8 74.9 95.6 104.8
## pm2.5 102.0 90.0 112.0 101.0 55.0 31.0 38.0 39.0 61.0 48.0 52.0
## CV residual 47.0 35.3 46.0 11.8 -74.4 -96.8 -75.1 -49.8 -13.9 -47.6 -52.8
## 37847 37853 37854 37855 37859 37863 37864 37870 37871 37874 37880
## Predicted 122.2 149 147.9 147 55.8 28.7 37.5 88.5 106.72 119.7 132
## cvpred 122.2 149 148.1 147 55.5 28.3 37.0 88.3 106.57 119.8 132
## pm2.5 35.0 72 80.0 58 35.0 72.0 84.0 98.0 116.00 37.0 80
## CV residual -87.2 -77 -68.1 -89 -20.5 43.7 47.0 9.7 9.43 -82.8 -52
## 37883 37886 37888 37892 37898 37903 37904 37905 37910 37915 37917
## Predicted 83.2 32.0 26.8 57.6 109.2 135.1 114.6 90.9 58.6 48.7 65.6
## cvpred 82.8 31.5 26.3 57.2 109.2 135.3 114.6 90.8 58.1 48.2 65.1
## pm2.5 132.0 51.0 41.0 63.0 92.0 83.0 96.0 113.0 136.0 99.0 95.0
## CV residual 49.2 19.5 14.7 5.8 -17.2 -52.3 -18.6 22.2 77.9 50.8 29.9
## 37922 37925 37928 37930 37932 37933 37934 37935 37936 37937 37942
## Predicted 102.3 133.6 127 106.2 85.3 70.7 60.9 54.7 53.3 52.0 76.7
## cvpred 102.1 133.7 127 105.9 84.8 70.1 60.3 54.0 52.6 51.3 76.3
## pm2.5 89.0 97.0 115 156.0 170.0 135.0 98.0 86.0 81.0 79.0 90.0
## CV residual -13.1 -36.7 -12 50.1 85.2 64.9 37.7 32.0 28.4 27.7 13.7
## 37946 37963 37969 37973 37974 37989 37992 37993 37997 37998 37999
## Predicted 97.740 61.3 67.6 58.2 51.1 92.7 107.3 126.1 136.6 143 141.8
## cvpred 97.469 61.0 67.5 58.2 51.1 92.7 107.4 126.3 136.9 143 142.1
## pm2.5 97.000 130.0 47.0 34.0 34.0 21.0 42.0 42.0 42.0 39 64.0
## CV residual -0.469 69.0 -20.5 -24.2 -17.1 -71.7 -65.4 -84.3 -94.9 -104 -78.1
## 38005 38013 38015 38017 38021 38022 38023 38025 38026 38027 38028
## Predicted 37.9 22.2 26.9 43.78 36.57 38.75 37.15 4.55 -21.6 -43.9 -48.0
## cvpred 37.5 22.1 26.9 43.92 36.81 38.98 37.38 4.64 -21.6 -44.0 -48.1
## pm2.5 121.0 96.0 50.0 52.00 38.00 41.00 46.00 51.00 59.0 57.0 56.0
## CV residual 83.5 73.9 23.1 8.08 1.19 2.02 8.62 46.36 80.6 101.0 104.1
## 38033 38036 38041 38042 38045 38049 38050 38052 38053 38054 38056
## Predicted -65.5 -57.4 111.1 97.8 103.2 55.53 35.387 30.3 23.92 22.7 11.4
## cvpred -65.7 -57.4 111.4 98.2 103.6 55.62 35.395 30.3 23.84 22.5 11.2
## pm2.5 43.0 26.0 67.0 82.0 63.0 49.00 35.000 52.0 31.00 39.0 33.0
## CV residual 108.7 83.4 -44.4 -16.2 -40.6 -6.62 -0.395 21.7 7.16 16.5 21.8
## 38058 38059 38065 38067 38071 38072 38074 38077 38083 38087 38090
## Predicted 20.5 28.39 99.8 112.4 114.2 93.9 91.68 80.7 89.7 104.3 129.00
## cvpred 20.3 28.23 100.0 112.6 114.5 94.0 91.62 80.4 89.5 104.2 129.07
## pm2.5 38.0 32.00 59.0 63.0 71.0 61.0 97.00 103.0 106.0 134.0 126.00
## CV residual 17.7 3.77 -41.0 -49.6 -43.5 -33.0 5.38 22.6 16.5 29.8 -3.07
## 38091 38099 38101 38106 38107 38115 38118 38119 38131 38132 38134
## Predicted 134.01 57.6 17.9 -17.4 -8.22 137 149.0 143.7 66.32 70.1 78.2
## cvpred 134.13 57.2 17.5 -17.9 -8.66 137 149.2 143.8 65.99 69.8 78.0
## pm2.5 127.00 105.0 84.0 12.0 12.00 109 125.0 126.0 67.00 80.0 63.0
## CV residual -7.13 47.8 66.5 29.9 20.66 -28 -24.2 -17.8 1.01 10.2 -15.0
## 38142 38147 38148 38149 38152 38156 38162 38167 38173 38175 38183
## Predicted 100.4 101.0 99.7 98.3 85.1 67.0 100.7 115.1 98.3 93.3 83.0
## cvpred 100.4 100.9 99.5 98.2 84.9 66.8 100.6 115.1 98.2 93.1 82.9
## pm2.5 75.0 83.0 79.0 69.0 74.0 45.0 50.0 50.0 62.0 63.0 40.0
## CV residual -25.4 -17.9 -20.5 -29.2 -10.9 -21.8 -50.6 -65.1 -36.2 -30.1 -42.9
## 38184 38189 38190 38192 38195 38199 38202 38204 38208 38209 38210
## Predicted 111.0 147.7 141.2 143 140 133 120 128 134.7 143 148
## cvpred 111.1 147.9 141.4 143 140 133 120 128 134.8 143 148
## pm2.5 42.0 49.0 46.0 39 34 16 17 20 35.0 40 46
## CV residual -69.1 -98.9 -95.4 -104 -106 -117 -103 -108 -99.8 -103 -102
## 38213 38214 38216 38222 38223 38225 38227 38228 38229 38238
## Predicted 149 150 145.8 36.4 30.0 34.38 44.73 52.6523 60.58 147.4
## cvpred 149 150 145.8 35.6 29.3 33.64 44.02 51.9847 59.95 147.5
## pm2.5 47 57 72.0 23.0 23.0 30.00 40.00 52.0000 64.00 57.0
## CV residual -102 -93 -73.8 -12.6 -6.3 -3.64 -4.02 0.0153 4.05 -90.5
## 38241 38243 38246 38247 38251 38256 38257 38259 38260 38262 38271
## Predicted 115.73 99.8 55.3 40.0 -9.37 -4.92 11.4 21.9 24.08 26.84 -15.9
## cvpred 115.48 99.4 54.5 39.2 -10.07 -5.25 11.2 21.7 23.91 26.65 -16.3
## pm2.5 106.00 112.0 82.0 52.0 30.00 25.00 32.0 34.0 32.00 29.00 14.0
## CV residual -9.48 12.6 27.5 12.8 40.07 30.25 20.8 12.3 8.09 2.35 30.3
## 38273 38276 38279 38280 38283 38288 38289 38292 38295 38302 38305
## Predicted 38.3 77.3 52.6 103 126.1 103.5 83.22 31.3 18.0 52.7 70.4
## cvpred 38.0 77.1 52.5 103 126.3 103.5 83.05 30.8 17.3 52.2 70.1
## pm2.5 18.0 19.0 25.0 27 68.0 37.0 89.00 45.0 96.0 105.0 203.0
## CV residual -20.0 -58.1 -27.5 -76 -58.3 -66.5 5.95 14.2 78.7 52.8 132.9
## 38310 38315 38316 38318 38320 38321 38322 38323 38326 38328 38329
## Predicted 119.5 41.05 34.8 10.43 15.3 20.2 24.9 20.9 59.7 77.7 94.8
## cvpred 119.5 40.48 34.2 9.68 14.6 19.5 24.2 20.3 59.3 77.4 94.6
## pm2.5 93.0 50.00 74.0 48.00 49.0 45.0 42.0 38.0 63.0 105.0 74.0
## CV residual -26.5 9.52 39.8 38.32 34.4 25.5 17.8 17.7 3.7 27.6 -20.6
## 38331 38333 38342 38346 38351 38353 38355 38361 38369 38372 38380
## Predicted 90.2 114.6 36.6 29.5 70.6 69.9 88.8 92.56 45.3 68.5 132.1
## cvpred 90.0 114.6 36.0 28.8 70.2 69.7 88.6 92.22 44.5 67.8 131.8
## pm2.5 80.0 76.0 87.0 52.0 28.0 34.0 64.0 89.00 77.0 146.0 61.0
## CV residual -10.0 -38.6 51.0 23.2 -42.2 -35.7 -24.6 -3.22 32.5 78.2 -70.8
## 38392 38395 38396 38397 38400 38402 38405 38406 38411 38414 38418
## Predicted 78.5 71.4 89.98 113.0 123.0 127.7 134.0 118.5 54.9 37.6 40.1
## cvpred 77.8 70.7 89.34 112.5 122.6 127.3 133.8 118.2 54.3 36.8 39.3
## pm2.5 143.0 102.0 97.00 104.0 167.0 196.0 197.0 168.0 17.0 18.0 20.0
## CV residual 65.2 31.3 7.66 -8.5 44.4 68.7 63.2 49.8 -37.3 -18.8 -19.3
## 38421 38423 38424 38425 38426 38429 38432 38433 38434 38436 38441
## Predicted 88.8 93.5 89.3 98.00 116.0 126.0 120.1 100.0 98.4 83.94 65.0
## cvpred 88.1 93.0 89.0 97.68 115.7 125.8 119.9 99.6 97.9 83.32 64.1
## pm2.5 45.0 122.0 114.0 106.00 62.0 80.0 79.0 80.0 79.0 85.00 115.0
## CV residual -43.1 29.0 25.0 8.32 -53.7 -45.8 -40.9 -19.6 -18.9 1.68 50.9
## 38448 38451 38458 38463 38467 38473 38475 38476 38480 38481 38483
## Predicted 100.4 104 111 10.79 13.3 86.3 70.7 74.22 107.85 93.0 56.4
## cvpred 99.8 104 111 9.74 12.4 85.8 70.2 73.67 107.32 92.3 55.6
## pm2.5 144.0 165 259 59.00 38.0 73.0 84.0 80.00 102.00 105.0 94.0
## CV residual 44.2 61 148 49.26 25.6 -12.8 13.8 6.33 -5.32 12.7 38.4
## 38484 38489 38491 38492 38493 38495 38497 38501 38502 38504 38510
## Predicted 49.3 22.2 39.0 43.3 88.1 76.6 89.3 107.49 125.7 134.6 134.2
## cvpred 48.4 21.3 38.2 42.5 87.4 75.9 88.6 107.02 125.3 134.3 133.8
## pm2.5 92.0 46.0 57.0 59.0 61.0 87.0 104.0 99.00 98.0 83.0 88.0
## CV residual 43.6 24.7 18.8 16.5 -26.4 11.1 15.4 -8.02 -27.3 -51.3 -45.8
## 38511 38512 38513 38518 38520 38521 38522 38523 38532 38535 38536
## Predicted 133.7 136.2 135.8 133.0 137.1 136.6 142 142.0 28.2 -5.25 -9.05
## cvpred 133.3 135.8 135.4 132.6 136.8 136.3 142 141.7 27.6 -5.91 -9.72
## pm2.5 78.0 84.0 99.0 91.0 92.0 95.0 107 123.0 113.0 12.00 7.00
## CV residual -55.3 -51.8 -36.4 -41.6 -44.8 -41.3 -35 -18.7 85.4 17.91 16.72
## 38539 38540 38541 38544 38547 38549 38560 38561 38567 38572 38573
## Predicted -8.12 5.67 66.3 123 119 130 2.75 -4.84 -9.71 107.7 12.4
## cvpred -8.76 5.13 65.9 123 120 130 1.81 -5.83 -10.55 107.5 11.8
## pm2.5 8.00 10.00 13.0 21 8 8 26.00 27.00 29.00 39.0 39.0
## CV residual 16.76 4.87 -52.9 -102 -112 -122 24.19 32.83 39.55 -68.5 27.2
## 38574 38575 38577 38583 38584 38587 38589 38590 38591 38593 38597
## Predicted 67.9 96.9 24.8 22.11 43.3 9.60 -15.7 64.8 70.5 89.7 123.4
## cvpred 67.6 96.6 24.0 21.39 42.7 8.77 -16.4 64.3 70.2 89.5 123.3
## pm2.5 40.0 40.0 102.0 12.00 16.0 12.00 11.0 8.0 17.0 12.0 27.0
## CV residual -27.6 -56.6 78.0 -9.39 -26.7 3.23 27.4 -56.3 -53.2 -77.5 -96.3
## 38598 38605 38607 38608 38610 38612 38614 38616 38624 38626 38635
## Predicted 123.1 -2.09 -10.4 -12.6 -12.4 1.971 19.2 22.3 92.6 58.9 0.293
## cvpred 123.1 -3.11 -11.6 -13.8 -13.5 0.966 18.2 21.5 92.0 58.1 -0.898
## pm2.5 38.0 15.00 29.0 21.0 32.0 32.000 34.0 40.0 78.0 75.0 30.000
## CV residual -85.1 18.11 40.6 34.8 45.5 31.034 15.8 18.5 -14.0 16.9 30.898
## 38637 38638 38641 38642 38646 38649 38650 38652 38654 38657 38661
## Predicted 40.48 82.4 89.6 79.05 95.3 59.5 54.1 41.7 42.6 48.3 65.7
## cvpred 39.58 81.7 89.0 78.38 95.0 58.7 53.3 40.7 41.6 47.3 64.9
## pm2.5 38.00 63.0 79.0 71.00 73.0 88.0 85.0 104.0 99.0 104.0 95.0
## CV residual -1.58 -18.7 -10.0 -7.38 -22.0 29.3 31.7 63.3 57.4 56.7 30.1
## 38665 38667 38668 38672 38674 38676 38688 38693 38695 38696 38699
## Predicted 79.37 109.3 114.2 103.47 83.9 68.0 129.8 131.8 120.0 118.7 74.6
## cvpred 78.83 108.9 113.9 102.94 83.3 67.2 129.4 131.4 119.6 118.3 73.8
## pm2.5 72.00 84.0 90.0 108.00 123.0 132.0 83.0 46.0 59.0 52.0 40.0
## CV residual -6.83 -24.9 -23.9 5.06 39.7 64.8 -46.4 -85.4 -60.6 -66.3 -33.8
## 38701 38702 38703 38716 38717 38718 38720 38721 38722 38724 38725
## Predicted 71.3 57.7 61.6 115 109.6 120.5 124.5 113.9 108.6 104.2 83.9
## cvpred 70.4 56.8 60.7 115 109.3 120.2 124.2 113.5 108.3 103.7 83.3
## pm2.5 29.0 33.0 37.0 55 24.0 21.0 25.0 25.0 18.0 24.0 20.0
## CV residual -41.4 -23.8 -23.7 -60 -85.3 -99.2 -99.2 -88.5 -90.3 -79.7 -63.3
## 38733 38736 38738 38740 38741 38748 38749 38753 38755 38756 38762
## Predicted 89.7 101.5 110.1 124.7 123.6 64.6 59.3 45.08 53.38 67.2 118.6
## cvpred 89.2 101.1 109.8 124.6 123.5 63.9 58.5 44.16 52.56 66.4 118.2
## pm2.5 44.0 48.0 53.0 52.0 37.0 33.0 25.0 43.00 54.00 56.0 48.0
## CV residual -45.2 -53.1 -56.8 -72.6 -86.5 -30.9 -33.5 -1.16 1.44 -10.4 -70.2
## 38763 38765 38766 38773 38774 38778 38781 38782 38783 38786 38791
## Predicted 118 127.4 133.5 73.2 68.4 68.9 80.2 75.3 83.4 107.6 127.6
## cvpred 118 127.1 133.2 72.4 67.6 68.1 79.5 74.7 82.8 107.1 127.2
## pm2.5 62 83.0 87.0 48.0 38.0 52.0 51.0 54.0 54.0 53.0 95.0
## CV residual -56 -44.1 -46.2 -24.4 -29.6 -16.1 -28.5 -20.7 -28.8 -54.1 -32.2
## 38792 38795 38797 38803 38804 38811 38812 38817 38819 38821
## Predicted 122.3 82.2 66.9 52.02 61.19 113.28 108.784 110.75 103.90 115.3
## cvpred 121.8 81.4 66.0 51.05 60.31 112.72 108.285 110.15 103.25 114.9
## pm2.5 108.0 76.0 43.0 55.00 59.00 108.00 109.000 101.00 104.00 88.0
## CV residual -13.8 -5.4 -23.0 3.95 -1.31 -4.72 0.715 -9.15 0.75 -26.9
## 38822 38823 38827 38831 38832 38834 38836 38839 38840 38848 38851
## Predicted 138 132 138 135 139 145 136 120 108 37.6 60.2
## cvpred 138 131 138 135 139 145 136 120 108 36.9 59.5
## pm2.5 9 9 7 10 17 24 19 8 6 5.0 9.0
## CV residual -129 -122 -131 -125 -122 -121 -117 -112 -102 -31.9 -50.5
## 38852 38853 38854 38860 38861 38862 38868 38871 38874 38876 38880
## Predicted 74.3 84.1 112.2 130.4 130 135 83.4 54.88 114 110 135
## cvpred 73.7 83.6 111.8 130.2 130 135 82.8 54.08 113 110 135
## pm2.5 8.0 19.0 26.0 33.0 24 29 59.0 48.00 11 25 33
## CV residual -65.7 -64.6 -85.8 -97.2 -106 -106 -23.8 -6.08 -102 -85 -102
## 38893 38896 38898 38902 38904 38906 38909 38911 38912 38919 38921
## Predicted 65.1 37.0 74.1 100 110.1 129.1 124.0 134.0 133.5 118.8 111.6
## cvpred 64.4 36.2 73.4 100 109.7 128.9 123.7 133.8 133.2 118.3 111.1
## pm2.5 32.0 17.0 20.0 22 49.0 59.0 58.0 71.0 76.0 79.0 59.0
## CV residual -32.4 -19.2 -53.4 -78 -60.7 -69.9 -65.7 -62.8 -57.2 -39.3 -52.1
## 38925 38927 38933 38934 38936 38945 38947 38948 38953 38955 38956
## Predicted 123.3 132.8 138.9 133.7 118.3 54.0 57.7 64.0 113.7 123.8 128.9
## cvpred 122.9 132.4 138.7 133.5 117.9 53.2 56.9 63.3 113.3 123.4 128.6
## pm2.5 88.0 87.0 122.0 96.0 23.0 16.0 20.0 17.0 33.0 37.0 50.0
## CV residual -34.9 -45.4 -16.7 -37.5 -94.9 -37.2 -36.9 -46.3 -80.3 -86.4 -78.6
## 38961 38963 38966 38968 38970 38971 38975 38976 38985 38986 38995
## Predicted 92.6 63.9 33.6 28.1 38.7 43 86.7 100.9 101.2 91.21 137
## cvpred 92.0 63.1 32.5 27.0 37.7 42 86.0 100.2 100.5 90.47 137
## pm2.5 31.0 27.0 16.0 14.0 10.0 20 38.0 50.0 78.0 93.00 19
## CV residual -61.0 -36.1 -16.5 -13.0 -27.7 -22 -48.0 -50.2 -22.5 2.53 -118
## 38998 39000 39002 39004 39005 39009 39011 39015 39016 39023 39024
## Predicted 127 133 137 143 138 119.7 98.9 74.8 69.2 106.1 105.21
## cvpred 127 132 137 143 138 119.2 98.3 73.9 68.3 105.4 104.56
## pm2.5 22 30 35 38 35 25.0 24.0 46.0 47.0 90.0 106.00
## CV residual -105 -102 -102 -105 -103 -94.2 -74.3 -27.9 -21.3 -15.4 1.44
## 39025 39027 39028 39029 39034 39035 39036 39040 39045 39047 39050
## Predicted 105.5 126.1 125.89 121.8 91.5 90.7 85.08 71.4 118.9 136 140.79
## cvpred 104.9 125.6 125.39 121.3 90.7 89.9 84.23 70.4 118.4 136 140.39
## pm2.5 128.0 111.0 131.00 153.0 117.0 101.0 94.00 130.0 84.0 80 134.00
## CV residual 23.1 -14.6 5.61 31.7 26.3 11.1 9.77 59.6 -34.4 -56 -6.39
## 39052 39053 39054 39059 39066 39068 39069 39073 39081 39082
## Predicted 140.8 140.30 135 110.7 87.4 100.32 115.12 113.4 137 131.8
## cvpred 140.4 139.89 135 110.1 86.5 99.55 114.47 112.7 136 131.4
## pm2.5 112.0 130.00 148 155.0 111.0 105.00 108.00 176.0 24 32.0
## CV residual -28.4 -9.89 13 44.9 24.5 5.45 -6.47 63.3 -112 -99.4
## 39083 39088 39091 39092 39098 39102 39104 39105 39107 39109 39112
## Predicted 126.9 107.0 132.0 135.5 137.7 142.4 132.2 130.3 106.1 77.8 71.3
## cvpred 126.4 106.3 131.6 135.2 137.4 142.2 131.8 129.9 105.5 77.0 70.4
## pm2.5 40.0 119.0 38.0 60.0 67.0 79.0 53.0 46.0 45.0 11.0 47.0
## CV residual -86.4 12.7 -93.6 -75.2 -70.4 -63.2 -78.8 -83.9 -60.5 -66.0 -23.4
## 39118 39119 39121 39122 39130 39131 39133 39135 39136 39138 39142
## Predicted 103.50 107.8 135.7 131.3 114.2 107.9 101.3 98.37 102.2 105.3 109
## cvpred 102.84 107.2 135.2 130.8 113.6 107.3 100.7 97.66 101.5 104.7 108
## pm2.5 108.00 121.0 143.0 151.0 191.0 200.0 181.0 106.00 114.0 87.0 73
## CV residual 5.16 13.8 7.8 20.2 77.4 92.7 80.3 8.34 12.5 -17.7 -35
## 39143 39146 39150 39153 39154 39159 39161 39162 39172 39175 39182
## Predicted 121.8 130.9 142.0 136.0 134.9 91.8 87.1 96.6 131 136.9 96.6
## cvpred 121.3 130.5 141.7 135.7 134.6 91.2 86.3 95.9 131 136.6 95.9
## pm2.5 72.0 89.0 48.0 59.0 35.0 10.0 17.0 20.0 71 60.0 61.0
## CV residual -49.3 -41.5 -93.7 -76.7 -99.6 -81.2 -69.3 -75.9 -60 -76.6 -34.9
## 39183 39184 39185 39187 39189 39197 39202 39203 39205 39208 39211
## Predicted 95.7 85.4 80.5 83.9 128 143 121.0 111.2 95.9 91.1 91.5
## cvpred 95.0 84.6 79.7 83.2 127 143 120.5 110.6 95.2 90.3 90.9
## pm2.5 54.0 51.0 53.0 66.0 15 23 51.0 49.0 40.0 38.0 34.0
## CV residual -41.0 -33.6 -26.7 -17.2 -112 -120 -69.5 -61.6 -55.2 -52.3 -56.9
## 39212 39215 39216 39221 39224 39230 39232 39233 39236 39237 39238
## Predicted 117 132.3 127.7 135 111.1 67.3 61.7 56.8 71.9 86.9 96.1
## cvpred 117 131.9 127.3 134 110.7 66.4 60.8 55.9 71.2 86.2 95.5
## pm2.5 13 39.0 42.0 23 18.0 17.0 17.0 16.0 28.0 27.0 34.0
## CV residual -104 -92.9 -85.3 -111 -92.7 -49.4 -43.8 -39.9 -43.2 -59.2 -61.5
## 39246 39247 39248 39249 39253 39263 39264 39267 39271 39276 39278
## Predicted 142.4 132.8 121.8 111.2 76.2 83.3 91.9 101 122 103.4 100.94
## cvpred 142.1 132.4 121.3 110.6 75.4 82.6 91.3 100 121 102.8 100.23
## pm2.5 66.0 66.0 63.0 64.0 47.0 64.0 54.0 62 89 75.0 93.00
## CV residual -76.1 -66.4 -58.3 -46.6 -28.4 -18.6 -37.3 -38 -32 -27.8 -7.23
## 39279 39281 39287 39291 39297 39300 39301 39308 39311 39320 39321
## Predicted 99.59 101.78 112.4 118.7 129.3 102.9 87.74 108.1 119.0 91.7 76.6
## cvpred 98.88 101.12 111.8 118.2 128.7 102.1 86.83 107.4 118.4 91.0 75.8
## pm2.5 96.00 98.00 133.0 178.0 168.0 91.0 87.00 75.0 68.0 4.0 15.0
## CV residual -2.88 -3.12 21.2 59.8 39.3 -11.1 0.17 -32.4 -50.4 -87.0 -60.8
## 39323 39324 39325 39329 39332 39333 39336 39343 39348 39349 39350
## Predicted 54.8 39.6 44.0 29.6 47.2 47.1 103.2 103 27.3 12.06 10.961
## cvpred 54.0 38.7 43.1 28.6 46.3 46.3 102.7 103 26.2 10.94 9.835
## pm2.5 16.0 7.0 11.0 11.0 11.0 18.0 25.0 17 13.0 14.00 9.000
## CV residual -38.0 -31.7 -32.1 -17.6 -35.3 -28.3 -77.7 -86 -13.2 3.06 -0.835
## 39351 39352 39355 39356 39357 39360 39363 39365 39369 39370 39371
## Predicted 4.97 13.45 46.3 55.3 53.4 107.1 117.1 127.6 81.94 91.0 76.1
## cvpred 3.79 12.24 45.2 54.3 52.5 106.5 116.6 127.2 81.15 90.2 75.2
## pm2.5 15.00 15.00 15.0 15.0 26.0 28.0 43.0 37.0 77.00 45.0 36.0
## CV residual 11.21 2.76 -30.2 -39.3 -26.5 -78.5 -73.6 -90.2 -4.15 -45.2 -39.2
## 39376 39377 39378 39385 39386 39387 39388 39390 39391 39393 39398
## Predicted 48.7 42.7 37.97 111.5 116 115.5 116.6 121.8 115.4 100.5 60.3
## cvpred 47.7 41.6 36.94 110.9 115 114.9 116.1 121.3 114.8 99.7 59.2
## pm2.5 61.0 59.0 31.00 70.0 67 59.0 68.0 104.0 94.0 65.0 104.0
## CV residual 13.3 17.4 -5.94 -40.9 -48 -55.9 -48.1 -17.3 -20.8 -34.7 44.8
## 39400 39408 39410 39412 39414 39417 39421 39426 39428 39429 39430
## Predicted 52.7 71.2 84.5 87.5 101.2 104.99 77.4 85.0 92.8 97.6 100.6
## cvpred 51.6 70.4 83.8 86.8 100.6 104.29 76.5 84.1 91.9 96.8 99.8
## pm2.5 74.0 57.0 58.0 63.0 86.0 108.00 102.0 121.0 163.0 168.0 149.0
## CV residual 22.4 -13.4 -25.8 -23.8 -14.6 3.71 25.5 36.9 71.1 71.2 49.2
## 39434 39436 39437 39438 39439 39440 39441 39443 39453 39454 39455
## Predicted 140 140.3 140.8 140.8 140.8 140.3 135.7 135 127.7 127.2 134.9
## cvpred 140 139.9 140.4 140.4 140.4 139.9 135.2 134 127.1 126.6 134.4
## pm2.5 30 43.0 45.0 65.0 59.0 58.0 57.0 33 110.0 114.0 101.0
## CV residual -110 -96.9 -95.4 -75.4 -81.4 -81.9 -78.2 -101 -17.1 -12.6 -33.4
## 39457 39459 39461 39467 39468 39470 39471 39472 39476 39477 39478
## Predicted 134.0 132.7 134.9 122 116 113 112.9 107.3 114.1 108.8 128.3
## cvpred 133.5 132.2 134.4 121 115 113 112.1 106.4 113.3 108.1 127.6
## pm2.5 110.0 169.0 214.0 277 274 232 212.0 177.0 150.0 153.0 206.0
## CV residual -23.5 36.8 79.6 156 159 119 99.9 70.6 36.7 44.9 78.4
## 39482 39484 39486 39489 39492 39504 39514 39519 39520 39525 39536
## Predicted 139 138 133 124 102.4 128.8 127.0 93.4 92.6 110.3 123
## cvpred 138 138 133 123 101.4 128.2 126.4 92.5 91.6 109.5 123
## pm2.5 291 303 281 201 145.0 156.0 112.0 71.0 67.0 91.0 233
## CV residual 153 165 148 78 43.6 27.8 -14.4 -21.5 -24.6 -18.5 110
## 39538 39541 39545 39549 39551 39558 39559 39560 39562 39563 39566
## Predicted 117 99.4 95.3 97.9 101.7 130 129.0 127.4 115.4 110 96.6
## cvpred 116 98.5 94.4 97.1 100.9 129 128.5 126.8 114.7 109 95.7
## pm2.5 218 180.0 150.0 184.0 181.0 99 94.0 84.0 80.0 88 151.0
## CV residual 102 81.5 55.6 86.9 80.1 -30 -34.5 -42.8 -34.7 -21 55.3
## 39569 39572 39573 39577 39579 39582 39583 39586 39587 39589 39596
## Predicted 93.0 100.2 100.1 114.4 125 133.9 125 112.4 93.5 50.8 86.3
## cvpred 92.1 99.4 99.3 113.7 124 133.3 124 111.6 92.6 49.8 85.5
## pm2.5 191.0 189.0 188.0 196.0 192 156.0 163 131.0 115.0 26.0 10.0
## CV residual 98.9 89.6 88.7 82.3 68 22.7 39 19.4 22.4 -23.8 -75.5
## 39597 39598 39599 39606 39608 39610 39613 39616 39617 39632 39635
## Predicted 95.6 102.0 120.8 125 108.4 82.1 67.7 54.4 68.0 105.3 49.2
## cvpred 94.9 101.3 120.2 124 107.9 81.4 66.8 53.5 67.2 104.7 48.2
## pm2.5 16.0 49.0 45.0 21 17.0 16.0 14.0 10.0 14.0 25.0 28.0
## CV residual -78.9 -52.3 -75.2 -103 -90.9 -65.4 -52.8 -43.5 -53.2 -79.7 -20.2
## 39637 39639 39641 39642 39644 39650 39651 39658 39663 39666 39667
## Predicted 33.6 17.35 19.28 23.07 35.02 111.5 122 56.8 36.4 38.2 47.5
## cvpred 32.5 16.19 18.12 21.95 33.99 110.9 121 55.9 35.2 37.2 46.5
## pm2.5 15.0 18.00 17.00 17.00 24.00 52.0 53 18.0 9.0 16.0 9.0
## CV residual -17.5 1.81 -1.12 -4.95 -9.99 -58.9 -68 -37.9 -26.2 -21.2 -37.5
## 39668 39671 39673 39677 39681 39682 39684 39685 39696 39698 39699
## Predicted 56.9 96.3 77.9 73.2 68.3 62.1 44.2 33.6 87.3 108.0 97.7
## cvpred 56.0 95.7 77.2 72.6 67.6 61.3 43.3 32.7 86.7 107.5 97.1
## pm2.5 18.0 33.0 46.0 12.0 10.0 10.0 7.0 6.0 20.0 35.0 30.0
## CV residual -38.0 -62.7 -31.2 -60.6 -57.6 -51.3 -36.3 -26.7 -66.7 -72.5 -67.1
## 39700 39702 39703 39706 39708 39711 39720 39722 39724 39728 39732
## Predicted 113.1 108.7 98.3 72.8 41.9 27.6 121.3 126.9 127.1 109.3 52.6
## cvpred 112.7 108.3 97.8 72.0 40.9 26.5 120.8 126.4 126.8 108.8 51.7
## pm2.5 13.0 20.0 18.0 10.0 13.0 12.0 45.0 58.0 46.0 24.0 19.0
## CV residual -99.7 -88.3 -79.8 -62.0 -27.9 -14.5 -75.8 -68.4 -80.8 -84.8 -32.7
## 39733 39734 39744 39745 39747 39760 39761 39763 39764 39765 39768
## Predicted 47 46.4 85.6 91.1 88.4 64.79 63.44 65.9 69.9 72.9 94.7
## cvpred 46 45.3 84.9 90.3 87.8 63.84 62.49 65.0 69.0 72.1 93.9
## pm2.5 21 22.0 19.0 30.0 40.0 55.00 57.00 51.0 49.0 54.0 81.0
## CV residual -25 -23.3 -65.9 -60.3 -47.8 -8.84 -5.49 -14.0 -20.0 -18.1 -12.9
## 39769 39770 39779 39786 39787 39790 39794 39795 39808 39814 39817
## Predicted 110 125.1 114.1 105.80 105.4 118.4 129.9 130.3 109.1 128.3 128.0
## cvpred 109 124.6 113.4 105.04 104.7 117.8 129.4 129.8 108.3 127.6 127.4
## pm2.5 93 108.0 148.0 111.00 90.0 70.0 82.0 111.0 162.0 172.0 220.0
## CV residual -16 -16.6 34.6 5.96 -14.7 -47.8 -47.4 -18.8 53.7 44.4 92.6
## 39820 39825 39826 39831 39840 39841 39843 39844 39846 39850 39853
## Predicted 125 118.52 111.78 92.1 117.0 121.7 116.3 126.3 120.2 101.6 74.36
## cvpred 124 117.86 111.01 91.1 116.2 120.9 115.5 125.6 119.5 100.6 73.18
## pm2.5 158 122.00 113.00 143.0 81.0 87.0 73.0 72.0 77.0 60.0 66.00
## CV residual 34 4.14 1.99 51.9 -35.2 -33.9 -42.5 -53.6 -42.5 -40.6 -7.18
## 39860 39862 39864 39866 39870 39872 39873 39876 39877 39880 39882
## Predicted 76.2 93.3 97.4 107.5 123.1 116.9 105.8 87.9 81.7 72.5 64.56
## cvpred 75.1 92.3 96.5 106.6 122.4 116.1 104.9 86.9 80.6 71.4 63.42
## pm2.5 53.0 72.0 66.0 46.0 64.0 55.0 52.0 52.0 55.0 87.0 60.00
## CV residual -22.1 -20.3 -30.5 -60.6 -58.4 -61.1 -52.9 -34.9 -25.6 15.6 -3.42
## 39884 39886 39889 39891 39895 39898 39900 39901 39903 39906 39912
## Predicted 71.4 74.6 81.6 90.5 88.0 108.1 90.5 88.1 58.0 59.9 66.6
## cvpred 70.3 73.5 80.6 89.6 87.1 107.4 89.6 87.1 56.9 58.8 65.7
## pm2.5 59.0 55.0 56.0 60.0 53.0 20.0 15.0 12.0 14.0 11.0 9.0
## CV residual -11.3 -18.5 -24.6 -29.6 -34.1 -87.4 -74.6 -75.1 -42.9 -47.8 -56.7
## 39918 39922 39923 39926 39932 39935 39936 39942 39944 39948 39949
## Predicted 96.5 73.5 91.7 84.6 96.8 80.4 79.3 122 97.3 80.0 69.6
## cvpred 95.8 72.7 91.0 83.8 96.1 79.6 78.5 121 96.7 79.2 68.8
## pm2.5 16.0 15.0 12.0 18.0 8.0 21.0 17.0 12 19.0 19.0 13.0
## CV residual -79.8 -57.7 -79.0 -65.8 -88.1 -58.6 -61.5 -109 -77.7 -60.2 -55.8
## 39950 39952 39953 39954 39955 39963 39965 39966 39971 39972 39974
## Predicted 66.9 53.0 56.5 56.0 55.2 129.9 125.4 131 119.5 119.3 108
## cvpred 66.0 52.1 55.6 55.1 54.3 129.3 124.8 130 118.8 118.6 107
## pm2.5 22.0 16.0 20.0 21.0 21.0 52.0 74.0 73 90.0 103.0 67
## CV residual -44.0 -36.1 -35.6 -34.1 -33.3 -77.3 -50.8 -57 -28.8 -15.6 -40
## 39975 39978 39979 39981 39988 39994 39997 39998 39999 40001 40002
## Predicted 99.7 99.0 88.6 103.4 141.5 86.8 70.9 65.4 59.9 62.6 56.9
## cvpred 98.9 98.2 87.8 102.8 141.2 86.0 70.0 64.4 58.9 61.6 55.9
## pm2.5 85.0 69.0 51.0 33.0 127.0 61.0 31.0 27.0 32.0 31.0 38.0
## CV residual -13.9 -29.2 -36.8 -69.8 -14.2 -25.0 -39.0 -37.4 -26.9 -30.6 -17.9
## 40009 40016 40019 40021 40024 40029 40031 40032 40035 40038 40044
## Predicted 87.2 120.3 93.9 84.1 53.8 62.96 71.3 66.03 83.60 96.41 79.2
## cvpred 86.5 119.6 93.0 83.1 52.7 62.07 70.5 65.23 82.95 95.85 78.2
## pm2.5 72.0 142.0 119.0 112.0 67.0 57.00 59.0 57.00 76.00 102.00 114.0
## CV residual -14.5 22.4 26.0 28.9 14.3 -5.07 -11.5 -8.23 -6.95 6.15 35.8
## 40059 40063 40064 40065 40066 40071 40072 40073 40074 40076 40081
## Predicted 104.29 112.2 107 95.8 108.2 46.2 44.3 47.4 51.0 66.3 92.31
## cvpred 103.61 111.6 106 95.1 107.4 45.1 43.1 46.3 49.9 65.3 91.53
## pm2.5 113.00 138.0 141 143.0 125.0 73.0 61.0 67.0 80.0 77.0 96.00
## CV residual 9.39 26.4 35 47.9 17.6 27.9 17.9 20.7 30.1 11.7 4.47
## 40084 40085 40089 40090 40092 40093 40097 40100 40102 40104 40106
## Predicted 94.99 99.6 85.7 78.9 61.6 51.5 30.1 50.9 53.4 94.4 88.7
## cvpred 94.26 98.9 84.9 78.0 60.6 50.5 29.0 50.0 52.5 93.8 88.0
## pm2.5 101.00 114.0 179.0 151.0 101.0 92.0 89.0 92.0 85.0 82.0 69.0
## CV residual 6.74 15.1 94.1 73.0 40.4 41.5 60.0 42.0 32.5 -11.8 -19.0
## 40109 40110 40112 40123 40130 40134 40135 40136 40140 40141 40143
## Predicted 139.3 139.0 138.67 113.5 128.5 139 138.3 137.8 110.9 104.9 92.9
## cvpred 138.8 138.5 138.16 112.8 127.9 138 137.7 137.2 110.1 104.1 92.0
## pm2.5 88.0 117.0 142.00 144.0 193.0 192 208.0 219.0 176.0 180.0 163.0
## CV residual -50.8 -21.5 3.84 31.2 65.1 54 70.3 81.8 65.9 75.9 71.0
## 40144 40147 40148 40151 40156 40158 40167 40168 40175 40177 40182
## Predicted 91.8 94.5 99.2 108.0 129.02 133.42 92.8 91.98 127.3 132.4 133.4
## cvpred 90.9 93.6 98.3 107.2 128.41 132.85 91.9 91.01 126.6 131.7 132.8
## pm2.5 155.0 122.0 125.0 187.0 135.00 136.00 103.0 98.00 137.0 78.0 78.0
## CV residual 64.1 28.4 26.7 79.8 6.59 3.15 11.1 6.99 10.4 -53.7 -54.8
## 40186 40188 40191 40198 40199 40201 40210 40215 40229 40234 40239
## Predicted 122.4 111 95 102.4 122.510 127.0 106.7 90.73 133 107.4 136
## cvpred 121.6 110 94 101.4 121.734 126.3 105.8 89.65 132 106.8 135
## pm2.5 77.0 97 109 115.0 121.000 138.0 88.0 95.00 82 12.0 7
## CV residual -44.6 -13 15 13.6 -0.734 11.7 -17.8 5.35 -50 -94.8 -128
## 40242 40244 40245 40246 40249 40250 40252 40255 40256 40260 40261
## Predicted 125 122 127 131 135 133 142 140 129 100.2 86.1
## cvpred 125 121 126 131 134 132 142 140 128 99.5 85.3
## pm2.5 7 4 2 2 6 14 10 11 14 25.0 31.0
## CV residual -118 -117 -124 -129 -128 -118 -132 -129 -114 -74.5 -54.3
## 40263 40267 40268 40270 40271 40279 40281 40282 40287 40289 40291
## Predicted 57.3 91.5 95.1 114.1 119.0 129.1 101.4 81.3 35.1 43.9 33.7
## cvpred 56.4 90.7 94.2 113.4 118.4 128.6 100.7 80.5 34.1 42.9 32.8
## pm2.5 26.0 32.0 25.0 27.0 28.0 62.0 63.0 50.0 3.0 5.0 8.0
## CV residual -30.4 -58.7 -69.2 -86.4 -90.4 -66.6 -37.7 -30.5 -31.1 -37.9 -24.8
## 40292 40296 40297 40298 40301 40303 40305 40307 40313 40315 40318
## Predicted 82.9 115.0 126.136 131.3 136 130.3 103.8 81.6 55.4 72.3 89.5
## cvpred 82.0 114.4 125.639 130.8 136 129.9 103.2 80.8 54.5 71.4 88.8
## pm2.5 15.0 71.0 125.000 142.0 89 85.0 40.0 62.0 43.0 37.0 48.0
## CV residual -67.0 -43.4 -0.639 11.2 -47 -44.9 -63.2 -18.8 -11.5 -34.4 -40.8
## 40319 40320 40321 40323 40324 40325 40328 40339 40344 40345 40346
## Predicted 94.1 98.8 97.9 126.6 132.0 136.9 126.1 63.5 99.5 114.4 108.7
## cvpred 93.5 98.2 97.3 126.2 131.6 136.6 125.6 62.6 98.9 113.9 108.2
## pm2.5 56.0 41.0 48.0 40.0 42.0 47.0 79.0 49.0 60.0 72.0 71.0
## CV residual -37.5 -57.2 -49.3 -86.2 -89.6 -89.6 -46.6 -13.6 -38.9 -41.9 -37.2
## 40348 40350 40351 40353 40357 40358 40359 40365 40367 40369
## Predicted 112.53 131.895 136.40 119.5 89.6 79.21 69.3 82.7 125 136
## cvpred 112.07 131.504 136.01 118.9 88.7 78.31 68.5 82.0 125 136
## pm2.5 120.00 132.000 144.00 160.0 72.0 70.00 58.0 42.0 15 17
## CV residual 7.93 0.496 7.99 41.1 -16.7 -8.31 -10.5 -40.0 -110 -119
## 40370 40371 40372 40376 40377 40380 40381 40385 40391 40392 40395
## Predicted 132 137 137 131.0 121.0 90.7 80.8 60.8 114.9 119.5 123.4
## cvpred 131 137 137 130.6 120.5 89.9 80.0 59.8 114.2 118.9 122.9
## pm2.5 22 22 24 31.0 24.0 38.0 37.0 23.0 53.0 78.0 58.0
## CV residual -109 -115 -113 -99.6 -96.5 -51.9 -43.0 -36.8 -61.2 -40.9 -64.9
## 40396 40397 40398 40401 40406 40407 40413 40417 40419 40421 40422
## Predicted 123.3 122 127 85.1 34.3 38.9 97.2 127.8 109.1 109.6 85.8
## cvpred 122.9 122 126 84.4 33.3 37.9 96.6 127.4 108.7 109.3 85.4
## pm2.5 53.0 26 20 12.0 6.0 11.0 22.0 50.0 29.0 23.0 18.0
## CV residual -69.9 -96 -106 -72.4 -27.3 -26.9 -74.6 -77.4 -79.7 -86.3 -67.4
## 40423 40426 40434 40438 40441 40443 40449 40450 40456 40457 40458
## Predicted 105.1 58.8 57.2 101.5 126 128 141 136.0 137 131 122
## cvpred 104.7 58.0 56.3 100.8 125 127 141 135.7 136 131 121
## pm2.5 15.0 8.0 24.0 64.0 23 15 36 53.0 17 15 19
## CV residual -89.7 -50.0 -32.3 -36.8 -102 -112 -105 -82.7 -119 -116 -102
## 40462 40466 40471 40473 40476 40481 40484 40485 40501 40503 40506
## Predicted 137 139 144 121.0 101.7 76.3 82.7 91.4 67.5 53.4 64.5
## cvpred 137 138 143 120.6 101.1 75.4 82.0 90.7 66.7 52.5 63.6
## pm2.5 26 19 35 25.0 26.0 27.0 32.0 38.0 26.0 12.0 48.0
## CV residual -111 -119 -108 -95.6 -75.1 -48.4 -50.0 -52.7 -40.7 -40.5 -15.6
## 40513 40516 40522 40525 40526 40527 40535 40536 40537 40538 40539
## Predicted 125 136.9 106 80.2 79.2 74 115 120.3 128.4 123.5 122.7
## cvpred 124 136.6 105 79.3 78.3 73 114 119.6 127.8 122.9 122.1
## pm2.5 55 88.0 49 48.0 44.0 38 89 97.0 172.0 209.0 72.0
## CV residual -69 -48.6 -56 -31.3 -34.3 -35 -25 -22.6 44.2 86.1 -50.1
## 40542 40543 40545 40547 40548 40549 40550 40551 40555 40562 40563
## Predicted 117.2 133 112.0 101.0 85.8 81.2 80.8 75.1 85.8 131.0 131.3
## cvpred 116.8 132 111.5 100.3 85.0 80.3 80.0 74.2 85.1 130.6 130.8
## pm2.5 31.0 27 38.0 39.0 44.0 37.0 36.0 28.0 20.0 91.0 51.0
## CV residual -85.8 -105 -73.5 -61.3 -41.0 -43.3 -44.0 -46.2 -65.1 -39.6 -79.8
## 40566 40567 40570 40572 40573 40576 40592 40593 40598 40602 40604
## Predicted 132.2 131.7 106.4 100.2 99.7 86.9 131.3 115.25 79.08 61.5 79.09
## cvpred 131.8 131.3 105.8 99.5 99.0 86.0 130.8 114.66 78.12 60.6 78.29
## pm2.5 34.0 35.0 39.0 38.0 59.0 74.0 111.0 107.00 69.00 13.0 74.00
## CV residual -97.8 -96.3 -66.8 -61.5 -40.0 -12.0 -19.8 -7.66 -9.12 -47.6 -4.29
## 40607 40612 40613 40615 40616 40622 40623 40646 40647 40649 40651
## Predicted 100.8 118.9 118.6 123.0 126.1 73.09 62.23 88 87.5 85.0 79.0
## cvpred 100.1 118.4 118.2 122.6 125.6 72.15 61.23 87 86.5 84.1 78.1
## pm2.5 78.0 88.0 99.0 106.0 115.0 69.00 69.00 141 137.0 123.0 115.0
## CV residual -22.1 -30.4 -19.2 -16.6 -10.6 -3.15 7.77 54 50.5 38.9 36.9
## 40652 40655 40657 40659 40661 40664 40670 40671 40673 40678 40679
## Predicted 98.3 100.3 109.8 116.3 137 130 105.4 99.4 99.9 129.77 129.89
## cvpred 97.5 99.7 109.2 115.8 137 130 104.7 98.6 99.1 129.21 129.33
## pm2.5 123.0 19.0 22.0 21.0 18 19 41.0 56.0 76.0 124.00 123.00
## CV residual 25.5 -80.7 -87.2 -94.8 -119 -111 -63.7 -42.6 -23.1 -5.21 -6.33
## 40680 40681 40682 40683 40687 40690 40693 40694 40696 40702 40707
## Predicted 129.8 129.3 129.04 127.4 140.0 115 94.3 79.7 79.32 123.1 130
## cvpred 129.2 128.7 128.48 126.8 139.6 114 93.5 78.7 78.37 122.4 130
## pm2.5 110.0 115.0 120.00 149.0 120.0 153 116.0 106.0 83.00 151.0 25
## CV residual -19.2 -13.7 -8.48 22.2 -19.6 39 22.5 27.3 4.63 28.6 -105
## 40708 40710 40711 40715 40719 40721 40725 40726 40727 40732 40733
## Predicted 129.3 135.0 134.8 71.1 47.9 47.2 107.9 107.4 108.4 133 133
## cvpred 128.9 134.6 134.3 70.4 47.0 46.2 107.3 106.8 107.9 132 132
## pm2.5 31.0 39.0 45.0 7.0 6.0 7.0 17.0 46.0 44.0 24 27
## CV residual -97.9 -95.6 -89.3 -63.4 -41.0 -39.2 -90.3 -60.8 -63.9 -108 -105
## 40734 40736 40743 40750 40751 40759 40761 40767 40769 40773 40776
## Predicted 137 120 31.5 65.5 64.4 128 85.5 2.91 -2.83 44.9 104.7
## cvpred 137 119 30.6 64.8 63.7 128 84.9 1.89 -3.84 44.2 104.3
## pm2.5 19 16 7.0 21.0 30.0 27 19.0 6.00 10.00 27.0 39.0
## CV residual -118 -103 -23.6 -43.8 -33.7 -101 -65.9 4.11 13.84 -17.2 -65.3
## 40780 40781 40783 40784 40785 40793 40800 40802 40806 40808 40810
## Predicted 124.5 129.4 130.4 128 87.6 49.57 96.35 110.3 122.3 116 106.9
## cvpred 124.2 129.2 130.2 128 87.0 48.59 95.72 109.7 121.8 116 106.3
## pm2.5 79.0 89.0 31.0 21 27.0 47.00 93.00 90.0 91.0 69 67.0
## CV residual -45.2 -40.2 -99.2 -107 -60.0 -1.59 -2.72 -19.7 -30.8 -47 -39.3
## 40813 40816 40818 40822 40833 40835 40837 40840 40841 40842 40845
## Predicted 81.2 86.58 105.4 136.0 132.0 120.8 105.9 106.4 101.0 106.1 130.52
## cvpred 80.5 85.85 104.7 135.7 131.6 120.2 105.2 105.7 100.3 105.5 130.02
## pm2.5 66.0 80.00 84.0 125.0 68.0 66.0 49.0 81.0 85.0 88.0 121.00
## CV residual -14.5 -5.85 -20.7 -10.7 -63.6 -54.2 -56.2 -24.7 -15.3 -17.5 -9.02
## 40846 40849 40850 40852 40854 40858 40870 40872 40879 40881 40882
## Predicted 135.53 129.8 135 135 140.5 131 135.16 135.0 140.0 140.5 134.7
## cvpred 135.08 129.3 135 135 140.1 130 134.71 134.6 139.6 140.1 134.1
## pm2.5 139.00 107.0 102 174 154.0 151 143.00 102.0 86.0 79.0 80.0
## CV residual 3.92 -22.3 -33 39 13.9 21 8.29 -32.6 -53.6 -61.1 -54.1
## 40887 40895 40896 40900 40902 40903 40906 40909 40910 40914 40920
## Predicted 113.3 140.1 140.8 145.2 140.8 140.8 129.78 118.0 117.6 139.3 140
## cvpred 112.6 139.6 140.4 144.8 140.4 140.4 129.28 117.4 116.9 138.8 140
## pm2.5 65.0 104.0 104.0 87.0 102.0 101.0 123.00 144.0 153.0 149.0 21
## CV residual -47.6 -35.6 -36.4 -57.8 -38.4 -39.4 -6.28 26.6 36.1 10.2 -119
## 40922 40923 40930 40931 40937 40938 40944 40949 40950 40954 40962
## Predicted 141.3 145.4 146 140 136 142 137 144 143 108.2 56.8
## cvpred 140.9 145.1 145 140 136 141 137 144 143 107.7 56.0
## pm2.5 50.0 59.0 25 34 24 25 11 9 7 17.0 16.0
## CV residual -90.9 -86.1 -120 -106 -112 -116 -126 -135 -136 -90.7 -40.0
## 40963 40969 40972 40973 40977 40978 40984 40985 40992 40996 40997
## Predicted 70.4 138 144.5 144.3 116.6 103.5 35.9 43.3 121 133.5 133.5
## cvpred 69.6 138 144.4 144.2 116.2 102.9 34.9 42.3 121 133.2 133.2
## pm2.5 12.0 23 47.0 50.0 81.0 48.0 17.0 15.0 52 74.0 80.0
## CV residual -57.6 -115 -97.4 -94.2 -35.2 -54.9 -17.9 -27.3 -69 -59.2 -53.2
## 40998 40999 41000 41001 41002 41003 41004 41005 41008 41009
## Predicted 138.4 137.9 131.8 121.8 117.4 110.9 109.262 103.27 90.8 89.9
## cvpred 138.2 137.7 131.4 121.4 116.9 110.3 108.612 102.57 90.0 89.1
## pm2.5 76.0 70.0 73.0 86.0 93.0 96.0 109.000 109.00 74.0 75.0
## CV residual -62.2 -67.7 -58.4 -35.4 -23.9 -14.3 0.388 6.43 -16.0 -14.1
## 41018 41021 41025 41031 41032 41033 41034 41035 41036 41039
## Predicted 135.7 139.56 135.7 103.3 102.4 101.29 100.80 101.062 95.8 112.8
## cvpred 135.2 139.15 135.2 102.5 101.6 100.53 100.04 100.357 95.1 112.2
## pm2.5 157.0 147.00 139.0 135.0 127.0 109.00 94.00 100.000 110.0 138.0
## CV residual 21.8 7.85 3.8 32.5 25.4 8.47 -6.04 -0.357 14.9 25.8
## 41040 41042 41046 41047 41048 41049 41052 41056 41060 41065 41072
## Predicted 111.9 110.9 119 135.7 139.8 134.7 114.4 77.1 93.1 134.2 91.0
## cvpred 111.4 110.4 119 135.2 139.3 134.1 113.7 76.3 92.3 133.8 90.7
## pm2.5 151.0 155.0 154 163.0 170.0 174.0 198.0 79.0 123.0 104.0 3.0
## CV residual 39.6 44.6 35 27.8 30.7 39.9 84.3 2.7 30.7 -29.8 -87.7
## 41074 41075 41076 41077 41078 41086 41087 41093 41095 41098 41100
## Predicted 62.4 57.1 42.6 36.6 38.1 120 121 141.4 141 98.1 80.0
## cvpred 61.8 56.5 41.9 35.9 37.4 120 121 141.4 141 97.6 79.4
## pm2.5 7.0 7.0 3.0 3.0 4.0 20 19 42.0 25 27.0 22.0
## CV residual -54.8 -49.5 -38.9 -32.9 -33.4 -100 -102 -99.4 -116 -70.6 -57.4
## 41103 41114 41115 41119 41120 41122 41123 41124 41125 41126
## Predicted 78.3 128.9 137.9 139.4 133.5 112.4951 107.1 97.3 91.7 77.0
## cvpred 77.6 128.6 137.7 139.2 133.2 112.0143 106.6 96.7 91.0 76.2
## pm2.5 54.0 46.0 44.0 115.0 96.0 112.0000 118.0 92.0 74.0 50.0
## CV residual -23.6 -82.6 -93.7 -24.2 -37.2 -0.0143 11.4 -4.7 -17.0 -26.2
## 41127 41131 41132 41133 41135 41139 41141 41144 41148 41150 41153
## Predicted 71.5 82.2 95.6 105.4 113.7 129.1 128.6 127 111.01 101.7 111.5
## cvpred 70.7 81.6 95.0 104.9 113.3 128.9 128.4 127 110.47 101.1 110.9
## pm2.5 36.0 43.0 48.0 57.0 83.0 73.0 86.0 89 101.00 88.0 92.0
## CV residual -34.7 -38.6 -47.0 -47.9 -30.3 -55.9 -42.4 -38 -9.47 -13.1 -18.9
## 41156 41157 41158 41160 41163 41166 41169 41181 41183 41188 41192
## Predicted 135.0 134 141.5 130.9 141.29 146.7 137.2 119 114.1 142.0 142.0
## cvpred 134.6 134 141.2 130.5 140.95 146.4 136.8 119 113.6 141.8 141.8
## pm2.5 120.0 124 113.0 106.0 135.00 60.0 54.0 57 63.0 62.0 93.0
## CV residual -14.6 -10 -28.2 -24.5 -5.95 -86.4 -82.8 -62 -50.6 -79.8 -48.8
## 41193 41195 41198 41201 41202 41206 41209 41214 41221 41223 41227
## Predicted 137.2 107.1 85.3 71.9 76.0 97.8 137.4 133.0 56.5 67.9 106.2
## cvpred 136.8 106.6 84.6 71.3 75.3 97.4 137.1 132.7 56.1 67.5 105.9
## pm2.5 94.0 51.0 46.0 47.0 46.0 61.0 74.0 86.0 11.0 6.0 10.0
## CV residual -42.8 -55.6 -38.6 -24.3 -29.3 -36.4 -63.1 -46.7 -45.1 -61.5 -95.9
## 41228 41229 41233 41234 41237 41238 41239 41243 41245 41246 41248
## Predicted 121 121.1 141.6 141.6 136 131 140 64.1 20.2 16.9 6.68
## cvpred 121 120.9 141.6 141.6 136 131 140 63.7 19.7 16.3 6.05
## pm2.5 15 23.0 42.0 47.0 20 23 16 11.0 4.0 3.0 8.00
## CV residual -106 -97.9 -99.6 -94.6 -116 -108 -124 -52.7 -15.7 -13.3 1.95
## 41255 41259 41261 41270 41279 41281 41285 41290 41292 41293 41297
## Predicted 58.9 138 132.6 96.9 113.5 108.2 142 111.1 106.5 110.6 99.5
## cvpred 58.5 138 132.6 96.6 113.3 107.9 142 110.9 106.2 110.3 99.1
## pm2.5 20.0 30 49.0 30.0 56.0 56.0 10 18.0 29.0 44.0 60.0
## CV residual -38.5 -108 -83.6 -66.6 -57.3 -51.9 -132 -92.9 -77.2 -66.3 -39.1
## 41299 41304 41305 41308 41312 41316 41318 41319 41324 41325 41328
## Predicted 108.4 136.5 151.2 146.7 138.2 86.68 80.0 61.1 89.1 98.9 90.8
## cvpred 108.1 136.5 151.2 146.7 138.2 86.23 79.4 60.5 88.8 98.7 90.5
## pm2.5 35.0 55.0 56.0 99.0 108.0 78.00 69.0 51.0 34.0 37.0 63.0
## CV residual -73.1 -81.5 -95.2 -47.7 -30.2 -8.23 -10.4 -9.5 -54.8 -61.7 -27.5
## 41332 41336 41339 41341 41344 41345 41346 41347 41349 41350 41351
## Predicted 142.4 136.3 122.8 98.0 91.4 99.8 94.9 108.0 137.7 137.9 142.8
## cvpred 142.4 136.3 122.4 97.5 90.8 99.3 94.4 107.5 137.4 137.6 142.6
## pm2.5 84.0 92.0 136.0 118.0 67.0 60.0 53.0 53.0 97.0 105.0 119.0
## CV residual -58.4 -44.3 13.6 20.5 -23.8 -39.3 -41.4 -54.5 -40.4 -32.6 -23.6
## 41360 41361 41365 41367 41368 41370 41371 41374 41376 41378 41386
## Predicted 143.9 137.7 107.11 92.2 92.20 88.57 113.0 137.7 135.9 115.7 119.6
## cvpred 143.7 137.4 106.58 91.5 91.52 87.95 112.5 137.4 135.6 115.4 119.3
## pm2.5 110.0 116.0 115.00 113.0 89.00 78.00 140.0 180.0 228.0 200.0 63.0
## CV residual -33.7 -21.4 8.42 21.5 -2.52 -9.95 27.5 42.6 92.4 84.6 -56.3
## 41392 41397 41399 41405 41411 41412 41414 41421 41422 41424 41433
## Predicted 104.9 127.0 120.1 127.6 127 126.90 125.91 141.4 140.6 142 139.0
## cvpred 104.3 126.7 119.8 127.3 127 126.51 125.53 141.1 140.3 142 138.7
## pm2.5 88.0 88.0 80.0 81.0 120 119.00 128.00 108.0 119.0 120 63.0
## CV residual -16.3 -38.7 -39.8 -46.3 -7 -7.51 2.47 -33.1 -21.3 -22 -75.7
## 41434 41436 41440 41442 41445 41446 41452 41453 41460 41463 41464
## Predicted 133.7 137.8 143 143 147.9 147.7 142.6 147 118 93.2 93.7
## cvpred 133.5 137.6 143 143 147.7 147.5 142.4 147 117 92.6 93.1
## pm2.5 45.0 40.0 27 38 56.0 75.0 46.0 35 17 14.0 11.0
## CV residual -88.5 -97.6 -116 -105 -91.7 -72.5 -96.4 -112 -100 -78.6 -82.1
## 41467 41479 41485 41492 41493 41496 41498 41499 41500 41505 41506
## Predicted 111.8 144.7 132.0 131 137.90 131.6 135.7 134.6 138.7 135.5 129.84
## cvpred 111.3 144.5 131.7 131 137.62 131.3 135.5 134.4 138.4 135.2 129.55
## pm2.5 31.0 103.0 148.0 144 147.00 74.0 75.0 86.0 87.0 120.0 121.00
## CV residual -80.3 -41.5 16.3 13 9.38 -57.3 -60.5 -48.4 -51.4 -15.2 -8.55
## 41513 41515 41516 41520 41525 41528 41530 41531 41535 41538 41541
## Predicted 132.2 137.0 141.3 142.7 147 140 101.5 90.8 63.0 72.0 130.3
## cvpred 131.8 136.8 141.1 142.5 147 140 101.2 90.5 62.5 71.6 130.1
## pm2.5 193.0 203.0 217.0 149.0 9 51 26.0 14.0 10.0 16.0 54.0
## CV residual 61.2 66.2 75.9 6.5 -138 -89 -75.2 -76.5 -52.5 -55.6 -76.1
## 41543 41544 41546 41547 41553 41554 41555 41556 41558 41562 41563
## Predicted 139.7 135.0 140.7 136.5 131.4 125.5 119.4 119.4 116.9 114.0 118.6
## cvpred 139.5 134.9 140.6 136.5 131.3 125.3 119.1 119.1 116.5 113.6 118.3
## pm2.5 59.0 59.0 83.0 83.0 63.0 71.0 82.0 87.0 101.0 53.0 46.0
## CV residual -80.5 -75.9 -57.6 -53.5 -68.3 -54.3 -37.1 -32.1 -15.5 -60.6 -72.3
## 41570 41573 41575 41576 41578 41583 41585 41586 41589 41590 41591
## Predicted 149.2 149.9 150.4 149.4 123.4 60.6 60.0 60.7 109.1 109 103.3
## cvpred 149.1 149.9 150.4 149.3 123.1 60.1 59.7 60.4 109.1 109 103.3
## pm2.5 79.0 105.0 103.0 102.0 99.0 10.0 12.0 13.0 14.0 21 17.0
## CV residual -70.1 -44.9 -47.4 -47.3 -24.1 -50.1 -47.7 -47.4 -95.1 -88 -86.3
## 41593 41599 41601 41603 41604 41605 41606 41607 41608 41609 41612
## Predicted 112.2 105.2 113.2 103.2 98.3 88.3 83.7 78.2 83.7 83.3 105
## cvpred 112.3 105.4 113.4 103.4 98.4 88.4 83.7 78.1 83.7 83.3 105
## pm2.5 26.0 20.0 18.0 17.0 23.0 22.0 16.0 22.0 21.0 23.0 31
## CV residual -86.3 -85.4 -95.4 -86.4 -75.4 -66.4 -67.7 -56.1 -62.7 -60.3 -74
## 41614 41615 41618 41622 41626 41627 41628 41632 41633 41634 41637
## Predicted 131.5 130.5 130.7 135.1 132.7 123.9 122.7 146 145.0 144.1 147.7
## cvpred 131.7 130.7 130.9 135.3 132.7 123.9 122.7 146 145.1 144.3 147.8
## pm2.5 53.0 57.0 85.0 80.0 73.0 77.0 90.0 77 76.0 100.0 93.0
## CV residual -78.7 -73.7 -45.9 -55.3 -59.7 -46.9 -32.7 -69 -69.1 -44.3 -54.8
## 41638 41641 41645 41650 41657 41659 41661 41663 41666 41669 41670
## Predicted 151.6 151.6 150.0 136.5 115.0 129.4 146 135.78 147.3 142.2 141.28
## cvpred 151.7 151.7 150.2 136.5 114.7 129.2 146 135.72 147.4 142.2 141.28
## pm2.5 88.0 82.0 62.0 64.0 21.0 33.0 79 129.00 115.0 115.0 149.00
## CV residual -63.7 -69.7 -88.2 -72.5 -93.7 -96.2 -67 -6.72 -32.4 -27.2 7.72
## 41671 41677 41678 41679 41682 41684 41687 41698 41701 41702 41704
## Predicted 141.6 131 135.3 130.39 133.3 140 139.5 138.8 140.9 145.3 139.9
## cvpred 141.6 131 135.2 130.22 133.1 140 139.4 138.8 140.8 145.2 139.8
## pm2.5 109.0 84 91.0 133.00 201.0 199 156.0 58.0 78.0 97.0 103.0
## CV residual -32.6 -47 -44.2 2.78 67.9 59 16.6 -80.8 -62.8 -48.2 -36.8
## 41708 41717 41718 41720 41722 41723 41725 41729 41730 41735 41738
## Predicted 145.4 152.4 153.4 138.1 106.3 86.0 57.5 64.6 68.6 130.5 146
## cvpred 145.4 152.6 153.6 138.3 106.1 85.8 57.2 64.3 68.4 130.7 146
## pm2.5 116.0 64.0 67.0 54.0 21.0 11.0 8.0 8.0 6.0 43.0 32
## CV residual -29.4 -88.6 -86.6 -84.3 -85.1 -74.8 -49.2 -56.3 -62.4 -87.7 -114
## 41744 41749 41750 41751 41752 41753 41754 41755 41756 41762 41764
## Predicted 145 58.0 52.5 51.6 50.5 54.6 68.0 86.5 110.4 134.1 145.4
## cvpred 146 57.8 52.2 51.3 50.2 54.3 67.8 86.4 110.5 134.3 145.7
## pm2.5 22 18.0 22.0 20.0 25.0 22.0 25.0 33.0 50.0 94.0 114.0
## CV residual -124 -39.8 -30.2 -31.3 -25.2 -32.3 -42.8 -53.4 -60.5 -40.3 -31.7
## 41769 41771 41777 41778 41781 41782 41785 41786 41788 41790 41794
## Predicted 139.3 113.9 96.6 105.9 146.8 148 147 147 143 147.5 135.9
## cvpred 139.4 113.8 96.3 105.6 146.8 148 147 147 143 147.7 135.9
## pm2.5 75.0 66.0 179.0 182.0 245.0 255 301 289 249 222.0 224.0
## CV residual -64.4 -47.8 82.7 76.4 98.2 107 154 142 106 74.3 88.1
## 41797 41799 41800 41801 41808 41811 41812 41814 41816 41817 41818
## Predicted 126 120 114 120 151 152 151 148 148 151 145
## cvpred 126 120 114 119 151 152 152 148 148 151 145
## pm2.5 272 280 320 364 406 355 349 345 337 342 342
## CV residual 146 160 206 245 255 203 197 197 189 191 197
## 41821 41824 41825 41829 41830 41831 41832 41833 41839 41841 41843
## Predicted 120 113 114 150 145 145 150 146 148 150 134
## cvpred 119 113 113 150 145 145 150 146 148 150 134
## pm2.5 343 373 385 443 438 420 454 430 338 324 331
## CV residual 224 260 272 293 293 275 304 284 190 174 197
## 41844 41846 41847 41848 41852 41855 41856 41858 41865 41866 41868
## Predicted 128 113 113 112 139 145 145 149 148.9 148.4 137
## cvpred 128 113 112 111 139 145 145 149 148.9 148.4 137
## pm2.5 332 310 298 267 302 308 322 303 202.0 196.0 256
## CV residual 204 197 186 156 163 163 177 154 53.1 47.6 119
## 41869 41871 41873 41875 41894 41897 41903 41904 41905 41906 41907
## Predicted 132 124 123 93.8 54.7 70.8 99.6 90.0 95.4 105 104
## cvpred 132 123 123 93.5 54.6 70.8 99.9 90.3 95.8 105 104
## pm2.5 246 237 239 108.0 5.0 4.0 10.0 10.0 7.0 5 3
## CV residual 114 114 116 14.5 -49.6 -66.8 -89.9 -80.3 -88.8 -100 -101
## 41912 41917 41918 41919 41920 41921 41922 41925 41928 41929 41931
## Predicted 131 33.8 28.9 33.9 38.1 38.3 61.2 133.7 143.3 148 149
## cvpred 131 33.8 28.9 33.9 38.0 38.3 61.3 134.1 143.8 148 150
## pm2.5 5 9.0 9.0 8.0 10.0 10.0 8.0 35.0 59.0 61 42
## CV residual -126 -24.8 -19.9 -25.9 -28.0 -28.3 -53.3 -99.1 -84.8 -87 -108
## 41932 41937 41939 41940 41941 41943 41944 41946 41947 41948 41949
## Predicted 144.1 123 84.7 78.5 67.8 51.39 45.15 53.5 57.73 65.90 79.45
## cvpred 144.7 123 84.7 78.5 67.6 51.09 44.81 53.2 57.53 65.74 79.39
## pm2.5 45.0 22 26.0 28.0 31.0 49.00 37.00 31.0 54.00 67.00 75.00
## CV residual -99.7 -101 -58.7 -50.5 -36.6 -2.09 -7.81 -22.2 -3.53 1.26 -4.39
## 41950 41951 41952 41953 41963 41966 41968 41970 41972 41974 41975
## Predicted 86.18 135.0 139.9 144.80 41.9 29.1 -8.06 -1.94 -0.217 31.0 72.8
## cvpred 86.07 135.2 140.2 145.13 41.6 28.8 -8.42 -2.16 -0.281 31.1 72.9
## pm2.5 88.00 114.0 128.0 141.00 23.0 9.0 9.00 9.00 7.000 20.0 17.0
## CV residual 1.93 -21.2 -12.2 -4.13 -18.6 -19.8 17.42 11.16 7.281 -11.1 -55.9
## 41976 41980 41983 41986 41993 41996 41997 42000 42001 42010 42011
## Predicted 101.6 139 149 97.0 20.9 65.91 75.3 132.7 133.0 106.8 96.1
## cvpred 101.9 140 150 97.1 20.6 65.91 75.4 133.1 133.3 106.9 96.1
## pm2.5 20.0 29 36 44.0 36.0 57.00 55.0 80.0 85.0 76.0 80.0
## CV residual -81.9 -111 -114 -53.1 15.4 -8.91 -20.4 -53.1 -48.3 -30.9 -16.1
## 42012 42016 42028 42029 42032 42036 42037 42045 42046 42048 42053
## Predicted 81.7 53.8 141 146.1 140.5 93.1 82.6 137 142 142 147
## cvpred 81.5 53.3 141 146.5 140.9 92.8 82.2 137 142 142 147
## pm2.5 87.0 116.0 197 193.0 110.0 110.0 155.0 296 315 382 413
## CV residual 5.5 62.7 56 46.5 -30.9 17.2 72.8 159 173 240 266
## 42054 42055 42058 42059 42060 42061 42062 42065 42066 42069 42071
## Predicted 147 147 131 126 120 105 104 105.6 110.2 135.8 134.4
## cvpred 147 147 131 126 120 105 103 105.3 109.9 135.7 134.3
## pm2.5 373 362 352 357 353 292 213 161.0 153.0 200.0 178.0
## CV residual 226 215 221 231 233 187 110 55.7 43.1 64.3 43.7
## 42078 42080 42084 42085 42088 42090 42092 42093 42094 42096 42099
## Predicted 152.7 152 135 134 121 125 141 135 139.9 126.2 116.6
## cvpred 152.8 152 135 133 121 125 141 135 139.9 126.2 116.6
## pm2.5 189.0 192 265 268 253 239 253 262 239.0 71.0 36.0
## CV residual 36.2 40 130 135 132 114 112 127 99.1 -55.2 -80.6
## 42111 42118 42125 42127 42128 42130 42134 42136 42137 42138 42141
## Predicted 70.5 138 142.5 132.5 132.4 117.2 125 118.0 122 126.6 129.99
## cvpred 70.5 138 142.9 132.9 132.7 117.5 125 118.1 122 126.7 130.12
## pm2.5 36.0 84 73.0 104.0 90.0 79.0 100 86.0 85 83.0 124.00
## CV residual -34.5 -54 -69.9 -28.9 -42.7 -38.5 -25 -32.1 -37 -43.7 -6.12
## 42143 42144 42149 42150 42151 42154 42158 42159 42170 42171
## Predicted 134.76 129.503 139.5 139.3 139.5 124.25 109.0 113 149.0 149.5
## cvpred 134.93 129.627 139.7 139.4 139.7 124.32 108.9 113 149.2 149.8
## pm2.5 132.00 130.000 102.0 110.0 113.0 130.00 149.0 133 217.0 195.0
## CV residual -2.93 0.373 -37.7 -29.4 -26.7 5.68 40.1 20 67.8 45.2
## 42172 42176 42178 42179 42182 42184 42188 42190 42194 42200 42201
## Predicted 149.0 147.8 134.7 128 126 126 147 153 153 152 145
## cvpred 149.3 148.1 134.8 128 126 125 147 154 153 152 145
## pm2.5 183.0 183.0 192.0 199 281 317 341 356 352 312 310
## CV residual 33.7 34.9 57.2 71 155 192 194 202 199 160 165
## 42209 42210 42214 42217 42225 42226 42228 42229 42232 42233 42240
## Predicted 119 129 147 151 68.2 66.2 29.9 14.51 4.58 -4.54 49.8
## cvpred 118 129 147 151 68.3 66.3 29.9 14.52 4.48 -4.58 50.1
## pm2.5 402 423 453 395 14.0 16.0 10.0 9.00 9.00 10.00 9.0
## CV residual 284 294 306 244 -54.3 -50.3 -19.9 -5.52 4.52 14.58 -41.1
## 42243 42246 42253 42255 42263 42265 42267 42269 42272 42273 42274
## Predicted 51.8 90.6 54.1 47.0 110.3 139.4 139.6 140.4 149.6 142.8 124.2
## cvpred 52.2 91.2 54.3 47.1 110.6 139.9 140.1 140.9 150.3 143.2 124.6
## pm2.5 12.0 14.0 35.0 30.0 51.0 50.0 43.0 87.0 91.0 99.0 92.0
## CV residual -40.2 -77.2 -19.3 -17.1 -59.6 -89.9 -97.1 -53.9 -59.3 -44.2 -32.6
## 42279 42280 42281 42284 42285 42290 42294 42297 42302 42306 42308
## Predicted 97.2 97.2 97.6 95 112.5 141.8 153 140.0 95.8 115.3 134.9
## cvpred 97.2 97.2 97.6 95 112.6 142.1 153 140.4 95.8 115.4 135.1
## pm2.5 60.0 53.0 51.0 47 47.0 101.0 127 102.0 108.0 141.0 170.0
## CV residual -37.2 -44.2 -46.6 -48 -65.6 -41.1 -26 -38.4 12.2 25.6 34.9
## 42313 42314 42316 42317 42321 42323 42325 42327 42328 42332 42333
## Predicted 134.9 134.6 130.7 140 139.4 129.5 115.1 114.6 110.0 134 129.0
## cvpred 135.1 134.8 130.9 140 139.6 129.6 115.1 114.6 109.9 134 129.1
## pm2.5 215.0 210.0 214.0 272 158.0 156.0 163.0 180.0 179.0 208 212.0
## CV residual 79.9 75.2 83.1 132 18.4 26.4 47.9 65.4 69.1 74 82.9
## 42334 42335 42336 42340 42352 42354 42360 42363 42365 42368 42371
## Predicted 134.4 134.1 138.3 143.9 121.6 132.9 136.4 149.7 156.4 157 96.7
## cvpred 134.5 134.3 138.4 144.1 121.6 132.9 136.5 149.9 156.8 158 96.8
## pm2.5 193.0 205.0 206.0 223.0 145.0 165.0 184.0 215.0 81.0 26 14.0
## CV residual 58.5 70.7 67.6 78.9 23.4 32.1 47.5 65.1 -75.8 -132 -82.8
## 42373 42376 42378 42379 42381 42391 42393 42396 42397 42399 42401
## Predicted 52.3 38 35.2 43.1 49.5 35.8 31.1 7.147 -5.08 -19 -28.3
## cvpred 52.4 38 35.3 43.2 49.5 36.1 31.3 7.295 -5.04 -19 -28.3
## pm2.5 12.0 12 10.0 10.0 18.0 2.0 8.0 8.000 6.00 8 10.0
## CV residual -40.4 -26 -25.3 -33.2 -31.5 -34.1 -23.3 0.705 11.04 27 38.3
## 42404 42407 42411 42414 42417 42418 42424 42425 42428 42435 42438
## Predicted -13.1 113 117.3 138 131 92.0 20.8 19.97 63.7 146.0 155.8
## cvpred -12.9 114 117.9 138 131 92.3 20.6 19.77 63.8 146.7 156.5
## pm2.5 10.0 7 28.0 25 28 39.0 10.0 10.00 34.0 68.0 80.0
## CV residual 22.9 -107 -89.9 -113 -103 -53.3 -10.6 -9.77 -29.8 -78.7 -76.5
## 42445 42446 42450 42451 42452 42458 42461 42464 42468 42470 42472
## Predicted 92.9 82.6 104 132.9 137.8 144.8 140.4 139.5 55.9 19.4 15.19
## cvpred 93.1 82.6 104 133.2 138.2 145.3 140.9 140.1 55.8 19.2 14.99
## pm2.5 118.0 141.0 152 157.0 159.0 232.0 174.0 98.0 14.0 8.0 9.00
## CV residual 24.9 58.4 48 23.8 20.8 86.7 33.1 -42.1 -41.8 -11.2 -5.99
## 42477 42480 42483 42486 42487 42493 42497 42501 42506 42508 42509
## Predicted 62.6 94.0 87.4 88.8 87.7 45.9 8.83 118.0 133.1 138.5 137.5
## cvpred 62.8 94.5 87.9 89.3 88.1 46.2 9.06 118.6 133.8 139.3 138.2
## pm2.5 7.0 6.0 4.0 9.0 7.0 7.0 7.00 40.0 44.0 79.0 76.0
## CV residual -55.8 -88.5 -83.9 -80.3 -81.1 -39.2 -2.06 -78.6 -89.8 -60.3 -62.2
## 42514 42518 42521 42523 42525 42526 42530 42531 42532 42535 42538
## Predicted 108.9 96.9 97.2 121.6 106 120.3 157 152 156.5 147.9 122.9
## cvpred 109.5 97.3 97.5 122.1 106 120.8 158 153 157.3 148.8 123.4
## pm2.5 66.0 41.0 18.0 46.0 57 37.0 56 69 79.0 69.0 78.0
## CV residual -43.5 -56.3 -79.5 -76.1 -49 -83.8 -102 -84 -78.3 -79.8 -45.4
## 42539 42540 42547 42548 42551 42553 42558 42564 42569 42570 42571
## Predicted 103 101.4 99.8 125.2 146.3 151.9 146.7 53.3 59.7 63.5 98.2
## cvpred 103 101.7 100.0 125.7 146.9 152.7 147.5 53.6 59.7 63.6 98.6
## pm2.5 87 82.0 74.0 84.0 92.0 92.0 87.0 39.0 45.0 39.0 44.0
## CV residual -16 -19.7 -26.0 -41.7 -54.9 -60.7 -60.5 -14.6 -14.7 -24.6 -54.6
## 42573 42577 42578 42579 42580 42581 42588 42589 42590 42591 42594
## Predicted 135.0 146.0 151.4 157.0 132.4 132.6 68.6 53.7 61.7 56.494 76.76
## cvpred 135.5 146.7 152.1 157.9 133.1 133.4 68.8 53.8 61.8 56.538 76.89
## pm2.5 77.0 104.0 106.0 108.0 98.0 79.0 34.0 38.0 41.0 56.000 79.00
## CV residual -58.5 -42.7 -46.1 -49.9 -35.1 -54.4 -34.8 -15.8 -20.8 -0.538 2.11
## 42595 42597 42598 42606 42609 42610 42611 42612 42613 42614 42616
## Predicted 105.8 118 135.2 116 68.8 66.9 55.2 52.2 44.0 55.2 46.7
## cvpred 106.1 118 135.8 116 69.1 67.1 55.3 52.3 44.1 55.3 46.8
## pm2.5 79.0 147 153.0 28 9.0 11.0 15.0 13.0 14.0 17.0 16.0
## CV residual -27.1 29 17.2 -88 -60.1 -56.1 -40.3 -39.3 -30.1 -38.3 -30.8
## 42617 42620 42624 42625 42628 42630 42632 42633 42635 42641 42648
## Predicted 39.6 40.3 17.6 25.2 15.8 17.6 14.2 1.64 -28.4 -41.3 84.0
## cvpred 39.8 40.5 18.0 25.6 16.3 18.2 14.9 2.23 -27.9 -41.0 84.8
## pm2.5 11.0 13.0 8.0 9.0 2.0 3.0 4.0 4.00 6.0 3.0 17.0
## CV residual -28.8 -27.5 -10.0 -16.6 -14.3 -15.2 -10.9 1.77 33.9 44.0 -67.8
## 42652 42655 42656 42657 42659 42660 42661 42664 42668 42669 42671
## Predicted 99.0 132 142 130 70.5 51.5 40.6 24.955 54.8 63.9 71.5
## cvpred 99.9 133 143 131 70.9 51.8 40.9 25.191 55.1 64.3 71.9
## pm2.5 12.0 15 21 21 40.0 20.0 16.0 25.000 30.0 33.0 53.0
## CV residual -87.9 -118 -122 -110 -30.9 -31.8 -24.9 -0.191 -25.1 -31.3 -18.9
## 42679 42683 42686 42687 42696 42697 42698 42700 42702 42704 42706
## Predicted 133 66.2 39.8 30.1 104.8 110.9 134.0 133.9 134.4 139.0 109.8
## cvpred 134 66.6 40.0 30.2 105.5 111.7 134.7 134.6 135.2 139.8 110.4
## pm2.5 49 24.0 22.0 20.0 90.0 138.0 182.0 208.0 122.0 62.0 52.0
## CV residual -85 -42.6 -18.0 -10.2 -15.5 26.3 47.3 73.4 -13.2 -77.8 -58.4
## 42707 42711 42713 42718 42720 42725 42727 42734 42736 42744 42747
## Predicted 104 97.9 102 111 118 138 153 67.2 62.8 65.1 61.3
## cvpred 105 98.3 102 111 119 139 154 67.4 63.0 65.5 61.8
## pm2.5 59 167.0 227 250 283 206 299 15.0 18.0 13.0 12.0
## CV residual -46 68.7 125 139 164 67 145 -52.4 -45.0 -52.5 -49.8
## 42752 42753 42757 42758 42759 42760 42769 42771 42772 42780 42783
## Predicted 135 124 52.7 46.2 44.8 39.1 134.6 144 142.9 74.5 57.62
## cvpred 136 124 52.9 46.4 45.0 39.3 135.4 145 143.7 74.8 57.78
## pm2.5 11 17 14.0 15.0 15.0 8.0 81.0 121 78.0 53.0 59.00
## CV residual -125 -107 -38.9 -31.4 -30.0 -31.3 -54.4 -24 -65.7 -21.8 1.22
## 42785 42789 42792 42793 42797 42798 42800 42801 42804 42812 42815
## Predicted 63.13 123 138.7 139.0 149 154 152.9 147.0 126 145 151
## cvpred 63.33 124 139.5 139.8 150 155 153.7 147.7 126 146 152
## pm2.5 59.00 136 203.0 221.0 354 273 165.0 198.0 284 351 409
## CV residual -4.33 12 63.5 81.2 204 118 11.3 50.3 158 205 257
## 42821 42822 42825 42826 42829 42831 42833 42834 42855 42857 42861
## Predicted 157 157 161 151 130 119 118 128 71.0 20.6 76.5
## cvpred 157 157 162 152 130 120 118 128 71.2 20.7 77.0
## pm2.5 334 334 324 299 314 306 315 332 86.0 33.0 31.0
## CV residual 177 177 162 147 184 186 197 204 14.8 12.3 -46.0
## 42863 42865 42866 42868 42870 42871 42872 42874 42875 42878 42880
## Predicted 90.6 84.6 74.2 116 111 134 134 85.7 70.2 51.6 46.8
## cvpred 91.2 85.2 74.8 117 112 135 135 86.2 70.6 51.9 47.1
## pm2.5 38.0 17.0 9.0 12 10 13 15 31.0 37.0 26.0 26.0
## CV residual -53.2 -68.2 -65.8 -105 -102 -122 -120 -55.2 -33.6 -25.9 -21.1
## 42881 42882 42884 42889 42890 42892 42896 42901 42903 42905 42906
## Predicted 55.5 69.6 88.5 134.2 144.3 150.6 150.8 128.9 128.36 123.5 134.49
## cvpred 55.8 70.1 89.0 134.8 144.9 151.3 151.5 129.3 128.72 123.8 134.95
## pm2.5 38.0 48.0 79.0 107.0 106.0 100.0 110.0 111.0 119.00 149.0 134.00
## CV residual -17.8 -22.1 -10.0 -27.8 -38.9 -51.3 -41.5 -18.3 -9.72 25.2 -0.95
## 42907 42914 42918 42921 42932 42934 42935 42936 42938 42941
## Predicted 144.51 160 150.09 105.4 100.6 128.7 128.47 132.6 138 152.64
## cvpred 145.07 161 151.03 106.1 101.2 129.4 129.17 133.3 139 153.48
## pm2.5 143.00 289 150.00 42.0 46.0 80.0 129.00 118.0 78 144.00
## CV residual -2.07 128 -1.03 -64.1 -55.2 -49.4 -0.17 -15.3 -61 -9.48
## 42942 42944 42945 42946 42949 42951 42957 42958 42961 42966 42967
## Predicted 142.9 148.3 147.27 132 124.7 113.7 150 144 148 162.3 156.9
## cvpred 143.7 149.1 148.05 133 125.2 114.1 150 145 149 163.2 157.7
## pm2.5 121.0 111.0 146.00 159 157.0 199.0 280 266 323 236.0 241.0
## CV residual -22.7 -38.1 -2.05 26 31.8 84.9 130 121 174 72.8 83.3
## 42969 42973 42976 42979 42982 42985 42994 42999 43000 43001 43007
## Predicted 162 129 125 139 150 154 49.5 47.7 46.6 50.2 81.9
## cvpred 163 130 125 139 151 155 50.0 48.2 47.1 50.7 82.4
## pm2.5 215 241 289 350 436 470 14.0 14.0 18.0 17.0 37.0
## CV residual 52 111 164 211 285 315 -36.0 -34.2 -29.1 -33.7 -45.4
## 43009 43012 43023 43026 43028 43030 43033 43036 43039 43041 43044
## Predicted 104.4 104.0 87.0 98.87 115.9 136 144.5 153 157 151 145
## cvpred 105.1 104.6 87.3 99.25 116.4 137 145.3 154 158 152 146
## pm2.5 34.0 51.0 70.0 91.00 129.0 200 219.0 254 277 287 325
## CV residual -71.1 -53.6 -17.3 -8.25 12.6 63 73.7 100 119 135 179
## 43045 43046 43050 43052 43056 43058 43062 43063 43064 43065 43066
## Predicted 144 144 149 153 147 149 151.8 151.3 145.3 111.2 104.6
## cvpred 145 145 149 154 148 150 152.4 151.9 145.9 111.7 105.1
## pm2.5 301 311 344 343 264 254 242.0 235.0 168.0 20.0 18.0
## CV residual 156 166 195 189 116 104 89.6 83.1 22.1 -91.7 -87.1
## 43075 43080 43086 43090 43096 43104 43106 43107 43117 43120 43121
## Predicted 4.65 13.4 27.2 8.71 -28.7 2.83 11.50 104.2 82.2 68.6 85.8
## cvpred 5.47 14.4 28.3 9.69 -27.9 3.90 12.67 105.4 83.2 69.5 86.7
## pm2.5 18.00 33.0 13.0 11.00 9.0 8.00 11.00 13.0 52.0 40.0 67.0
## CV residual 12.53 18.6 -15.3 1.31 36.9 4.10 -1.67 -92.4 -31.2 -29.5 -19.7
## 43123 43124 43127 43128 43129 43132 43134 43137 43139 43141
## Predicted 84.2 112.04 131.1 131.96 116.82 127 74.3 73.7 60.2 37.3
## cvpred 85.1 113.16 132.3 133.28 118.04 129 75.4 74.8 61.1 38.2
## pm2.5 96.0 108.00 120.0 125.00 123.00 26 13.0 13.0 16.0 11.0
## CV residual 10.9 -5.16 -12.3 -8.28 4.96 -103 -62.4 -61.8 -45.1 -27.2
## 43147 43148 43151 43152 43154 43155 43156 43169 43174 43179 43184
## Predicted 43.6 42.2 53.6 46.9 44.3 48.1 47.2 31.5 78.5 89.2 104.2
## cvpred 44.5 43.1 54.6 47.8 45.3 49.1 48.3 32.4 79.5 90.5 105.4
## pm2.5 15.0 14.0 6.0 8.0 9.0 11.0 9.0 8.0 9.0 9.0 12.0
## CV residual -29.5 -29.1 -48.6 -39.8 -36.3 -38.1 -39.3 -24.4 -70.5 -81.5 -93.4
## 43186 43190 43194 43195 43196 43197 43200 43208 43209 43211 43212
## Predicted 80.2 35.0 64.2 92.3 77.1 125.9 121 132 124.5 75.6 60.5
## cvpred 81.2 35.7 65.1 93.2 78.0 127.1 122 133 125.6 76.5 61.3
## pm2.5 11.0 9.0 11.0 32.0 97.0 115.0 158 32 44.0 31.0 30.0
## CV residual -70.2 -26.7 -54.1 -61.2 19.0 -12.1 36 -101 -81.6 -45.5 -31.3
## 43213 43218 43220 43223 43225 43226 43227 43228 43230 43233 43234
## Predicted 52.4 74.39 78.54 113.4 108.80 112.9 117 126.6 135.4 148.5 146.5
## cvpred 53.1 75.15 79.35 114.3 109.69 113.8 118 127.5 136.2 149.4 147.3
## pm2.5 16.0 66.00 83.00 95.0 102.00 174.0 137 80.0 72.0 72.0 79.0
## CV residual -37.1 -9.15 3.65 -19.3 -7.69 60.2 19 -47.5 -64.2 -77.4 -68.3
## 43239 43240 43241 43242 43245 43246 43249 43250 43251 43252 43254
## Predicted 39.8 42.3 54.2 62.1 64.2 57.6 93.1 125 109.5 129 128
## cvpred 40.4 42.9 54.8 62.8 65.0 58.4 94.1 126 110.5 130 129
## pm2.5 18.0 22.0 21.0 15.0 17.0 18.0 18.0 16 15.0 17 15
## CV residual -22.4 -20.9 -33.8 -47.8 -48.0 -40.4 -76.1 -110 -95.5 -113 -114
## 43256 43257 43260 43262 43273 43291 43295 43299 43301 43305 43314
## Predicted 137 124 84.9 83.1 133 139 135 149 156 159 52.6
## cvpred 138 125 85.6 83.8 134 140 136 150 157 160 53.3
## pm2.5 20 21 31.0 102.0 180 352 361 331 301 325 13.0
## CV residual -118 -104 -54.6 18.2 46 212 225 181 144 165 -40.3
## 43317 43319 43323 43324 43325 43330 43334 43335 43338 43339 43341
## Predicted 66.2 66.5 62.3 66.3 65.0 100.4 58.1 52.2 75.5 84.28 83.77
## cvpred 67.1 67.3 63.2 67.3 65.9 101.4 58.8 52.8 76.3 85.08 84.52
## pm2.5 14.0 16.0 17.0 9.0 16.0 13.0 14.0 14.0 40.0 92.00 81.00
## CV residual -53.1 -51.3 -46.2 -58.3 -49.9 -88.4 -44.8 -38.8 -36.3 6.92 -3.52
## 43342 43350 43351 43352 43354 43355 43356 43358 43360 43367 43370
## Predicted 54.4 76.9 75.8 69.4 65.9 44.9 37.8 28.0 19.10 121 121
## cvpred 55.2 77.9 76.8 70.3 66.8 45.7 38.6 28.8 19.79 122 122
## pm2.5 32.0 14.0 9.0 7.0 12.0 13.0 9.0 18.0 10.00 18 16
## CV residual -23.2 -63.9 -67.8 -63.3 -54.8 -32.7 -29.6 -10.8 -9.79 -104 -106
## 43374 43376 43377 43379 43383 43385 43390 43392 43398 43401 43403
## Predicted 136 151 141 90.5 51.94 55.1 130.3 125 139.4 135.9 85.4
## cvpred 137 152 142 91.4 52.56 55.8 131.5 126 140.6 137.1 86.2
## pm2.5 16 13 33 36.0 43.00 44.0 86.0 112 86.0 71.0 75.0
## CV residual -121 -139 -109 -55.4 -9.56 -11.8 -45.5 -14 -54.6 -66.1 -11.2
## 43404 43409 43411 43413 43415 43417 43425 43426 43427 43428 43434
## Predicted 60.35 51.20 88.3 99.6 107.8 112.7 80.7 72.9 70.2 57.6 46.2
## cvpred 61.02 51.82 89.1 100.5 108.6 113.5 81.5 73.6 70.9 58.3 47.1
## pm2.5 58.00 50.00 110.0 123.0 132.0 167.0 24.0 17.0 12.0 9.0 12.0
## CV residual -3.02 -1.82 20.9 22.5 23.4 53.5 -57.5 -56.6 -58.9 -49.3 -35.1
## 43435 43436 43437 43438 43440 43442 43445 43447 43448 43452 43455
## Predicted 43.9 45.7 42.7 45.6 41.4 43.1 49.3 51.5 40.4 22.1 -0.969
## cvpred 44.8 46.7 43.6 46.6 42.4 44.1 50.4 52.5 41.4 23.0 -0.198
## pm2.5 10.0 9.0 18.0 10.0 11.0 6.0 10.0 11.0 11.0 11.0 23.000
## CV residual -34.8 -37.7 -25.6 -36.6 -31.4 -38.1 -40.4 -41.5 -30.4 -12.0 23.198
## 43457 43458 43460 43463 43468 43471 43474 43477 43481 43484 43487
## Predicted 0.118 9.283 12.96 3.77 132 119.4 125.5 86.4 67.89 104.67 114
## cvpred 0.933 10.197 13.98 4.67 133 120.6 126.6 87.2 68.55 105.62 115
## pm2.5 8.000 10.000 12.00 10.00 17 57.0 88.0 152.0 65.00 104.00 225
## CV residual 7.067 -0.197 -1.98 5.33 -116 -63.6 -38.6 64.8 -3.55 -1.62 110
## 43489 43492 43493 43494 43501 43509 43510 43513 43514 43518
## Predicted 134.5 144.7478 139 132.63 111.7 139.9 150.8 156 151 154.1
## cvpred 135.6 146.0457 140 133.77 112.5 140.8 151.8 157 152 155.2
## pm2.5 180.0 146.0000 125 130.00 132.0 240.0 235.0 274 253 198.0
## CV residual 44.4 -0.0457 -15 -3.77 19.5 99.2 83.2 117 101 42.8
## 43522 43523 43524 43528 43532 43537 43540 43554 43557 43563 43564
## Predicted 69.2 67.2 54.5 39.0 34.8 47.2 47.8 -7.09 8.64 0.803 -1.893
## cvpred 69.9 67.9 55.1 39.6 35.7 48.2 48.8 -6.37 9.44 1.748 -0.953
## pm2.5 19.0 16.0 11.0 12.0 7.0 9.0 12.0 12.00 7.00 6.000 8.000
## CV residual -50.9 -51.9 -44.1 -27.6 -28.7 -39.2 -36.8 18.37 -2.44 4.252 8.953
## 43565 43571 43572 43575 43577 43580 43581 43582 43583 43588 43591
## Predicted 1.65 -20.9 -23.6 -42.2 -42.5 71.4 75.6 94.2 92.9 129.4 134.1
## cvpred 2.63 -20.0 -22.8 -41.6 -41.9 72.2 76.5 95.1 93.9 130.5 135.2
## pm2.5 7.00 11.0 17.0 20.0 13.0 32.0 33.0 46.0 53.0 95.0 117.0
## CV residual 4.37 31.0 39.8 61.6 54.9 -40.2 -43.5 -49.1 -40.9 -35.5 -18.2
## 43592 43596 43599 43602 43606 43607 43609 43613 43614 43619
## Predicted 145 83.4 52.7 64.5 128.83 133 133.96 143.126 138.3 104
## cvpred 146 84.0 53.1 65.0 129.87 134 135.05 144.311 139.4 105
## pm2.5 117 95.0 67.0 80.0 125.00 115 142.00 145.000 114.0 90
## CV residual -29 11.0 13.9 15.0 -4.87 -19 6.95 0.689 -25.4 -15
## 43623 43624 43626 43627 43632 43633 43636 43637 43638 43643 43646
## Predicted 42.1 17.5 79.0 89.3 109.5 84.9 122 106.6 120 92.8 66.4
## cvpred 42.5 17.9 79.6 90.0 110.5 85.6 123 107.6 121 93.6 67.0
## pm2.5 89.0 95.0 62.0 234.0 14.0 13.0 11 9.0 15 17.0 14.0
## CV residual 46.5 77.1 -17.6 144.0 -96.5 -72.6 -112 -98.6 -106 -76.6 -53.0
## 43651 43653 43655 43658 43660 43671 43673 43674 43680 43691 43692
## Predicted 72.0 74.4 71.5 72.8 95.3 68.5 73.6 88.5 122.5 131.5 130.7
## cvpred 72.7 75.1 72.2 73.6 96.2 69.0 74.2 89.2 123.4 132.4 131.6
## pm2.5 12.0 23.0 17.0 22.0 10.0 9.0 18.0 31.0 69.0 118.0 116.0
## CV residual -60.7 -52.1 -55.2 -51.6 -86.2 -60.0 -56.2 -58.2 -54.4 -14.4 -15.6
## 43693 43695 43701 43712 43715 43716 43722 43733 43735 43737 43738
## Predicted 121.45 110.7 141 144.4 125.7 105.1 98.3 140 133 141.7 130.2
## cvpred 122.27 111.4 142 145.5 126.6 105.8 99.0 141 134 142.8 131.1
## pm2.5 131.00 163.0 244 227.0 185.0 191.0 249.0 334 264 160.0 160.0
## CV residual 8.73 51.6 102 81.5 58.4 85.2 150.0 193 130 17.2 28.9
## 43742 43748 43749 43752 43760 43765 43766 43767 43769 43775 43777
## Predicted 61.5 62.9 88.5 127 143.13 61.48 44.87 38.5 30.0 123.1 118.6
## cvpred 61.9 63.5 89.2 128 144.31 61.86 45.15 38.8 30.3 124.1 119.5
## pm2.5 48.0 110.0 175.0 341 136.00 56.00 48.00 27.0 20.0 164.0 189.0
## CV residual -13.9 46.5 85.8 213 -8.31 -5.86 2.85 -11.8 -10.3 39.9 69.5
## 43780 43784 43786 43792 43795 43796 43799 43804 43810 43811 43815
## Predicted 111.5 119 93.4 65.8 92.9 93.7 50.1 69.3 37.3 30.2 -16.2
## cvpred 112.4 120 94.1 66.3 93.6 94.2 50.9 70.2 38.3 31.1 -15.4
## pm2.5 28.0 13 16.0 55.0 79.0 35.0 8.0 9.0 8.0 7.0 9.0
## CV residual -84.4 -107 -78.1 -11.3 -14.6 -59.2 -42.9 -61.2 -30.3 -24.1 24.4
## 43817 43819 43820 43821 43824
## Predicted 1.58 12.92 6.944 14.87 15.94
## cvpred 2.39 13.82 7.848 15.81 16.88
## pm2.5 8.00 10.00 8.000 10.00 12.00
## CV residual 5.61 -3.82 0.152 -5.81 -4.88
##
## Sum of squares = 92297137 Mean square = 6631 n = 13919
##
## Overall (Sum over all 13919 folds)
## ms
## 6645cv.lm(df_clean, model4, m=3) ## Analysis of Variance Table
##
## Response: pm2.5
## Df Sum Sq Mean Sq F value Pr(>F)
## DEWP 1 1.04e+07 10397039 1616 <2e-16 ***
## TEMP 1 5.91e+07 59142104 9194 <2e-16 ***
## PRES 1 2.87e+06 2868884 446 <2e-16 ***
## cbwd 3 1.28e+07 4274919 665 <2e-16 ***
## Residuals 41750 2.69e+08 6433
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Warning in cv.lm(df_clean, model4, m = 3):
##
## As there is >1 explanatory variable, cross-validation
## predicted values for a fold are not a linear function
## of corresponding overall predicted values. Lines that
## are shown for the different folds are approximate
##
## fold 1
## Observations in test set: 13919
## 32 35 40 42 43 44 57 62 66 70 79
## Predicted 176.3 173.1 166.5 167.38 167.38 165.8 189 191.6 192 152.7 117.8
## cvpred 174.5 171.3 164.7 165.51 165.51 163.9 187 189.7 190 152.8 117.6
## pm2.5 124.0 140.0 154.0 164.00 170.00 149.0 82 90.0 70 72.0 20.0
## CV residual -50.5 -31.3 -10.7 -1.51 4.49 -14.9 -105 -99.7 -120 -80.8 -97.6
## 84 85 87 89 91 94 106 107 115 116 117 118
## Predicted 103.1 106.6 100.3 92.4 95.2 100 114.2 112 95.2 110.2 103.9 133.5
## cvpred 102.8 106.4 100.1 92.2 94.9 100 113.1 111 94.9 109.9 103.7 133.1
## pm2.5 25.0 29.0 28.0 30.0 28.0 33 29.0 36 59.0 60.0 84.0 106.0
## CV residual -77.8 -77.4 -72.1 -62.2 -66.9 -67 -84.1 -75 -35.9 -49.9 -19.7 -27.1
## 124 125 131 134 138 142 147 148 151 152 155 158
## Predicted 111.1 111.1 99.4 91.4 89.2 119.0 177 113.8 111 104 92.8 81.3
## cvpred 110.1 110.1 98.4 91.1 88.9 118.7 176 113.5 111 103 92.5 81.0
## pm2.5 44.0 27.0 34.0 36.0 56.0 132.0 43 37.0 24 23 40.0 55.0
## CV residual -66.1 -83.1 -64.4 -55.1 -32.9 13.3 -133 -76.5 -87 -80 -52.5 -26.0
## 161 164 166 172 175 176 179 180 185 186 187
## Predicted 96.8 114.0 170.3 180 145.7 152.4 127.76 162.34 156 152.6 156.8
## cvpred 96.7 113.9 169.9 178 145.5 151.6 127.01 162.05 156 150.5 156.6
## pm2.5 57.0 67.0 159.0 164 81.0 71.0 135.00 155.00 250 212.0 219.0
## CV residual -39.7 -46.9 -10.9 -14 -64.5 -80.6 7.99 -7.05 94 61.5 62.4
## 192 193 195 197 198 201 206 207 208 211 214
## Predicted 132.0 180 146.8 140.5 151.13 141.0 102.0 99.9 106 117.1 107.6
## cvpred 131.9 180 146.6 140.4 150.95 140.9 101.4 99.2 105 116.4 106.9
## pm2.5 169.0 165 167.0 169.0 155.00 93.0 49.0 50.0 49 45.0 50.0
## CV residual 37.1 -15 20.4 28.6 4.05 -47.9 -52.4 -49.2 -56 -71.4 -56.9
## 220 223 226 227 229 230 231 235 236 238 244
## Predicted 130.7 124 124.4 108.1 102.8 102.3 102.3 111 96.5 80.7 101.0
## cvpred 130.5 124 124.3 107.4 102.8 102.2 102.2 111 96.5 80.7 100.7
## pm2.5 83.0 23 35.0 50.0 75.0 58.0 70.0 84 83.0 27.0 17.0
## CV residual -47.5 -101 -89.3 -57.4 -27.8 -44.2 -32.2 -27 -13.5 -53.7 -83.7
## 245 246 247 249 252 259 260 261 262 263 268
## Predicted 109.5 100.7 111.7 80.2 84.3 80.7 72.5 78.8 87.3 106.1 149
## cvpred 108.6 100.4 110.8 79.9 84.0 80.5 72.3 78.5 87.0 105.8 148
## pm2.5 17.0 16.0 16.0 20.0 26.0 13.0 17.0 20.0 27.0 20.0 26
## CV residual -91.6 -84.4 -94.8 -59.9 -58.0 -67.5 -55.3 -58.5 -60.0 -85.8 -122
## 276 282 284 287 293 296 299 300 302 303 305
## Predicted 94.3 94.3 95.2 99.8 93.3 93.3 87.3 85.1 75.2 74.6 72.1
## cvpred 94.0 94.0 94.9 99.5 92.9 92.9 87.0 84.8 75.0 74.5 72.0
## pm2.5 21.0 23.0 25.0 22.0 12.0 27.0 33.0 36.0 49.0 52.0 47.0
## CV residual -73.0 -71.0 -69.9 -77.5 -80.9 -65.9 -54.0 -48.8 -26.0 -22.5 -25.0
## 307 309 310 311 313 314 317 319 321 325 326
## Predicted 139.1 153.7 172.1 170 155.3 155 151.90 145.0 149.7 107.0 98.3
## cvpred 138.8 151.5 171.8 170 154.5 154 151.74 144.9 149.6 107.1 98.3
## pm2.5 59.0 96.0 95.0 68 75.0 257 161.00 92.0 87.0 79.0 75.0
## CV residual -79.8 -55.5 -76.8 -102 -79.5 103 9.26 -52.9 -62.6 -28.1 -23.3
## 328 331 333 334 340 346 351 355 356 358 359 361
## Predicted 100.2 91.5 88.8 87.8 98.8 92.4 105 129.9 128 147.0 157.5 161
## cvpred 100.3 91.6 88.8 87.7 98.6 91.5 105 129.6 128 144.9 157.2 161
## pm2.5 86.0 94.0 49.0 33.0 18.0 30.0 35 83.0 91 102.0 94.0 141
## CV residual -14.3 2.4 -39.8 -54.7 -80.6 -61.5 -70 -46.6 -37 -42.9 -63.2 -20
## 367 372 376 378 380 383 385 388 392 393 394
## Predicted 118.4 141.4 133.09 113.0 155.0 136 134 140.0 124.9 133.1 120.6
## cvpred 118.3 141.1 132.96 112.5 154.8 136 134 139.9 124.9 133.1 120.6
## pm2.5 147.0 120.0 140.00 150.0 197.0 269 263 160.0 209.0 183.0 161.0
## CV residual 28.7 -21.1 7.04 37.5 42.2 133 129 20.1 84.1 49.9 40.4
## 395 396 397 398 401 402 409 410 412 416 418 421
## Predicted 152.0 149.8 145 140.4 135.6 148.2 180 143 136 138.6 119.4 101.9
## cvpred 151.8 149.6 145 140.4 133.8 146.3 180 143 136 138.5 119.5 102.1
## pm2.5 182.0 230.0 170 172.0 177.0 191.0 282 282 349 149.0 184.0 146.0
## CV residual 30.2 80.4 25 31.6 43.2 44.7 102 139 213 10.5 64.5 43.9
## 427 430 431 434 438 440 442 443 449 452 458 463 464 466
## Predicted 155.4 116 116 119 128 128 122 162 158 115 135 97.0 85.2 82.5
## cvpred 155.5 116 116 119 128 128 122 162 158 115 135 97.3 85.5 82.7
## pm2.5 233.0 403 360 383 302 367 331 323 336 426 389 51.0 49.0 45.0
## CV residual 77.5 287 244 264 174 239 209 161 178 311 254 -46.3 -36.5 -37.7
## 469 474 475 476 480 483 484 485 487 489 495
## Predicted 65.4 69.7 70.3 70.9 64.1 72.6 70.7 66.6 68.7 56.7 96.4
## cvpred 65.4 69.7 70.3 70.8 63.9 72.3 70.4 66.2 68.4 56.4 94.2
## pm2.5 27.0 22.0 11.0 25.0 18.0 17.0 17.0 15.0 16.0 18.0 15.0
## CV residual -38.4 -47.7 -59.3 -45.8 -45.9 -55.3 -53.4 -51.2 -52.4 -38.4 -79.2
## 500 501 504 505 506 516 518 519 520 525 529
## Predicted 58.01 56.4 98.2 77.7 55.3 61.1 62.1 53.3 59.1 70.0 74.1
## cvpred 57.89 56.3 98.0 77.6 55.1 60.9 62.0 53.2 59.0 69.9 74.1
## pm2.5 51.00 45.0 38.0 35.0 29.0 22.0 32.0 30.0 32.0 47.0 49.0
## CV residual -6.89 -11.3 -60.0 -42.6 -26.1 -38.9 -30.0 -23.2 -27.0 -22.9 -25.1
## 532 534 536 537 540 622 623 624 625 626 627 628 629
## Predicted 84.2 85.8 92.1 85.8 53.8 124 166 121 121 113 125 126.3 115.9
## cvpred 84.1 85.8 92.0 85.8 53.9 124 166 122 122 113 125 126.6 116.2
## pm2.5 20.0 16.0 24.0 24.0 19.0 340 298 268 299 300 240 213.0 171.0
## CV residual -64.1 -69.8 -68.0 -61.8 -34.9 216 132 146 177 187 115 86.4 54.8
## 633 642 644 645 647 649 652 653 655 656 657
## Predicted 132.7 50.6 68.7 69.2 61.9 87.9 93.8 93.8 89.0 87.4 81.7
## cvpred 132.4 50.9 69.0 69.5 62.1 88.1 93.2 93.2 89.1 87.5 81.7
## pm2.5 147.0 29.0 49.0 56.0 37.0 20.0 34.0 27.0 28.0 28.0 18.0
## CV residual 14.6 -21.9 -20.0 -13.5 -25.1 -68.1 -59.2 -66.2 -61.1 -59.5 -63.7
## 662 664 665 669 670 671 673 675 676 680 681
## Predicted 25.3 21.24 25.34 48.6 76.9 54.9 44.5 109.0 113.5 59.8 51.8
## cvpred 25.3 21.13 25.25 48.5 76.1 54.8 44.4 108.7 112.8 59.7 51.8
## pm2.5 12.0 23.00 21.00 16.0 25.0 20.0 19.0 25.0 20.0 11.0 16.0
## CV residual -13.3 1.87 -4.25 -32.5 -51.1 -34.8 -25.4 -83.7 -92.8 -48.7 -35.8
## 683 685 689 691 696 699 700 702 706 709 713
## Predicted 16.58 7.25 7.74 22.2 43.01 124.4 90.9 101.0 76.7 11.8 6.32
## cvpred 16.49 7.21 7.81 22.3 43.13 124.4 91.0 101.1 76.8 11.9 6.44
## pm2.5 13.00 12.00 36.00 52.0 47.00 65.0 70.0 37.0 35.0 32.0 32.00
## CV residual -3.49 4.79 28.19 29.7 3.87 -59.4 -21.0 -64.1 -41.8 20.1 25.56
## 714 715 716 720 731 735 737 743 755 756 759 761
## Predicted 15.1 25.5 23.9 51.8 33.3 32.8 68.4 152.6 142.4 136.5 106.7 121.2
## cvpred 15.2 25.6 24.0 51.9 33.3 32.3 66.4 150.8 142.3 134.6 104.7 119.3
## pm2.5 36.0 37.0 45.0 94.0 18.0 18.0 19.0 145.0 72.0 78.0 54.0 49.0
## CV residual 20.8 11.4 21.0 42.1 -15.3 -14.3 -47.4 -5.8 -70.3 -56.6 -50.7 -70.3
## 764 765 767 769 770 773 777 780 781 783 785 786
## Predicted 141.9 153 159.2 170 172 180.4 128.2 73.1 68.4 86.3 71.8 74.1
## cvpred 140.1 151 157.3 168 172 180.2 128.3 72.3 67.7 86.1 71.5 73.5
## pm2.5 64.0 63 64.0 62 56 104.0 85.0 36.0 27.0 28.0 35.0 43.0
## CV residual -76.1 -88 -93.3 -106 -116 -76.2 -43.3 -36.3 -40.7 -58.1 -36.5 -30.5
## 793 798 802 803 805 812 816 817 818 821 836 845
## Predicted 91.8 135.6 100.1 81.8 34.963 58.7 124.6 84.7 91.00 111.8 69.7 137
## cvpred 91.7 135.5 99.9 81.1 34.869 58.8 124.2 84.6 90.85 111.7 69.0 135
## pm2.5 69.0 94.0 120.0 72.0 34.000 87.0 114.0 103.0 99.00 78.0 79.0 87
## CV residual -22.7 -41.5 20.1 -9.1 -0.869 28.2 -10.2 18.4 8.15 -33.7 10.0 -48
## 852 853 855 859 862 863 865 866 868 871 878
## Predicted 127.8 117.4 113.9 139.8 142.9 147.5 158 164 164 155.4 137.6
## cvpred 125.8 115.4 113.8 137.8 140.8 145.5 156 162 162 153.4 135.7
## pm2.5 114.0 100.0 68.0 70.0 62.0 69.0 51 51 45 78.0 77.0
## CV residual -11.8 -15.4 -45.8 -67.8 -78.8 -76.5 -105 -111 -117 -75.4 -58.7
## 879 880 881 882 885 887 891 893 894 897 902
## Predicted 128.9 128.9 130.5 132.1 161.9 174 174 142.3 182 151.2 166.6
## cvpred 126.9 126.9 128.5 130.2 160.1 172 174 142.6 182 150.8 166.7
## pm2.5 67.0 84.0 77.0 83.0 189.0 71 69 71.0 77 90.0 105.0
## CV residual -59.9 -42.9 -51.5 -47.2 28.9 -101 -105 -71.6 -105 -60.8 -61.7
## 904 905 907 911 913 914 915 917 921 928
## Predicted 168.1 168.1 176.1 174.8 178.595 186.507 189.13 188.13 141.96 133.0
## cvpred 166.4 166.4 176.2 174.9 178.708 186.621 187.37 188.26 142.32 131.5
## pm2.5 125.0 141.0 164.0 156.0 178.000 187.000 181.00 197.00 136.00 163.0
## CV residual -41.4 -25.4 -12.2 -18.9 -0.708 0.379 -6.37 8.74 -6.32 31.5
## 933 934 940 943 944 947 948 952 959 960 961
## Predicted 169.6 171.7 135 179.4 179.4 57.6 54.1 96.8 73.3 59.4 55.8
## cvpred 169.8 171.9 135 179.6 179.6 57.7 53.6 94.9 72.8 58.7 55.1
## pm2.5 227.0 210.0 253 229.0 199.0 176.0 91.0 51.0 156.0 27.0 16.0
## CV residual 57.2 38.1 118 49.4 19.4 118.3 37.4 -43.9 83.2 -31.7 -39.1
## 963 966 971 972 977 979 980 981 983 986 991
## Predicted 58.0 56.9 58.4 45.5 44.4 44.9 47.4 53.7 50.5 55.1 52.6
## cvpred 57.3 56.2 57.5 44.7 43.6 44.1 46.6 52.9 49.6 54.3 52.3
## pm2.5 21.0 8.0 14.0 16.0 12.0 8.0 11.0 18.0 11.0 10.0 10.0
## CV residual -36.3 -48.2 -43.5 -28.7 -31.6 -36.1 -35.6 -34.9 -38.6 -44.3 -42.3
## 992 994 997 999 1000 1010 1015 1018 1019 1024 1026
## Predicted 61.3 47.1 53.5 44.7 44.7 69.1 77.0 69.1 64.5 72.2 44.9
## cvpred 61.1 46.9 52.6 43.9 43.9 68.2 76.6 68.2 63.6 71.8 44.1
## pm2.5 9.0 11.0 12.0 18.0 13.0 22.0 9.0 21.0 26.0 13.0 11.0
## CV residual -52.1 -35.9 -40.6 -25.9 -30.9 -46.2 -67.6 -47.2 -37.6 -58.8 -33.1
## 1028 1034 1039 1041 1047 1048 1049 1053 1055 1056 1057 1061
## Predicted 99.7 117.3 114.8 115 67.4 69.5 69.5 107.2 145 151 129 97.6
## cvpred 97.4 117.1 114.7 115 67.2 67.4 67.4 105.3 145 151 128 97.6
## pm2.5 22.0 51.0 27.0 24 53.0 57.0 51.0 136.0 259 267 351 39.0
## CV residual -75.4 -66.1 -87.7 -91 -14.2 -10.4 -16.4 30.7 114 116 223 -58.6
## 1062 1065 1066 1068 1069 1071 1075 1078 1080 1083 1086
## Predicted 72.7 55.5 49.8 55.1 33.7 48.0 60.6 75.5 73.9 78.7 91.2
## cvpred 72.7 55.4 49.6 54.3 33.5 47.1 59.7 75.3 73.6 77.7 90.3
## pm2.5 7.0 7.0 7.0 19.0 15.0 18.0 16.0 51.0 46.0 24.0 17.0
## CV residual -65.7 -48.4 -42.6 -35.3 -18.5 -29.1 -43.7 -24.3 -27.6 -53.7 -73.3
## 1088 1091 1097 1099 1104 1112 1120 1121 1129 1132 1133
## Predicted 84.9 47.7 53.6 83.6 106 112.1 84.3 88.4 156.0 114 102.9
## cvpred 84.6 47.4 53.1 81.3 106 111.9 82.3 86.4 155.9 114 103.1
## pm2.5 16.0 25.0 15.0 13.0 116 30.0 99.0 118.0 207.0 227 176.0
## CV residual -68.6 -22.4 -38.1 -68.3 10 -81.9 16.7 31.6 51.1 113 72.9
## 1139 1140 1141 1143 1149 1152 1154 1155 1159 1164 1165
## Predicted 41.3 38.8 24.28 19.62 117.6 145.2 94.5 128.0 136.4 71.2 68.2
## cvpred 41.1 38.7 24.13 19.49 115.5 143.1 94.5 127.3 135.7 71.0 68.0
## pm2.5 15.0 18.0 18.00 11.00 31.0 48.0 38.0 36.0 74.0 36.0 34.0
## CV residual -26.1 -20.7 -6.13 -8.49 -84.5 -95.1 -56.5 -91.3 -61.7 -35.0 -34.0
## 1166 1172 1173 1175 1180 1183 1187 1188 1191 1193 1194
## Predicted 18.98 83.9 77.6 115 170.09 138.1 86.3 89.7 55.6 52.7 59.4
## cvpred 19.06 81.9 75.6 113 169.98 138.2 85.8 89.7 53.9 52.8 57.7
## pm2.5 19.00 47.0 115.0 236 168.00 185.0 112.0 107.0 82.0 40.0 45.0
## CV residual -0.06 -34.9 39.4 123 -1.98 46.8 26.2 17.3 28.1 -12.8 -12.7
## 1196 1201 1203 1205 1207 1210 1211 1217 1220 1222 1225
## Predicted 72.0 163.7 109.4 138.1 184.7 109.7 121.8 104.9 90.1 172.3 178.2
## cvpred 70.2 163.8 109.6 138.3 182.8 109.4 120.1 105.2 90.7 170.7 178.4
## pm2.5 49.0 205.0 204.0 174.0 120.0 158.0 178.0 150.0 184.0 211.0 261.0
## CV residual -21.2 41.2 94.4 35.7 -62.8 48.6 57.9 44.8 93.3 40.3 82.6
## 1227 1229 1231 1232 1236 1238 1241 1244 1248 1250 1251
## Predicted 182.3 138.3 153.0 142.9 53.8 7.89 3.22 109.3 150.83 157.5 166.5
## cvpred 182.5 138.7 153.4 143.4 54.4 8.31 3.67 109.4 149.18 157.7 164.7
## pm2.5 233.0 214.0 206.0 220.0 65.0 35.00 30.00 30.0 154.00 136.0 143.0
## CV residual 50.5 75.3 52.6 76.6 10.6 26.69 26.33 -79.4 4.82 -21.7 -21.7
## 1252 1253 1256 1262 1263 1268 1276 1287 1288 1290 1292
## Predicted 156.1 164.5 170.8 121.9 117.2 159.5 191.3 139.2 138.6 139.1 159.7
## cvpred 154.3 162.8 169.1 120.1 115.5 157.9 191.5 139.6 139.1 137.7 160.1
## pm2.5 132.0 100.0 90.0 72.0 76.0 95.0 129.0 179.0 183.0 195.0 218.0
## CV residual -22.3 -62.8 -79.1 -48.1 -39.5 -62.9 -62.5 39.4 43.9 57.3 57.9
## 1294 1299 1301 1302 1304 1312 1315 1317 1318 1319 1323 1334
## Predicted 181 193.1 150.7 159.5 153.2 132 154 169 174 168.4 177.9 126
## cvpred 180 193.5 151.3 160.1 153.8 132 153 168 173 167.1 178.4 125
## pm2.5 264 227.0 227.0 227.0 243.0 298 353 309 284 244.0 135.0 248
## CV residual 84 33.5 75.7 66.9 89.2 166 200 141 111 76.9 -43.4 123
## 1335 1338 1340 1342 1344 1348 1349 1350 1352 1357 1358
## Predicted 128.1 143.14 143.70 132.0 142.9 154 160 158 158 128.3 122.0
## cvpred 126.6 141.69 142.21 130.4 141.3 152 158 156 156 128.5 122.2
## pm2.5 180.0 138.00 136.00 118.0 55.0 45 51 53 46 81.0 91.0
## CV residual 53.4 -3.69 -6.21 -12.4 -86.3 -107 -107 -103 -110 -47.5 -31.2
## 1359 1361 1362 1366 1370 1372 1374 1379 1380 1384 1389
## Predicted 124.1 126.2 132.5 124.9 131.5 131 173 174.2 174.2 164.5 162.4
## cvpred 122.4 124.6 130.9 123.1 129.6 130 171 174.4 174.4 162.9 162.6
## pm2.5 93.0 79.0 79.0 103.0 35.0 29 29 89.0 138.0 105.0 98.0
## CV residual -29.4 -45.6 -51.9 -20.1 -94.6 -101 -142 -85.4 -36.4 -57.9 -64.6
## 1396 1399 1400 1405 1414 1415 1418 1420 1421 1425 1427
## Predicted 148.6 135.96 125.57 53.6 130.3 170.2 175 177 183 175 164
## cvpred 148.4 136.37 125.97 53.1 130.7 170.3 173 175 181 173 162
## pm2.5 128.0 139.00 119.00 20.0 108.0 128.0 59 35 35 17 39
## CV residual -20.4 2.63 -6.97 -33.1 -22.7 -42.3 -114 -140 -146 -156 -123
## 1436 1438 1443 1448 1457 1459 1462 1464 1465 1467 1472
## Predicted 172.2 173.8 173.8 184.6 34.54 39.2 56.7 146.9 89.8 163.6 147.2
## cvpred 170.5 172.1 172.1 184.7 34.85 39.5 57.0 147.1 90.2 163.7 147.2
## pm2.5 91.0 89.0 108.0 125.0 30.00 28.0 116.0 129.0 109.0 92.0 114.0
## CV residual -79.5 -83.1 -64.1 -59.7 -4.85 -11.5 59.0 -18.1 18.8 -71.7 -33.2
## 1473 1477 1482 1483 1487 1490 1491 1493 1494 1499 1501
## Predicted 149.6 132.6 124 131.5 157.0 154.9 156.6 170 146.6 151.33 146.7
## cvpred 147.8 130.9 122 131.8 157.2 153.3 154.9 170 146.5 149.79 145.1
## pm2.5 121.0 165.0 227 224.0 123.0 101.0 108.0 125 121.0 156.00 220.0
## CV residual -26.8 34.1 105 92.2 -34.2 -52.3 -46.9 -45 -25.5 6.21 74.9
## 1502 1506 1508 1511 1513 1515 1519 1524 1526 1529 1535
## Predicted 136 124.1 162.3 124 127 72.3 77.0 10.08 5.42 49.4 47.4
## cvpred 134 124.7 162.7 124 127 72.5 77.1 9.94 5.30 49.1 46.6
## pm2.5 237 222.0 261.0 263 248 15.0 16.0 17.00 17.00 16.0 20.0
## CV residual 103 97.3 98.3 139 121 -57.5 -61.1 7.06 11.70 -33.1 -26.6
## 1538 1541 1544 1548 1550 1551 1553 1566 1571 1574 1575
## Predicted 60.8 63.0 63.6 31.51 70.3 80.1 95.93 146.2 127.3 103.9 115.9
## cvpred 60.0 62.2 62.7 31.33 70.0 79.8 95.82 144.2 125.3 103.8 115.8
## pm2.5 16.0 15.0 16.0 26.00 52.0 65.0 103.00 62.0 57.0 92.0 100.0
## CV residual -44.0 -47.2 -46.7 -5.33 -18.0 -14.8 7.18 -82.2 -68.3 -11.8 -15.8
## 1578 1580 1582 1584 1587 1591 1597 1604 1605 1612 1615
## Predicted 108.2 116.9 118.98 125.8 155.5 155.5 134 87.1 91.8 69.6 77.2
## cvpred 106.2 114.9 118.84 125.6 153.6 153.6 132 87.2 91.8 69.4 77.0
## pm2.5 132.0 128.0 116.00 70.0 74.0 61.0 26 63.0 47.0 10.0 13.0
## CV residual 25.8 13.1 -2.84 -55.6 -79.6 -92.6 -106 -24.2 -44.8 -59.4 -64.0
## 1616 1617 1619 1626 1631 1635 1636 1642 1649 1650 1652
## Predicted 85.4 72.9 61.9 27.1 143 117 120.8 124.5 74.8 74.8 105.9
## cvpred 85.2 72.7 61.7 27.0 143 117 120.8 124.5 73.0 73.0 104.2
## pm2.5 20.0 18.0 14.0 14.0 27 48 61.0 105.0 40.0 34.0 33.0
## CV residual -65.2 -54.7 -47.7 -13.0 -116 -69 -59.8 -19.5 -33.0 -39.0 -71.2
## 1657 1658 1659 1662 1663 1664 1665 1670 1671 1675 1677
## Predicted 161.3 163.3 181.8 143.5 187.5 189.1 173 112.9 114.0 143.7 114
## cvpred 161.4 161.7 181.9 143.9 187.7 189.3 173 111.4 112.5 142.3 115
## pm2.5 101.0 106.0 144.0 158.0 135.0 145.0 161 167.0 162.0 189.0 222
## CV residual -60.4 -55.7 -37.9 14.1 -52.7 -44.3 -12 55.6 49.5 46.7 107
## 1678 1680 1681 1683 1686 1690 1695 1696 1702 1712 1715
## Predicted 120.7 127.0 106 66.33 72.7 55.4 6.90 22.03 113.1 132.0 99.6
## cvpred 121.3 127.6 107 66.86 73.1 55.0 7.11 21.62 112.8 131.9 97.7
## pm2.5 216.0 223.0 213 59.00 27.0 14.0 12.00 16.00 54.0 50.0 79.0
## CV residual 94.7 95.4 106 -7.86 -46.1 -41.0 4.89 -5.62 -58.8 -81.9 -18.7
## 1718 1719 1727 1728 1731 1733 1734 1735 1737 1738 1748
## Predicted 79.61 87.0 108.0 111.7 124.1 126 135.7 104.0 134.6 134.6 141.1
## cvpred 77.81 85.2 106.2 111.7 122.4 124 135.8 104.4 135.1 135.1 141.6
## pm2.5 71.00 73.0 53.0 41.0 65.0 75 80.0 80.0 86.0 93.0 108.0
## CV residual -6.81 -12.2 -53.2 -70.7 -57.4 -49 -55.8 -24.4 -49.1 -42.1 -33.6
## 1753 1758 1759 1764 1765 1767 1770 1771 1773 1775 1777
## Predicted 137.3 86.2 78.56 69.9 69.9 73.4 63.0 69.3 78.6 91.2 107.9
## cvpred 137.8 86.5 78.79 70.1 70.1 73.7 63.3 69.6 78.9 91.4 108.1
## pm2.5 103.0 132.0 69.00 26.0 21.0 21.0 17.0 25.0 30.0 38.0 61.0
## CV residual -34.8 45.5 -9.79 -44.1 -49.1 -52.7 -46.3 -44.6 -48.9 -53.4 -47.1
## 1783 1788 1790 1791 1796 1805 1810 1813 1819 1823 1828
## Predicted 178 59.2 62.82 52.43 76.7 83.4 58.0 50.6 83.1 118.7 162.4
## cvpred 178 59.4 62.44 52.04 77.0 83.0 57.4 50.1 81.3 118.3 160.7
## pm2.5 55 73.0 56.00 60.00 62.0 41.0 28.0 22.0 28.0 66.0 91.0
## CV residual -123 13.6 -6.44 7.96 -15.0 -42.0 -29.4 -28.1 -53.3 -52.3 -69.7
## 1830 1832 1835 1839 1843 1845 1846 1851 1855 1856 1857
## Predicted 167.7 163.1 162.9 149.6 128.7 164.5 141.4 180.3 153.5 161.4 155.1
## cvpred 167.9 163.2 161.3 149.9 129.3 164.9 141.4 180.8 154.3 162.2 155.9
## pm2.5 83.0 90.0 144.0 227.0 205.0 209.0 226.0 248.0 222.0 221.0 214.0
## CV residual -84.9 -73.2 -17.3 77.1 75.7 44.1 84.6 67.2 67.7 58.8 58.1
## 1863 1864 1874 1880 1881 1884 1885 1886 1889 1892 1893 1899
## Predicted 174.7 176.7 159.3 117 102.9 80.3 64.7 51.3 18.6 53.0 53.0 150
## cvpred 175.4 175.6 159.5 118 103.6 80.9 65.2 51.7 18.9 53.4 53.4 150
## pm2.5 232.0 243.0 180.0 473 201.0 343.0 156.0 64.0 37.0 19.0 23.0 46
## CV residual 56.6 67.4 20.5 355 97.4 262.1 90.8 12.3 18.1 -34.4 -30.4 -104
## 1903 1906 1914 1915 1922 1923 1929 1930 1932 1937 1943
## Predicted 158 108.1 60.7 71.1 110.6 115.4 153.0 107 34.7 6.55 42.7
## cvpred 158 106.5 59.2 69.6 111.3 115.4 153.4 107 35.2 7.01 43.1
## pm2.5 51 50.0 90.0 106.0 87.0 90.0 112.0 315 761.0 128.00 18.0
## CV residual -107 -56.5 30.8 36.4 -24.3 -25.4 -41.4 208 725.8 120.99 -25.1
## 1948 1952 1954 1965 1968 1969 1974 1976 1977 1978 1979 1982
## Predicted 95.0 139.8 111.3 94.8 114 117.8 101.1 95.0 67.91 47.1 38.0 12.8
## cvpred 95.3 139.9 109.6 93.2 112 116.2 100.9 95.4 68.36 47.6 37.7 12.4
## pm2.5 24.0 60.0 58.0 55.0 69 70.0 70.0 63.0 67.00 76.0 65.0 29.0
## CV residual -71.3 -79.9 -51.6 -38.2 -43 -46.2 -30.9 -32.4 -1.36 28.4 27.3 16.6
## 1983 1990 1991 1992 1995 1996 1999 2000 2001 2002 2005
## Predicted 47.8 124.7 160 162 157 153 110.7 65.6 39.1 36.9 0.766
## cvpred 46.0 124.5 159 161 155 151 111.1 65.7 39.1 37.0 0.811
## pm2.5 20.0 63.0 36 22 43 44 54.0 10.0 12.0 10.0 12.000
## CV residual -26.0 -61.5 -123 -139 -112 -107 -57.1 -55.7 -27.1 -27.0 11.189
## 2006 2013 2016 2017 2022 2023 2024 2026 2027 2028 2033 2034
## Predicted 48.6 103 131.3 134.0 146.2 158 160.2 82.9 58.5 43.41 46.3 42.2
## cvpred 48.4 101 131.5 132.2 144.5 158 158.5 82.9 56.6 41.57 44.7 40.6
## pm2.5 18.0 29 59.0 63.0 70.0 57 61.0 44.0 37.0 43.00 70.0 65.0
## CV residual -30.4 -72 -72.5 -69.2 -74.5 -101 -97.5 -38.9 -19.6 1.43 25.3 24.4
## 2050 2053 2059 2062 2065 2066 2071 2073 2079 2080 2081
## Predicted 101.0 77.4 88.9 111 121.7 132.1 161.4 128.3 53.1 48.4 37.7
## cvpred 99.1 75.7 87.2 109 119.9 130.3 159.6 126.5 51.5 46.8 36.1
## pm2.5 79.0 62.0 61.0 54 41.0 48.0 68.0 88.0 99.0 100.0 63.0
## CV residual -20.1 -13.7 -26.2 -55 -78.9 -82.3 -91.6 -38.5 47.5 53.2 26.9
## 2083 2084 2086 2090 2091 2093 2094 2095 2097 2098
## Predicted 50.28 79.5 84.2 109.65 115.94 138.3 144.19 136.3 123.9 107.2
## cvpred 48.66 77.9 82.5 107.98 114.26 136.7 144.38 136.5 122.3 105.6
## pm2.5 46.00 48.0 57.0 100.00 117.00 132.0 142.00 147.0 208.0 198.0
## CV residual -2.66 -29.9 -25.5 -7.98 2.74 -4.7 -2.38 10.5 85.7 92.4
## 2100 2103 2105 2106 2110 2114 2118 2158 2165 2166 2167 2174
## Predicted 90.5 102 141 148 151 161 164 42.7 34.82 26.62 31.28 -5.39
## cvpred 89.0 102 139 149 150 159 163 43.2 35.04 26.79 31.43 -5.11
## pm2.5 218.0 237 260 259 366 288 271 85.0 31.00 26.00 24.00 35.00
## CV residual 129.0 135 121 110 216 129 108 41.8 -4.04 -0.79 -7.43 40.11
## 2176 2182 2186 2188 2189 2195 2197 2201 2202 2204 2213
## Predicted -6.24 15.10 131.2 67.0 87.8 12.4 -6.17 -25.9 -19.6 16.23 139.5
## cvpred -5.97 15.35 131.4 67.4 88.2 12.6 -6.05 -25.7 -19.5 16.39 139.6
## pm2.5 15.00 20.00 52.0 35.0 44.0 14.0 17.00 18.0 12.0 21.00 58.0
## CV residual 20.97 4.65 -79.4 -32.4 -44.2 1.4 23.05 43.7 31.5 4.61 -81.6
## 2215 2217 2224 2231 2232 2233 2235 2237 2246 2257 2260
## Predicted 141.7 114.8 68.4 111.0 119.0 128.9 148.2 147.8 -13.2 129.1 129.8
## cvpred 141.7 113.1 67.0 109.7 117.6 129.4 146.9 148.3 -12.6 127.8 130.3
## pm2.5 60.0 133.0 128.0 168.0 164.0 184.0 194.0 191.0 44.0 199.0 187.0
## CV residual -81.7 19.9 61.0 58.3 46.4 54.6 47.1 42.7 56.6 71.2 56.7
## 2261 2265 2268 2272 2274 2275 2277 2278 2279 2281 2284 2285
## Predicted 144.0 136.3 98.8 108.6 116 123.40 117 143 153 144 65.2 59.5
## cvpred 144.5 136.9 97.5 107.4 115 123.52 117 142 154 144 65.6 59.8
## pm2.5 166.0 166.0 171.0 121.0 132 126.00 25 23 20 30 18.0 19.0
## CV residual 21.5 29.1 73.5 13.6 17 2.48 -92 -119 -134 -114 -47.6 -40.8
## 2289 2291 2292 2295 2299 2302 2306 2325 2326 2329 2330
## Predicted 12.8 -14.3 -23.0 -37.0 -14.6 28.42 96.9 64.6 71.2 103.99 111.9
## cvpred 13.0 -14.1 -22.8 -36.8 -14.3 28.11 97.0 63.2 69.8 102.65 110.6
## pm2.5 28.0 19.0 16.0 16.0 15.0 19.00 55.0 84.0 96.0 97.00 84.0
## CV residual 15.0 33.1 38.8 52.8 29.3 -9.11 -42.0 20.8 26.2 -5.65 -26.6
## 2332 2333 2337 2338 2339 2340 2341 2342 2346 2348
## Predicted 126.1 127.7 135.9 125.0 118.7 114.02 96.8 88.0 79.7 96.4
## cvpred 124.8 126.4 134.6 123.7 117.4 112.81 95.6 86.8 78.7 95.4
## pm2.5 74.0 67.0 78.0 91.0 107.0 107.00 127.0 132.0 105.0 144.0
## CV residual -50.8 -59.4 -56.6 -32.7 -10.4 -5.81 31.4 45.2 26.3 48.6
## 2351 2353 2355 2356 2357 2359 2360 2363 2366 2367 2369
## Predicted 124.899 89.9 86.6 68.1 74.6 87.8 98.2 134.3 142.5 144.1 150.4
## cvpred 123.808 90.2 86.9 68.3 75.4 87.9 98.3 133.2 141.3 142.9 149.2
## pm2.5 124.000 150.0 128.0 103.0 60.0 63.0 77.0 77.0 81.0 77.0 66.0
## CV residual 0.192 59.8 41.1 34.7 -15.4 -24.9 -21.3 -56.2 -60.3 -65.9 -83.2
## 2370 2373 2378 2380 2381 2382 2383 2386 2390 2391 2392
## Predicted 152.6 120.1 112.9 94.3 70.9 67.4 65.8 30.2 3.30 32.67 34.3
## cvpred 151.3 120.2 113.7 95.0 70.8 67.2 65.5 30.5 3.73 31.07 32.7
## pm2.5 60.0 90.0 89.0 49.0 14.0 14.0 16.0 17.0 24.00 22.00 22.0
## CV residual -91.3 -30.2 -24.7 -46.0 -56.8 -53.2 -49.5 -13.5 20.27 -9.07 -10.7
## 2393 2396 2398 2402 2403 2406 2407 2408 2412 2418 2419
## Predicted 40.58 78.3 100.0 122.9 133.3 137.4 141.5 151.9 152.2 123.1 123.1
## cvpred 38.98 76.8 98.4 121.4 131.8 135.9 140.1 150.5 150.8 123.2 123.2
## pm2.5 32.00 29.0 58.0 40.0 44.0 73.0 89.0 80.0 67.0 63.0 81.0
## CV residual -6.98 -47.8 -40.4 -81.4 -87.8 -62.9 -51.1 -70.5 -83.8 -60.2 -42.2
## 2422 2428 2429 2430 2438 2440 2441 2446 2448 2451 2453
## Predicted 129.4 122.5 120.28 128 12.3 29.025 14.5 44.4 49.1 57.9 60.1
## cvpred 129.5 123.2 121.05 129 12.7 29.361 14.8 44.7 49.3 58.1 60.2
## pm2.5 87.0 108.0 116.00 105 40.0 29.000 31.0 11.0 7.0 14.0 13.0
## CV residual -42.5 -15.2 -5.05 -24 27.3 -0.361 16.2 -33.7 -42.3 -44.1 -47.2
## 2454 2455 2456 2461 2462 2464 2467 2468 2474 2476 2477
## Predicted 54.3 54.3 44.2 -24.7 -24.7 -21.1 1.26 25.16 69.7 97.1 130.1
## cvpred 54.5 54.5 44.4 -24.6 -24.6 -21.0 1.41 24.69 69.8 96.7 130.1
## pm2.5 16.0 14.0 14.0 14.0 13.0 11.0 13.00 17.00 81.0 48.0 42.0
## CV residual -38.5 -40.5 -30.4 38.6 37.6 32.0 11.59 -7.69 11.2 -48.7 -88.1
## 2478 2479 2492 2493 2498 2500 2503 2505 2506 2509 2512
## Predicted 67.5 86.1 91.28 100.0 133.4 141.3 158.0 150 143.2 148.9 135.5
## cvpred 67.7 86.3 89.75 98.5 131.9 139.8 156.5 148 141.8 147.5 134.1
## pm2.5 39.0 26.0 94.00 84.0 81.0 97.0 130.0 171 196.0 203.0 193.0
## CV residual -28.7 -60.3 4.25 -14.5 -50.9 -42.8 -26.5 23 54.2 55.5 58.9
## 2513 2515 2517 2522 2526 2533 2534 2535 2540 2542 2543 2552
## Predicted 135 112 116.6 124 130 114 109 103 134.67 142.4 136.7 150.36
## cvpred 135 112 116.6 125 131 113 108 102 133.41 141.1 135.3 148.88
## pm2.5 194 200 212.0 239 253 286 289 285 143.00 102.0 96.0 152.00
## CV residual 59 88 95.4 114 122 173 181 183 9.59 -39.1 -39.3 3.12
## 2553 2555 2556 2560 2565 2566 2569 2580 2581 2584 2593
## Predicted 150.36 137.8 125.2 121.0 134.67 134.2 140.5 127.6 116.6 101 139
## cvpred 148.88 136.3 123.8 119.7 133.41 134.8 141.1 128.3 117.4 100 138
## pm2.5 154.00 165.0 149.0 144.0 138.00 184.0 206.0 200.0 207.0 248 389
## CV residual 5.12 28.7 25.2 24.3 4.59 49.2 64.9 71.7 89.6 148 251
## 2595 2599 2600 2602 2609 2611 2612 2613 2618 2620 2625
## Predicted 127 97.5 94.3 104 119.8 122.590 141.7 146.4 153.3 155.5 137.0
## cvpred 127 98.5 95.2 104 118.8 121.453 140.6 145.3 152.1 154.2 137.6
## pm2.5 382 342.0 324.0 272 170.0 121.000 198.0 184.0 94.0 100.0 94.0
## CV residual 255 243.5 228.8 168 51.2 -0.453 57.4 38.7 -58.1 -54.2 -43.6
## 2630 2632 2634 2636 2637 2644 2649 2650 2651 2658 2659
## Predicted 70.0 67.5 75.87 81.10 93.5 105.1 75.8 75.8 74.2 66.2 64.6
## cvpred 70.6 68.1 74.61 79.77 94.1 105.5 76.6 76.6 74.9 67.0 65.3
## pm2.5 90.0 73.0 77.00 76.00 80.0 38.0 50.0 51.0 48.0 26.0 32.0
## CV residual 19.4 4.9 2.39 -3.77 -14.1 -67.5 -26.6 -25.6 -26.9 -41.0 -33.3
## 2661 2663 2666 2668 2678 2686 2688 2689 2691 2695 2697
## Predicted 84.4 99.5 115.6 112.5 99.9 85.4 111.1 155 163 121.2 80.2
## cvpred 84.5 99.5 115.7 113.2 100.6 86.1 111.7 156 163 121.8 80.9
## pm2.5 34.0 44.0 31.0 37.0 40.0 47.0 47.0 37 60 24.0 51.0
## CV residual -50.5 -55.5 -84.7 -76.2 -60.6 -39.1 -64.7 -119 -103 -97.8 -29.9
## 2698 2699 2708 2709 2712 2713 2715 2716 2720 2724 2725
## Predicted 49.06 73.9 -11.2 35.7 62.8 62.8 97.8 101.9 123 65.8 52.6
## cvpred 49.68 74.3 -10.6 34.2 61.3 61.3 96.3 100.4 123 64.5 51.5
## pm2.5 41.00 39.0 20.0 23.0 38.0 45.0 56.0 54.0 81 122.0 114.0
## CV residual -8.68 -35.3 30.6 -11.2 -23.3 -16.3 -40.3 -46.4 -42 57.5 62.5
## 2726 2727 2729 2731 2739 2743 2744 2749 2753 2755 2756
## Predicted 49.6 49.6 63.2 79.90 118.5 141.5 135.17 95.0 72.4 119 117.8
## cvpred 48.5 48.5 62.1 78.81 117.3 140.3 134.01 93.9 73.4 120 118.7
## pm2.5 111.0 112.0 117.0 85.00 96.0 110.0 129.00 133.0 135.0 15 19.0
## CV residual 62.5 63.5 54.9 6.19 -21.3 -30.3 -5.01 39.1 61.6 -105 -99.7
## 2758 2763 2764 2766 2767 2774 2775 2776 2778 2783 2791
## Predicted 117 102.3 83.7 79.8 79.8 96.8 88.1 85.9 104.6 62.0 77.6
## cvpred 118 102.9 84.3 80.3 80.3 95.4 86.6 84.5 105.3 62.5 78.0
## pm2.5 9 5.0 9.0 8.0 7.0 26.0 25.0 20.0 15.0 11.0 19.0
## CV residual -109 -97.9 -75.3 -72.3 -73.3 -69.4 -61.6 -64.5 -90.3 -51.5 -59.0
## 2794 2795 2798 2808 2812 2816 2819 2821 2822 2825 2826
## Predicted 62.2 57.8 52.62 59.0 83.9 62.0 35.2 22.66 22.10 17.43 23.72
## cvpred 62.7 58.4 53.27 59.5 84.4 62.5 35.7 23.17 22.65 18.01 24.29
## pm2.5 31.0 42.0 45.00 11.0 13.0 13.0 14.0 14.00 13.00 20.00 16.00
## CV residual -31.7 -16.4 -8.27 -48.5 -71.4 -49.5 -21.7 -9.17 -9.65 1.99 -8.29
## 2828 2830 2831 2834 2837 2840 2841 2844 2852 2855 2856
## Predicted 30.0 51.6 51.6 133 71.6 57.4 44.8 11.43 13.91 40.2 44.3
## cvpred 30.6 52.2 52.2 131 72.2 58.0 45.4 12.06 14.55 40.8 45.0
## pm2.5 17.0 15.0 38.0 16 20.0 21.0 20.0 16.00 22.00 15.0 19.0
## CV residual -13.6 -37.2 -14.2 -115 -52.2 -37.0 -25.4 3.94 7.45 -25.8 -26.0
## 2857 2860 2863 2865 2870 2871 2872 2873 2876 2877 2880
## Predicted 44.3 48.7 48.7 19.43 -27.9 -26.9 -27.4 -29.9 39.104 55.8 70.8
## cvpred 45.0 49.3 49.3 20.04 -27.2 -26.1 -26.6 -29.1 37.845 54.5 69.6
## pm2.5 27.0 32.0 20.0 28.00 16.0 20.0 15.0 20.0 37.000 34.0 54.0
## CV residual -18.0 -17.3 -29.3 7.96 43.2 46.1 41.6 49.1 -0.845 -20.5 -15.6
## 2881 2882 2883 2884 2889 2890 2891 2895 2898 2907 2909
## Predicted 87.1 116 145.0 151.3 96.90 38.2 19.3 9.50 2.07 115.8 105.08
## cvpred 87.7 115 145.6 151.9 97.54 39.0 20.2 8.51 1.05 114.8 105.58
## pm2.5 62.0 70 66.0 70.0 89.00 90.0 86.0 69.00 35.00 77.0 102.00
## CV residual -25.7 -45 -79.6 -81.9 -8.54 51.0 65.8 60.49 33.95 -37.8 -3.58
## 2910 2912 2913 2915 2918 2921 2922 2924 2925 2931 2933
## Predicted 140.2 103.1 99.9 43.0 -12.4 -55.2 -54.6 -6.24 -34.7 102 89.8
## cvpred 141.1 104.3 100.5 44.2 -13.5 -54.2 -53.7 -5.30 -33.8 103 90.7
## pm2.5 111.0 132.0 146.0 142.0 63.0 55.0 45.0 32.00 32.0 43 45.0
## CV residual -30.1 27.7 45.5 97.8 76.5 109.2 98.7 37.30 65.8 -60 -45.7
## 2934 2949 2950 2951 2953 2957 2958 2964 2968 2975 2978
## Predicted 69.3 59.7 85.1 105.5 93.5 150.7 113.0 93.8 116.9 159 168.8
## cvpred 70.1 60.8 85.9 104.5 92.4 151.6 114.1 94.8 116.2 158 168.1
## pm2.5 44.0 142.0 142.0 150.0 118.0 120.0 129.0 128.0 104.0 142 182.0
## CV residual -26.1 81.2 56.1 45.5 25.6 -31.6 14.9 33.2 -12.2 -16 13.9
## 2981 2982 2983 2984 2985 2986 2990 2994 2995 2997 3001
## Predicted 179.9 179.9 174.2 177 178.3 170.4 60.62 50.8 54.1 62.1 65.7
## cvpred 179.3 179.3 173.5 176 177.6 169.7 61.92 52.0 55.2 63.1 66.6
## pm2.5 202.0 202.0 198.0 215 216.0 261.0 70.00 7.0 11.0 14.0 16.0
## CV residual 22.7 22.7 24.5 39 38.4 91.3 8.08 -45.0 -44.2 -49.1 -50.6
## 3003 3004 3006 3007 3009 3012 3015 3016 3018 3022 3023
## Predicted 75.0 96.5 77.5 80.0 50.7 24.45 -16.1 -14.4 -2.42 68 74.3
## cvpred 75.9 96.6 78.3 80.8 51.6 25.45 -15.0 -13.4 -1.36 67 73.3
## pm2.5 10.0 10.0 13.0 12.0 15.0 16.00 14.0 18.0 16.00 35 35.0
## CV residual -65.9 -86.6 -65.3 -68.8 -36.6 -9.45 29.0 31.4 17.36 -32 -38.3
## 3025 3026 3028 3030 3031 3035 3036 3037 3044 3046 3050
## Predicted 83.8 88.5 104.6 126.6 119 103.6 10.2 -4.33 25.2 51.2 104.4
## cvpred 82.8 87.4 103.6 127.5 119 104.6 11.2 -3.33 26.2 52.2 104.7
## pm2.5 48.0 50.0 57.0 66.0 73 87.0 165.0 219.00 58.0 30.0 71.0
## CV residual -34.8 -37.4 -46.6 -61.5 -46 -17.6 153.8 222.33 31.8 -22.2 -33.7
## 3052 3058 3066 3068 3069 3072 3073 3074 3080 3085 3093
## Predicted 114.8 109.1 90.1 92.3 92.9 105.9 111.7 160.9 64.9 31.0 15.7
## cvpred 115.1 108.1 89.2 91.4 91.9 106.7 112.8 160.1 65.8 31.9 16.5
## pm2.5 67.0 201.0 114.0 150.0 154.0 133.0 139.0 129.0 55.0 20.0 82.0
## CV residual -48.1 92.9 24.8 58.6 62.1 26.3 26.2 -31.1 -10.8 -11.9 65.5
## 3095 3098 3100 3113 3115 3119 3120 3124 3127 3128 3138
## Predicted 95.0 115.4 146 27.97 31.0 49.7 52.1 61.5 84.7 61.8 29.8
## cvpred 95.6 114.1 145 28.91 31.9 50.5 53.0 62.2 85.5 62.6 30.1
## pm2.5 117.0 125.0 40 32.00 15.0 11.0 11.0 5.0 4.0 6.0 20.0
## CV residual 21.4 10.9 -105 3.09 -16.9 -39.5 -42.0 -57.2 -81.5 -56.6 -10.1
## 3140 3144 3145 3149 3152 3153 3157 3158 3163 3165 3166
## Predicted 40.8 105.4 114.2 136.7 114.0 112.3 75.9 65.1 70.4 91.7 96.4
## cvpred 41.1 104.2 112.9 137.3 114.7 111.1 74.8 65.8 69.3 90.6 95.2
## pm2.5 19.0 54.0 49.0 38.0 55.0 51.0 44.0 44.0 43.0 44.0 43.0
## CV residual -22.1 -50.2 -63.9 -99.3 -59.7 -60.1 -30.8 -21.8 -26.3 -46.6 -52.2
## 3167 3172 3173 3176 3178 3179 3184 3185 3191 3192 3193
## Predicted 109.0 127.9 128.4 116.7 89.32 86.1 53.98 55.6 96.4 106.8 113.1
## cvpred 107.8 128.5 127.1 115.4 88.16 86.9 52.92 54.6 95.2 105.6 111.9
## pm2.5 46.0 69.0 75.0 78.0 83.00 82.0 57.00 66.0 69.0 64.0 60.0
## CV residual -61.8 -59.5 -52.1 -37.4 -5.16 -4.9 4.08 11.4 -26.2 -41.6 -51.9
## 3195 3196 3197 3198 3199 3205 3214 3219 3220 3222 3223 3227
## Predicted 125.2 116.9 123.15 123 127.3 93.1 137.4 102 110 111 113 64.5
## cvpred 125.9 115.7 121.97 122 126.1 92.0 138.3 103 111 112 114 65.6
## pm2.5 61.0 83.0 112.00 99 108.0 147.0 193.0 231 237 235 222 191.0
## CV residual -64.9 -32.7 -9.97 -23 -18.1 55.0 54.7 128 126 123 108 125.4
## 3229 3233 3235 3237 3238 3240 3247 3248 3249 3252 3255
## Predicted 80.8 69.5 67.5 83.2 93.6 104.51 130.5 124.2 122.0 103.2 102.3
## cvpred 81.8 68.6 66.7 82.2 92.6 103.56 129.5 123.2 121.1 102.3 101.4
## pm2.5 181.0 170.0 126.0 113.0 122.0 113.00 185.0 182.0 178.0 145.0 100.0
## CV residual 99.2 101.4 59.3 30.8 29.4 9.44 55.5 58.8 56.9 42.7 -1.4
## 3259 3260 3265 3268 3273 3278 3281 3287 3288 3293 3298 3301
## Predicted 137.9 146.6 150.4 160 160 134.3 128.7 146.0 154 128.8 116 71.4
## cvpred 136.9 145.7 149.5 159 159 133.4 127.9 145.1 153 130.1 117 72.6
## pm2.5 70.0 87.0 51.0 44 53 76.0 89.0 74.0 84 89.0 13 53.0
## CV residual -66.9 -58.7 -98.5 -115 -106 -57.4 -38.9 -71.1 -69 -41.1 -104 -19.6
## 3304 3307 3308 3309 3311 3313 3315 3316 3324 3325 3327 3328
## Predicted 91.4 146 134.1 71.1 145 166 160 156 6.28 37.832 -27.9 -32.0
## cvpred 90.6 147 133.3 72.2 146 167 159 155 7.49 36.978 -26.7 -30.8
## pm2.5 60.0 41 56.0 33.0 41 49 41 34 44.00 36.000 27.0 30.0
## CV residual -30.6 -106 -77.3 -39.2 -105 -118 -118 -121 36.51 -0.978 53.7 60.8
## 3333 3334 3337 3339 3340 3343 3351 3357 3358 3361 3362
## Predicted 27.72 28.28 99.9 143.5 118.4 144.4 -1.16 11.7 28.7 88.80 104
## cvpred 26.76 27.28 99.0 144.5 119.5 145.3 -2.07 10.7 27.7 87.93 103
## pm2.5 28.00 32.00 61.0 66.0 89.0 104.0 39.00 43.0 54.0 93.00 91
## CV residual 1.24 4.72 -38.0 -78.5 -30.5 -41.3 41.07 32.3 26.3 5.07 -12
## 3365 3367 3368 3369 3370 3373 3375 3376 3385 3387 3388
## Predicted 130.9 124.8 122.6 114.53 100.3 83.1 60.1 57.9 103 122 107.0
## cvpred 130.1 125.7 123.5 113.71 99.5 82.3 59.2 57.1 104 123 108.1
## pm2.5 101.0 95.0 105.0 110.00 116.0 120.0 72.0 79.0 229 229 198.0
## CV residual -29.1 -30.7 -18.5 -3.71 16.5 37.7 12.8 21.9 125 106 89.9
## 3390 3396 3397 3399 3403 3404 3407 3410 3415 3421 3424
## Predicted 113.28 94.7 84.1 48.6 81.4 79.5 132.1 147.9 155.85 58.2 13.7
## cvpred 114.42 95.8 83.4 47.8 80.6 78.6 133.1 148.9 156.84 59.3 13.0
## pm2.5 119.00 182.0 174.0 128.0 118.0 116.0 106.0 163.0 165.00 115.0 70.0
## CV residual 4.58 86.2 90.6 80.2 37.4 37.4 -27.1 14.1 8.16 55.7 57.0
## 3426 3432 3437 3438 3440 3441 3442 3447 3450 3460 3461
## Predicted 8.78 131.9 156.6 112.6 55.5 39.429 30.95 12.1 13.7 53.2 53.2
## cvpred 8.01 131.1 157.6 113.8 56.7 40.579 32.15 13.3 15.0 54.1 54.1
## pm2.5 53.00 93.0 85.0 98.0 45.0 40.000 35.00 28.0 26.0 28.0 16.0
## CV residual 44.99 -38.1 -72.6 -15.8 -11.7 -0.579 2.85 14.7 11.0 -26.1 -38.1
## 3463 3468 3469 3471 3472 3475 3477 3480 3485 3491 3494 3495
## Predicted 41.5 3.48 34.88 -12.1 19.0 31.4 50.58 19.6 68.0 65.1 47.9 47.9
## cvpred 42.4 4.53 35.76 -11.0 19.9 30.5 49.66 20.7 69.1 64.3 47.1 47.1
## pm2.5 14.0 46.00 39.00 55.0 45.0 57.0 43.00 39.0 92.0 118.0 79.0 62.0
## CV residual -28.4 41.47 3.24 66.0 25.1 26.5 -6.66 18.3 22.9 53.7 31.9 14.9
## 3501 3510 3512 3514 3516 3520 3521 3522 3523 3531 3535
## Predicted 69 105.4 66.95 71.1 100.55 77.3 87.7 87.7 94.0 149.7 153
## cvpred 68 104.4 68.12 72.2 101.51 78.5 88.9 88.9 95.2 150.7 154
## pm2.5 40 74.0 67.00 92.0 92.00 96.0 70.0 72.0 85.0 100.0 111
## CV residual -28 -30.4 -1.12 19.8 -9.51 17.5 -18.9 -16.9 -10.2 -50.7 -43
## 3538 3545 3547 3548 3556 3558 3559 3560 3566 3569 3574
## Predicted 148.74 126 118 145.1 159.9 161.7 155.4 159.5 5.23 6.86 136.7
## cvpred 147.91 127 119 144.4 159.1 162.7 156.4 160.5 6.52 8.16 137.8
## pm2.5 152.00 108 142 180.0 205.0 214.0 230.0 242.0 28.00 19.00 214.0
## CV residual 4.09 -19 23 35.6 45.9 51.3 73.6 81.5 21.48 10.84 76.2
## 3575 3577 3580 3581 3583 3587 3588 3591 3593 3596 3599
## Predicted 114 85.1 53.9 53.9 88.2 32.1 38.4 21.71 79.0 66.3 122.5
## cvpred 115 86.3 55.1 55.1 88.8 33.3 39.6 22.93 79.6 67.5 121.7
## pm2.5 314 33.0 33.0 22.0 25.0 23.0 54.0 18.00 39.0 97.0 83.0
## CV residual 199 -53.3 -22.1 -33.1 -63.8 -10.3 14.4 -4.93 -40.6 29.5 -38.7
## 3600 3601 3607 3608 3611 3612 3614 3620 3621 3624 3628
## Predicted 127.2 139.8 132.0 93.0 103 59.7 56.5 88.12 106.8 122.9 135.5
## cvpred 126.3 138.9 132.9 93.6 104 60.2 57.4 87.21 107.8 121.9 134.5
## pm2.5 94.0 77.0 98.0 118.0 77 76.0 69.0 79.00 61.0 179.0 94.0
## CV residual -32.3 -61.9 -34.9 24.4 -27 15.8 11.6 -8.21 -46.8 57.1 -40.5
## 3630 3631 3635 3637 3639 3640 3644 3666 3672 3676 3681
## Predicted 135.5 135.0 109.88 99.4 90.0 91.22 71.1 93.1 119.1 133.84 117.0
## cvpred 134.5 135.9 110.79 98.5 89.2 92.23 71.7 92.2 118.1 132.85 117.9
## pm2.5 92.0 86.0 106.00 110.0 103.0 98.00 100.0 74.0 159.0 134.00 152.0
## CV residual -42.5 -49.9 -4.79 11.5 13.8 5.77 28.3 -18.2 40.9 1.15 34.1
## 3685 3688 3689 3690 3691 3694 3697 3698 3699 3701 3703
## Predicted 76.8 63.8 66.0 71.7 69.8 97.45 122.9 129.2 137.1 137.2 137.2
## cvpred 77.8 63.0 65.1 70.9 68.9 96.49 121.9 128.2 136.1 138.1 138.1
## pm2.5 122.0 108.0 101.0 92.0 82.0 90.00 79.0 71.0 64.0 76.0 101.0
## CV residual 44.2 45.0 35.9 21.1 13.1 -6.49 -42.9 -57.2 -72.1 -62.1 -37.1
## 3705 3707 3708 3783 3787 3789 3791 3793 3794 3795 3834
## Predicted 104 86.91 74.33 53.6 84.2 87.0 97.9 102.6 109 108.5 49.5
## cvpred 105 87.83 75.28 52.8 83.5 86.2 97.1 101.7 108 109.4 48.7
## pm2.5 82 79.00 76.00 107.0 108.0 157.0 148.0 128.0 148 176.0 70.0
## CV residual -23 -8.83 0.72 54.2 24.5 70.8 50.9 26.3 40 66.6 21.3
## 3836 3841 3844 3848 3849 3852 3855 3859 3866 3870 3872
## Predicted 68.7 94.4 112.7 87.7 94.0 79.0 85.3 110.0 110 144 137.6
## cvpred 67.9 93.5 111.8 88.9 95.2 80.2 85.9 109.1 111 143 136.7
## pm2.5 41.0 42.0 63.0 46.0 41.0 36.0 36.0 46.0 97 81 72.0
## CV residual -26.9 -51.5 -48.8 -42.9 -54.2 -44.2 -49.9 -63.1 -14 -62 -64.7
## 3874 3876 3877 3882 3883 3884 3886 3888 3889 3893 3895
## Predicted 120.5 110.0 103.7 102.2 106.9 109.4 123.6 135.7 136.2 138 133.7
## cvpred 121.5 109.1 102.9 101.5 106.1 108.6 122.8 136.8 135.4 137 132.9
## pm2.5 71.0 73.0 85.0 89.0 95.0 93.0 93.0 99.0 101.0 105 94.0
## CV residual -50.5 -36.1 -17.9 -12.5 -11.1 -15.6 -29.8 -37.8 -34.4 -32 -38.9
## 3897 3898 3900 3905 3907 3908 3910 3920 3923 3925 3926
## Predicted 129.9 123.6 99.6 71.0 99.70 67.2 101.1 142.95 124.1 113.1 114.2
## cvpred 129.1 122.8 100.7 70.4 99.08 67.9 100.4 142.24 123.4 112.5 113.6
## pm2.5 91.0 98.0 115.0 89.0 96.00 119.0 125.0 141.00 137.0 147.0 143.0
## CV residual -38.1 -24.8 14.3 18.6 -3.08 51.1 24.6 -1.24 13.6 34.5 29.4
## 3930 3933 3946 3947 3948 3959 3965 3966 3973 3974 3981
## Predicted 111.1 125.4 131.6 125.3 116.5 136.589 155.2 155 102.2 66.2 88.4
## cvpred 110.6 126.1 132.7 126.5 117.7 136.044 154.5 156 103.6 67.2 89.3
## pm2.5 173.0 37.0 82.0 68.0 56.0 137.000 198.0 175 148.0 136.0 152.0
## CV residual 62.4 -89.1 -50.7 -58.5 -61.7 0.956 43.5 19 44.4 68.8 62.7
## 3982 3985 3995 3996 3999 4003 4004 4005 4006 4007 4008
## Predicted 50.0 143.2 117 110.3 109.2 68.6 94.1 110.5 90.0 147 117.9
## cvpred 51.5 144.5 116 109.7 108.7 70.0 95.5 111.3 91.4 149 119.3
## pm2.5 183.0 105.0 81 95.0 125.0 109.0 20.0 20.0 22.0 27 30.0
## CV residual 131.5 -39.5 -35 -14.7 16.3 39.0 -75.5 -91.3 -69.4 -122 -89.3
## 4012 4013 4014 4015 4018 4019 4020 4022 4027 4032 4034 4038
## Predicted 129.7 118.7 118.7 117.0 109.1 135 130 159 124.0 118 118 160
## cvpred 130.5 120.1 120.1 118.4 110.5 136 131 160 124.7 119 119 161
## pm2.5 50.0 46.0 42.0 35.0 43.0 30 27 35 29.0 49 34 40
## CV residual -80.5 -74.1 -78.1 -83.4 -67.5 -106 -104 -125 -95.7 -70 -85 -121
## 4039 4041 4042 4047 4048 4050 4054 4056 4058 4059 4064
## Predicted 118 104.0 95.5 103.1 120 130.0 150.0 154.7 156.4 156.9 154.5
## cvpred 119 105.3 96.9 104.3 119 129.4 149.3 153.9 157.5 156.1 155.7
## pm2.5 41 49.0 61.0 74.0 79 69.0 88.0 69.0 89.0 98.0 92.0
## CV residual -78 -56.3 -35.9 -30.3 -40 -60.4 -61.3 -84.9 -68.5 -58.1 -63.7
## 4068 4069 4081 4085 4087 4091 4092 4094 4096 4098 4099
## Predicted 101.74 97.5 137.6 106.7 86.24 39.9 13.81 32.1 37.8 62.5 68.8
## cvpred 102.98 96.9 138.8 108.1 87.64 40.6 15.17 33.2 38.9 61.9 68.2
## pm2.5 109.00 74.0 205.0 124.0 95.00 48.0 21.00 11.0 10.0 49.0 49.0
## CV residual 6.02 -22.9 66.2 15.9 7.36 7.4 5.83 -22.2 -28.9 -12.9 -19.2
## 4104 4105 4107 4110 4114 4117 4119 4124 4127 4128 4131
## Predicted 107.1 113.4 134.0 140.3 104.6 95.2 84.643 94.18 121.2 120 137.5
## cvpred 106.4 112.7 135.1 141.3 103.9 96.4 84.039 93.59 120.7 119 138.8
## pm2.5 70.0 61.0 66.0 42.0 63.0 85.0 85.000 92.00 107.0 132 122.0
## CV residual -36.4 -51.7 -69.1 -99.3 -40.9 -11.4 0.961 -1.59 -13.7 13 -16.8
## 4132 4165 4167 4169 4172 4174 4175 4179 4181 4182 4185
## Predicted 131.6 44.58 45.63 51.4 80.6 89.4 87.8 123.3 136 108.1 112.76
## cvpred 131.1 43.72 44.84 50.6 79.8 88.6 87.0 122.5 135 109.3 113.81
## pm2.5 121.0 48.00 39.00 40.0 62.0 66.0 68.0 63.0 76 68.0 120.00
## CV residual -10.1 4.28 -5.84 -10.6 -17.8 -22.6 -19.0 -59.5 -59 -41.3 6.19
## 4188 4190 4192 4194 4198 4200 4201 4202 4203 4207 4218
## Predicted 75.2 55.5 50.79 39.97 88.81 112 114.8232 123 123 131.4 69.4
## cvpred 74.4 54.7 50.08 41.09 88.08 113 114.0398 122 122 132.5 68.7
## pm2.5 106.0 70.0 49.00 48.00 81.00 98 114.0000 169 231 191.0 171.0
## CV residual 31.6 15.3 -1.08 6.91 -7.08 -15 -0.0398 47 109 58.5 102.3
## 4220 4227 4228 4233 4235 4236 4237 4238 4242 4244 4245
## Predicted 92.4 135.0 131 120.4 99.1 94.8 83.9 83.9 76.7 85.2 100.3
## cvpred 91.7 134.3 130 121.5 100.2 94.2 83.3 83.3 76.1 84.6 99.6
## pm2.5 150.0 204.0 251 205.0 205.0 184.0 160.0 150.0 133.0 127.0 119.0
## CV residual 58.3 69.7 121 83.5 104.8 89.8 76.7 66.7 56.9 42.4 19.4
## 4247 4248 4249 4251 4252 4254 4255 4256 4258 4264 4266
## Predicted 103.02 109.3 115.6 113.7 118 125.5 140.5 129.6 112.8 67.1 81.6
## cvpred 102.27 108.5 114.8 112.9 117 126.6 139.8 130.8 112.2 66.5 81.0
## pm2.5 102.00 91.0 92.0 100.0 97 94.0 121.0 153.0 163.0 117.0 117.0
## CV residual -0.27 -17.5 -22.8 -12.9 -20 -32.6 -18.8 22.2 50.8 50.5 36.0
## 4267 4271 4272 4274 4275 4277 4278 4279 4281 4282
## Predicted 53.7 136.3 120 143 119.6 125.88 114.85 114.85 89.69 123.29
## cvpred 54.5 135.7 119 142 120.4 126.68 116.29 116.29 91.18 124.57
## pm2.5 116.0 112.0 97 126 151.0 134.00 118.00 124.00 101.00 131.00
## CV residual 61.5 -23.7 -22 -16 30.6 7.32 1.71 7.71 9.82 6.43
## 4283 4284 4285 4290 4292 4294 4295 4296 4297 4299 4300
## Predicted 112.9 104.4 94.5 89.8 106 122 126.2 122.1 128.4 138.8 141.0
## cvpred 114.2 105.7 93.9 89.3 106 121 125.6 121.5 127.8 138.2 140.4
## pm2.5 137.0 166.0 152.0 174.0 198 194 200.0 190.0 196.0 199.0 201.0
## CV residual 22.8 60.3 58.1 84.7 92 73 74.4 68.5 68.2 60.8 60.6
## 4301 4303 4307 4312 4313 4314 4316 4317 4318 4322 4323
## Predicted 147 149.7 117.9 86.0 86.0 93.9 102.7 109.0 117.3 130.3 130.9
## cvpred 148 149.1 119.1 85.5 85.5 93.4 102.2 108.4 118.6 129.8 130.3
## pm2.5 215 249.0 181.0 170.0 194.0 196.0 166.0 174.0 158.0 155.0 158.0
## CV residual 67 99.9 61.9 84.5 108.5 102.6 63.8 65.6 39.4 25.2 27.7
## 4325 4328 4330 4332 4341 4344 4350 4353 4357 4360 4361
## Predicted 128.0 137 130.9 124.1 129 137.8 151.8 150.2 151.4 105.2 118.5
## cvpred 129.2 138 130.3 125.4 129 139.1 151.4 149.7 152.8 106.8 119.4
## pm2.5 160.0 197 195.0 159.0 230 219.0 225.0 174.0 121.0 92.0 38.0
## CV residual 30.8 59 64.7 33.6 101 79.9 73.6 24.3 -31.8 -14.8 -81.4
## 4365 4366 4367 4369 4370 4371 4373 4380 4387 4389 4392
## Predicted 103.3 120.6 115.9 106 115.9 111.8 118.1 84.7 42.3 84.8 126.5
## cvpred 104.9 121.5 117.4 107 117.4 113.3 119.6 86.0 43.6 84.3 127.8
## pm2.5 40.0 36.0 27.0 46 43.0 37.0 45.0 40.0 15.0 34.0 41.0
## CV residual -64.9 -85.5 -90.4 -61 -74.4 -76.3 -74.6 -46.0 -28.6 -50.3 -86.8
## 4393 4395 4396 4398 4404 4407 4409 4410 4412 4419 4422 4425
## Predicted 102.3 143.2 103.3 112.7 56.1 51.2 42.5 52.8 71.7 128.9 131 70.3
## cvpred 103.2 144.5 104.9 113.6 57.1 50.8 42.0 52.4 71.2 128.4 132 71.8
## pm2.5 34.0 54.0 73.0 90.0 93.0 88.0 68.0 72.0 48.0 127.0 161 119.0
## CV residual -69.2 -90.5 -31.9 -23.6 35.9 37.2 26.0 19.6 -23.2 -1.4 29 47.2
## 4431 4434 4440 4441 4442 4446 4455 4457 4458 4459 4461
## Predicted 43.02 52.8 112.2 124.3 129.0 102.270 -51.4 -60.2 -60.2 -58.0 18.797
## cvpred 42.52 52.4 111.7 125.7 130.3 103.736 -50.0 -58.8 -58.8 -56.7 20.278
## pm2.5 47.00 56.0 87.0 105.0 117.0 104.000 8.0 13.0 12.0 9.0 20.000
## CV residual 4.48 3.6 -24.7 -20.7 -13.3 0.264 58.0 71.8 70.8 65.7 -0.278
## 4464 4471 4475 4476 4481 4482 4483 4484 4486 4488 4496
## Predicted 113.4 60.4 -24.6 -5.48 -11.1 -0.742 14.31 28.80 60.5 113.3 97.8
## cvpred 114.6 61.8 -23.2 -4.37 -11.8 -1.388 13.65 28.18 59.9 112.8 97.1
## pm2.5 44.0 24.0 19.0 4.00 21.0 23.000 17.00 25.00 50.0 59.0 46.0
## CV residual -70.6 -37.8 42.2 8.37 32.8 24.388 3.35 -3.18 -9.9 -53.8 -51.1
## 4498 4508 4511 4512 4515 4519 4520 4521 4522 4523 4529
## Predicted 91.5 95.5 101.1 107.4 114 129.9 109.4 70.21 57.6 31.5 20.12
## cvpred 90.8 96.7 100.4 106.7 113 131.1 110.6 70.95 58.4 33.0 19.48
## pm2.5 39.0 76.0 67.0 61.0 45 46.0 63.0 74.00 77.0 71.0 14.00
## CV residual -51.8 -20.7 -33.4 -45.7 -68 -85.1 -47.6 3.05 18.6 38.0 -5.48
## 4531 4532 4540 4547 4554 4562 4563 4572 4575 4580 4581
## Predicted 22.31 38.99 109.6 94.83 116 155 119.4 146.5 151 137.7 141.8
## cvpred 21.63 38.31 108.9 94.17 117 154 120.1 145.8 150 137.1 141.2
## pm2.5 31.00 32.00 67.0 96.00 105 40 43.0 83.0 117 77.0 72.0
## CV residual 9.37 -6.31 -41.9 1.83 -12 -114 -77.1 -62.8 -33 -60.1 -69.2
## 4592 4594 4598 4608 4617 4618 4621 4624 4625 4626 4630
## Predicted 148.1 141.8 118.3 140.2 106.2 99.9 136.4 108.7 138.0 131.7 100.7
## cvpred 147.5 141.2 119.1 139.6 107.6 101.3 135.8 109.5 137.4 131.1 102.2
## pm2.5 165.0 155.0 178.0 161.0 69.0 83.0 100.0 122.0 155.0 184.0 185.0
## CV residual 17.5 13.8 58.9 21.4 -38.6 -18.3 -35.8 12.5 17.6 52.9 82.8
## 4631 4635 4637 4640 4641 4642 4644 4646 4654 4657 4659
## Predicted 111.8 136.95 141.6 99.1 91.2 91.2 122.6 84.91 74.5 136 137.37
## cvpred 112.6 136.29 140.9 100.5 92.6 92.6 123.8 86.34 75.9 135 138.55
## pm2.5 186.0 145.00 107.0 58.0 61.0 72.0 105.0 92.00 99.0 122 141.00
## CV residual 73.4 8.71 -33.9 -42.5 -31.6 -20.6 -18.8 5.66 23.1 -13 2.45
## 4661 4662 4665 4671 4676 4678 4685 4686 4689 4693 4695
## Predicted 95.3 112.6 133.6 113 124.66 130.5 140.5 136.38 135.9 135.8 142.1
## cvpred 96.7 113.4 134.8 112 124.07 131.8 139.9 135.78 137.2 135.3 141.5
## pm2.5 120.0 103.0 124.0 95 130.00 167.0 162.0 141.00 175.0 167.0 196.0
## CV residual 23.3 -10.4 -10.8 -17 5.93 35.2 22.1 5.22 37.8 31.7 54.5
## 4696 4703 4710 4711 4714 4715 4716 4717 4718 4719 4720 4723
## Predicted 112.8 113 150.0 150.0 142 129 122 118 112 113.3 111.2 113.3
## cvpred 113.7 114 149.4 149.4 141 128 124 118 111 112.9 110.8 112.9
## pm2.5 172.0 264 231.0 209.0 310 304 290 283 212 185.0 195.0 178.0
## CV residual 58.3 150 81.6 59.6 169 176 166 165 101 72.1 84.2 65.1
## 4726 4727 4728 4733 4734 4735 4736 4739 4741 4744
## Predicted 122.68 118.14 80.4 101.8 141.7 146.2 137.9 119.4 106.9 97.5
## cvpred 122.19 119.47 82.0 103.3 142.9 145.7 139.2 118.9 106.4 97.1
## pm2.5 116.00 127.00 61.0 53.0 68.0 60.0 73.0 154.0 186.0 120.0
## CV residual -6.19 7.53 -21.0 -50.3 -74.9 -85.7 -66.2 35.1 79.6 22.9
## 4746 4750 4751 4755 4759 4762 4763 4764 4765 4775 4777
## Predicted 90.944 112.9 115.3 134 102.4 127.47 114.9 106.4 95.9 126.8 122.7
## cvpred 90.466 112.3 114.8 133 103.8 128.75 116.2 107.8 95.4 126.3 122.2
## pm2.5 90.000 143.0 145.0 267 122.0 123.00 167.0 153.0 149.0 142.0 147.0
## CV residual -0.466 30.7 30.2 134 18.2 -5.75 50.8 45.2 53.6 15.7 24.8
## 4780 4781 4783 4784 4788 4789 4791 4795 4797 4799 4800 4809
## Predicted 127 134 132 132 130 130 134.2 102.4 117 107.8 118.8 96.8
## cvpred 127 133 131 131 129 129 133.6 103.8 118 109.2 119.6 98.3
## pm2.5 227 236 258 250 263 270 212.0 47.0 55 36.0 50.0 43.0
## CV residual 100 103 127 119 134 141 78.4 -56.8 -63 -73.2 -69.6 -55.3
## 4811 4814 4815 4821 4823 4825 4827 4829 4830 4831 4835
## Predicted 67.6 88.0 90.1 128.7 140 148 144.3 150.1 106.2 121.3 108.6
## cvpred 69.1 89.4 89.6 128.1 139 148 143.7 151.4 107.6 122.1 109.9
## pm2.5 46.0 27.0 34.0 39.0 49 47 75.0 101.0 92.0 99.0 70.0
## CV residual -23.1 -62.4 -55.6 -89.1 -90 -101 -68.7 -50.4 -15.6 -23.1 -39.9
## 4838 4846 4855 4859 4860 4861 4862 4864 4867 4868 4869
## Predicted 87.7 121.6 137 119.8 107.7 101 94.6 88.0 100.0 104.7 115.1
## cvpred 87.2 121.1 138 121.2 107.2 102 94.1 87.5 99.6 104.2 114.6
## pm2.5 54.0 70.0 209 197.0 202.0 206 201.0 130.0 139.0 153.0 194.0
## CV residual -33.2 -51.1 71 75.8 94.8 104 106.9 42.5 39.4 48.8 79.4
## 4870 4873 4876 4879 4881 4883 4889 4891 4892 4894 4898
## Predicted 119.7 128.2 111.5 134.6 120 111 81.7 83.9 90.2 98.940 116.2
## cvpred 119.2 127.7 112.4 135.9 121 113 81.2 83.4 89.7 98.446 115.6
## pm2.5 176.0 189.0 172.0 227.0 245 226 132.0 102.0 110.0 99.000 84.0
## CV residual 56.8 61.3 59.6 91.1 124 113 50.8 18.6 20.3 0.554 -31.6
## 4901 4907 4908 4911 4912 4916 4919 4923 4927 4932 4934
## Predicted 131.2 95.98 91.45 66.4 66.44 86.9 106.65 115 133.0 97.2 82.6
## cvpred 130.7 95.51 92.79 65.9 65.94 86.4 106.09 114 134.2 98.6 82.1
## pm2.5 105.0 104.00 85.00 77.0 71.00 71.0 111.00 211 201.0 201.0 113.0
## CV residual -25.7 8.49 -7.79 11.1 5.06 -15.4 4.91 97 66.8 102.4 30.9
## 4937 4938 4939 4942 4943 4944 4945 4949 4953 4954 4957 4959
## Predicted 80.1 82.3 78.2 103.6 108.3 115 116.2 134.0 120 114 106 101
## cvpred 79.6 81.8 77.6 103.1 107.7 114 115.6 135.4 120 113 105 100
## pm2.5 111.0 118.0 128.0 138.0 150.0 146 161.0 204.0 227 244 249 262
## CV residual 31.4 36.2 50.4 34.9 42.3 32 45.4 68.6 107 131 144 162
## 4960 4962 4963 4970 4973 4974 4977 4981 4982 4988 4990
## Predicted 96.8 88.0 98.4 125.2 131 137.7 123 89.0 86.6 102 113.3
## cvpred 96.3 87.5 97.9 124.7 131 137.2 123 88.6 86.2 102 112.9
## pm2.5 269.0 194.0 174.0 193.0 208 225.0 230 176.0 192.0 140 126.0
## CV residual 172.7 106.5 76.1 68.3 77 87.8 107 87.4 105.8 38 13.1
## 4991 4992 4993 4994 4995 5004 5009 5011 5013 5016 5017
## Predicted 115.0 125.4 125.4 131.6 133.3 112.2 91.6 103.7 114.6 137.6 137.6
## cvpred 114.5 124.9 124.9 131.2 132.9 111.9 91.3 103.4 114.3 137.2 137.2
## pm2.5 139.0 138.0 152.0 150.0 157.0 178.0 193.0 189.0 194.0 188.0 159.0
## CV residual 24.5 13.1 27.1 18.8 24.1 66.1 101.7 85.6 79.7 50.8 21.8
## 5019 5021 5023 5025 5030 5031 5033 5040 5042 5046 5059
## Predicted 139.2 145.5 150.153 141.7 122 123.9 125.5 139 148.5 145.0 109
## cvpred 138.9 145.2 149.801 141.4 122 123.7 125.3 139 148.2 144.6 110
## pm2.5 149.0 131.0 149.000 156.0 204 178.0 210.0 285 230.0 199.0 267
## CV residual 10.1 -14.2 -0.801 14.6 82 54.3 84.7 146 81.8 54.4 157
## 5060 5061 5070 5071 5072 5073 5082 5083 5085 5090 5092
## Predicted 139.6 139.6 147.5 110 150.0 147.8 60.5 58.6 55.3 125 142.1
## cvpred 141.1 141.1 149.1 112 151.5 149.4 61.4 59.4 56.7 125 141.5
## pm2.5 205.0 188.0 242.0 259 234.0 248.0 18.0 18.0 13.0 22 53.0
## CV residual 63.9 46.9 92.9 147 82.5 98.6 -43.4 -41.4 -43.7 -103 -88.5
## 5094 5096 5104 5114 5115 5116 5118 5121 5124 5127 5128
## Predicted 136.4 130.5 58.5 129.6 125.1 100 102.5 117.2 85.42 63.66 54.5
## cvpred 135.8 131.8 57.7 128.9 126.2 101 103.2 118.3 86.55 62.97 55.6
## pm2.5 48.0 45.0 30.0 105.0 78.0 64 41.0 100.0 90.00 65.00 44.0
## CV residual -87.8 -86.8 -27.7 -23.9 -48.2 -37 -62.2 -18.3 3.45 2.03 -11.6
## 5135 5142 5144 5147 5149 5152 5158 5159 5162 5165 5167
## Predicted 112.8 132.8 106.0 86.4 84.0 106 96.3 131.5 108.9 137.8 148.2
## cvpred 112.2 132.1 106.7 87.9 84.9 106 97.3 132.8 109.8 139.1 149.5
## pm2.5 52.0 96.0 121.0 184.0 163.0 161 174.0 199.0 202.0 178.0 178.0
## CV residual -60.2 -36.1 14.3 96.1 78.1 55 76.7 66.2 92.2 38.9 28.5
## 5169 5173 5177 5180 5181 5184 5187 5188 5193 5194 5198
## Predicted 140.3 98.7 106.7 102.6 100.9 107.9 104.7 104.7 87.3 17.33 9.98
## cvpred 141.6 100.3 108.2 104.1 102.4 108.7 106.2 106.2 88.8 18.62 11.23
## pm2.5 159.0 137.0 35.0 36.0 38.0 43.0 28.0 19.0 33.0 24.00 30.00
## CV residual 17.4 36.7 -73.2 -68.1 -64.4 -65.7 -78.2 -87.2 -55.8 5.38 18.77
## 5211 5215 5216 5218 5226 5231 5233 5237 5239 5240 5241
## Predicted 85.5 90.5 65.9 40.7 64.9 113.3 119.6 122.4 133.2 126.5 120.6
## cvpred 86.6 91.6 67.0 41.9 64.1 112.5 118.7 123.4 132.4 127.6 119.9
## pm2.5 10.0 13.0 25.0 23.0 20.0 38.0 62.0 76.0 92.0 105.0 90.0
## CV residual -76.6 -78.6 -42.0 -18.9 -44.1 -74.5 -56.7 -47.4 -40.4 -22.6 -29.9
## 5252 5254 5257 5258 5260 5261 5265 5267 5268 5271 5272 5274
## Predicted 97.6 106.3 100.4 155 150 150 97.4 80.2 114 94.76 88.5 106.8
## cvpred 96.8 105.6 101.8 156 151 151 98.8 81.6 115 94.26 88.0 106.3
## pm2.5 39.0 39.0 45.0 40 44 55 68.0 71.0 66 98.00 114.0 125.0
## CV residual -57.8 -66.6 -56.8 -116 -107 -96 -30.8 -10.6 -49 3.74 26.0 18.7
## 5276 5278 5285 5287 5293 5295 5298 5302 5303 5304 5308 5311
## Predicted 129.74 132.8 100 146.5 112.3 103 103 129 133 127 111 77.8
## cvpred 129.25 132.3 102 147.9 111.8 103 103 128 135 127 112 79.1
## pm2.5 124.00 157.0 231 208.0 207.0 245 209 297 275 295 271 123.0
## CV residual -5.25 24.7 129 60.1 95.2 142 106 169 140 168 159 43.9
## 5313 5314 5315 5316 5319 5320 5324 5325 5326 5330 5334
## Predicted 55.3 45.0 40.94 61.7 77.31 77.3 120.8 119.1 130 139.9 143.7
## cvpred 56.6 46.2 41.57 61.0 76.79 76.8 120.2 118.6 129 139.4 143.2
## pm2.5 32.0 34.0 45.00 17.0 83.00 110.0 154.0 160.0 175 194.0 101.0
## CV residual -24.6 -12.2 3.43 -44.0 6.21 33.2 33.8 41.4 46 54.6 -42.2
## 5336 5341 5346 5349 5353 5356 5357 5359 5361 5364 5366
## Predicted 135.8 135.3 128.7 130.9 149.7 124 157.2 118.95 119.31 114.2 89.5
## cvpred 135.3 134.7 128.1 130.3 149.1 125 158.4 120.41 120.22 115.6 89.1
## pm2.5 92.0 181.0 79.0 69.0 83.0 70 74.0 111.00 117.00 93.0 111.0
## CV residual -43.3 46.3 -49.1 -61.3 -66.1 -55 -84.4 -9.41 -3.22 -22.6 21.9
## 5368 5371 5373 5382 5383 5385 5386 5387 5465 5467 5468
## Predicted 92.8 111.1 137.1 147 145.8 144.2 137.50 135.31 52.1 72.9 75.67
## cvpred 92.4 110.7 136.6 147 145.4 143.8 138.91 136.75 51.5 72.3 75.01
## pm2.5 105.0 71.0 47.0 88 87.0 96.0 132.00 141.00 112.0 45.0 69.00
## CV residual 12.6 -39.7 -89.6 -59 -58.4 -47.8 -6.91 4.25 60.5 -27.3 -6.01
## 5470 5475 5476 5477 5482 5484 5489 5495 5498 5500 5502
## Predicted 84.44 134.5 134.5 139.14 103.9 82.5 71.3 112.4 137 137 137
## cvpred 83.77 133.8 133.8 138.45 103.3 82.0 70.7 111.7 137 137 137
## pm2.5 92.00 97.0 114.0 140.00 188.0 174.0 118.0 156.0 249 285 318
## CV residual 8.23 -36.8 -19.8 1.55 84.7 92.0 47.3 44.3 112 148 181
## 5503 5505 5509 5514 5515 5516 5523 5524 5526 5527 5531
## Predicted 136 127 113 124.9 124.9 133.4 103.8 102.1 102.1 102.15 86.3
## cvpred 135 127 112 124.4 124.4 132.8 105.2 103.5 103.5 103.53 87.7
## pm2.5 326 312 246 140.0 140.0 152.0 89.0 85.0 88.0 97.00 100.0
## CV residual 191 185 134 15.6 15.6 19.2 -16.2 -18.5 -15.5 -6.53 12.3
## 5534 5535 5537 5539 5542 5544 5546 5550 5551 5552 5559
## Predicted 102.7 109.4 103.1 113.5 95.2 128.7 128.7 93.5 89.4 93.5 76.3
## cvpred 103.9 108.8 102.5 112.9 95.9 129.9 129.9 94.8 90.7 94.8 75.7
## pm2.5 75.0 93.0 124.0 129.0 137.0 210.0 154.0 126.0 121.0 132.0 93.0
## CV residual -28.9 -15.8 21.5 16.1 41.1 80.1 24.1 31.2 30.3 37.2 17.3
## 5560 5561 5562 5563 5564 5570 5578 5579 5584 5586 5591
## Predicted 86.7 98.7 100.9 111.3 116.0 127 90.1 90.7 106.5 117.6 107.7
## cvpred 86.1 98.2 100.3 110.7 115.4 126 91.5 92.0 107.8 118.2 108.3
## pm2.5 116.0 146.0 138.0 144.0 151.0 62 50.0 35.0 44.0 21.0 13.0
## CV residual 29.9 47.8 37.7 33.3 35.6 -64 -41.5 -57.0 -63.8 -97.2 -95.3
## 5592 5595 5596 5597 5601 5604 5606 5609 5612 5613 5620
## Predicted 110 102.0 108 105.8 94.1 51.6 51.7 68.1 108.1 119.0 110.8
## cvpred 111 102.6 109 106.4 94.7 52.9 52.4 67.3 107.3 118.2 111.4
## pm2.5 9 17.0 4 8.0 23.0 12.0 17.0 15.0 38.0 45.0 56.0
## CV residual -102 -85.6 -105 -98.4 -71.7 -40.9 -35.4 -52.3 -69.3 -73.2 -55.4
## 5628 5630 5631 5632 5636 5639 5640 5643 5645 5648 5653
## Predicted 58.20 86.6 82.5 84.5 105.3 131.3 131.3 140 134.7 137.2 106
## cvpred 59.51 87.7 83.6 83.8 104.6 130.6 130.6 139 135.8 138.3 105
## pm2.5 62.00 63.0 57.0 65.0 70.0 169.0 157.0 173 190.0 182.0 202
## CV residual 2.49 -24.7 -26.6 -18.8 -34.6 38.4 26.4 34 54.2 43.7 97
## 5655 5656 5657 5660 5665 5666 5668 5670 5671 5675 5676
## Predicted 95.2 87.0 84.52 110.2 138.4 138.4 144.7 117.6 117.6 75.52 102.2
## cvpred 94.6 86.3 83.84 109.5 137.6 137.6 143.9 118.1 118.1 76.18 103.3
## pm2.5 127.0 117.0 87.00 34.0 61.0 72.0 77.0 83.0 76.0 74.00 81.0
## CV residual 32.4 30.7 3.16 -75.5 -76.6 -65.6 -66.9 -35.1 -42.1 -2.18 -22.3
## 5678 5679 5682 5684 5690 5695 5697 5698 5700 5707 5709
## Predicted 83.03 85.38 74.70 106.4 135.8 98.1 71.34 56.575 40.54 88.6 59.5
## cvpred 84.13 84.69 73.95 105.7 136.8 99.3 72.58 57.873 41.18 88.0 60.8
## pm2.5 82.00 75.00 71.00 81.0 124.0 81.0 71.00 57.000 44.00 45.0 101.0
## CV residual -2.13 -9.69 -2.95 -24.7 -12.8 -18.3 -1.58 -0.873 2.82 -43.0 40.2
## 5710 5714 5718 5722 5732 5736 5737 5739 5745 5752 5754
## Predicted 43.4 72.7 84.7 70.5 92.7 117.7 136.6 115.6 77.8 62.0 76.5
## cvpred 44.7 73.9 85.9 71.7 91.9 118.8 137.6 116.3 79.1 61.3 75.9
## pm2.5 26.0 33.0 46.0 41.0 42.0 44.0 44.0 127.0 47.0 16.0 35.0
## CV residual -18.7 -40.9 -39.9 -30.7 -49.9 -74.8 -93.6 10.7 -32.1 -45.3 -40.9
## 5756 5757 5760 5762 5763 5766 5767 5773 5777 5781 5783
## Predicted 99.5 120.8 134 143.4 103.5 120 147.5 100.84 72.9 105.22 128.2
## cvpred 98.8 120.1 133 144.5 104.8 121 148.6 100.27 72.3 104.57 127.5
## pm2.5 44.0 55.0 97 110.0 136.0 191 160.0 98.00 60.0 99.00 88.0
## CV residual -54.8 -65.1 -36 -34.5 31.2 70 11.4 -2.27 -12.3 -5.57 -39.5
## 5785 5787 5788 5789 5791 5793 5795 5796 5800 5801 5803
## Predicted 111.5 111.47 105.11 118 107.3 101.9 76.8 60.1 94.6 98.7 112.9
## cvpred 112.2 112.22 106.47 119 108.6 102.7 77.6 60.9 94.0 98.1 112.3
## pm2.5 102.0 107.00 100.00 103 130.0 77.0 95.0 83.0 58.0 88.0 70.0
## CV residual -10.2 -5.22 -6.47 -16 21.4 -25.7 17.4 22.1 -36.0 -10.1 -42.3
## 5805 5806 5811 5812 5813 5814 5815 5825 5826 5830 5832
## Predicted 127.9 126.3 141.2 114.5 141.7 104.0 104.0 108.5 104.45 131.6 130.5
## cvpred 127.3 125.7 142.3 115.2 142.9 105.4 105.4 107.9 103.79 132.8 129.7
## pm2.5 217.0 224.0 60.0 59.0 45.0 65.0 72.0 80.0 101.00 107.0 100.0
## CV residual 89.7 98.3 -82.3 -56.2 -97.9 -40.4 -33.4 -27.9 -2.79 -25.8 -29.7
## 5833 5834 5837 5844 5845 5849 5851 5853 5854 5855 5857
## Predicted 132.2 107.46 111.8 74.9 70.2 55.2 61.4 93.8 72.4 124.9 123.7
## cvpred 133.3 108.16 112.5 76.2 71.5 56.5 62.8 94.5 73.7 125.9 122.9
## pm2.5 99.0 105.00 95.0 61.0 52.0 55.0 37.0 59.0 53.0 73.0 82.0
## CV residual -34.3 -3.16 -17.5 -15.2 -19.5 -1.5 -25.8 -35.5 -20.7 -52.9 -40.9
## 5859 5864 5866 5870 5876 5877 5878 5879 5881 5884 5887
## Predicted 95.37 94.4 69.2 85.5 119 123.4 130 131.9 103 93.2 133.1
## cvpred 96.66 95.0 70.4 86.6 118 122.7 129 131.1 103 94.5 134.2
## pm2.5 105.00 36.0 59.0 39.0 143 191.0 211 224.0 254 135.0 93.0
## CV residual 8.34 -59.0 -11.4 -47.6 25 68.3 82 92.9 151 40.5 -41.2
## 5889 5893 5902 5905 5908 5910 5911 5916 5924 5926 5930
## Predicted 87.5 74.6 130.6 133.2 142.9 112 101.4 93.1 108 114.1 138.9
## cvpred 88.7 75.9 131.7 132.4 143.9 113 102.6 94.2 107 113.3 138.2
## pm2.5 100.0 52.0 118.0 155.0 81.0 101 93.0 74.0 89 90.0 88.0
## CV residual 11.3 -23.9 -13.7 22.6 -62.9 -12 -9.6 -20.2 -18 -23.3 -50.2
## 5933 5935 5936 5938 5945 5948 5956 5958 5960 5962 5963
## Predicted 140.7 147 143.2 124.3 99.22 116.5 144 119.2 104.3 79.2 77.6
## cvpred 141.7 148 144.2 125.4 98.63 115.8 145 119.9 105.7 80.6 78.4
## pm2.5 103.0 91 161.0 170.0 96.00 97.0 168 177.0 177.0 150.0 131.0
## CV residual -38.7 -57 16.8 44.6 -2.63 -18.8 23 57.1 71.3 69.4 52.6
## 5967 5968 5969 5973 5974 5976 5979 5981 5992 5995 5997
## Predicted 87.2 91.30 91.30 129.3 127 134.0 93.7 138.2 54.5 108.6 101.0
## cvpred 86.6 90.72 90.72 128.7 128 133.4 95.1 139.4 55.0 107.8 100.1
## pm2.5 103.0 95.00 99.00 224.0 232 229.0 278.0 201.0 41.0 54.0 58.0
## CV residual 16.4 4.28 8.28 95.3 104 95.6 182.9 61.6 -14.0 -53.8 -42.1
## 5998 5999 6002 6005 6006 6011 6013 6014 6018 6020 6022
## Predicted 125.4 125.4 140.2 114 114 87.3 59.0 59.4 77.2 114.6 113.0
## cvpred 126.4 126.4 141.1 114 114 86.4 59.9 58.5 76.3 113.8 112.1
## pm2.5 61.0 64.0 102.0 81 79 58.0 67.0 81.0 111.0 100.0 125.0
## CV residual -65.4 -62.4 -39.1 -33 -35 -28.4 7.1 22.5 34.7 -13.8 12.9
## 6027 6028 6031 6032 6033 6034 6035 6036 6039 6052 6053 6054
## Predicted 139.77 135.7 146.06 109 133 120 108 103 103 150.4 150 118.5
## cvpred 138.88 134.8 145.16 109 134 121 107 104 102 149.6 151 119.7
## pm2.5 142.00 122.0 154.00 213 216 227 210 220 204 200.0 189 108.0
## CV residual 3.12 -12.8 8.84 104 82 106 103 116 102 50.4 38 -11.7
## 6062 6064 6065 6066 6068 6070 6074 6078 6096 6101 6105 6108
## Predicted 11.3 6.65 10.8 6.65 46.3 139 64.4 117.3 129.4 108.4 80.0 34.7
## cvpred 12.5 7.89 12.0 7.89 47.5 140 65.6 117.7 130.5 109.7 81.3 35.4
## pm2.5 24.0 27.00 38.0 39.00 66.0 198 170.0 18.0 72.0 164.0 119.0 91.0
## CV residual 11.5 19.11 26.0 31.11 18.5 58 104.4 -99.7 -58.5 54.3 37.7 55.6
## 6111 6113 6116 6126 6127 6128 6133 6136 6138 6139 6142
## Predicted 38.0 43.7 79.3 145.1 105.2 101.4 69.6 44.0 56.6 69.2 111.9
## cvpred 37.3 43.0 78.5 146.1 106.4 102.6 70.7 43.4 55.9 68.5 111.1
## pm2.5 85.0 103.0 123.0 206.0 117.0 111.0 141.0 129.0 124.0 121.0 180.0
## CV residual 47.7 60.0 44.5 59.9 10.6 8.4 70.3 85.6 68.1 52.5 68.9
## 6147 6148 6149 6151 6156 6157 6158 6160 6162 6171 6177 6178
## Predicted 141 101 101 106.0 70.5 64.2 51.7 49.3 59.6 139 131 122
## cvpred 142 103 103 107.2 71.6 65.3 51.0 48.5 58.9 138 132 123
## pm2.5 277 310 242 136.0 182.0 177.0 183.0 128.0 166.0 360 334 333
## CV residual 135 207 139 28.8 110.4 111.7 132.0 79.5 107.1 222 202 210
## 6183 6188 6192 6193 6196 6197 6198 6202 6204 6211 6213
## Predicted 85.6 109 113 118.9 131.5 131.5 131.5 129.9 120 142.2 136.5
## cvpred 85.0 108 112 118.3 130.9 130.9 130.9 129.2 119 141.5 135.7
## pm2.5 190.0 240 254 203.0 200.0 181.0 176.0 226.0 247 224.0 170.0
## CV residual 105.0 132 142 84.7 69.1 50.1 45.1 96.8 128 82.5 34.3
## 6219 6224 6225 6233 6235 6236 6241 6244 6251 6252 6254 6255
## Predicted 148.7 153 145.5 124 125.8 155 120.1 151 118.5 109.1 100.6 107
## cvpred 147.9 154 144.6 124 126.2 156 120.5 151 118.8 110.1 101.7 107
## pm2.5 112.0 61 53.0 9 30.0 14 26.0 16 20.0 23.0 21.0 3
## CV residual -35.9 -93 -91.6 -115 -96.2 -142 -94.5 -135 -98.8 -87.1 -80.7 -104
## 6258 6261 6271 6275 6279 6280 6289 6290 6295 6296 6297
## Predicted 134 140.5 112.6 83.6 89.17 97.1 143.0 149.3 126.3 107.4 101.08
## cvpred 133 141.3 113.7 84.8 88.33 96.2 142.2 148.4 126.8 108.5 102.27
## pm2.5 23 54.0 55.0 87.0 79.00 70.0 84.0 91.0 115.0 121.0 109.00
## CV residual -110 -87.3 -58.7 2.2 -9.33 -26.2 -58.2 -57.4 -11.8 12.5 6.73
## 6299 6301 6302 6555 6556 6557 6558 6560 6562 6563 6566
## Predicted 93.2 93.2 94.8 150 111 104.8 150.9 120.5 126.1 73.6 89.4
## cvpred 94.4 94.4 96.0 151 112 105.7 151.6 120.7 126.9 74.7 90.3
## pm2.5 121.0 124.0 143.0 258 196 192.0 165.0 155.0 211.0 274.0 194.0
## CV residual 26.6 29.6 47.0 107 84 86.3 13.4 34.3 84.1 199.3 103.7
## 6574 6576 6577 6581 6584 6585 6587 6589 6591 6594 6595
## Predicted 122 94.0 96.2 114.5 112.0 112.0 74.6 61.7 59.2 72.4 77
## cvpred 121 95.2 97.4 115.7 113.2 113.2 75.7 62.8 60.3 73.4 78
## pm2.5 243 256.0 168.0 75.0 51.0 47.0 22.0 11.0 11.0 5.0 7
## CV residual 122 160.8 70.6 -40.7 -62.2 -66.2 -53.7 -51.8 -49.3 -68.4 -71
## 6598 6600 6608 6613 6614 6615 6616 6619 6620 6622 6624
## Predicted 80.1 98.9 58.0 18.31 5.45 -4.94 3.26 22.4 27.1 77.7 71.4
## cvpred 81.0 99.9 58.8 19.16 6.27 -4.13 4.12 23.3 27.9 78.5 72.2
## pm2.5 13.0 12.0 13.0 11.00 11.00 10.00 8.00 6.0 8.0 7.0 7.0
## CV residual -68.0 -87.9 -45.8 -8.16 4.73 14.13 3.88 -17.3 -19.9 -71.5 -65.2
## 6626 6631 6632 6633 6636 6637 6638 6639 6640 6641 6644
## Predicted 98.5 109.4 111.9 87.4 74.4 63.4 64.5 64.9 66.6 70.7 120
## cvpred 99.3 110.2 112.7 87.6 75.0 64.1 65.2 63.8 65.5 69.6 121
## pm2.5 23.0 22.0 27.0 22.0 15.0 17.0 21.0 24.0 24.0 26.0 27
## CV residual -76.3 -88.2 -85.7 -65.6 -60.0 -47.1 -44.2 -39.8 -41.5 -43.6 -94
## 6646 6647 6660 6661 6663 6666 6668 6672 6677 6678 6679
## Predicted 143.8 148 56.8 81.7 69 93.0 132.8 154.7 120.8 159.0 121.35
## cvpred 144.5 147 57.9 82.5 68 92.1 133.7 155.5 121.8 159.8 122.32
## pm2.5 47.0 41 44.0 39.0 55 72.0 99.0 192.0 151.0 136.0 115.00
## CV residual -97.5 -106 -13.9 -43.5 -13 -20.1 -34.7 36.5 29.2 -23.8 -7.32
## 6684 6690 6691 6692 6693 6697 6698 6704 6706 6710 6711 6712 6713
## Predicted 104 116 139 117 154 122 153 125 112 103 103 96.9 96.9
## cvpred 105 115 138 117 155 122 154 125 113 102 102 96.0 96.0
## pm2.5 263 264 320 372 435 505 465 388 384 355 348 344.0 330.0
## CV residual 158 149 182 255 280 383 311 263 271 253 246 248.0 234.0
## 6715 6717 6718 6719 6723 6725 6727 6728 6730 6732 6733 6735 6737
## Predicted 136 143 150 125 127 120 162 124 119 128 122 103 81.5
## cvpred 137 142 149 125 127 121 163 125 119 129 121 102 80.6
## pm2.5 252 327 365 391 458 431 387 349 348 344 369 422 175.0
## CV residual 115 185 216 266 331 310 224 224 229 215 248 320 94.4
## 6741 6746 6749 6752 6753 6758 6759 6763 6765 6769 6776 6778 6779
## Predicted 127 159 162 125 131 124 130 119 119 139 166 156 148
## cvpred 128 158 163 126 132 123 129 120 120 139 167 155 149
## pm2.5 400 290 283 311 318 350 374 449 411 434 385 397 392
## CV residual 272 132 120 185 186 227 245 329 291 295 218 242 243
## 6780 6782 6783 6790 6793 6797 6802 6811 6815 6817 6818 6823
## Predicted 148 139 134 152 112.3 100 92.5 49.3 137 107.6 143 116.1
## cvpred 147 138 135 151 113.4 101 92.8 50.1 137 108.3 144 116.7
## pm2.5 408 420 399 394 32.0 4 4.0 13.0 21 37.0 30 33.0
## CV residual 261 282 264 243 -81.4 -97 -88.8 -37.1 -116 -71.3 -114 -83.7
## 6824 6828 6836 6841 6842 6845 6846 6847 6848 6849 6850
## Predicted 154 54.8 120.8 151.2 157.5 165 121.4 138.7 121.4 111.3 136.4
## cvpred 154 55.6 119.5 151.8 158.1 166 122.2 138.9 122.2 112.2 137.1
## pm2.5 48 31.0 55.0 168.0 187.0 118 111.0 99.0 86.0 66.0 56.0
## CV residual -106 -24.6 -64.5 16.2 28.9 -48 -11.2 -39.9 -36.2 -46.2 -81.1
## 6851 6852 6856 6859 6861 6862 6864 6867 6868 6869 6873
## Predicted 77.7 108.8 80.2 113.5 149.4 138.6 101.7 48.7 125 70.0 40.3
## cvpred 78.6 109.5 79.1 112.5 148.3 139.4 102.7 49.4 124 70.7 40.9
## pm2.5 55.0 63.0 107.0 114.0 164.0 193.0 118.0 13.0 13 10.0 22.0
## CV residual -23.6 -46.5 27.9 1.5 15.7 53.6 15.3 -36.4 -111 -60.7 -18.9
## 6874 6875 6883 6884 6891 6902 6908 6913 6916 6919 6922
## Predicted 27.7 12.66 21.63 26.3 45.7 60.0 79.3 157 126.57 171.1 67.9
## cvpred 28.4 13.31 22.35 27.0 46.3 58.7 78.1 158 127.33 171.6 68.1
## pm2.5 12.0 22.00 21.00 16.0 15.0 24.0 67.0 111 134.00 97.0 34.0
## CV residual -16.4 8.69 -1.35 -11.0 -31.3 -34.7 -11.1 -47 6.67 -74.6 -34.1
## 6924 6926 6927 6930 6934 6939 6940 6942 6945 6955 6956
## Predicted 101.61 98.9 103.0 111.4 114.0 97.6 95.7 92.2 94.7 104.1 112.3
## cvpred 100.38 97.7 101.8 110.3 112.7 96.1 94.1 90.5 93.0 104.3 112.5
## pm2.5 106.00 79.0 50.0 47.0 46.0 27.0 24.0 23.0 44.0 59.0 64.0
## CV residual 5.62 -18.7 -51.8 -63.3 -66.7 -69.1 -70.1 -67.5 -49.0 -45.3 -48.5
## 6959 6961 6975 6976 6977 6980 6981 6982 6983 6985 6987 6991
## Predicted 123.4 119.3 114.4 114.4 118.5 157 116.9 151 157 106.5 152 151
## cvpred 121.9 117.7 115.1 115.1 119.2 157 117.6 151 157 107.2 153 151
## pm2.5 80.0 81.0 79.0 75.0 68.0 47 47.0 41 38 42.0 40 61
## CV residual -41.9 -36.7 -36.1 -40.1 -51.2 -110 -70.6 -110 -119 -65.2 -113 -90
## 6994 6995 6996 6997 7000 7001 7003 7013 7015 7016 7021
## Predicted 145.1 145.1 138.8 134.6 136.2 127.8 138.7 112.1 145.1 101.1 128.4
## cvpred 145.5 145.5 139.3 133.2 134.8 128.3 137.3 112.1 145.5 101.7 128.9
## pm2.5 73.0 60.0 81.0 79.0 87.0 93.0 79.0 92.0 79.0 86.0 74.0
## CV residual -72.5 -85.5 -58.3 -54.2 -47.8 -35.3 -58.3 -20.1 -66.5 -15.7 -54.9
## 7022 7023 7025 7026 7040 7041 7044 7048 7050 7052 7053
## Predicted 130.0 131.6 107 108.5 111.1 114.2 109.6 139.9 135.8 146 121.0
## cvpred 130.5 132.1 107 108.6 111.9 114.4 109.7 138.7 134.6 145 121.3
## pm2.5 87.0 79.0 78 73.0 100.0 103.0 140.0 127.0 105.0 115 161.0
## CV residual -43.5 -53.1 -29 -35.6 -11.9 -11.4 30.3 -11.7 -29.6 -30 39.7
## 7054 7059 7062 7066 7069 7073 7077 7080 7081 7085 7087
## Predicted 145.8 145.8 112 144.15 139.9 140.5 116.4 105.3 105.3 146.8 113.2
## cvpred 146.4 146.4 113 144.76 138.7 141.2 116.6 106.2 106.2 147.5 114.1
## pm2.5 180.0 164.0 142 147.00 165.0 201.0 204.0 174.0 178.0 158.0 164.0
## CV residual 33.6 17.6 29 2.24 26.3 59.8 87.4 67.8 71.8 10.5 49.9
## 7093 7099 7102 7106 7107 7109 7110 7111 7113 7114 7119 7122
## Predicted 109 121 150 109 115 115 115 115 118.3 115.3 111 99.0
## cvpred 109 121 151 110 116 116 116 116 118.6 115.5 111 98.9
## pm2.5 225 271 275 256 251 260 252 234 218.0 63.0 8 11.0
## CV residual 116 150 124 146 135 144 136 118 99.4 -52.5 -103 -87.9
## 7123 7128 7131 7134 7137 7141 7142 7143 7146 7149 7151
## Predicted 101.2 81.7 59.6 43.2 47.6 19.38 14.71 1.85 10.89 23.26 52.4
## cvpred 101.1 82.2 59.9 43.4 47.9 19.76 15.12 2.23 11.18 23.46 51.9
## pm2.5 13.0 15.0 10.0 7.0 17.0 11.00 12.00 12.00 8.00 14.00 9.0
## CV residual -88.1 -67.2 -49.9 -36.4 -30.9 -8.76 -3.12 9.77 -3.18 -9.46 -42.9
## 7155 7156 7158 7164 7165 7170 7182 7185 7186 7187 7188
## Predicted 35.1 41.4 63.1 17.13 4.26 59 123.7 115.2 131.5 112.3 86.9
## cvpred 35.2 41.4 63.1 17.17 4.28 57 123.3 114.9 131.6 112.5 87.0
## pm2.5 7.0 4.0 4.0 9.00 10.00 8 76.0 92.0 82.0 69.0 73.0
## CV residual -28.2 -37.4 -59.1 -8.17 5.72 -49 -47.3 -22.9 -49.6 -43.5 -14.0
## 7190 7193 7201 7203 7204 7207 7208 7209 7210 7212 7215 7216
## Predicted 77.6 83.2 114.8 132.1 116.41 119.2 117.0 101 75.43 45.6 23.1 19.0
## cvpred 77.7 81.6 115.2 131.9 116.82 119.5 117.3 101 75.89 46.1 23.8 19.7
## pm2.5 89.0 97.0 176.0 174.0 107.00 89.0 82.0 76 83.00 67.0 37.0 44.0
## CV residual 11.3 15.4 60.8 42.1 -9.82 -30.5 -35.3 -25 7.11 20.9 13.2 24.3
## 7223 7228 7230 7232 7238 7240 7245 7246 7248 7251 7252
## Predicted 120.5 156.0 112.0 107.9 4.54 -5.85 67.8 72.5 94.8 107.4 101.1
## cvpred 120.8 156.3 112.5 108.4 5.13 -5.27 66.3 71.0 95.3 107.9 101.6
## pm2.5 41.0 79.0 88.0 76.0 34.00 19.00 42.0 49.0 51.0 75.0 69.0
## CV residual -79.8 -77.3 -24.5 -32.4 28.87 24.27 -24.3 -22.0 -44.3 -32.9 -32.6
## 7253 7258 7264 7265 7266 7267 7270 7277 7280 7282 7284
## Predicted 103.3 71.1 29.4 43.9 63.2 121.0 134.1 106.51 108.7 65.0 37.3
## cvpred 103.8 71.1 29.8 44.3 61.7 121.4 134.5 107.02 109.2 65.6 38.0
## pm2.5 57.0 38.0 9.0 15.0 24.0 45.0 92.0 117.00 57.0 47.0 64.0
## CV residual -46.8 -33.1 -20.8 -29.3 -37.7 -76.4 -42.5 9.98 -52.2 -18.6 26.0
## 7286 7288 7289 7290 7299 7301 7302 7303 7305 7362 7363
## Predicted 16.0 52.8 0.647 11.0 91.7 107 92.3 111.7 65.1 94.5 113.0
## cvpred 16.7 53.3 1.278 11.7 92.3 107 92.8 112.2 65.0 93.2 113.4
## pm2.5 60.0 30.0 22.000 24.0 71.0 86 61.0 58.0 41.0 61.0 75.0
## CV residual 43.3 -23.3 20.722 12.3 -21.3 -21 -31.8 -54.2 -24.0 -32.2 -38.4
## 7364 7365 7372 7374 7375 7377 7379 7385 7386 7387 7394
## Predicted 130.2 140.60 113.6 119.9 109 86.8 44.96 52.41 65.0 81.7 115.5
## cvpred 130.6 141.01 114.1 120.4 110 87.3 45.55 51.05 63.6 80.3 116.1
## pm2.5 109.0 143.00 51.0 85.0 53 55.0 41.00 44.00 39.0 43.0 148.0
## CV residual -21.6 1.99 -63.1 -35.4 -57 -32.3 -4.55 -7.05 -24.6 -37.3 31.9
## 7395 7396 7399 7402 7404 7405 7413 7415 7416 7421 7423
## Predicted 159.5 123 113.0 79.9 39.73 70.6 149.00 151.2 157 127.70 176.1
## cvpred 159.8 124 113.6 80.5 40.39 71.1 149.52 151.7 158 128.36 176.5
## pm2.5 130.0 98 79.0 54.0 49.00 51.0 154.00 187.0 232 122.00 147.0
## CV residual -29.8 -26 -34.6 -26.5 8.61 -20.1 4.48 35.3 74 -6.36 -29.5
## 7438 7439 7442 7443 7448 7450 7452 7454 7455 7457 7458 7461
## Predicted 162 128 122 122 86.9 58.5 41.8 46.5 42.4 43.0 48.2 53.4
## cvpred 163 129 123 123 87.7 59.2 42.5 47.1 43.0 43.5 48.7 53.8
## pm2.5 419 463 479 343 14.0 11.0 16.0 11.0 15.0 13.0 16.0 9.0
## CV residual 256 334 356 220 -73.7 -48.2 -26.5 -36.1 -28.0 -30.5 -32.7 -44.8
## 7462 7465 7470 7472 7474 7477 7485 7489 7506 7509 7523
## Predicted 51.8 58.1 72.0 60.6 74.4 21.5 64.5 131 114.7 118.72 131.3
## cvpred 52.2 58.5 72.5 61.0 74.2 21.8 64.1 130 113.2 119.18 131.6
## pm2.5 10.0 18.0 7.0 9.0 7.0 10.0 21.0 21 66.0 111.00 59.0
## CV residual -42.2 -40.5 -65.5 -52.0 -67.2 -11.8 -43.1 -109 -47.2 -8.18 -72.6
## 7524 7529 7530 7537 7538 7542 7545 7547 7549 7550 7557
## Predicted 116.2 117.13 137.6 157.1 152.9 126.2 91.2 91.2 91.2 91.2 128
## cvpred 116.5 115.73 136.2 157.6 151.5 126.9 91.9 91.9 91.9 91.9 128
## pm2.5 77.0 122.00 118.0 213.0 193.0 138.0 153.0 17.0 10.0 12.0 11
## CV residual -39.5 6.27 -18.2 55.4 41.5 11.1 61.1 -74.9 -81.9 -79.9 -117
## 7564 7565 7566 7567 7569 7578 7580 7581 7586 7587 7589
## Predicted 128 128 128.0 138 132.1 104.1 33.5 33.5 33.5 33.5 46.1
## cvpred 128 128 128.4 139 132.5 103.8 33.7 33.7 33.7 33.7 46.3
## pm2.5 9 12 30.0 37 43.0 120.0 115.0 125.0 16.0 12.0 10.0
## CV residual -119 -116 -98.4 -102 -89.5 16.2 81.3 91.3 -17.7 -21.7 -36.3
## 7596 7598 7600 7603 7605 7608 7613 7614 7616 7617 7620
## Predicted 52.1 52.1 52.1 64.5 82.6 82.6 82.6 82.6 82.6 82.6 82.6
## cvpred 52.3 52.3 52.3 64.6 82.8 82.8 82.8 82.8 82.8 82.8 82.8
## pm2.5 8.0 15.0 14.0 10.0 31.0 29.0 21.0 41.0 27.0 22.0 44.0
## CV residual -44.3 -37.3 -38.3 -54.6 -51.8 -53.8 -61.8 -41.8 -55.8 -60.8 -38.8
## 7621 7622 7632 7636 7640 7642 7645 7646 7650 7654 7656
## Predicted 82.6 82.6 82.6 82.6 82.6 82.6 82.6 82.6 124.8 124.80 124.8
## cvpred 82.8 82.8 82.8 82.8 82.8 82.8 82.8 82.8 125.2 125.19 125.2
## pm2.5 25.0 24.0 12.0 17.0 20.0 21.0 45.0 50.0 68.0 124.00 152.0
## CV residual -57.8 -58.8 -70.8 -65.8 -62.8 -61.8 -37.8 -32.8 -57.2 -1.19 26.8
## 7658 7660 7661 7663 7664 7665 7667 7668 7669 7672 7673
## Predicted 124.8 124.8 124.8 124.80 124.8 124.8 124.8 124.8 124.8 124.8 124.8
## cvpred 125.2 125.2 125.2 125.19 125.2 125.2 125.2 125.2 125.2 125.2 125.2
## pm2.5 213.0 208.0 191.0 124.00 108.0 94.0 94.0 105.0 90.0 66.0 77.0
## CV residual 87.8 82.8 65.8 -1.19 -17.2 -31.2 -31.2 -20.2 -35.2 -59.2 -48.2
## 7674 7676 7678 7682 7683 7684 7689 7691 7692 7695 7696
## Predicted 124.80 124.80 124.8 125 131 131 129.46 142.0 125.3 108 114
## cvpred 125.19 125.19 125.2 125 131 131 129.83 142.2 125.5 106 112
## pm2.5 116.00 135.00 196.0 276 275 255 133.00 154.0 197.0 331 400
## CV residual -9.19 9.81 70.8 151 144 124 3.17 11.8 71.5 225 288
## 7705 7707 7708 7714 7716 7717 7719 7727 7728 7731 7733 7735 7736
## Predicted 142 132 132 117 95.8 131 135 164 137 137 141 148 144
## cvpred 141 133 133 118 96.4 131 134 165 137 137 141 149 145
## pm2.5 521 391 354 325 346.0 299 304 480 482 562 488 453 466
## CV residual 380 258 221 207 249.6 168 170 315 345 425 347 304 321
## 7739 7740 7741 7743 7745 7746 7747 7751 7752 7753 7757 7760 7761
## Predicted 154 135 129 107 131.39 140 165.5 165 140 158 146 145 128
## cvpred 155 136 128 106 131.93 139 164.1 166 141 158 147 145 129
## pm2.5 559 557 540 230 135.00 95 106.0 277 371 454 296 271 262
## CV residual 404 421 412 124 3.07 -44 -58.1 111 230 296 149 126 133
## 7764 7765 7766 7768 7775 7778 7780 7783 7784 7785 7787 7790
## Predicted 85.8 117 112 107.6 181 189 147 137 95.9 61.2 42.1 35.8
## cvpred 86.5 117 113 108.1 182 190 147 137 96.6 61.8 42.5 36.2
## pm2.5 202.0 219 214 207.0 432 462 398 287 210.0 139.0 28.0 14.0
## CV residual 115.5 102 101 98.9 250 272 251 150 113.4 77.2 -14.5 -22.2
## 7792 7793 7798 7802 7804 7811 7815 7824 7825 7827 7828
## Predicted 34.7 34.7 72.3 158 165 58.4 59.4 154.0 167.0 153.7 147.4
## cvpred 35.1 35.1 72.5 158 163 58.7 59.5 154.1 165.3 153.8 147.5
## pm2.5 8.0 10.0 19.0 25 49 46.0 24.0 223.0 228.0 236.0 218.0
## CV residual -27.1 -25.1 -53.5 -133 -114 -12.7 -35.5 68.9 62.7 82.2 70.5
## 7829 7834 7838 7842 7843 7848 7850 7855 7856 7860 7861 7862
## Predicted 157.8 129 105 126.9 119 96.3 123 123.9 60.0 26.70 26.70 22.04
## cvpred 157.9 129 103 127.1 119 96.7 123 124.3 60.3 26.86 26.86 22.21
## pm2.5 222.0 203 213 217.0 258 264.0 238 88.0 27.0 17.00 18.00 17.00
## CV residual 64.1 74 110 89.9 139 167.3 115 -36.3 -33.3 -9.86 -8.86 -5.21
## 7865 7870 7872 7873 7883 7884 7885 7889 7894 7902 7906
## Predicted 26.7 63.7 90.7 97.0 79.213 101.9 90.9 81.7 128 134.9 124
## cvpred 26.9 63.7 90.8 97.1 79.378 101.8 90.9 79.9 128 135.1 124
## pm2.5 13.0 22.0 23.0 16.0 80.000 55.0 49.0 52.0 146 62.0 93
## CV residual -13.9 -41.7 -67.8 -81.1 0.622 -46.8 -41.9 -27.9 18 -73.1 -31
## 7907 7910 7911 7914 7921 7925 7929 7938 7940 7942 7943
## Predicted 114.9 92.5 118.29 124.58 17.8 46.8 47.2 60.1 114.9 123.6 127.7
## cvpred 115.2 92.2 118.47 124.75 18.0 46.9 47.2 59.5 112.8 121.6 125.7
## pm2.5 96.0 137.0 127.00 127.00 43.0 30.0 19.0 18.0 43.0 35.0 45.0
## CV residual -19.2 44.8 8.53 2.25 25.0 -16.9 -28.2 -41.5 -69.8 -86.6 -80.7
## 7956 7957 7958 7961 7962 7965 7966 7969 7970 7971 7973 7980
## Predicted 74.5 103.4 97.1 78.1 126 160 154 173 148 154 126 110.80
## cvpred 74.7 103.4 97.1 77.7 124 160 152 173 148 154 127 111.27
## pm2.5 173.0 136.0 141.0 202.0 229 316 354 443 418 376 248 121.00
## CV residual 98.3 32.6 43.9 124.3 105 156 202 270 270 222 121 9.73
## 7984 7986 7989 7991 7992 7996 7999 8004 8005 8008 8015
## Predicted 155.3 167.9 181.6 140.1 137.9 143.9 185.9 175.6 175.0 167.3 172.4
## cvpred 155.7 168.2 181.8 140.5 138.3 144.3 186.1 175.9 175.3 167.7 170.9
## pm2.5 98.0 130.0 173.0 172.0 213.0 236.0 159.0 240.0 256.0 242.0 249.0
## CV residual -57.7 -38.2 -8.8 31.5 74.7 91.7 -27.1 64.1 80.7 74.3 78.1
## 8018 8019 8020 8023 8026 8028 8030 8038 8039 8040 8041 8043
## Predicted 179.9 179.9 175.8 177.8 184 156 182.3 145 145 149 145 144.6
## cvpred 180.2 180.2 176.1 176.3 184 156 182.7 145 145 149 145 145.2
## pm2.5 256.0 252.0 248.0 239.0 233 258 261.0 288 284 275 270 240.0
## CV residual 75.8 71.8 71.9 62.7 49 102 78.3 143 139 126 125 94.8
## 8045 8046 8051 8057 8058 8062 8069 8070 8073 8078 8079
## Predicted 142 76.5 49.5 48.5 46.9 90.5 95.3 105.7 138 88.0 85.0
## cvpred 143 77.0 49.8 48.6 47.0 90.0 95.4 105.8 137 86.2 83.2
## pm2.5 235 142.0 39.0 12.0 14.0 17.0 11.0 13.0 41 73.0 65.0
## CV residual 92 65.0 -10.8 -36.6 -33.0 -73.0 -84.4 -92.8 -96 -13.2 -18.2
## 8081 8086 8087 8089 8090 8091 8093 8094 8100 8101 8102
## Predicted 84.4 152.0 164.6 138.3 132.1 139.96 141.6 129.01 91.3 87.3 71.6
## cvpred 84.0 152.1 164.6 138.6 132.4 140.28 141.9 129.36 91.7 87.0 72.0
## pm2.5 71.0 174.0 193.0 193.0 167.0 145.00 129.0 122.00 139.0 120.0 116.0
## CV residual -13.0 21.9 28.4 54.4 34.6 4.72 -12.9 -7.36 47.3 33.0 44.0
## 8112 8121 8123 8124 8125 8127 8130 8133 8135 8139 8141
## Predicted 154 100.9 67.1 33.1 31.5 28.0 42.5 45.1 41.6 42.1 53.1
## cvpred 154 101.3 67.0 33.6 32.0 28.4 42.8 45.2 41.6 42.1 53.1
## pm2.5 309 113.0 22.0 16.0 18.0 16.0 9.0 11.0 8.0 9.0 10.0
## CV residual 155 11.7 -45.0 -17.6 -14.0 -12.4 -33.8 -34.2 -33.6 -33.1 -43.1
## 8145 8150 8155 8156 8157 8161 8164 8165 8170 8172 8175
## Predicted 57.7 10.66 20.20 60.0 70.3 89.7 95.1 96.8 111.7 75.9 77.7
## cvpred 57.7 10.61 20.16 57.9 68.3 87.7 93.2 94.8 109.9 74.1 76.0
## pm2.5 15.0 13.00 16.00 20.0 32.0 61.0 43.0 43.0 68.0 27.0 41.0
## CV residual -42.7 2.39 -4.16 -37.9 -36.3 -26.7 -50.2 -51.8 -41.9 -47.1 -35.0
## 8177 8184 8187 8190 8191 8193 8197 8198 8200 8203 8205
## Predicted 85.6 122.4 110.1 95.9 86.1 131 59.3 94.6 44.3 53.3 76.9
## cvpred 83.9 122.8 110.5 96.3 86.5 131 59.7 94.7 44.7 53.6 77.1
## pm2.5 46.0 67.0 73.0 62.0 29.0 19 27.0 21.0 13.0 13.0 29.0
## CV residual -37.9 -55.8 -37.5 -34.3 -57.5 -112 -32.7 -73.7 -31.7 -40.6 -48.1
## 8206 8210 8218 8219 8223 8227 8232 8236 8240 8241 8251
## Predicted 120.8 157.7 167.0 156.6 134.9 128 135 149.1 199.1 172.1 59.4
## cvpred 120.9 157.8 167.2 156.8 135.2 129 136 149.7 199.4 170.7 59.5
## pm2.5 61.0 126.0 146.0 159.0 211.0 243 241 212.0 231.0 221.0 13.0
## CV residual -59.9 -31.8 -21.2 2.2 75.8 114 105 62.3 31.6 50.3 -46.5
## 8261 8264 8266 8267 8268 8269 8271 8273 8280 8282 8285 8286
## Predicted 103 107.0 139 120.0 99.2 96.2 99.4 107.4 163 175 134.2 143
## cvpred 103 107.1 137 118.1 97.3 94.3 97.5 105.5 163 175 134.5 143
## pm2.5 16 19.0 35 47.0 40.0 41.0 49.0 46.0 119 131 102.0 105
## CV residual -87 -88.1 -102 -71.1 -57.3 -53.3 -48.5 -59.5 -44 -44 -32.5 -38
## 8287 8289 8301 8302 8304 8305 8307 8308 8311 8316 8317
## Predicted 140.5 137 156.2 146.1 91.0 95.7 92.7 89.2 89.7 66.0 67.6
## cvpred 140.8 137 156.3 146.2 90.6 95.2 92.1 88.5 89.0 65.1 66.8
## pm2.5 100.0 107 139.0 140.0 171.0 140.0 11.0 8.0 10.0 18.0 17.0
## CV residual -40.8 -30 -17.3 -6.2 80.4 44.8 -81.1 -80.5 -79.0 -47.1 -49.8
## 8319 8322 8323 8336 8342 8346 8349 8354 8356 8364 8367
## Predicted 56.7 67.6 71.6 96.0 49.5 49.5 63.5 66.3 66.5 59.1 61.2
## cvpred 55.8 66.8 71.4 95.7 49.3 49.3 63.2 65.9 66.1 58.8 61.0
## pm2.5 15.0 9.0 17.0 15.0 16.0 16.0 16.0 12.0 13.0 22.0 17.0
## CV residual -40.8 -57.8 -54.4 -80.7 -33.3 -33.3 -47.2 -53.9 -53.1 -36.8 -44.0
## 8370 8373 8384 8385 8386 8388 8389 8390 8391 8393 8396 8400
## Predicted 58.2 116.3 130 144 137.3 48.72 41.6 38.5 33.9 100.7 120.9 79.0
## cvpred 58.0 114.1 128 144 137.1 48.74 41.6 38.6 34.0 98.8 119.1 79.2
## pm2.5 13.0 43.0 41 39 40.0 56.00 63.0 58.0 50.0 81.0 60.0 95.0
## CV residual -45.0 -71.1 -87 -105 -97.1 7.26 21.4 19.4 16.0 -17.8 -59.1 15.8
## 8404 8408 8409 8411 8412 8416 8417 8418 8420 8421 8422
## Predicted 79.5 117.5 138.3 117.8 84.6 71.2 91.94 104.5 157.0 134.0 162
## cvpred 79.7 117.7 138.5 117.9 82.8 69.4 90.17 102.7 155.2 133.7 160
## pm2.5 36.0 40.0 71.0 64.0 65.0 93.0 87.00 136.0 145.0 205.0 282
## CV residual -43.7 -77.7 -67.5 -53.9 -17.8 23.6 -3.17 33.3 -10.2 71.3 122
## 8425 8430 8433 8434 8435 8436 8446 8447 8448 8449 8451 8455
## Predicted 134 154.4 188 137 116.4 141.8 184 180 174 134 169 119.2
## cvpred 134 154.7 188 138 116.8 141.9 184 180 174 135 170 119.5
## pm2.5 374 231.0 242 249 211.0 201.0 290 308 454 528 489 133.0
## CV residual 240 76.3 54 111 94.2 59.1 106 128 280 393 319 13.5
## 8456 8460 8471 8472 8474 8475 8477 8478 8483 8484 8485
## Predicted 40.5 34.7 88.2 106.6 148.8 132.5 169.3 171.4 121 104 41.0
## cvpred 40.7 35.1 86.4 106.7 148.8 132.1 169.3 171.4 122 104 41.4
## pm2.5 105.0 49.0 126.0 144.0 187.0 200.0 233.0 221.0 352 227 175.0
## CV residual 64.3 13.9 39.6 37.3 38.2 67.9 63.7 49.6 230 123 133.6
## 8487 8488 8489 8490 8491 8494 8503 8506 8507 8509 8510 8511
## Predicted 51.2 57.0 78.3 80.5 80.5 159.4 169 173.0 150 147 138 136
## cvpred 49.6 55.3 76.6 78.8 78.8 159.5 169 173.1 150 146 139 136
## pm2.5 129.0 196.0 117.0 104.0 115.0 237.0 346 206.0 224 441 425 439
## CV residual 79.4 140.7 40.4 25.2 36.2 77.5 177 32.9 74 295 286 303
## 8512 8518 8522 8524 8533 8539 8540 8542 8543 8548 8552 8554
## Predicted 136 179 196 148 40.0 54.6 46.7 50.3 50.9 83.4 48.7 51.2
## cvpred 135 179 196 149 40.3 54.0 46.1 49.6 50.2 83.4 48.4 50.9
## pm2.5 427 611 573 397 23.0 17.0 27.0 24.0 18.0 12.0 17.0 17.0
## CV residual 292 432 377 248 -17.3 -37.0 -19.1 -25.6 -32.2 -71.4 -31.4 -33.9
## 8557 8561 8562 8566 8571 8572 8573 8574 8577 8580 8586
## Predicted 43.3 47.8 64.4 98.8 69.9 74.5 74.5 82.5 80.8 51.0 69.6
## cvpred 42.9 46.7 63.4 98.2 69.4 74.1 74.1 82.0 80.3 50.6 68.6
## pm2.5 24.0 24.0 21.0 52.0 26.0 27.0 28.0 19.0 21.0 34.0 51.0
## CV residual -18.9 -22.7 -42.4 -46.2 -43.4 -47.1 -46.1 -63.0 -59.3 -16.6 -17.6
## 8590 8591 8597 8603 8610 8616 8620 8622 8627 8632 8633
## Predicted 143.8 95.7 69.7 88.4 125.2 117.4 110 111.1 91.6 60.66 107.3
## cvpred 143.3 95.4 69.4 87.6 123.1 117.3 110 111.2 91.8 60.87 105.4
## pm2.5 103.0 116.0 18.0 25.0 89.0 135.0 26 22.0 32.0 55.00 43.0
## CV residual -40.3 20.6 -51.4 -62.6 -34.1 17.7 -84 -89.2 -59.8 -5.87 -62.4
## 8634 8639 8642 8643 8644 8645 8651 8653 8657 8661 8662
## Predicted 113.6 163 143.8 139.7 141.3 195.4 151.6 83.3 64.7 58.7 77.9
## cvpred 111.7 163 143.9 139.8 141.4 195.3 151.7 83.7 65.1 58.9 78.1
## pm2.5 34.0 58 92.0 130.0 161.0 151.0 130.0 119.0 31.0 20.0 29.0
## CV residual -77.7 -105 -51.9 -9.8 19.6 -44.3 -21.7 35.3 -34.1 -38.9 -49.1
## 8668 8671 8672 8673 8674 8675 8678 8679 8682 8688 8693
## Predicted 94.1 96.3 96.3 92.5 86.2 76.1 49.0 50.6 108.0 138.3 160
## cvpred 94.1 96.3 96.3 92.5 86.2 76.2 49.1 50.7 107.9 137.6 160
## pm2.5 16.0 16.0 19.0 14.0 15.0 18.0 19.0 17.0 20.0 67.0 34
## CV residual -78.1 -80.3 -77.3 -78.5 -71.2 -58.2 -30.1 -33.7 -87.9 -70.6 -126
## 8694 8696 8700 8703 8706 8707 8712 8713 8714 8717 8718
## Predicted 158 130.9 96.6 86.2 73.4 80.5 84.1 86.3 92.6 90.1 93.4
## cvpred 157 130.3 96.8 86.4 73.4 80.5 84.1 86.2 92.5 90.0 93.3
## pm2.5 34 42.0 56.0 30.0 15.0 13.0 18.0 17.0 17.0 14.0 14.0
## CV residual -123 -88.3 -40.8 -56.4 -58.4 -67.5 -66.1 -69.2 -75.5 -76.0 -79.3
## 8719 8722 8725 8729 8739 8743 8744 8752 8756 8759 8760
## Predicted 87.7 87.7 70.4 74.5 87.5 89.6 93.7 63.7 73.0 78.2 76.6
## cvpred 87.5 87.5 70.3 74.4 87.2 89.4 93.5 63.6 72.9 78.0 76.4
## pm2.5 15.0 18.0 13.0 19.0 20.0 14.0 16.0 19.0 27.0 16.0 22.0
## CV residual -72.5 -69.5 -57.3 -55.4 -67.2 -75.4 -77.5 -44.6 -45.9 -62.0 -54.4
## 8785 8788 8790 8796 8798 8804 8811 8812 8813 8820 8821
## Predicted 86.5 88.7 93.4 72.4 91.9 124.4 112.2 120.1 149.4 132.5 127.4
## cvpred 86.3 88.5 92.6 71.6 91.6 124.1 111.5 119.4 147.3 130.4 127.2
## pm2.5 36.0 19.0 17.0 24.0 37.0 63.0 85.0 143.0 181.0 87.0 93.0
## CV residual -50.3 -69.5 -75.6 -47.6 -54.6 -61.1 -26.5 23.6 33.7 -43.4 -34.2
## 8822 8825 8826 8829 8830 8833 8836 8837 8840 8841 8842
## Predicted 122.7 116 122.4 129 153.9 127 121.887 134.5 174 130.4 137.0
## cvpred 122.6 116 122.2 128 153.6 127 121.867 134.4 174 130.3 136.4
## pm2.5 134.0 184 175.0 286 225.0 233 121.000 77.0 67 59.0 74.0
## CV residual 11.4 68 52.8 158 71.4 106 -0.867 -57.4 -107 -71.3 -62.4
## 8843 8847 8848 8851 8852 8853 8854 8858 8861 8862 8866
## Predicted 144.8 61.7 59.2 68.54 62.81 71.3 69.7 78.7 85.6 81.5 78.2
## cvpred 144.7 61.8 59.4 68.64 62.88 71.3 69.7 78.6 85.4 81.3 78.0
## pm2.5 89.0 84.0 90.0 73.00 68.00 58.0 53.0 31.0 27.0 23.0 21.0
## CV residual -55.7 22.2 30.6 4.36 5.12 -13.3 -16.7 -47.6 -58.4 -58.3 -57.0
## 8870 8871 8872 8873 8875 8876 8878 8880 8881 8885 8887
## Predicted 54.7 54.1 52.5 52.5 67.5 65.9 69.0 65.7 72.0 78.9 77.2
## cvpred 54.6 54.0 52.4 52.4 67.4 65.8 68.8 65.5 71.8 78.6 77.0
## pm2.5 19.0 16.0 18.0 18.0 10.0 16.0 17.0 12.0 13.0 13.0 9.0
## CV residual -35.6 -38.0 -34.4 -34.4 -57.4 -49.8 -51.8 -53.5 -58.8 -65.6 -68.0
## 8899 8900 8903 8908 8909 8910 8911 8914 8917 8919 8921
## Predicted 51.0 57.2 70.4 98.8 98.9 106.7 106.7 74.7 59.1 86.6 96.6
## cvpred 50.8 57.1 70.2 98.6 98.0 106.5 106.5 74.6 59.0 86.4 94.5
## pm2.5 21.0 22.0 28.0 27.0 17.0 13.0 23.0 24.0 43.0 48.0 56.0
## CV residual -29.8 -35.1 -42.2 -71.6 -81.0 -93.5 -83.5 -50.6 -16.0 -38.4 -38.5
## 8926 8934 8995 8999 9001 9002 9003 9005 9006 9008 9009
## Predicted 127.4 109.5 110.5 120.00 144.2 72.83 91.7 138 85.4 86 90.6
## cvpred 125.4 109.6 108.4 117.93 143.9 72.88 91.7 138 85.4 86 90.6
## pm2.5 92.0 181.0 70.0 115.00 105.0 76.00 33.0 26 19.0 13 14.0
## CV residual -33.4 71.4 -38.4 -2.93 -38.9 3.12 -58.7 -112 -66.4 -73 -76.6
## 9011 9013 9016 9017 9019 9020 9024 9025 9026 9029 9032
## Predicted 68.5 63.9 60.8 59.2 61.9 57.8 127.5 79.2 95.9 108.4 127.3
## cvpred 68.5 63.9 60.8 59.2 61.9 57.8 127.2 79.1 95.8 108.3 127.1
## pm2.5 18.0 21.0 18.0 12.0 19.0 21.0 54.0 45.0 24.0 34.0 62.0
## CV residual -50.5 -42.9 -42.8 -47.2 -42.9 -36.8 -73.2 -34.1 -71.8 -74.3 -65.1
## 9035 9038 9041 9042 9047 9048 9049 9052 9053 9054 9055
## Predicted 89.9 96.9 94.85 113.7 151.3 153.5 161.8 134 131.9 133.5 121.5
## cvpred 89.8 96.7 92.82 111.7 151.1 153.2 159.7 134 131.9 133.5 121.5
## pm2.5 61.0 56.0 89.00 45.0 100.0 124.0 144.0 204 166.0 138.0 149.0
## CV residual -28.8 -40.7 -3.82 -66.7 -51.1 -29.2 -15.7 70 34.1 4.5 27.5
## 9070 9072 9074 9087 9088 9090 9095 9096 9101 9107 9111
## Predicted 101.9 68.8 71.9 50.9 40.5 32.8 57.3 57.3 64.2 47.8 33.2
## cvpred 101.9 68.8 71.8 50.8 40.4 32.6 56.9 56.9 63.7 47.3 32.9
## pm2.5 120.0 95.0 25.0 18.0 20.0 16.0 13.0 12.0 12.0 22.0 17.0
## CV residual 18.1 26.2 -46.8 -32.8 -20.4 -16.6 -43.9 -44.9 -51.7 -25.3 -15.9
## 9116 9118 9121 9122 9124 9128 9133 9136 9139 9143 9146
## Predicted 66.6 98.7 87.6 76.7 87.6 95.5 51.2 83.4 109.3 92.5 90.6
## cvpred 66.2 96.2 87.2 76.3 87.2 95.1 51.0 83.0 107.1 92.3 90.3
## pm2.5 21.0 17.0 29.0 24.0 14.0 19.0 31.0 40.0 60.0 73.0 130.0
## CV residual -45.2 -79.2 -58.2 -52.3 -73.2 -76.1 -20.0 -43.0 -47.1 -19.3 39.7
## 9148 9149 9150 9157 9158 9159 9160 9168 9169 9170 9171
## Predicted 92.8 99.1 99.1 52.3 53.9 49.2 49.2 79.6 99.1 88.1 95.0
## cvpred 92.5 98.7 98.7 52.1 53.8 49.1 49.1 79.4 98.2 87.8 94.1
## pm2.5 50.0 41.0 40.0 18.0 20.0 23.0 14.0 10.0 12.0 12.0 12.0
## CV residual -42.5 -57.7 -58.7 -34.1 -33.8 -26.1 -35.1 -69.4 -86.2 -75.8 -82.1
## 9172 9184 9185 9187 9189 9190 9193 9202 9206 9209 9214
## Predicted 84.0 50.6 50.6 59.3 61.5 72.5 83.4 77.2 44.3 39.6 78.9
## cvpred 83.7 50.4 50.4 59.2 61.3 72.3 83.2 76.9 44.2 39.5 78.0
## pm2.5 13.0 19.0 19.0 17.0 28.0 25.0 22.0 21.0 21.0 13.0 16.0
## CV residual -70.7 -31.4 -31.4 -42.2 -33.3 -47.3 -61.2 -55.9 -23.2 -26.5 -62.0
## 9217 9218 9220 9222 9223 9224 9227 9231 9233 9234 9236
## Predicted 78.8 96.0 89.7 110.2 108.0 114.3 66.2 36.6 83.2 95.8 112.0
## cvpred 78.5 95.7 89.5 109.9 107.8 114.1 66.0 36.5 81.0 93.6 111.7
## pm2.5 17.0 15.0 13.0 17.0 20.0 20.0 25.0 19.0 47.0 58.0 70.0
## CV residual -61.5 -80.7 -76.5 -92.9 -87.8 -94.1 -41.0 -17.5 -34.0 -35.6 -41.7
## 9242 9245 9247 9249 9252 9253 9254 9256 9257 9259 9262
## Predicted 95.7 105.8 99.5 113.0 73.1 51.1 46.4 71.2 35.46 103.41 135
## cvpred 95.5 105.6 99.3 112.2 72.3 51.0 46.4 71.0 35.47 101.32 135
## pm2.5 120.0 34.0 27.0 31.0 42.0 29.0 24.0 35.0 37.00 102.00 154
## CV residual 24.5 -71.6 -72.3 -81.2 -30.3 -22.0 -22.4 -36.0 1.53 0.68 19
## 9264 9266 9268 9273 9276 9279 9286 9287 9295 9298 9299
## Predicted 97.6 109.6 156 114.3 74.3 64.4 58.5 73.5 86.7 75.0 70.3
## cvpred 97.5 109.5 155 114.1 74.3 64.5 58.3 73.4 86.5 74.8 70.1
## pm2.5 187.0 130.0 51 88.0 49.0 44.0 11.0 12.0 10.0 14.0 15.0
## CV residual 89.5 20.5 -104 -26.1 -25.3 -20.5 -47.3 -61.4 -76.5 -60.8 -55.1
## 9300 9301 9312 9314 9315 9319 9320 9321 9323 9324 9327
## Predicted 64.0 59.3 81.3 89.7 93.8 108.6 121.2 112.7 82.2 58.6 90.6
## cvpred 63.8 59.2 81.0 89.5 93.6 108.3 120.8 112.4 81.4 58.4 88.5
## pm2.5 14.0 13.0 15.0 11.0 11.0 27.0 27.0 43.0 27.0 27.0 71.0
## CV residual -49.8 -46.2 -66.0 -78.5 -82.6 -81.3 -93.8 -69.4 -54.4 -31.4 -17.5
## 9330 9335 9345 9347 9352 9353 9356 9357 9361 9363 9368
## Predicted 92.2 116 72.8 50.4 37.2 30.9 66.1 64.5 79.4 81.6 103.0
## cvpred 90.1 115 72.6 50.2 37.1 30.8 65.2 63.6 79.1 81.3 102.6
## pm2.5 47.0 87 11.0 13.0 13.0 17.0 12.0 25.0 34.0 29.0 41.0
## CV residual -43.1 -28 -61.6 -37.2 -24.1 -13.8 -53.2 -38.6 -45.1 -52.3 -61.6
## 9369 9370 9371 9373 9379 9383 9387 9392 9393 9394 9396
## Predicted 98.6 92.3 73.4 89.8 75.1 92.3 84.4 81.1 75.5 63.5 55.0
## cvpred 98.3 92.0 73.2 89.4 74.3 92.0 84.1 80.8 74.5 62.5 54.1
## pm2.5 82.0 58.0 56.0 54.0 93.0 137.0 89.0 19.0 18.0 19.0 8.0
## CV residual -16.3 -34.0 -17.2 -35.4 18.7 45.0 4.9 -61.8 -56.5 -43.5 -46.1
## 9397 9403 9406 9408 9409 9411 9414 9417 9423 9425 9426
## Predicted 50.3 53.3 44.7 63.6 63.6 65.2 84.1 130 38.1 33.1 39.4
## cvpred 49.4 52.4 44.5 63.3 63.3 64.9 83.8 128 37.9 33.0 39.2
## pm2.5 11.0 12.0 19.0 32.0 32.0 13.0 20.0 27 14.0 12.0 12.0
## CV residual -38.4 -40.4 -25.5 -31.3 -31.3 -51.9 -63.8 -101 -23.9 -21.0 -27.2
## 9429 9431 9442 9443 9444 9445 9452 9454 9455 9456 9457
## Predicted 61.3 57.5 79.8 71.3 58.1 47.1 65.1 56.7 52.6 63.5 55.0
## cvpred 61.1 57.3 78.8 70.4 57.8 46.9 64.9 56.4 52.3 63.2 54.8
## pm2.5 16.0 10.0 9.0 16.0 27.0 19.0 12.0 9.0 10.0 9.0 21.0
## CV residual -45.1 -47.3 -69.8 -54.4 -30.8 -27.9 -52.9 -47.4 -42.3 -54.2 -33.8
## 9460 9464 9465 9466 9471 9480 9483 9488 9490 9492 9493
## Predicted 61.3 71.7 65.4 52.9 17.51 78.6 75.5 106.3 60.7 16.38 1.33
## cvpred 61.1 71.5 65.2 52.6 17.41 77.8 75.4 106.2 60.6 16.37 1.33
## pm2.5 19.0 9.0 17.0 19.0 16.00 45.0 12.0 25.0 23.0 19.00 23.00
## CV residual -42.1 -62.5 -48.2 -33.6 -1.41 -32.8 -63.4 -81.2 -37.6 2.63 21.67
## 9494 9495 9496 9500 9503 9505 9506 9508 9509 9517 9520 9523
## Predicted 2.39 1.82 3.45 24.5 41.2 87.1 95.0 97.2 101.3 15.2 -7.03 10.2
## cvpred 2.45 1.93 3.57 24.6 41.2 87.1 95.1 97.2 101.3 15.3 -6.90 10.3
## pm2.5 23.00 17.00 21.00 46.0 68.0 33.0 43.0 34.0 29.0 29.0 23.00 29.0
## CV residual 20.55 15.07 17.43 21.4 26.8 -54.1 -52.1 -63.2 -72.3 13.7 29.90 18.7
## 9529 9532 9533 9538 9540 9545 9550 9551 9553 9555 9561
## Predicted 68.7 99.61 129.1 76.9 25.3 42.73 52.6 58.92 88.7 76.16 110.2
## cvpred 68.8 99.63 128.9 77.0 25.3 42.95 52.8 59.03 88.8 76.22 109.6
## pm2.5 84.0 95.00 71.0 42.0 60.0 34.00 89.0 61.00 75.0 79.00 39.0
## CV residual 15.2 -4.63 -57.9 -35.0 34.7 -8.95 36.2 1.97 -13.8 2.78 -70.6
## 9566 9571 9575 9579 9580 9582 9589 9590 9591 9598 9604 9609
## Predicted 70.3 85 139 129 120 101.0 67.2 58.4 79.0 139.5 180 133.9
## cvpred 70.2 83 139 128 120 101.1 66.9 58.1 77.2 137.6 179 133.5
## pm2.5 28.0 146 288 270 263 171.0 40.0 37.0 33.0 149.0 55 90.0
## CV residual -42.2 63 149 142 143 69.9 -26.9 -21.1 -44.2 11.4 -124 -43.5
## 9610 9615 9616 9617 9619 9627 9629 9630 9631 9640 9642
## Predicted 160.6 138.74 139.93 139.93 118.9 180.1 132 117.6 111.4 71.1 77.8
## cvpred 160.6 137.08 140.13 140.13 119.3 178.3 132 117.9 111.6 71.3 76.2
## pm2.5 92.0 130.00 145.00 147.00 178.0 144.0 17 19.0 22.0 25.0 21.0
## CV residual -68.6 -7.08 4.87 6.87 58.7 -34.3 -115 -98.9 -89.6 -46.3 -55.2
## 9645 9646 9653 9656 9657 9658 9661 9666 9669 9670 9674
## Predicted 122.0 112.0 160.6 160.2 160.2 152.2 136.5 125.0 140.0 167 191.6
## cvpred 122.1 110.3 158.9 160.3 160.3 150.5 134.9 123.3 139.8 167 191.6
## pm2.5 35.0 41.0 122.0 117.0 118.0 110.0 151.0 108.0 200.0 288 176.0
## CV residual -87.1 -69.3 -36.9 -43.3 -42.3 -40.5 16.1 -15.3 60.2 121 -15.6
## 9675 9676 9677 9681 9682 9691 9695 9701 9703 9706 9710
## Predicted 154.2 146.0 152.3 129.6 113.18 90 146.08 172.38 181.1 167.2 126.9
## cvpred 154.5 146.2 152.5 129.9 113.54 90 146.05 172.35 181.1 167.3 125.2
## pm2.5 121.0 133.0 128.0 119.0 118.00 17 148.00 171.00 199.0 211.0 151.0
## CV residual -33.5 -13.2 -24.5 -10.9 4.46 -73 1.95 -1.35 17.9 43.7 25.8
## 9713 9716 9717 9721 9723 9724 9726 9732 9739 9742 9743 9747
## Predicted 126.6 135.4 141.7 172 180 180 176 174.2 171.2 168.0 167.5 133.6
## cvpred 124.8 133.6 139.9 170 178 178 174 172.5 169.5 166.2 167.6 133.9
## pm2.5 68.0 82.0 43.0 31 28 30 55 74.0 83.0 98.0 98.0 105.0
## CV residual -56.8 -51.6 -96.9 -139 -150 -148 -119 -98.5 -86.5 -68.2 -69.6 -28.9
## 9750 9752 9758 9761 9768 9773 9775 9776 9781 9782 9784
## Predicted 135.3 136 68.3 64.2 79.9 94.8 108.9 96.3 70.0 100.6 106.7
## cvpred 135.5 136 68.4 64.3 79.7 93.9 108.6 96.1 69.9 100.3 104.7
## pm2.5 104.0 111 13.0 12.0 9.0 12.0 10.0 12.0 23.0 27.0 49.0
## CV residual -31.5 -25 -55.4 -52.3 -70.7 -81.9 -98.6 -84.1 -46.9 -73.3 -55.7
## 9785 9786 9787 9789 9791 9792 9793 9799 9800 9801 9804 9814
## Predicted 118.8 118.8 125 125 150 165 173 145.8 145.8 144.2 162.4 112.7
## cvpred 116.7 116.7 123 123 148 163 171 145.3 145.3 143.7 162.3 112.8
## pm2.5 41.0 48.0 43 39 47 58 50 61.0 69.0 72.0 85.0 115.0
## CV residual -75.7 -68.7 -80 -84 -101 -105 -121 -84.3 -76.3 -71.7 -77.3 2.2
## 9815 9816 9817 9818 9820 9822 9823 9827 9833 9834 9843 9844
## Predicted 98.4 88.6 88.9 108 105.8 109.0 119 87.9 83.8 106.5 142 142
## cvpred 98.5 88.6 88.8 108 105.6 108.1 118 87.1 81.7 104.5 141 141
## pm2.5 12.0 13.0 11.0 6 8.0 10.0 11 37.0 53.0 56.0 154 153
## CV residual -86.5 -75.6 -77.8 -102 -97.6 -98.1 -107 -50.1 -28.7 -48.5 13 12
## 9846 9853 9854 9856 9861 9862 9864 9866 9869 9870 9872 9874
## Predicted 183.5 142.4 131 129 137 148 132 132 146 184.1 186.3 165.5
## cvpred 181.4 142.3 131 127 137 147 133 133 147 184.1 186.2 165.6
## pm2.5 113.0 233.0 252 248 301 298 328 312 277 281.0 269.0 263.0
## CV residual -68.4 90.7 121 121 164 151 195 179 130 96.9 82.8 97.4
## 9877 9878 9879 9880 9881 9885 9888 9893 9896 9900 9902 9907
## Predicted 144 139 135 128 142.5 163 167 148 128.1 120.7 61.1 114.0
## cvpred 142 139 133 127 142.7 161 167 148 128.4 120.8 61.5 112.3
## pm2.5 281 292 289 272 234.0 240 279 315 226.0 195.0 75.0 53.0
## CV residual 139 153 156 145 91.3 79 112 167 97.6 74.2 13.5 -59.3
## 9910 9912 9916 9925 9927 9930 9931 9933 9934 9936 9937 9939 9941
## Predicted 119 153 149 74.2 68.4 109.4 113 124 150 160 133 131 114
## cvpred 117 151 148 72.2 66.6 107.6 112 123 148 160 132 131 114
## pm2.5 288 422 399 50.0 101.0 206.0 226 240 258 260 264 253 259
## CV residual 171 271 251 -22.2 34.4 98.4 114 117 110 100 132 122 145
## 9942 9944 9947 9951 9953 9954 9958 9960 9962 9964 9968 9970
## Predicted 122.1 122.1 67.7 65.1 66.2 77.1 111 155 166 126 173.2 138
## cvpred 122.3 122.3 67.9 63.4 66.4 75.4 110 155 166 127 173.2 138
## pm2.5 140.0 154.0 138.0 127.0 131.0 153.0 273 268 297 355 108.0 126
## CV residual 17.7 31.7 70.1 63.6 64.6 77.6 163 113 131 228 -65.2 -12
## 9978 9979 9984 9986 9989 9993 9996 10000 10001 10003 10007 10009
## Predicted 107 116 160 137 164 146 143 120 116 139 169 145
## cvpred 106 115 160 137 162 146 143 120 115 139 169 145
## pm2.5 492 472 480 486 595 515 508 489 477 407 476 499
## CV residual 386 357 320 349 433 369 365 369 362 268 307 354
## 10010 10015 10017 10019 10026 10028 10029 10033 10034 10036 10038
## Predicted 172 137 133 146 120 110 156 167 152 183 137
## cvpred 172 137 134 146 119 110 156 167 152 183 137
## pm2.5 489 423 434 347 354 394 397 399 373 461 415
## CV residual 317 286 300 201 235 284 241 232 221 278 278
## 10045 10046 10047 10049 10056 10060 10061 10063 10065 10067 10069
## Predicted 140 134 129 124 117 122 141 133.5 84.9 42.3 27.8
## cvpred 139 132 127 124 117 122 142 133.9 85.2 42.0 27.4
## pm2.5 403 406 469 397 411 404 397 215.0 119.0 16.0 17.0
## CV residual 264 274 342 273 294 282 255 81.1 33.8 -26.0 -10.4
## 10077 10086 10088 10092 10097 10104 10105 10107 10108 10110 10112
## Predicted 140.8 164.5 123.0 94.9 85.1 102.6 102.6 127.0 137 172 174
## cvpred 139.2 164.5 123.2 94.8 83.3 100.7 100.7 125.1 135 172 172
## pm2.5 52.0 75.0 106.0 79.0 53.0 52.0 42.0 39.0 35 30 52
## CV residual -87.2 -89.5 -17.2 -15.8 -30.3 -48.7 -58.7 -86.1 -100 -142 -120
## 10113 10115 10117 10122 10125 10131 10134 10136 10137 10141 10142
## Predicted 174 169.0 170.2 135.8 172 122.41 117.7 121.4 134 130 127.7
## cvpred 172 167.3 170.3 135.6 172 122.77 118.1 121.1 134 130 127.4
## pm2.5 58 79.0 71.0 108.0 115 127.00 105.0 66.0 59 26 31.0
## CV residual -114 -88.3 -99.3 -27.6 -57 4.23 -13.1 -55.1 -75 -104 -96.4
## 10146 10148 10149 10151 10152 10153 10154 10155 10159 10164 10169
## Predicted 106.1 108.3 110.7 112.9 123.9 104.1 108.8 104.7 104 58.7 46.4
## cvpred 105.7 107.9 110.4 113.1 123.5 104.3 108.9 104.3 104 58.9 46.6
## pm2.5 26.0 29.0 29.0 32.0 29.0 25.0 31.0 29.0 20 20.0 15.0
## CV residual -79.7 -78.9 -81.4 -81.1 -94.5 -79.3 -77.9 -75.3 -84 -38.9 -31.6
## 10170 10171 10174 10176 10188 10189 10190 10192 10194 10195 10202
## Predicted 46.9 51.0 66.6 71.3 50.2 35.2 36.8 22.8 34.8 41.1 70.7
## cvpred 47.1 51.3 66.8 71.5 50.3 35.3 36.9 23.0 35.0 41.3 70.8
## pm2.5 20.0 16.0 8.0 8.0 28.0 16.0 16.0 19.0 15.0 14.0 11.0
## CV residual -27.1 -35.3 -58.8 -63.5 -22.3 -19.3 -20.9 -4.0 -20.0 -27.3 -59.8
## 10204 10207 10209 10211 10212 10214 10215 10217 10219 10221 10223
## Predicted 101 134 96.5 88.5 77.5 25.849 17.08 16.5 43.87 51.29 45.6
## cvpred 100 133 96.6 88.4 77.4 26.004 17.24 16.7 44.14 51.45 45.7
## pm2.5 11 29 33.0 27.0 26.0 27.000 10.00 32.0 40.00 42.00 20.0
## CV residual -89 -104 -63.6 -61.4 -51.4 0.996 -7.24 15.3 -4.14 -9.45 -25.7
## 10224 10225 10230 10231 10233 10235 10237 10238 10241 10244 10247
## Predicted 54.3 54.9 82 82 57.4 34.4 19.355 14.69 9.46 30.2 85.6
## cvpred 54.5 55.0 82 82 57.5 34.5 19.459 14.82 9.66 30.5 83.8
## pm2.5 16.0 9.0 8 9 13.0 26.0 19.000 18.00 12.00 9.0 36.0
## CV residual -38.5 -46.0 -74 -73 -44.5 -8.5 -0.459 3.18 2.34 -21.5 -47.8
## 10249 10255 10258 10262 10266 10267 10268 10271 10276 10282 10286
## Predicted 59.5 133.1 105.4 64.33 59.24 82.2 95.1 111.8 124.8 126.7 102.21
## cvpred 59.7 132.7 105.4 64.45 57.55 80.5 93.4 110.1 123.2 125.2 102.61
## pm2.5 43.0 69.0 51.0 55.00 55.00 58.0 68.0 59.0 62.0 91.0 109.00
## CV residual -16.7 -63.7 -54.4 -9.45 -2.55 -22.5 -25.4 -51.1 -61.2 -34.2 6.39
## 10288 10299 10301 10303 10312 10314 10315 10316 10332 10335 10343
## Predicted 91.7 38.6 47.4 60.8 -1.49 13.35 8.61 23.7 23.95 11.577 38.92
## cvpred 90.3 39.0 47.7 61.1 -1.26 12.92 8.81 23.9 24.18 11.897 39.16
## pm2.5 133.0 15.0 12.0 24.0 12.00 14.00 10.00 7.0 15.00 12.000 35.00
## CV residual 42.7 -24.0 -35.7 -37.1 13.26 1.08 1.19 -16.9 -9.18 0.103 -4.16
## 10349 10352 10354 10358 10359 10360 10361 10365 10366 10367 10368
## Predicted 52.1 60.8 40.3 12.4 51.7 62.6 56.3 11.36 26.4 22.6 27.3
## cvpred 52.2 61.0 40.5 12.6 51.7 60.7 54.5 11.48 26.5 22.7 27.4
## pm2.5 13.0 16.0 19.0 19.0 16.0 21.0 24.0 18.00 14.0 10.0 7.0
## CV residual -39.2 -45.0 -21.5 6.4 -35.7 -39.7 -30.5 6.52 -12.5 -12.7 -20.4
## 10370 10371 10373 10378 10379 10382 10385 10386 10389 10390 10393
## Predicted 34.4 39.1 45.4 28.97 18.59 -12.1 -20.1 -16.0 55.5 55.5 90.0
## cvpred 34.5 39.1 45.4 29.08 18.67 -11.9 -19.9 -15.8 53.7 53.7 90.1
## pm2.5 6.0 7.0 9.0 34.00 21.00 17.0 17.0 12.0 34.0 35.0 66.0
## CV residual -28.5 -32.1 -36.4 4.92 2.33 28.9 36.9 27.8 -19.7 -18.7 -24.1
## 10396 10400 10405 10406 10413 10415 10416 10419 10421 10423
## Predicted 105.5 139 35.637 -8.91 16.60 10.2 48.3289 72.8 128.8 103.4
## cvpred 105.1 139 35.731 -8.57 16.19 10.4 47.9133 73.0 128.9 103.7
## pm2.5 79.0 83 36.000 27.00 25.00 43.0 48.0000 40.0 44.0 26.0
## CV residual -26.1 -56 0.269 35.57 8.81 32.6 0.0867 -33.0 -84.9 -77.7
## 10427 10429 10430 10434 10435 10438 10439 10440 10442 10447 10449
## Predicted 70.2 60.9 53.7 82.6 101.06 137.0 141.1 136.6 153.7 131 121
## cvpred 68.5 59.2 52.1 81.2 101.43 135.5 139.7 136.9 152.2 131 121
## pm2.5 99.0 92.0 80.0 110.0 108.00 166.0 196.0 209.0 248.0 274 271
## CV residual 30.5 32.8 27.9 28.8 6.57 30.5 56.3 72.1 95.8 143 150
## 10450 10453 10462 10463 10465 10470 10472 10475 10483 10484 10485
## Predicted 109 101 150 123 131 172 123 58.7 41.7 42.8 29.1
## cvpred 109 100 149 123 131 173 123 59.4 41.5 42.6 29.4
## pm2.5 250 241 416 415 379 339 339 267.0 16.0 16.0 17.0
## CV residual 141 141 267 292 248 166 216 207.6 -25.5 -26.6 -12.4
## 10486 10488 10491 10494 10507 10508 10513 10515 10516 10519 10521
## Predicted 44.8 20.4 33.8 36.9 0.201 4.30 16.673 35 40.7 33.1 31.4
## cvpred 44.5 20.6 34.0 37.0 0.294 4.42 16.704 35 40.8 33.0 31.4
## pm2.5 13.0 9.0 7.0 8.0 12.000 16.00 16.000 9 9.0 14.0 12.0
## CV residual -31.5 -11.6 -27.0 -29.0 11.706 11.58 -0.704 -26 -31.8 -19.0 -19.4
## 10530 10534 10538 10543 10553 10561 10562 10563 10564 10568 10569
## Predicted 2.03 33.0 102 122.9 56.0 93.7 129.00 137.20 99.1 113.8 99.7
## cvpred 2.20 33.1 102 122.8 54.3 93.3 127.26 135.51 99.4 114.1 99.4
## pm2.5 19.00 14.0 17 23.0 27.0 105.0 125.00 138.00 128.0 104.0 107.0
## CV residual 16.80 -19.1 -85 -99.8 -27.3 11.7 -2.26 2.49 28.6 -10.1 7.6
## 10573 10575 10576 10673 10681 10683 10689 10690 10702 10710 10712
## Predicted 91.6 67.7 54.8 -23.3 4.65 10.9 12.849 -1.92 20.7 43.7 33.6
## cvpred 91.9 66.2 53.3 -23.3 4.52 10.8 12.765 -1.94 20.8 43.7 33.7
## pm2.5 132.0 123.0 112.0 13.0 17.00 12.0 13.000 12.00 41.0 20.0 20.0
## CV residual 40.1 56.8 58.7 36.3 12.48 1.2 0.235 13.94 20.2 -23.7 -13.7
## 10713 10714 10717 10718 10726 10727 10728 10731 10732 10733 10735
## Predicted 16.9 10.6 -5.03 2.32 29.11 29.11 9.17 7.82 20.4 20.4 27.5
## cvpred 17.0 10.7 -4.86 2.53 29.43 29.43 9.33 7.87 20.4 20.4 27.6
## pm2.5 30.0 25.0 16.00 19.00 23.00 24.00 15.00 13.00 10.0 8.0 8.0
## CV residual 13.0 14.3 20.86 16.47 -6.43 -5.43 5.67 5.13 -10.4 -12.4 -19.6
## 10745 10750 10752 10758 10760 10762 10764 10766 10767 10772 10774
## Predicted -16.0 -1.42 3.243 30.31 38.5 5.44 -7.13 -10.7 -21.7 59.9 81.2
## cvpred -15.8 -1.34 3.299 30.38 38.6 5.60 -6.95 -10.5 -21.4 58.1 79.4
## pm2.5 15.0 4.00 4.000 23.00 18.0 31.00 17.00 16.0 15.0 22.0 21.0
## CV residual 30.8 5.34 0.701 -7.38 -20.6 25.40 23.95 26.5 36.4 -36.1 -58.4
## 10776 10782 10783 10785 10793 10796 10799 10802 10812 10815 10817
## Predicted 81.2 120.4 129.1 108.6 25.54 4.52 -4.18 6.213 -13.2 9.92 13.60
## cvpred 79.4 120.5 127.3 106.9 25.66 4.83 -4.01 6.387 -13.0 10.10 11.97
## pm2.5 37.0 76.0 85.0 145.0 29.00 12.00 13.00 6.000 27.0 16.00 21.00
## CV residual -42.4 -44.5 -42.3 38.1 3.34 7.17 17.01 -0.387 40.0 5.90 9.03
## 10819 10820 10821 10823 10824 10840 10841 10845 10852 10853 10856
## Predicted 38.8 39.3 35.5 96.5 88.9 34.59 36.2 99.8 139.8 143.4 152.2
## cvpred 37.1 37.6 33.8 94.9 87.2 34.76 36.4 98.2 138.1 143.6 152.4
## pm2.5 13.0 17.0 50.0 22.0 69.0 38.00 43.0 60.0 64.0 79.0 110.0
## CV residual -24.1 -20.6 16.2 -72.9 -18.2 3.24 6.6 -38.2 -74.1 -64.6 -42.4
## 10859 10860 10867 10871 10875 10880 10883 10885 10886 10887 10890
## Predicted 53.2 82.2 18.0 45.6 88.40 110.3 66.3 42.2 23.4 10.57 13.5
## cvpred 53.7 82.5 16.4 44.0 88.83 110.5 66.6 42.6 22.0 9.11 12.1
## pm2.5 99.0 107.0 51.0 67.0 96.00 87.0 136.0 152.0 132.0 104.00 50.0
## CV residual 45.3 24.5 34.6 23.0 7.17 -23.5 69.4 109.4 110.0 94.89 37.9
## 10892 10913 10915 10925 10929 10930 10931 10939 10944 10949 10950
## Predicted 55.4 73.3 83.8 46.9 41.3 35.6 29.8 79.9 143 105.0 105.0
## cvpred 53.8 72.2 84.5 46.8 41.0 35.2 29.5 79.7 143 105.5 105.5
## pm2.5 77.0 179.0 168.0 23.0 18.0 25.0 17.0 19.0 23 56.0 46.0
## CV residual 23.2 106.8 83.5 -23.8 -23.0 -10.2 -12.5 -60.7 -120 -49.5 -59.5
## 10953 10954 10958 10960 10965 10969 10970 10971 10972 10973 10975
## Predicted 94.87 65.9 34.1 39.0 99.3 120.2 144 110 111.7 101.4 107.9
## cvpred 95.39 66.3 34.2 39.1 97.7 120.5 142 110 112.2 101.8 108.2
## pm2.5 89.00 79.0 178.0 108.0 24.0 79.0 124 143 186.0 167.0 172.0
## CV residual -6.39 12.7 143.8 68.9 -73.7 -41.5 -18 33 73.8 65.2 63.8
## 10986 10995 11001 11004 11011 11018 11020 11021 11023 11029 11030
## Predicted 7.87 125 31.9 -12.1 16.1 82.0 100.3 105.0 134 44.0 41.5
## cvpred 6.21 125 32.2 -11.7 14.5 80.4 98.7 103.3 134 42.5 40.0
## pm2.5 89.00 80 132.0 177.0 52.0 154.0 164.0 191.0 160 218.0 264.0
## CV residual 82.79 -45 99.8 188.7 37.5 73.6 65.3 87.7 26 175.5 224.0
## 11035 11042 11049 11105 11113 11124 11125 11129 11132 11135 11136
## Predicted 60.6 106.3 124.0 23.1 83.5 59.7 38.3 13.7 -11.6 24.1 22.8
## cvpred 59.1 104.9 122.7 21.6 82.0 58.4 37.1 12.4 -10.8 24.2 22.8
## pm2.5 166.0 190.0 158.0 39.0 69.0 105.0 103.0 102.0 109.0 80.0 82.0
## CV residual 106.9 85.1 35.3 17.4 -13.0 46.6 65.9 89.6 119.8 55.8 59.2
## 11138 11142 11145 11146 11154 11155 11157 11158 11160 11162 11165
## Predicted 60 5.85 -13.5 -23.9 -57.6 -55.4 -21.5 -10.5 -4.26 0.406 -5.88
## cvpred 60 6.14 -13.3 -23.7 -57.3 -55.1 -21.3 -10.4 -4.08 0.561 -5.72
## pm2.5 50 14.00 17.0 15.0 10.0 10.0 17.0 91.0 16.00 12.000 14.00
## CV residual -10 7.86 30.3 38.7 67.3 65.1 38.3 101.4 20.08 11.439 19.72
## 11166 11169 11170 11172 11173 11175 11182 11183 11194 11197 11199
## Predicted 80.1 -16.3 -26.6 4.19 1.15 -8.18 33.0 33.0 75.4 20.6 17.0
## cvpred 78.3 -16.0 -26.4 4.34 1.34 -7.94 31.4 31.4 75.9 19.3 15.7
## pm2.5 16.0 24.0 19.0 17.00 13.00 10.00 45.0 49.0 101.0 99.0 101.0
## CV residual -62.3 40.0 45.4 12.66 11.66 17.94 13.6 17.6 25.1 79.7 85.3
## 11201 11202 11203 11206 11209 11212 11213 11214 11215 11222 11227
## Predicted 16.1 20.2 36.9 87.8 116.6 144.1 137 115 142.1 74.7 88.3
## cvpred 14.9 19.0 35.7 86.6 117.2 142.9 138 115 142.7 73.7 87.3
## pm2.5 73.0 94.0 88.0 171.0 196.0 188.0 189 201 231.0 125.0 157.0
## CV residual 58.1 75.0 52.3 84.4 78.8 45.1 51 86 88.3 51.3 69.7
## 11230 11231 11240 11270 11271 11272 11296 11308 11318 11325 11326
## Predicted 103.4 111.4 118.2 -13.6 -5.44 -11.7 33.1 43.59 22.9 4.93 3.30
## cvpred 102.4 112.2 119.2 -13.6 -5.33 -11.6 31.9 44.47 23.6 5.37 3.73
## pm2.5 172.0 155.0 174.0 28.0 26.00 27.0 76.0 41.00 76.0 97.00 14.00
## CV residual 69.6 42.8 54.8 41.6 31.33 38.6 44.1 -3.47 52.4 91.63 10.27
## 11332 11334 11335 11338 11343 11345 11350 11356 11359 11360 11361
## Predicted 24.4 78.9 54.0 3.59 -30.9 -14.1 76.4 110.9 146.0 131.7 107.11
## cvpred 24.7 78.7 53.8 4.07 -30.3 -14.2 75.0 110.9 146.4 130.3 105.73
## pm2.5 9.0 4.0 6.0 3.00 11.0 10.0 43.0 53.0 59.0 93.0 103.00
## CV residual -15.7 -74.7 -47.8 -1.07 41.3 24.2 -32.0 -57.9 -87.4 -37.3 -2.73
## 11362 11363 11364 11367 11370 11371 11373 11374 11375 11376 11377
## Predicted 81.67 60.9 56.2 25.3 55.0 55.0 69.5 92.5 98.8 109.1 119.5
## cvpred 80.28 59.5 54.8 23.9 53.7 53.7 68.3 91.2 97.5 107.9 118.3
## pm2.5 79.00 80.0 84.0 44.0 86.0 99.0 93.0 120.0 115.0 91.0 82.0
## CV residual -1.28 20.5 29.2 20.1 32.3 45.3 24.7 28.8 17.5 -16.9 -36.3
## 11378 11384 11392 11393 11396 11403 11404 11405 11436 11438 11440
## Predicted 121.7 110.2 89.1 89.1 112.0 98.4 113.4 96.8 95.7 66.1 118
## cvpred 120.5 110.4 88.1 88.1 111.1 98.8 113.8 97.1 96.3 66.7 117
## pm2.5 84.0 121.0 270.0 141.0 157.0 161.0 167.0 171.0 39.0 34.0 36
## CV residual -36.5 10.6 181.9 52.9 45.9 62.2 53.2 73.9 -57.3 -32.7 -81
## 11441 11466 11468 11470 11471 11472 11476 11477 11478 11479 11480
## Predicted 67.5 39.6 42.3 42.9 51.7 57.9 76.2 77.9 73.8 77.9 63.7
## cvpred 68.3 40.4 43.1 43.6 52.4 58.6 77.0 78.6 74.5 78.6 64.4
## pm2.5 28.0 10.0 16.0 13.0 12.0 12.0 11.0 15.0 16.0 17.0 23.0
## CV residual -40.3 -30.4 -27.1 -30.6 -40.4 -46.6 -66.0 -63.6 -58.5 -61.6 -41.4
## 11481 11482 11485 11486 11488 11490 11492 11494 11495 11498 11501
## Predicted 47.0 42.3 24.2 17.65 40.0 3.66 91.8 105.0 115.4 149.9 155.6
## cvpred 47.7 43.1 25.0 18.43 40.6 4.50 90.6 103.7 114.1 150.5 156.3
## pm2.5 17.0 19.0 13.0 14.00 10.0 14.00 13.0 32.0 37.0 99.0 78.0
## CV residual -30.7 -24.1 -12.0 -4.43 -30.6 9.50 -77.6 -71.7 -77.1 -51.5 -78.3
## 11502 11508 11516 11517 11524 11525 11526 11527 11530 11534 11535
## Predicted 151.4 129.8 143.7 148.4 175.7 172.8 141.7 175.7 135.8 53.6 107.1
## cvpred 150.2 128.7 142.7 147.4 174.6 173.6 142.7 174.6 134.8 54.6 107.5
## pm2.5 96.0 162.0 90.0 93.0 126.0 101.0 104.0 116.0 149.0 31.0 26.0
## CV residual -54.2 33.3 -52.7 -54.4 -48.6 -72.6 -38.7 -58.6 14.2 -23.6 -81.5
## 11536 11537 11538 11539 11541 11542 11543 11547 11551 11563 11564
## Predicted 95 90.9 78.9 78.9 117.5 159.0 152.7 132 124.3 88.9 105.5
## cvpred 96 91.8 79.8 79.8 117.8 159.6 153.3 133 125.1 87.7 104.4
## pm2.5 20 15.0 13.0 16.0 22.0 63.0 68.0 46 42.0 47.0 62.0
## CV residual -76 -76.8 -66.8 -63.8 -95.8 -96.6 -85.3 -87 -83.1 -40.7 -42.4
## 11571 11574 11577 11581 11601 11605 11610 11613 11616 11618
## Predicted 137.3 122.2 132.6 84.8 118.9 132.7 147.7 171.543 179.6 181.8
## cvpred 136.1 122.4 131.5 85.6 120.1 131.9 146.9 170.738 180.6 182.7
## pm2.5 59.0 64.0 93.0 99.0 166.0 172.0 162.0 170.000 168.0 170.0
## CV residual -77.1 -58.4 -38.5 13.4 45.9 40.1 15.1 -0.738 -12.6 -12.7
## 11620 11631 11632 11633 11635 11636 11637 11641 11651 11658 11663
## Predicted 180.02 61.53 51.1 42.94 46.0 54.7 51.5 41.7 -2.26 -24.5 16.0
## cvpred 179.17 62.53 52.1 43.89 46.9 55.7 52.4 42.5 -1.38 -23.5 16.9
## pm2.5 186.00 53.00 36.0 41.00 120.0 201.0 214.0 164.0 86.00 31.0 37.0
## CV residual 6.83 -9.53 -16.1 -2.89 73.1 145.3 161.6 121.5 87.38 54.5 20.1
## 11665 11668 11670 11674 11678 11679 11681 11686 11687 11691 11693
## Predicted 43.67 73.2 138 -4.17 -36.2 -44.4 -42.8 -0.867 3.23 8.19 18.6
## cvpred 44.54 74.0 139 -3.35 -35.4 -43.6 -42.0 -0.306 3.82 8.79 19.2
## pm2.5 38.00 15.0 17 20.00 16.0 27.0 41.0 34.000 21.00 12.00 7.0
## CV residual -6.54 -59.0 -122 23.35 51.4 70.6 83.0 34.306 17.18 3.21 -12.2
## 11695 11697 11698 11705 11709 11711 11712 11713 11715 11716 11724
## Predicted 48.1 23.9 6.58 42.2 63.8 80.7 88.9 99.3 113.5 115 119.5
## cvpred 48.8 24.0 7.31 41.0 62.5 79.5 87.8 98.2 112.4 114 118.4
## pm2.5 8.0 13.0 14.00 36.0 27.0 45.0 57.0 68.0 65.0 70 42.0
## CV residual -40.8 -11.0 6.69 -5.0 -35.5 -34.5 -30.8 -30.2 -47.4 -44 -76.4
## 11725 11727 11730 11737 11738 11739 11742 11744 11748 11749 11758
## Predicted 110.8 130.1 143.8 165.5 156.7 172.8 182.8 140.27 147.1 140.8 117.5
## cvpred 109.7 129.1 142.8 166.3 157.5 173.7 181.8 141.43 148.1 141.8 116.3
## pm2.5 39.0 48.0 54.0 98.0 110.0 113.0 123.0 136.00 201.0 188.0 95.0
## CV residual -70.7 -81.1 -88.8 -68.3 -47.5 -60.7 -58.8 -5.43 52.9 46.2 -21.3
## 11759 11760 11761 11768 11777 11779 11784 11786 11788 11790 11792
## Predicted 95.1 117.6 146.6 141.9 -18.0 21.8859 92.6 113.9 107.5 95.5 83.9
## cvpred 93.9 118.3 147.3 142.7 -17.1 22.9004 92.9 114.3 108.5 96.5 84.2
## pm2.5 79.0 75.0 97.0 60.0 30.0 23.0000 31.0 46.0 27.0 17.0 15.0
## CV residual -14.9 -43.3 -50.3 -82.7 47.1 0.0996 -61.9 -68.3 -81.5 -79.5 -69.2
## 11804 11805 11811 11816 11818 11819 11829 11832 11833 11836 11838
## Predicted 68.9 83.9 127.5 125.8 96.6 85.6 145.7 139.4 169.8 139.5 133.8
## cvpred 67.8 82.9 126.4 124.7 95.5 84.6 146.1 139.9 170.8 140.6 134.9
## pm2.5 47.0 39.0 88.0 79.0 80.0 63.0 58.0 61.0 76.0 78.0 79.0
## CV residual -20.8 -43.9 -38.4 -45.7 -15.5 -21.6 -88.1 -78.9 -94.8 -62.6 -55.9
## 11846 11848 11849 11856 11859 11861 11865 11870 11871 11874 11878
## Predicted 83.7 90 21.693 44.2 60.8 134 58.7 52.5 54.1 63.9 126.8
## cvpred 84.7 91 22.782 45.1 61.8 134 59.7 51.5 53.1 63.0 125.9
## pm2.5 38.0 19 23.000 28.0 22.0 20 44.0 28.0 32.0 29.0 35.0
## CV residual -46.7 -72 0.218 -17.1 -39.8 -114 -15.7 -23.5 -21.1 -34.0 -90.9
## 11891 11892 11893 11894 11896 11900 11908 11911 11913 11914
## Predicted 121.4 102.58 21.4 -26.4 -24.8 -21.2 -2.01 27.0 -0.6617 -0.6617
## cvpred 122.5 103.68 22.6 -25.4 -23.8 -20.4 -1.49 27.6 -0.0386 -0.0386
## pm2.5 102.0 99.00 184.0 202.0 159.0 33.0 77.00 63.0 60.0000 56.0000
## CV residual -20.5 -4.68 161.4 227.4 182.8 53.4 78.49 35.4 60.0386 56.0386
## 11916 11922 11929 11940 11945 11947 11948 11950 11955 11956 11962
## Predicted 26.42 1.76 28.33 -17.6 -24.7 -17.9 -22.0 -10.19 -6.37 87.4 18.34
## cvpred 27.19 2.68 29.16 -16.8 -23.9 -17.1 -21.2 -9.44 -5.65 88.0 17.19
## pm2.5 24.00 63.00 27.00 27.0 24.0 31.0 35.0 40.00 31.00 29.0 26.00
## CV residual -3.19 60.32 -2.16 43.8 47.9 48.1 56.2 49.44 36.65 -59.0 8.81
## 11963 11966 11967 11969 11975 11977 11981 11985 11988 11989 11993
## Predicted -26.1 -50.5 -42.6 19.60 69.6 102.6 141.1 23.0 -5.72 -9.82 33.39
## cvpred -25.2 -49.5 -41.6 18.58 68.6 103.4 141.9 23.2 -5.51 -9.63 32.24
## pm2.5 30.0 20.0 16.0 22.00 39.0 53.0 63.0 16.0 83.00 21.00 27.00
## CV residual 55.2 69.5 57.6 3.42 -29.6 -50.4 -78.9 -7.2 88.51 30.63 -5.24
## 11997 12000 12002 12005 12007 12008 12010 12013 12015 12017 12019
## Predicted 69.8 100.5 94.7 135.6 103.9 68.35 79.0 37.6 18.1 13.11 40.175
## cvpred 68.6 99.2 94.8 136.1 104.7 69.19 79.6 38.4 17.0 12.03 39.114
## pm2.5 45.0 53.0 42.0 43.0 55.0 65.00 64.0 75.0 70.0 19.00 40.000
## CV residual -23.6 -46.2 -52.8 -93.1 -49.7 -4.19 -15.6 36.6 53.0 6.97 0.886
## 12022 12023 12026 12027 12029 12032 12033 12036 12040 12044 12045
## Predicted 75.7 75.2 103.6 115.6 143.7 145.0 136.56 116.6 125.8 138.0 111
## cvpred 74.6 74.1 102.5 114.5 142.7 144.2 135.74 115.9 125.2 139.2 112
## pm2.5 41.0 40.0 52.0 57.0 80.0 105.0 140.00 138.0 158.0 206.0 217
## CV residual -33.6 -34.1 -50.5 -57.5 -62.7 -39.2 4.26 22.1 32.8 66.8 105
## 12046 12047 12051 12054 12057 12060 12063 12064 12071 12072 12073
## Predicted 111 157.3 149 159.6 145.3 124.2 121 111 46.3 57.2 55.6
## cvpred 112 156.6 148 160.7 144.6 123.6 121 111 47.4 58.3 56.7
## pm2.5 236 237.0 255 213.0 212.0 215.0 226 236 23.0 19.0 7.0
## CV residual 124 80.4 107 52.3 67.4 91.4 105 125 -24.4 -39.3 -49.7
## 12077 12080 12082 12085 12094 12096 12098 12099 12102 12106 12108
## Predicted 63.9 42.0 23.2 52.5 99.3 101.5 57.3 61.4 13.35 25.2 23.0
## cvpred 64.8 42.9 24.1 51.4 98.2 100.4 58.4 62.5 14.03 25.8 23.7
## pm2.5 6.0 10.0 11.0 9.0 29.0 27.0 33.0 35.0 23.00 18.0 10.0
## CV residual -58.8 -32.9 -13.1 -42.4 -69.2 -73.4 -25.4 -27.5 8.97 -7.8 -13.7
## 12109 12112 12113 12117 12118 12123 12128 12130 12131 12133 12134
## Predicted 16.68 24.67 51.3 95.5 93.9 139 43.74 8.20 -2.19 -17.8 -28.5
## cvpred 17.37 24.76 51.9 94.2 92.6 138 44.45 8.94 -1.46 -17.0 -27.8
## pm2.5 11.00 19.00 180.0 51.0 32.0 39 41.00 52.00 55.00 91.0 25.0
## CV residual -6.37 -5.76 128.1 -43.2 -60.6 -99 -3.45 43.06 56.46 108.0 52.8
## 12136 12139 12141 12143 12144 12149 12152 12153 12168 12169 12173
## Predicted -29.6 -36.2 58.55 76.1 76.1 159 88.3 100.8 82.86 91.6 125.5
## cvpred -28.8 -35.4 57.34 74.9 74.9 159 88.6 101.5 81.75 90.5 124.4
## pm2.5 34.0 9.0 51.00 29.0 56.0 53 122.0 115.0 83.00 73.0 78.0
## CV residual 62.8 44.4 -6.34 -45.9 -18.9 -106 33.4 13.5 1.25 -17.5 -46.4
## 12179 12185 12189 12191 12194 12196 12198 12201 12203 12205 12206
## Predicted 100.3 49.2 64.28 77.7 102.6 119.3 134.3 115.7 96.9 61.0 58.6
## cvpred 101.2 48.4 63.25 76.7 101.6 118.3 133.3 114.8 96.0 60.1 57.6
## pm2.5 168.0 120.0 61.00 46.0 49.0 57.0 63.0 86.0 106.0 102.0 107.0
## CV residual 66.8 71.6 -2.25 -30.7 -52.6 -61.3 -70.3 -28.8 10.0 41.9 49.4
## 12207 12208 12209 12210 12211 12213 12219 12221 12225 12227 12230
## Predicted 48.2 50.4 48.2 51.99 62.9 75.53 115.5 121.7 100.7 81.83 41.9
## cvpred 47.2 49.4 47.2 51.03 62.0 74.51 114.5 120.8 99.8 80.93 41.0
## pm2.5 77.0 57.0 63.0 50.00 46.0 67.00 45.0 58.0 72.0 79.00 66.0
## CV residual 29.8 7.6 15.8 -1.03 -16.0 -7.51 -69.5 -62.8 -27.8 -1.93 25.0
## 12231 12232 12233 12239 12241 12247 12250 12251 12282 12283 12284
## Predicted 43.5 47.6 51.4 100.4 113.3 123.4 93.8 83.5 74.61 76.80 95.957
## cvpred 42.6 46.7 50.5 99.4 112.3 122.4 93.0 82.6 73.89 76.04 95.208
## pm2.5 62.0 66.0 61.0 62.0 88.0 112.0 116.0 110.0 82.00 73.00 96.000
## CV residual 19.4 19.3 10.5 -37.4 -24.3 -10.4 23.0 27.4 8.11 -3.04 0.792
## 12285 12287 12289 12290 12294 12296 12302 12314 12317 12318 12319
## Predicted 102.25 117.3 140.3 141.9 148.7 140.3 47.5 122.5 141.3 141.3 133.4
## cvpred 101.49 116.5 139.5 141.1 147.9 139.5 46.8 121.8 140.6 140.6 132.7
## pm2.5 107.00 137.0 153.0 160.0 195.0 184.0 122.0 101.0 97.0 100.0 95.0
## CV residual 5.51 20.5 13.5 18.9 47.1 44.5 75.2 -20.8 -43.6 -40.6 -37.7
## 12323 12325 12330 12340 12348 12349 12351 12352 12354 12359 12360
## Predicted 103.72 99.5 102.2 93.6 42.4 77.63 77.5 -12.6 64.6 22.5 47.6
## cvpred 104.86 98.8 101.6 94.9 43.8 78.84 76.8 -11.3 63.9 23.6 48.7
## pm2.5 112.00 116.0 117.0 71.0 72.0 85.00 44.0 67.0 26.0 12.0 18.0
## CV residual 7.14 17.2 15.4 -23.9 28.2 6.16 -32.8 78.3 -37.9 -11.6 -30.7
## 12362 12363 12366 12367 12372 12374 12376 12379 12380 12382 12385
## Predicted 47.1 51.2 61.0 53.1 36.1 31.4 61.0 61.6 53.4 58.0 69.0
## cvpred 48.2 52.3 62.2 54.3 37.4 32.7 62.3 62.8 54.6 59.2 70.1
## pm2.5 13.0 14.0 10.0 10.0 8.0 11.0 14.0 10.0 24.0 14.0 12.0
## CV residual -35.2 -38.3 -52.2 -44.3 -29.4 -21.7 -48.3 -52.8 -30.6 -45.2 -58.1
## 12389 12390 12393 12394 12395 12396 12398 12402 12407 12408 12412
## Predicted 57.0 57.0 38.9 38.9 15.98 9.69 26.2 24.28 99.8 98.1 128.7
## cvpred 58.1 58.1 40.1 40.1 17.17 10.89 25.3 23.37 98.8 97.2 127.9
## pm2.5 8.0 11.0 16.0 15.0 15.00 13.00 9.0 18.00 33.0 29.0 36.0
## CV residual -50.1 -47.1 -24.1 -25.1 -2.17 2.11 -16.3 -5.37 -65.8 -68.2 -91.9
## 12416 12417 12419 12421 12423 12424 12426 12429 12430 12431 12433
## Predicted 122 109.9 84 49.9 26.1 19.0 25.5 54.5 57.0 46.6 66.99
## cvpred 123 109.1 85 49.2 25.4 18.3 24.8 53.8 56.3 47.3 68.26
## pm2.5 81 98.0 143 83.0 128.0 127.0 60.0 116.0 74.0 64.0 69.00
## CV residual -42 -11.1 58 33.8 102.6 108.7 35.2 62.2 17.7 16.7 0.74
## 12435 12437 12438 12440 12441 12442 12443 12450 12453 12460 12461
## Predicted 70.1 66.6 56.8 34.9 9.39 19.8 -16.1 43.2 50.5 124.3 128
## cvpred 70.7 67.1 57.2 35.3 10.41 20.8 -15.0 44.2 49.6 123.4 129
## pm2.5 37.0 32.0 23.0 25.0 34.00 9.0 12.0 56.0 48.0 48.0 58
## CV residual -33.7 -35.1 -34.2 -10.3 23.59 -11.8 27.0 11.8 -1.6 -75.4 -71
## 12474 12478 12480 12483 12487 12493 12494 12498 12504 12510 12512
## Predicted 48.03 79 116.4 131 127.24 47.3 36.30 41.2 93.7 140.4 119.5
## cvpred 47.26 78 115.5 132 128.19 46.5 35.56 40.5 93.0 139.7 120.6
## pm2.5 45.00 27 22.0 63 124.00 109.0 43.00 60.0 67.0 74.0 103.0
## CV residual -2.26 -51 -93.5 -69 -4.19 62.5 7.44 19.5 -26.0 -65.7 -17.6
## 12522 12523 12526 12532 12536 12538 12542 12544 12546 12550 12556
## Predicted 63.4 114 143.36 159.3 101 120 74.1 67.52 67.52 133.4 126
## cvpred 64.9 113 142.77 160.5 102 119 73.7 67.05 67.05 134.3 128
## pm2.5 91.0 99 145.00 201.0 206 237 152.0 66.00 69.00 55.0 9
## CV residual 26.1 -14 2.23 40.5 104 118 78.3 -1.05 1.95 -79.3 -119
## 12563 12565 12568 12574 12576 12580 12581 12583 12590 12593 12607
## Predicted 59.3 32.2 65.7 127.5 136.3 154.1 120.1 121.0 77.8 71.21 141.7
## cvpred 60.8 33.7 65.1 126.9 135.7 153.4 121.4 121.8 77.2 70.63 141.1
## pm2.5 27.0 14.0 49.0 29.0 47.0 210.0 188.0 184.0 111.0 76.00 199.0
## CV residual -33.8 -19.7 -16.1 -97.9 -88.7 56.6 66.6 62.2 33.8 5.37 57.9
## 12609 12613 12616 12618 12619 12620 12622 12625 12627 12628 12631
## Predicted 123.0 78.1 46.5 59.1 63.2 85.95 103.5 147.8 156 162 154.1
## cvpred 124.2 79.4 46.0 58.5 62.7 86.71 104.2 147.1 155 161 153.4
## pm2.5 173.0 132.0 83.0 80.0 92.0 80.00 64.0 96.0 53 52 95.0
## CV residual 48.8 52.6 37.0 21.5 29.3 -6.71 -40.2 -51.1 -102 -109 -58.4
## 12633 12635 12636 12644 12646 12648 12651 12660 12661 12662 12663
## Predicted 141.1 115.9 109.7 129 137.6 79.9 118 13.2 -3.45 -1.826 33.4
## cvpred 142.3 117.2 110.9 128 138.7 81.2 118 14.5 -2.18 -0.541 34.5
## pm2.5 96.0 82.0 73.0 27 43.0 48.0 18 10.0 11.00 13.000 22.0
## CV residual -46.3 -35.2 -37.9 -101 -95.7 -33.2 -100 -4.5 13.18 13.541 -12.5
## 12664 12666 12667 12675 12677 12682 12683 12685 12698 12700
## Predicted 22.44 41.2 60.3 138.4 151.4 105.78 104.78 88.5 131.1 132.89
## cvpred 23.56 40.5 59.6 139.5 150.7 105.09 105.98 87.9 130.5 134.03
## pm2.5 15.00 17.0 46.0 79.0 95.0 103.00 98.00 98.0 147.0 125.00
## CV residual -8.56 -23.5 -13.6 -60.5 -55.7 -2.09 -7.98 10.1 16.5 -9.03
## 12701 12709 12715 12718 12719 12726 12727 12730 12733 12735 12737
## Predicted 133 82.5 68.7 104.7 100.6 155 157.21 132.5 105.1 104.3 110.6
## cvpred 134 81.9 68.1 106.2 102.1 156 158.44 131.9 104.7 103.8 110.1
## pm2.5 100 205.0 146.0 142.0 123.0 135 167.00 170.0 175.0 153.0 158.0
## CV residual -34 123.1 77.9 35.8 20.9 -21 8.56 38.1 70.3 49.2 47.9
## 12741 12743 12747 12751 12754 12760 12761 12765 12769 12771
## Predicted 149.4 135.4 97.7 119.0 144.7 127.3 133.62 130.37 137.2 137.22
## cvpred 148.8 136.5 99.0 120.3 145.8 126.7 132.96 129.68 136.5 136.48
## pm2.5 165.0 195.0 177.0 91.0 69.0 140.0 123.00 137.00 115.0 134.00
## CV residual 16.2 58.5 78.0 -29.3 -76.8 13.3 -9.96 7.32 -21.5 -2.48
## 12773 12777 12785 12790 12792 12799 12805 12806 12812 12814 12818
## Predicted 136.8 116.3 79.3 128.2 132.85 122 59.0 79.5 93.7 121 143.2
## cvpred 137.9 117.4 80.5 127.5 132.17 123 59.8 78.9 93.1 121 142.6
## pm2.5 106.0 102.0 66.0 104.0 142.00 244 132.0 106.0 147.0 285 221.0
## CV residual -31.9 -15.4 -14.5 -23.5 9.83 121 72.2 27.1 53.9 164 78.4
## 12820 12821 12822 12823 12825 12828 12829 12833 12835 12836 12841
## Predicted 145.4 151.3 151.3 149.5 134.9 117.5 100.4 91.5 89.0 100.0 132.0
## cvpred 144.7 152.4 152.4 148.8 136.1 116.9 101.7 91.0 88.5 99.4 131.3
## pm2.5 195.0 205.0 242.0 235.0 199.0 207.0 201.0 167.0 149.0 158.0 222.0
## CV residual 50.3 52.6 89.6 86.2 62.9 90.1 99.3 76.0 60.5 58.6 90.7
## 12843 12849 12853 12855 12864 12869 12871 12872 12882 12883 12884
## Predicted 132.0 133.5 94.9 92.6 118.0 124.3 133.1 125 60.3 66.5 72.8
## cvpred 131.3 134.7 96.2 92.1 117.4 123.7 132.4 124 59.7 66.0 72.3
## pm2.5 207.0 192.0 173.0 165.0 183.0 161.0 176.0 176 137.0 91.0 91.0
## CV residual 75.7 57.3 76.8 72.9 65.6 37.3 43.6 52 77.3 25.0 18.7
## 12885 12886 12887 12890 12894 12896 12899 12909 12911 12914 12918
## Predicted 79.1 89.5 95.8 117 134.9 132.3 132.7 138 142.5 155.10 163.0
## cvpred 78.5 88.9 95.2 116 134.3 133.6 132.2 137 142.1 154.63 162.5
## pm2.5 101.0 116.0 145.0 156 146.0 231.0 194.0 399 99.0 145.00 185.0
## CV residual 22.5 27.1 49.8 40 11.7 97.4 61.8 262 -43.1 -9.63 22.5
## 12927 12932 12933 12938 12944 12946 12949 12951 12954 12957 12958
## Predicted 150 137.0 161 131.7 116 99.4 95.5 78.8 85.1 54.0 58.7
## cvpred 150 137.9 161 132.4 117 100.7 96.6 79.9 86.2 55.3 60.0
## pm2.5 182 51.0 44 54.0 9 11.0 18.0 20.0 27.0 35.0 45.0
## CV residual 32 -86.9 -117 -78.4 -108 -89.7 -78.6 -59.9 -59.2 -20.3 -15.0
## 12961 12963 12966 12969 12970 12971 12972 12973 12974 12976 12981
## Predicted 90.4 103.0 98.9 76.9 64.3 83.2 71.8 64.0 54.8 56.9 95.5
## cvpred 91.7 104.2 100.1 77.5 64.9 82.4 72.9 63.2 55.9 56.1 96.6
## pm2.5 51.0 50.0 31.0 22.0 29.0 23.0 29.0 30.0 27.0 19.0 40.0
## CV residual -40.7 -54.2 -69.1 -55.5 -35.9 -59.4 -43.9 -33.2 -28.9 -37.1 -56.6
## 12985 12987 12991 12994 12997 13002 13004 13006 13007 13008 13009
## Predicted 129.3 141.9 96.6 54.2 45.5 47.4 53.6 120.0 78.2 88.6 94.8
## cvpred 128.6 141.1 97.9 55.6 46.3 48.2 54.5 121.2 79.6 90.0 96.3
## pm2.5 102.0 91.0 56.0 41.0 16.0 21.0 23.0 75.0 64.0 62.0 72.0
## CV residual -26.6 -50.1 -41.9 -14.6 -30.3 -27.2 -31.5 -46.2 -15.6 -28.0 -24.3
## 13012 13013 13022 13034 13035 13039 13042 13043 13046 13047 13050
## Predicted 149 163 73.7 140.1 144.8 144.8 99.1 115.8 102.2 91.7 83.5
## cvpred 149 165 75.0 139.5 144.1 144.1 99.9 115.2 103.6 91.3 83.0
## pm2.5 47 57 30.0 94.0 112.0 127.0 127.0 205.0 173.0 202.0 152.0
## CV residual -102 -108 -45.0 -45.5 -32.1 -17.1 27.1 89.8 69.4 110.7 69.0
## 13051 13056 13058 13059 13060 13061 13065 13069 13070 13078 13079
## Predicted 89.8 125 103.8 138.9 140.5 150.9 140 119 113.9 134.4 138.6
## cvpred 89.3 124 104.6 140.1 141.8 152.2 139 118 113.4 133.9 139.9
## pm2.5 137.0 141 199.0 226.0 229.0 242.0 259 232 208.0 206.0 226.0
## CV residual 47.7 17 94.4 85.9 87.2 89.8 120 114 94.6 72.1 86.1
## 13080 13082 13086 13087 13092 13093 13095 13098 13109 13110 13112
## Predicted 139 142.9 154.9 153.3 147 136.2 90.1 122.9 147.0 146.5 144.4
## cvpred 139 142.3 154.4 152.7 148 137.5 91.0 122.5 146.4 147.9 145.7
## pm2.5 256 242.0 231.0 219.0 33 48.0 47.0 75.0 222.0 230.0 221.0
## CV residual 117 99.7 76.6 66.3 -115 -89.5 -44.0 -47.5 75.6 82.1 75.3
## 13113 13123 13124 13125 13128 13129 13132 13135 13137 13141
## Predicted 143.2 141.3 141.7 146.4 146.4 153.9 153.9 155.51 151.7 135.02
## cvpred 142.7 142.7 141.3 145.9 145.9 155.3 155.3 156.89 153.1 136.42
## pm2.5 206.0 91.0 117.0 121.0 118.0 133.0 170.0 153.00 165.0 144.00
## CV residual 63.3 -51.7 -24.3 -24.9 -27.9 -22.3 14.7 -3.89 11.9 7.58
## 13144 13152 13153 13158 13162 13164 13165 13168 13172 13173 13174
## Predicted 134.89 154.3 154.3 116 75.5 50.69 33.37 25.25 89.8 84.1 88.2
## cvpred 134.49 153.8 153.8 118 77.0 51.54 34.87 26.09 89.3 83.5 87.6
## pm2.5 133.00 198.0 202.0 224 140.0 47.00 30.00 19.00 44.0 46.0 44.0
## CV residual -1.49 44.2 48.2 106 63.0 -4.54 -4.87 -7.09 -45.3 -37.5 -43.6
## 13176 13177 13178 13180 13181 13188 13189 13199 13200 13201 13203
## Predicted 99.1 92.8 138.3 149 103.1 36.41 63.7 92.8 94.5 104.9 112.8
## cvpred 98.6 93.7 139.6 150 104.6 37.87 65.0 92.3 93.9 104.3 112.2
## pm2.5 56.0 72.0 96.0 104 74.0 42.00 36.0 61.0 57.0 65.0 86.0
## CV residual -42.6 -21.7 -43.6 -46 -30.6 4.13 -29.0 -31.3 -36.9 -39.3 -26.2
## 13207 13210 13211 13212 13215 13218 13220 13221 13222 13227 13228
## Predicted 121.2 120.68 120.7 118 79.8 92.5 92.5 138.42 144.3 146.5 157.3
## cvpred 120.7 120.15 120.2 118 81.4 93.4 93.4 137.95 145.6 147.8 156.8
## pm2.5 95.0 119.00 134.0 133 153.0 139.0 160.0 145.00 132.0 199.0 193.0
## CV residual -25.7 -1.15 13.8 15 71.6 45.6 66.6 7.05 -13.6 51.2 36.2
## 13230 13231 13232 13235 13239 13241 13244 13252 13256 13258 13262
## Predicted 128.0 128.0 121.7 116.9 108.0 109.7 122.2 153.0 134 83.9 46.1
## cvpred 128.9 128.9 122.6 118.4 107.7 109.3 121.9 154.3 135 85.4 47.5
## pm2.5 185.0 184.0 178.0 158.0 181.0 171.0 174.0 87.0 31 10.0 9.0
## CV residual 56.1 55.1 55.4 39.6 73.3 61.7 52.1 -67.3 -104 -75.4 -38.5
## 13263 13264 13266 13267 13269 13271 13274 13275 13280 13285 13288
## Predicted 73.2 31.1 72.6 92.2 118 106 153 133 147 38.0 27.6
## cvpred 74.3 32.5 73.8 91.6 117 105 154 133 148 39.4 29.0
## pm2.5 16.0 17.0 12.0 21.0 22 23 22 31 40 18.0 12.0
## CV residual -58.3 -15.5 -61.8 -70.6 -95 -82 -132 -102 -108 -21.4 -17.0
## 13293 13299 13301 13303 13304 13311 13312 13314 13319 13320 13321
## Predicted 64.5 112.5 91.1 104.0 83.5 49.2 45.0 61.7 106.6 115.3 114.9
## cvpred 65.9 113.2 92.4 105.3 84.8 50.5 44.4 61.1 105.9 114.6 116.1
## pm2.5 16.0 34.0 21.0 25.0 19.0 14.0 23.0 19.0 29.0 28.0 42.0
## CV residual -49.9 -79.2 -71.4 -80.3 -65.8 -36.5 -21.4 -42.1 -76.9 -86.6 -74.1
## 13322 13325 13326 13328 13334 13335 13337 13341 13344 13348
## Predicted 119.4 129.4 129.8 124.1 89.451 79.4964 97.8 115.0 114.0 145
## cvpred 118.8 130.6 129.2 123.4 90.757 78.9466 97.3 114.5 113.3 146
## pm2.5 53.0 80.0 100.0 82.0 90.000 79.0000 87.0 72.0 125.0 296
## CV residual -65.8 -50.6 -29.2 -41.4 -0.757 0.0534 -10.3 -42.5 11.7 150
## 13351 13353 13354 13359 13362 13368 13371 13384 13386 13390
## Predicted 149 137 135 90.2 85.2 118.08 137.2 97.0 100.27 118.71
## cvpred 150 137 134 89.7 84.7 117.46 136.6 96.5 99.75 119.99
## pm2.5 298 281 280 154.0 125.0 113.00 107.0 112.0 109.00 117.00
## CV residual 148 144 146 64.3 40.3 -4.46 -29.6 15.5 9.25 -2.99
## 13391 13395 13403 13404 13408 13410 13413 13415 13416 13418 13419
## Predicted 121.62 140.5 123.2 110.2 90.9 95.04 120.2 129.0 135.3 137.4 139.2
## cvpred 121.07 139.9 122.7 111.6 90.5 94.59 119.7 128.5 134.7 136.9 140.5
## pm2.5 117.00 87.0 91.0 95.0 101.0 87.00 91.0 93.0 81.0 77.0 80.0
## CV residual -4.07 -52.9 -31.7 -16.6 10.5 -7.59 -28.7 -35.5 -53.7 -59.9 -60.5
## 13420 13422 13427 13435 13438 13444 13446 13447 13448 13449 13451
## Predicted 139.2 138.0 125.718 88.7 110.9 106.7 105 144.9 149.0 142.2 123.4
## cvpred 140.5 137.4 125.191 89.7 110.3 108.1 106 144.2 148.3 143.5 124.6
## pm2.5 82.0 78.0 125.000 141.0 83.0 58.0 57 59.0 52.0 64.0 66.0
## CV residual -58.5 -59.4 -0.191 51.3 -27.3 -50.1 -49 -85.2 -96.3 -79.5 -58.6
## 13457 13458 13459 13462 13463 13467 13469 13470 13476 13477 13480
## Predicted 112.3 118.6 116.1 128.7 125.4 141.8 141.8 148.1 97.9 99.6 84.37
## cvpred 111.8 118.1 115.6 128.1 124.9 141.2 141.2 147.5 99.2 100.8 83.86
## pm2.5 91.0 90.0 88.0 94.0 74.0 80.0 86.0 108.0 55.0 69.0 75.00
## CV residual -20.8 -28.1 -27.6 -34.1 -50.9 -61.2 -55.2 -39.5 -44.2 -31.8 -8.86
## 13481 13482 13486 13489 13490 13498 13500 13505 13509 13511 13517
## Predicted 98.9 105.1 86.45 115.7 153.8 137.6 124.4 145.1 135.5 144.3 107.8
## cvpred 98.4 104.7 87.91 117.1 153.2 138.8 125.7 144.5 134.9 143.7 109.2
## pm2.5 84.0 91.0 84.00 48.0 63.0 121.0 147.0 75.0 75.0 93.0 54.0
## CV residual -14.4 -13.7 -3.91 -69.1 -90.2 -17.8 21.3 -69.5 -59.9 -50.7 -55.2
## 13519 13521 13523 13525 13530 13532 13536 13538 13539 13541 13550
## Predicted 106.2 99.9 91.4 124.4 77.4 83.7 144.9 96.3 102.6 104.2 76.8
## cvpred 107.6 101.3 92.9 125.7 79.0 85.2 146.2 97.8 104.1 105.7 78.4
## pm2.5 62.0 74.0 69.0 101.0 144.0 134.0 157.0 181.0 174.0 126.0 62.0
## CV residual -45.6 -27.3 -23.9 -24.7 65.0 48.8 10.8 83.2 69.9 20.3 -16.4
## 13551 13552 13555 13557 13558 13559 13560 13564 13566 13567 13569
## Predicted 116.7 125.1 131.4 143.9 145 148 148 161 163 161 119
## cvpred 118.1 124.6 130.9 143.4 144 149 149 161 164 163 121
## pm2.5 68.0 75.0 65.0 83.0 50 44 45 27 28 16 13
## CV residual -50.1 -49.6 -65.9 -60.4 -94 -105 -104 -134 -136 -147 -108
## 13574 13576 13578 13584 13587 13592 13603 13606 13607 13610 13611
## Predicted 141 146.4 136.0 152.8 153.3 121.8 135 144.8 144.8 151.1 151.1
## cvpred 140 145.9 135.5 154.1 152.7 122.7 135 144.3 144.3 150.6 150.6
## pm2.5 21 47.0 61.0 116.0 86.0 65.0 86 91.0 91.0 118.0 129.0
## CV residual -119 -98.9 -74.5 -38.1 -66.7 -57.7 -49 -53.3 -53.3 -32.6 -21.6
## 13612 13613 13625 13630 13631 13633 13641 13642 13643 13646 13647
## Predicted 151.1 153.3 137 140 140 117 145 144 138 125 125
## cvpred 150.6 152.7 137 140 140 118 145 146 138 127 125
## pm2.5 116.0 119.0 203 291 271 261 330 334 334 308 299
## CV residual -34.6 -33.7 66 151 131 143 185 188 196 181 174
## 13651 13655 13661 13665 13666 13669 13670 13672 13673 13676 13679
## Predicted 130.8 136 146 138 138 125 123 80.4 100.9 113.4 118.1
## cvpred 130.5 136 146 138 138 125 123 82.0 102.5 115.1 119.7
## pm2.5 223.0 277 321 375 390 375 337 127.0 38.0 59.0 23.0
## CV residual 92.5 141 175 237 252 250 214 45.0 -64.5 -56.1 -96.7
## 13682 13683 13685 13689 13690 13692 13695 13699 13707 13710 13718
## Predicted 160 161 158 160 154.9 126.1 102.5 136.0 119.7 124.1 68.2
## cvpred 161 163 157 161 156.4 127.1 104.2 135.6 121.3 125.7 69.1
## pm2.5 32 31 41 57 58.0 56.0 27.0 40.0 102.0 47.0 30.0
## CV residual -129 -132 -116 -104 -98.4 -71.1 -77.2 -95.6 -19.3 -78.7 -39.1
## 13719 13720 13721 13723 13727 13728 13738 13739 13740 13741 13743
## Predicted 96.9 96.9 98.5 108.9 136.5 135 131.8 136.3 131.6 131.6 129.5
## cvpred 96.5 96.5 98.1 108.5 136.1 135 133.1 135.9 131.2 131.2 129.1
## pm2.5 36.0 45.0 42.0 35.0 56.0 70 51.0 68.0 77.0 88.0 65.0
## CV residual -60.5 -51.5 -56.1 -73.5 -80.1 -65 -82.1 -67.9 -54.2 -43.2 -64.1
## 13744 13746 13747 13748 13750 13751 13752 13753 13755 13760 13764
## Predicted 125.4 125.4 121.3 127.5 136.3 134.7 138.8 134.7 141.0 145.6 129.3
## cvpred 124.9 124.9 120.8 127.1 135.9 134.2 138.3 134.2 140.5 145.1 128.8
## pm2.5 67.0 62.0 73.0 84.0 102.0 93.0 99.0 116.0 171.0 209.0 201.0
## CV residual -57.9 -62.9 -47.8 -43.1 -33.9 -41.2 -39.3 -18.2 30.5 63.9 72.2
## 13771 13772 13777 13780 13782 13785 13787 13788 13790 13796 13798
## Predicted 128.1 126.5 140 142 142 146 104.8 111 98.0 101.2 108.1
## cvpred 127.8 126.1 139 141 141 145 106.3 112 99.5 102.8 109.6
## pm2.5 186.0 187.0 286 307 300 264 50.0 49 43.0 43.0 49.0
## CV residual 58.2 60.9 147 166 159 119 -56.3 -63 -56.5 -59.8 -60.6
## 13802 13807 13809 13810 13815 13816 13817 13818 13823 13824 13825
## Predicted 130.8 130.0 110 95.7 103.3 107.4 107.8 113.6 140.1 140.1 146.0
## cvpred 131.7 130.8 112 97.3 104.7 108.8 107.4 113.2 139.7 139.7 147.3
## pm2.5 36.0 39.0 27 35.0 30.0 37.0 51.0 54.0 62.0 58.0 61.0
## CV residual -95.7 -91.8 -85 -62.3 -74.7 -71.8 -56.4 -59.2 -77.7 -81.7 -86.3
## 13834 13836 13842 13844 13845 13912 13918 13920 13925 13931 13932
## Predicted 90.3 67.3 96.1 108.7 123.7 98.9 125 130.9 153.8 118.14 76.1
## cvpred 91.8 68.9 95.7 108.3 123.3 98.4 124 130.3 153.2 119.47 77.7
## pm2.5 64.0 29.0 47.0 88.0 104.0 46.0 75 70.0 98.0 113.00 114.0
## CV residual -27.8 -39.9 -48.7 -20.3 -19.3 -52.4 -49 -60.3 -55.2 -6.47 36.3
## 13934 13943 13949 13950 13957 13958 13959 13962 13963 13965
## Predicted 109.53 135.4 146.21 152.50 117.2 108 108 110.1 112.3 127.3
## cvpred 109.11 136.7 145.66 151.94 116.8 108 108 109.6 111.8 126.8
## pm2.5 103.00 101.0 146.00 154.00 134.0 144 142 143.0 144.0 154.0
## CV residual -6.11 -35.7 0.34 2.06 17.2 36 34 33.4 32.2 27.2
## 13967 14024 14025 14031 14036 14042 14043 14046 14048 14049
## Predicted 127.91 106.094 93.5 61.3 123.9 143.7 149.9 150.1 148.3 140
## cvpred 127.35 107.675 95.1 62.4 123.6 143.3 149.5 151.5 147.9 140
## pm2.5 119.00 107.000 135.0 87.0 97.0 194.0 209.0 201.0 214.0 212
## CV residual -8.35 -0.675 39.9 24.6 -26.6 50.7 59.5 49.5 66.1 72
## 14053 14056 14057 14060 14062 14086 14087 14092 14097 14098 14101
## Predicted 79.0 102 96.4 100.7 151 124 129.8 144.1 129.4 117.2 83.32
## cvpred 80.7 102 96.0 102.2 150 123 129.3 145.4 130.7 116.8 82.89
## pm2.5 230.0 221 201.0 34.0 36 58 54.0 119.0 61.0 83.0 87.00
## CV residual 149.3 119 105.0 -68.2 -114 -65 -75.3 -26.4 -69.7 -33.8 4.11
## 14102 14105 14106 14107 14110 14112 14114 14117 14118 14123
## Predicted 101.6 88.8 94.48 111.157 132.50 134.7 141.0 117.98 147.3 111.722
## cvpred 101.2 88.3 94.07 110.751 132.07 134.2 140.5 118.92 146.8 111.268
## pm2.5 91.0 103.0 101.00 111.000 130.00 161.0 115.0 111.00 103.0 112.000
## CV residual -10.2 14.7 6.93 0.249 -2.07 26.8 -25.5 -7.92 -43.8 0.732
## 14128 14130 14132 14133 14142 14144 14145 14147 14148 14155
## Predicted 101.8 110.3 131.1 135.7 152.1 148.0 141.7 139.56 132.71 134.33
## cvpred 101.5 109.9 130.7 135.3 151.7 147.6 141.3 139.13 132.34 133.97
## pm2.5 151.0 148.0 171.0 174.0 96.0 99.0 116.0 132.00 137.00 141.00
## CV residual 49.5 38.1 40.3 38.7 -55.7 -48.6 -25.3 -7.13 4.66 7.03
## 14156 14158 14162 14164 14169 14176 14177 14179 14182 14183
## Predicted 132.71 137 137.37 158 121.2 135.7 145.7 112.11 154.2 123.7
## cvpred 132.34 137 136.98 158 122.2 135.3 147.2 113.77 155.6 124.7
## pm2.5 142.00 123 138.00 31 40.0 100.0 97.0 122.00 206.0 221.0
## CV residual 9.66 -14 1.02 -127 -82.2 -35.3 -50.2 8.23 50.4 96.3
## 14185 14187 14188 14189 14190 14191 14192 14199 14200 14203
## Predicted 119.6 156.8 158.4254 152.1 152.1 152.1 152.1 152.7 150.1 150.1
## cvpred 120.6 156.3 157.9647 151.7 151.7 151.7 151.7 152.2 151.5 151.5
## pm2.5 165.0 175.0 158.0000 137.0 128.0 126.0 124.0 109.0 109.0 100.0
## CV residual 44.4 18.7 0.0353 -14.7 -23.7 -25.7 -27.7 -43.2 -42.5 -51.5
## 14205 14207 14210 14212 14216 14219 14222 14223 14224 14230 14235
## Predicted 108.57 100.37 153 153 102.6 75.8 55.6 51.0 76.2 120.8 119
## cvpred 110.16 101.92 154 154 104.1 77.3 56.5 51.9 75.6 120.2 120
## pm2.5 107.00 107.00 7 9 21.0 13.0 11.0 7.0 4.0 32.0 67
## CV residual -3.16 5.08 -147 -145 -83.1 -64.3 -45.5 -44.9 -71.6 -88.2 -53
## 14238 14239 14240 14242 14243 14246 14248 14250 14251 14254 14260
## Predicted 154.2 125.4 150.4 131.6 119.4 102.7 81.3 84.1 74.2 89.3 90.9
## cvpred 155.5 126.2 151.7 132.9 118.9 103.6 82.8 85.5 75.6 90.6 92.3
## pm2.5 63.0 74.0 74.0 59.0 69.0 67.0 37.0 22.0 16.0 25.0 7.0
## CV residual -92.5 -52.2 -77.7 -73.9 -49.9 -36.6 -45.8 -63.5 -59.6 -65.6 -85.3
## 14263 14264 14265 14273 14276 14278 14280 14290 14292 14293 14299
## Predicted 119 138 77.3 80.9 114.8 124.2 134.6 124.0 94.76 99.3 96.5
## cvpred 120 138 78.6 80.3 114.2 123.5 133.9 125.2 95.98 98.7 95.9
## pm2.5 5 10 12.0 23.0 37.0 49.0 47.0 77.0 87.00 81.0 34.0
## CV residual -115 -128 -66.6 -57.3 -77.2 -74.5 -86.9 -48.2 -8.98 -17.7 -61.9
## 14300 14303 14305 14310 14312 14315 14317 14318 14333 14334 14336
## Predicted 109.1 132.6 137 120.6 145.1 111.44 90.53 80.1 144.8 122.2 140.4
## cvpred 108.4 131.9 136 121.2 146.2 112.66 89.93 79.5 145.9 122.9 141.6
## pm2.5 48.0 51.0 67 82.0 89.0 106.00 85.00 92.0 92.0 105.0 110.0
## CV residual -60.4 -80.9 -69 -39.2 -57.2 -6.66 -4.93 12.5 -53.9 -17.9 -31.6
## 14337 14338 14340 14344 14347 14353 14354 14357 14359 14364 14367
## Predicted 131.9 85.8 108.8 76.2 91.0 142.0 146.3 152.13 146.4 88.19 79.3
## cvpred 133.1 87.2 108.2 75.7 90.4 143.2 145.6 153.26 147.5 89.37 78.7
## pm2.5 118.0 107.0 85.0 48.0 71.0 104.0 106.0 145.00 139.0 99.00 114.0
## CV residual -15.1 19.8 -23.2 -27.7 -19.4 -39.2 -39.6 -8.26 -8.5 9.63 35.3
## 14369 14370 14371 14374 14377 14412 14416 14420 14424 14426 14433
## Predicted 77.38 83.67 92.43 102.388 111.6 113.5 91.87 129.9 141.0 103.3 131.3
## cvpred 76.71 82.99 91.75 103.562 112.3 112.9 91.23 129.2 142.1 104.6 130.6
## pm2.5 74.00 81.00 98.00 104.000 130.0 132.0 93.00 70.0 96.0 93.0 117.0
## CV residual -2.71 -1.99 6.25 0.438 17.7 19.1 1.77 -59.2 -46.1 -11.6 -13.6
## 14436 14437 14445 14446 14450 14454 14457 14458 14459 14460 14461
## Predicted 114.9 104.5 108.9 137.7 101.94 141.8 96.8 96.8 96.8 94.6 85.6
## cvpred 114.3 103.9 109.5 138.8 103.27 142.9 98.0 98.0 98.0 95.9 86.9
## pm2.5 91.0 80.0 96.0 92.0 108.00 116.0 35.0 32.0 31.0 57.0 69.0
## CV residual -23.3 -23.9 -13.5 -46.8 4.73 -26.9 -63.0 -66.0 -67.0 -38.9 -17.9
## 14464 14467 14468 14471 14472 14473 14475 14477 14484 14489 14490
## Predicted 68.31 72.12 72.1 135.5 137.7 112.98 143.9 145.6 112.44 103.4 109.7
## cvpred 69.73 73.52 73.5 136.7 138.8 113.66 143.2 146.7 111.77 102.7 108.9
## pm2.5 75.00 80.00 95.0 118.0 111.0 118.00 111.0 92.0 110.00 87.0 58.0
## CV residual 5.27 6.48 21.5 -18.7 -27.8 4.34 -32.2 -54.7 -1.77 -15.7 -50.9
## 14492 14508 14510 14513 14517 14520 14521 14522 14524 14525 14527
## Predicted 128.5 102.4 55.4 100.8 112.4 146 146.3 147.5 149.7 149.7 108.1
## cvpred 127.8 103.6 56.8 100.3 111.7 147 145.6 148.6 150.8 150.8 109.5
## pm2.5 56.0 84.0 83.0 84.0 75.0 69 65.0 76.0 114.0 124.0 129.0
## CV residual -71.8 -19.6 26.2 -16.3 -36.7 -78 -80.6 -72.6 -36.8 -26.8 19.5
## 14535 14539 14542 14543 14546 14551 14552 14554 14558 14559 14563
## Predicted 103.3 117.5 132.70 137.8 116.4 143.1 114 133.0 98.9 100.1 109.0
## cvpred 102.8 116.9 133.91 137.1 117.2 144.3 115 134.2 98.4 101.5 108.5
## pm2.5 90.0 100.0 135.00 179.0 184.0 171.0 171 172.0 143.0 141.0 147.0
## CV residual -12.8 -16.9 1.09 41.9 66.8 26.7 56 37.8 44.6 39.5 38.5
## 14567 14568 14570 14573 14577 14583 14585 14590 14591 14592 14595
## Predicted 132.1 145 146.8 148.4 149.9 103 107 143 114 106 101.4
## cvpred 133.4 144 146.2 147.8 151.2 104 108 144 115 107 102.2
## pm2.5 155.0 172 205.0 204.0 204.0 233 266 309 300 341 36.0
## CV residual 21.6 28 58.8 56.2 52.8 129 158 165 185 234 -66.2
## 14596 14597 14598 14600 14601 14603 14604 14605 14607 14611 14612
## Predicted 141.0 142.2 141 139 133 108.6 74.0 97.2 76.0 89.9 98.7
## cvpred 140.4 141.5 140 139 132 107.8 75.3 98.3 75.3 89.1 97.9
## pm2.5 41.0 52.0 25 13 14 27.0 22.0 27.0 19.0 20.0 24.0
## CV residual -99.4 -89.5 -115 -126 -118 -80.8 -53.3 -71.3 -56.3 -69.1 -73.9
## 14614 14615 14616 14617 14618 14621 14623 14631 14635 14641 14645
## Predicted 126 118 145 153 153 155 150.8 76.1 112.1 146 146.4
## cvpred 125 117 144 152 152 156 151.8 77.3 111.4 147 147.5
## pm2.5 32 32 31 39 32 43 82.0 37.0 49.0 47 82.0
## CV residual -93 -85 -113 -113 -120 -113 -69.8 -40.3 -62.4 -100 -65.5
## 14646 14647 14651 14652 14653 14662 14663 14666 14668 14678 14680
## Predicted 104.9 145.2 110.5 104.24 102.1 133.1 135.7 119.0 110.1 80.6 73.7
## cvpred 106.2 144.5 109.8 103.52 101.4 134.2 134.9 119.6 111.4 81.6 74.8
## pm2.5 78.0 79.0 99.0 107.00 89.0 102.0 121.0 191.0 189.0 63.0 56.0
## CV residual -28.2 -65.5 -10.8 3.48 -12.4 -32.2 -13.9 71.4 77.6 -18.6 -18.8
## 14682 14683 14686 14688 14691 14695 14696 14699 14704 14706 14707
## Predicted 67.56 84.2 101.5 136.6 149.2 125.0 147.8 108.9 80.4 88.90 97.4
## cvpred 66.83 83.5 100.7 137.6 150.2 125.5 148.9 108.2 79.7 88.15 96.6
## pm2.5 58.00 52.0 39.0 48.0 90.0 78.0 85.0 163.0 92.0 96.00 51.0
## CV residual -8.83 -31.5 -61.7 -89.6 -60.2 -47.5 -63.9 54.8 12.3 7.85 -45.6
## 14709 14713 14716 14718 14730 14731 14733 14736 14738 14740 14747
## Predicted 114.6 135 132.5 145.1 94.8 111.5 132.8 134.5 152.8 152.8 109
## cvpred 113.8 136 133.5 146.1 94.2 110.9 132.2 133.8 152.1 152.1 110
## pm2.5 58.0 49 60.0 86.0 125.0 155.0 160.0 194.0 206.0 217.0 256
## CV residual -55.8 -87 -73.5 -60.1 30.8 44.1 27.8 60.2 53.9 64.9 146
## 14754 14755 14757 14759 14760 14762 14766 14768 14775 14779 14780
## Predicted 108.3 101.8 94.4 145.6 106 106 86.0 107.4 131.0 137.6 113.0
## cvpred 109.4 103.1 95.7 146.7 107 107 87.2 108.5 130.1 136.7 113.5
## pm2.5 30.0 43.0 70.0 79.0 76 69 13.0 10.0 51.0 57.0 58.0
## CV residual -79.4 -60.1 -25.7 -67.7 -31 -38 -74.2 -98.5 -79.1 -79.7 -55.5
## 14781 14784 14785 14786 14787 14795 14805 14814 14815 14826 14827
## Predicted 138.6 149 148 147.8 147.3 22.8 118.7 92.3 96.9 101.8 142
## cvpred 139.5 150 147 146.9 148.3 23.7 119.5 93.2 97.9 102.8 142
## pm2.5 58.0 48 43 58.0 54.0 7.0 32.0 22.0 11.0 17.0 15
## CV residual -81.5 -102 -104 -88.9 -94.3 -16.7 -87.5 -71.2 -86.9 -85.8 -127
## 14829 14830 14831 14833 14843 14844 14847 14848 14850 14858 14859
## Predicted 105.9 116.9 105.9 108 88.7 111.3 102.0 104.0 114.4 152.7 154.9
## cvpred 106.9 117.3 106.9 109 89.2 112.2 102.9 103.1 113.5 151.7 153.8
## pm2.5 27.0 31.0 31.0 35 36.0 37.0 58.0 67.0 61.0 71.0 75.0
## CV residual -79.9 -86.3 -75.9 -74 -53.2 -75.2 -44.9 -36.1 -52.5 -80.7 -78.8
## 14863 14864 14866 14868 14880 14883 14887 14891 14894 14896
## Predicted 158 149.8 143.8 131.091 140.1 141.7 151.6 139.5 134.8 130.17
## cvpred 159 150.6 144.7 130.183 139.2 140.9 152.7 138.7 134.1 129.42
## pm2.5 100 94.0 124.0 131.000 102.0 116.0 117.0 134.0 117.0 132.00
## CV residual -59 -56.6 -20.7 0.817 -37.2 -24.9 -35.7 -4.7 -17.1 2.58
## 14899 14902 14903 14907 14910 14912 14916 14926 14929 14931 14932
## Predicted 136.5 140.69 140.69 148.6 156.5 150.2 130.2 123.6 110.9 156.9 123.6
## cvpred 135.7 141.74 141.74 149.7 157.6 151.3 129.4 124.2 112.1 156.2 124.2
## pm2.5 102.0 134.00 136.00 164.0 172.0 178.0 186.0 146.0 204.0 180.0 186.0
## CV residual -33.7 -7.74 -5.74 14.3 14.4 26.7 56.6 21.8 91.9 23.8 61.8
## 14935 14936 14937 14940 14943 14947 14948 14950 14952 14954 14960
## Predicted 160.9 159.1 150.7 123 111.9 124.9 134 103.07 113.5 143 144
## cvpred 161.9 158.3 149.9 124 113.1 124.3 133 103.71 114.1 144 145
## pm2.5 203.0 173.0 183.0 168 164.0 102.0 105 108.00 92.0 31 28
## CV residual 41.1 14.7 33.1 44 50.9 -22.3 -28 4.29 -22.1 -113 -117
## 14961 14962 14966 14970 14972 14978 14979 14982 14989 14993 14994
## Predicted 97.6 75.2 61.6 65.3 70 142 131 60.0 20.9 63.7 80.3
## cvpred 98.8 76.4 62.0 66.3 71 143 132 60.1 21.0 64.3 79.1
## pm2.5 33.0 26.0 12.0 16.0 25 26 24 5.0 11.0 7.0 7.0
## CV residual -65.8 -50.4 -50.0 -50.3 -46 -117 -108 -55.1 -10.0 -57.3 -72.1
## 14995 14999 15001 15002 15003 15007 15010 15012 15015 15019 15021
## Predicted 70.0 82.5 88.7 95.0 93.4 88.2 34.4 15.22 16.28 60.4 64.5
## cvpred 70.6 82.7 89.5 95.7 94.1 88.9 35.0 15.87 16.99 59.0 63.2
## pm2.5 21.0 47.0 49.0 35.0 28.0 31.0 14.0 17.00 11.00 8.0 26.0
## CV residual -49.6 -35.7 -40.5 -60.7 -66.1 -57.9 -21.0 1.13 -5.99 -51.0 -37.2
## 15022 15027 15028 15030 15031 15033 15039 15041 15045 15046 15049
## Predicted 65.1 103.8 106.0 104 106.5 66.6 -4.01 49.9 73.5 63.4 116.9
## cvpred 63.7 104.5 106.7 105 107.2 67.4 -3.21 48.7 72.2 62.1 117.1
## pm2.5 28.0 64.0 41.0 25 28.0 29.0 11.00 22.0 22.0 29.0 64.0
## CV residual -35.7 -40.5 -65.7 -80 -79.2 -38.4 14.21 -26.7 -50.2 -33.1 -53.1
## 15051 15055 15056 15063 15070 15072 15074 15079 15083 15084 15086
## Predicted 148.0 110.8 100 -10.09 113.1 150 156 108.0 28.99 18 7.72
## cvpred 148.6 111.6 101 -9.22 111.9 150 157 108.8 29.89 19 8.04
## pm2.5 78.0 25.0 27 16.00 49.0 24 47 57.0 38.00 31 14.00
## CV residual -70.6 -86.6 -74 25.22 -62.9 -126 -110 -51.8 8.11 12 5.96
## 15087 15089 15091 15095 15098 15101 15103 15108 15113 15121 15127
## Predicted 9.35 46.0 69.5 148.7 121.4 115.3 109.6 3.27 19.48 137.4 104.5
## cvpred 9.68 44.9 68.4 149.4 122.3 116.2 110.5 4.27 18.38 136.3 105.4
## pm2.5 18.00 18.0 28.0 50.0 87.0 40.0 36.0 40.00 21.00 164.0 57.0
## CV residual 8.32 -26.9 -40.4 -99.4 -35.3 -76.2 -74.5 35.73 2.62 27.7 -48.4
## 15138 15140 15141 15142 15145 15146 15148 15152 15156 15162 15166
## Predicted 75.3 131.7 119.6 130 146.6 128.0 121.1 121.6 71.7 78.8 134.6
## cvpred 74.3 132.6 118.6 129 145.7 128.4 122.1 122.7 72.2 77.9 133.6
## pm2.5 113.0 115.0 120.0 179 227.0 197.0 152.0 139.0 150.0 141.0 163.0
## CV residual 38.7 -17.6 1.4 50 81.3 68.6 29.9 16.3 77.8 63.1 29.4
## 15167 15168 15169 15173 15176 15180 15182 15185 15186 15188 15191
## Predicted 136.2 144.6 144.6 159.3 156.1 108 90.9 86.2 103 131 140
## cvpred 135.3 145.4 145.4 160.2 156.9 109 90.0 85.4 102 130 139
## pm2.5 176.0 177.0 181.0 253.0 240.0 271 280.0 256.0 256 259 316
## CV residual 40.7 31.6 35.6 92.8 83.1 162 190.0 170.6 154 129 177
## 15192 15194 15198 15199 15201 15204 15211 15222 15227 15228 15229
## Predicted 142 142 119 122 141 98.2 87.1 149 93.9 111 91.4
## cvpred 141 141 120 122 141 99.1 86.1 148 94.4 110 90.5
## pm2.5 301 307 316 279 256 309.0 130.0 251 294.0 288 281.0
## CV residual 160 166 196 157 115 209.9 43.9 103 199.6 178 190.5
## 15231 15233 15235 15240 15242 15243 15250 15252 15253 15254 15256
## Predicted 84.3 81.8 109.5 138.3 115.7 149.1 134 125 133 127 129
## cvpred 83.4 80.9 108.5 139.2 116.2 148.2 135 126 134 128 128
## pm2.5 199.0 130.0 155.0 178.0 204.0 221.0 273 282 291 302 288
## CV residual 115.6 49.1 46.5 38.8 87.8 72.8 138 156 157 174 160
## 15258 15260 15261 15269 15274 15277 15278 15279 15280 15285 15290
## Predicted 129 119 146 59.9 17.82 9.34 8.78 -6.28 -6.28 43.3 56.3
## cvpred 128 119 145 60.8 18.56 10.13 9.61 -5.43 -5.43 44.0 56.3
## pm2.5 326 349 346 28.0 15.00 26.00 19.00 25.00 19.00 24.0 20.0
## CV residual 198 230 201 -32.8 -3.56 15.87 9.39 30.43 24.43 -20.0 -36.3
## 15294 15295 15297 15301 15303 15305 15306 15307 15323 15325 15327
## Predicted 55.5 61.8 47.6 21.30 43.4 47.5 57.9 68.3 6.45 -23.1 20.04
## cvpred 55.3 61.6 47.4 21.28 42.0 46.1 56.5 66.9 7.10 -22.5 20.47
## pm2.5 20.0 16.0 19.0 18.00 18.0 28.0 35.0 37.0 10.00 4.0 11.00
## CV residual -35.3 -45.6 -28.4 -3.28 -24.0 -18.1 -21.5 -29.9 2.90 26.5 -9.47
## 15328 15331 15334 15335 15336 15344 15345 15347 15348 15349 15352
## Predicted 35.0 73.0 26.5 37.5 42.1 68.1 45.1 8.31 -3.99 21.8199 33.3
## cvpred 33.6 71.6 26.4 37.4 42.0 68.6 45.7 8.19 -4.18 22.0894 33.6
## pm2.5 18.0 26.0 79.0 51.0 24.0 19.0 8.0 18.00 19.00 22.0000 11.0
## CV residual -15.6 -45.6 52.6 13.6 -18.0 -49.6 -37.7 9.81 23.18 -0.0894 -22.6
## 15358 15360 15362 15366 15371 15372 15473 15476 15477 15479 15491
## Predicted 92.5 81.4 91.8 96.2 10.3 37.4 89.8 140.41 140.41 140.5 73.9
## cvpred 91.0 82.0 92.4 96.7 11.0 37.7 88.8 139.32 139.32 141.2 74.8
## pm2.5 35.0 55.0 67.0 36.0 24.0 26.0 162.0 144.00 146.00 168.0 110.0
## CV residual -56.0 -27.0 -25.4 -60.7 13.0 -11.7 73.2 4.68 6.68 26.8 35.2
## 15507 15508 15509 15513 15522 15523 15524 15528 15529 15531 15534
## Predicted 139 141 103 136 113 123 128 118 119 95.09 99.2
## cvpred 140 142 104 137 112 122 127 116 120 95.36 99.5
## pm2.5 314 349 341 284 335 340 435 453 283 105.00 63.0
## CV residual 174 207 237 147 223 218 308 337 163 9.64 -36.5
## 15536 15549 15550 15551 15552 15554 15559 15564 15566 15573 15574
## Predicted 87.2 106.6 102.1 106.2 106.6 112.4 97.57 86.777 88.3 135.3 133.6
## cvpred 87.4 105.4 102.7 106.8 105.4 111.2 97.84 87.483 87.2 134.2 132.6
## pm2.5 69.0 64.0 65.0 65.0 59.0 38.0 90.00 87.000 109.0 188.0 198.0
## CV residual -18.4 -41.4 -37.7 -41.8 -46.4 -73.2 -7.84 -0.483 21.8 53.8 65.4
## 15575 15583 15586 15588 15589 15592 15594 15600 15603 15604 15609
## Predicted 134.8 113.6 132.4 121 122 119 100.7 140.9 153 155 114
## cvpred 135.6 113.9 133.1 122 123 118 99.8 139.9 152 154 115
## pm2.5 197.0 205.0 216.0 238 266 296 186.0 225.0 248 259 36
## CV residual 61.4 91.1 82.9 116 143 178 86.2 85.1 96 105 -79
## 15610 15612 15615 15617 15619 15621 15626 15627 15628 15630 15632
## Predicted 114 116 111.6 107 122 84.1 72.7 70.2 82.8 125 77.0
## cvpred 115 117 110.6 106 121 85.3 73.6 71.1 83.7 125 77.9
## pm2.5 8 13 26.0 43 40 46.0 23.0 32.0 21.0 15 6.0
## CV residual -107 -104 -84.6 -63 -81 -39.3 -50.6 -39.1 -62.7 -110 -71.9
## 15636 15637 15639 15642 15644 15645 15646 15652 15654 15655 15656
## Predicted 31.4 22.6 24.2 95.3 62.0 119 68.3 118 88.8 95.0 109.5
## cvpred 32.2 23.4 25.0 95.9 62.9 118 69.1 119 89.6 95.9 110.4
## pm2.5 9.0 5.0 13.0 11.0 17.0 16 17.0 16 21.0 23.0 16.0
## CV residual -23.2 -18.4 -12.0 -84.9 -45.9 -102 -52.1 -103 -68.6 -72.9 -94.4
## 15660 15666 15671 15672 15674 15676 15679 15681 15685 15687 15690
## Predicted 52.6 63 67.1 56.7 65.5 121 112.6 50.8 12.79 4.03 21.8
## cvpred 53.6 64 68.1 57.7 66.5 121 113.4 51.7 13.67 4.90 22.6
## pm2.5 11.0 9 11.0 20.0 16.0 9 22.0 20.0 8.00 7.00 3.0
## CV residual -42.6 -55 -57.1 -37.7 -50.5 -112 -91.4 -31.7 -5.67 2.10 -19.6
## 15691 15694 15696 15701 15704 15708 15710 15713 15716 15717 15718
## Predicted 32.2 56.69 112.0 121.2 139 46.5 51.2 59.6 122.0 138.7 137.5
## cvpred 33.0 56.81 110.6 121.8 139 45.0 51.7 58.2 122.5 139.2 136.1
## pm2.5 6.0 54.00 14.0 28.0 23 18.0 22.0 21.0 43.0 65.0 76.0
## CV residual -27.0 -2.81 -96.6 -93.8 -116 -27.0 -29.7 -37.2 -79.5 -74.2 -60.1
## 15720 15723 15726 15728 15740 15742 15743 15747 15749 15754
## Predicted 116.7 149.9 120.7 115.0 131.6 115.86 122.148 151.00 114.9 96.35
## cvpred 116.7 150.4 121.4 115.6 132.2 116.01 122.287 151.56 115.7 97.19
## pm2.5 78.0 96.0 102.0 78.0 98.0 122.00 123.000 154.00 100.0 99.00
## CV residual -38.7 -54.4 -19.4 -37.6 -34.2 5.99 0.713 2.44 -15.7 1.81
## 15756 15757 15758 15762 15768 15773 15774 15775 15781 15783 15786
## Predicted 67.1 115.0 114.5 134.4 106 120 147 152 133 124 136
## cvpred 68.0 113.9 113.4 133.4 107 121 148 152 132 123 137
## pm2.5 103.0 133.0 157.0 209.0 294 258 269 263 332 293 302
## CV residual 35.0 19.1 43.6 75.6 187 137 121 111 200 170 165
## 15789 15790 15791 15795 15796 15797 15798 15801 15802 15805 15812
## Predicted 152 154 148 157 120 156 158 110 143 109.4 149
## cvpred 152 155 148 155 121 156 159 111 144 110.2 149
## pm2.5 299 300 308 285 282 273 275 251 249 175.0 269
## CV residual 147 145 160 130 161 117 116 140 105 64.8 120
## 15815 15817 15818 15821 15825 15826 15827 15833 15839 15841 15842
## Predicted 124 153 153 121 117 124 91.6 133 156 154 125
## cvpred 125 154 154 122 118 124 92.6 132 157 154 125
## pm2.5 306 318 311 248 239 259 270.0 370 395 430 414
## CV residual 181 164 157 126 121 135 177.4 238 238 276 289
## 15844 15850 15854 15863 15865 15866 15870 15872 15878 15881 15886
## Predicted 154 107 104.5 91.3 123 118 125 102.2 51.6 61.8 53.4
## cvpred 153 108 105.3 91.7 123 119 125 102.6 51.8 60.2 53.1
## pm2.5 408 390 12.0 16.0 7 6 15 12.0 7.0 9.0 38.0
## CV residual 255 282 -93.3 -75.7 -116 -113 -110 -90.6 -44.8 -51.2 -15.1
## 15888 15890 15896 15906 15914 15917 15919 15923 15924 15927 15949
## Predicted 65.9 85.0 91.3 66.48 120.0 148.3 160.9 131.8 123.4 93.2 111.8
## cvpred 66.2 85.4 91.6 64.89 119.9 148.7 161.2 130.4 123.9 93.2 110.5
## pm2.5 9.0 8.0 35.0 55.00 131.0 138.0 102.0 80.0 101.0 110.0 199.0
## CV residual -57.2 -77.4 -56.6 -9.89 11.1 -10.7 -59.2 -50.4 -22.9 16.8 88.5
## 15960 15964 15965 15966 15968 15973 15977 15978 15979 15980 15981
## Predicted 158 121.0 158.7 112.5 121.0 83.23 86.3 109 137 149.5 153.6
## cvpred 159 121.5 159.1 113.1 121.5 83.73 85.1 108 137 148.2 152.3
## pm2.5 273 186.0 187.0 180.0 141.0 92.00 129.0 146 162 214.0 227.0
## CV residual 114 64.5 27.9 66.9 19.5 8.27 43.9 38 25 65.8 74.7
## 15984 15985 15988 15990 15991 15994 15997 15998 16000 16001 16007
## Predicted 160 160 128 167.7 122.1 153.75 122 119 116 113.9 161
## cvpred 159 160 128 168.1 122.7 154.23 120 117 115 112.8 160
## pm2.5 301 336 285 148.0 139.0 161.00 283 302 226 207.0 267
## CV residual 142 176 157 -20.1 16.3 6.77 163 185 111 94.2 107
## 16016 16019 16021 16023 16029 16033 16038 16041 16044 16046 16049
## Predicted 165 163 152 138 143.0 143 147 147 139 133.9 131
## cvpred 165 164 151 137 141.7 142 147 147 137 132.8 132
## pm2.5 275 291 387 460 217.0 257 257 264 269 214.0 208
## CV residual 110 127 236 323 75.3 115 110 117 132 81.2 76
## 16050 16053 16054 16055 16057 16058 16059 16060 16066 16067 16077
## Predicted 109 142 142 142 142 143 142 144 143 136 93.1
## cvpred 109 143 143 143 143 142 141 145 142 135 93.9
## pm2.5 214 252 248 248 266 253 245 246 284 297 44.0
## CV residual 105 109 105 105 123 111 104 101 142 162 -49.9
## 16079 16081 16084 16087 16091 16092 16106 16110 16113 16114 16118
## Predicted 102.1 110.6 111.2 107.7 42.1 18.54 126 140.8 122.1 105.4 85.7
## cvpred 102.9 111.3 111.8 108.2 42.0 19.06 127 139.5 122.6 105.9 86.2
## pm2.5 32.0 38.0 34.0 29.0 25.0 26.00 24 59.0 72.0 79.0 62.0
## CV residual -70.9 -73.3 -77.8 -79.2 -17.0 6.94 -103 -80.5 -50.6 -26.9 -24.2
## 16123 16124 16128 16130 16133 16140 16143 16153 16154 16156 16158
## Predicted 95.9 129 136.8 96.91 102.64 107.5 62.1 76.1 66.3 58.1 66.9
## cvpred 96.1 128 137.4 97.71 103.47 108.1 63.0 76.9 67.0 58.8 67.5
## pm2.5 80.0 81 123.0 89.00 108.00 87.0 103.0 38.0 14.0 24.0 23.0
## CV residual -16.1 -47 -14.4 -8.71 4.53 -21.1 40.0 -38.9 -53.0 -34.8 -44.5
## 16160 16162 16167 16168 16171 16172 16174 16176 16181 16182 16183
## Predicted 79.7 87.5 77.6 77.9 79.7 75.6 128.4 142.9 124.7 116.2 95.1
## cvpred 80.4 87.5 78.3 77.9 80.4 76.3 128.9 143.4 124.7 116.3 95.7
## pm2.5 15.0 31.0 33.0 28.0 23.0 28.0 37.0 61.0 76.0 78.0 49.0
## CV residual -65.4 -56.5 -45.3 -49.9 -57.4 -48.3 -91.9 -82.4 -48.7 -38.3 -46.7
## 16188 16191 16194 16196 16197 16198 16199 16200 16205 16206 16208
## Predicted 67.0 42.00 98.6 77.831 129 135.0 106.03 95.6 107.9 114.2 104.1
## cvpred 66.9 42.61 99.0 78.458 129 135.3 106.57 96.2 108.4 114.7 104.6
## pm2.5 36.0 47.00 46.0 79.000 97 114.0 102.00 121.0 43.0 44.0 39.0
## CV residual -30.9 4.39 -53.0 0.542 -32 -21.3 -4.57 24.8 -65.4 -70.7 -65.6
## 16209 16215 16216 16217 16224 16225 16226 16228 16229 16230 16231
## Predicted 89.4 71.5 75.6 86.4 129 105.5 138.5 88.2 94.51 73.73 80.0
## cvpred 89.9 71.9 76.0 85.0 129 105.5 138.9 88.9 95.14 74.33 80.6
## pm2.5 34.0 37.0 37.0 46.0 94 127.0 122.0 144.0 91.00 68.00 56.0
## CV residual -55.9 -34.9 -39.0 -39.0 -35 21.5 -16.9 55.1 -4.14 -6.33 -24.6
## 16233 16234 16236 16237 16238 16239 16241 16244 16249 16250 16251
## Predicted 63.6 57.3 48.9 46.4 65.2 65.2 39.8 126 109.3 111 115.8
## cvpred 64.3 58.0 49.6 47.1 65.6 65.6 40.5 126 109.8 112 116.3
## pm2.5 47.0 33.0 27.0 25.0 8.0 16.0 17.0 31 65.0 61 54.0
## CV residual -17.3 -25.0 -22.6 -22.1 -57.6 -49.6 -23.5 -95 -44.8 -51 -62.3
## 16252 16253 16255 16257 16259 16261 16262 16265 16266 16268 16269
## Predicted 111.7 111.7 105.5 70.2 22.35 19.31 16.83 70.4 100.0 141.6 129.3
## cvpred 112.2 112.2 105.9 70.7 22.85 19.84 17.35 70.7 98.5 140.1 127.7
## pm2.5 33.0 33.0 22.0 32.0 21.00 23.00 24.00 21.0 25.0 44.0 43.0
## CV residual -79.2 -79.2 -83.9 -38.7 -1.85 3.16 6.65 -49.7 -73.5 -96.1 -84.7
## 16270 16275 16282 16283 16284 16285 16290 16291 16292 16293 16295
## Predicted 133.0 126.1 58.9 42.192 37.5 72.7 86.8 101.3 118.0 140.5 140.9
## cvpred 133.3 126.6 59.4 42.732 38.1 73.1 85.4 99.9 116.6 140.9 140.9
## pm2.5 66.0 113.0 44.0 43.000 50.0 47.0 54.0 55.0 63.0 84.0 113.0
## CV residual -67.3 -13.6 -15.4 0.268 11.9 -26.1 -31.4 -44.9 -53.6 -56.9 -27.9
## 16296 16297 16298 16300 16305 16306 16307 16310 16315 16316 16319
## Predicted 134.63 127.97 172.0 142.2 123.3 114.8 131.2 109.7 145.1 155.5 155.5
## cvpred 134.63 128.55 172.3 142.7 123.9 115.5 131.7 108.4 145.7 156.1 156.1
## pm2.5 139.00 135.00 161.0 154.0 102.0 78.0 83.0 96.0 208.0 255.0 228.0
## CV residual 4.37 6.45 -11.3 11.3 -21.9 -37.5 -48.7 -12.4 62.3 98.9 71.9
## 16324 16325 16332 16334 16338 16347 16348 16349 16351 16356 16361
## Predicted 77.1 83.4 10.2 1.41 11.5 43.9 61.1 67.4 72.1 14.41 64.3
## cvpred 77.8 84.1 10.7 1.91 12.0 44.1 61.3 67.6 72.2 14.63 62.4
## pm2.5 43.0 19.0 43.0 42.00 45.0 7.0 6.0 6.0 8.0 12.00 17.0
## CV residual -34.8 -65.1 32.3 40.09 33.0 -37.1 -55.3 -61.6 -64.2 -2.63 -45.4
## 16373 16377 16379 16380 16381 16382 16385 16392 16394 16397 16399
## Predicted 103.6 91.2 91.48 83.1 82.6 71.2 102.4 123.0 117 162.3 167.0
## cvpred 103.3 91.6 91.59 81.4 80.9 71.4 102.6 122.8 117 162.4 167.1
## pm2.5 144.0 114.0 88.00 118.0 113.0 110.0 128.0 204.0 333 225.0 190.0
## CV residual 40.7 22.4 -3.59 36.6 32.1 38.6 25.4 81.2 216 62.6 22.9
## 16400 16401 16412 16417 16418 16421 16426 16427 16434 16437 16439
## Predicted 125.2 112.9 108 115.0 110.9 121.6 139.06 86.6 136 135 122.8
## cvpred 125.4 113.2 109 115.6 111.5 122.1 139.44 87.2 137 134 121.4
## pm2.5 185.0 188.0 206 206.0 187.0 184.0 149.00 154.0 342 336 132.0
## CV residual 59.6 74.8 97 90.4 75.5 61.9 9.56 66.8 205 202 10.6
## 16441 16443 16444 16447 16448 16455 16456 16459 16460 16469
## Predicted 126.63 138.2 154.9 117.68 121.78 125.5 119.23 125 131.5 128.5
## cvpred 125.14 138.6 155.3 118.36 122.48 126.4 120.08 126 132.3 129.3
## pm2.5 127.00 93.0 103.0 111.00 113.00 114.0 119.00 109 112.0 127.0
## CV residual 1.86 -45.6 -52.3 -7.36 -9.48 -12.4 -1.08 -17 -20.3 -2.3
## 16470 16472 16473 16475 16478 16480 16483 16484 16487 16493 16494
## Predicted 132.6 124.7 114.3 82.5 70.3 97.1 156 159 162.0 102.6 88.4
## cvpred 133.4 125.5 115.1 83.4 70.5 95.9 155 158 160.7 103.2 88.8
## pm2.5 95.0 97.0 89.0 54.0 59.0 40.0 55 70 91.0 34.0 13.0
## CV residual -38.4 -28.5 -26.1 -29.4 -11.5 -55.9 -100 -88 -69.7 -69.2 -75.8
## 16497 16499 16501 16509 16516 16519 16521 16524 16527 16528 16530
## Predicted 67.1 50.5 40.1 60.3 103.7 101.4 93.5 45.94 86.8 90.9 103.4
## cvpred 67.4 50.7 40.3 60.5 103.2 101.5 93.6 46.09 84.9 89.1 101.6
## pm2.5 9.0 15.0 16.0 18.0 16.0 20.0 19.0 42.00 55.0 55.0 48.0
## CV residual -58.4 -35.7 -24.3 -42.5 -87.2 -81.5 -74.6 -4.09 -29.9 -34.1 -53.6
## 16532 16533 16536 16537 16542 16543 16544 16548 16552 16556 16558
## Predicted 147.5 105.9 158 141.3 122.5 126.6 124.7 107.4 104 154 145.3
## cvpred 145.7 105.5 158 141.4 122.7 126.8 124.8 107.5 102 154 145.6
## pm2.5 52.0 77.0 249 226.0 102.0 80.0 71.0 89.0 132 172 196.0
## CV residual -93.7 -28.5 91 84.6 -20.7 -46.8 -53.8 -18.5 30 18 50.4
## 16559 16561 16570 16574 16581 16582 16584 16585 16588 16591 16592
## Predicted 153.2 144 152.9 38.9 60.1 52.7 57.4 63.7 66.7 73.8 68.1
## cvpred 153.5 145 153.2 39.4 60.2 52.8 57.5 63.7 66.7 73.9 68.1
## pm2.5 210.0 380 194.0 208.0 10.0 7.0 19.0 6.0 10.0 8.0 9.0
## CV residual 56.5 235 40.8 168.6 -50.2 -45.8 -38.5 -57.7 -56.7 -65.9 -59.1
## 16604 16606 16614 16619 16620 16627 16628 16630 16632 16633 16634
## Predicted 123.0 102.6 138.66 140.2 134.3 125 154 124 122 122 120
## cvpred 122.9 100.7 138.17 140.2 132.5 125 154 124 122 122 120
## pm2.5 28.0 48.0 135.00 96.0 114.0 266 273 290 333 305 280
## CV residual -94.9 -52.7 -3.17 -44.2 -18.5 141 119 166 211 183 160
## 16635 16636 16640 16641 16642 16647 16652 16654 16655 16659 16663
## Predicted 116 118.1 126.3 116.19 147.6 123 149 135 166 137 132.7
## cvpred 116 118.2 126.5 116.41 147.6 121 149 135 164 138 133.1
## pm2.5 260 207.0 105.0 120.00 121.0 227 256 274 332 292 222.0
## CV residual 144 88.8 -21.5 3.59 -26.6 106 107 139 168 154 88.9
## 16668 16669 16678 16679 16680 16682 16685 16686 16688 16696 16700
## Predicted 88.7 84.0 98.2 153 122 128 134 128 136.52 116.9 163
## cvpred 89.2 84.5 98.7 153 122 128 135 128 136.89 115.5 162
## pm2.5 223.0 209.0 292.0 305 322 326 302 237 143.00 140.0 277
## CV residual 133.8 124.5 193.3 152 200 198 167 109 6.11 24.5 115
## 16707 16709 16712 16716 16720 16725 16726 16730 16731 16738 16743
## Predicted 128 122.0 121.0 57.7 124.2 126.4 124.4 123.4 125.2 105.7 92.5
## cvpred 129 122.5 121.4 57.5 122.7 124.7 124.5 121.6 125.2 103.8 90.6
## pm2.5 257 177.0 140.0 138.0 180.0 48.0 50.0 48.0 47.0 31.0 51.0
## CV residual 128 54.5 18.6 80.5 57.3 -76.7 -74.5 -73.6 -78.2 -72.8 -39.6
## 16748 16753 16754 16759 16760 16765 16769 16771 16772 16779 16781
## Predicted 111.6 141.7 144.1 111.4 105.1 11.32 20.9 97 72.1303 129.8 121
## cvpred 111.5 141.6 144.1 111.4 105.1 11.34 20.9 95 70.0645 129.2 121
## pm2.5 97.0 127.0 112.0 208.0 163.0 20.00 31.0 40 70.0000 174.0 215
## CV residual -14.5 -14.6 -32.1 96.6 57.9 8.66 10.1 -55 -0.0645 44.8 94
## 16788 16794 16800 16801 16802 16803 16807 16810 16811 16815 16818
## Predicted 114.8 138 172.8 166.5 168 168 146 171 171.3 173 175
## cvpred 114.8 138 171.1 164.8 168 168 146 171 171.5 171 173
## pm2.5 69.0 301 219.0 243.0 287 303 296 301 265.0 279 295
## CV residual -45.8 163 47.9 78.2 119 135 150 130 93.5 108 122
## 16826 16828 16830 16831 16833 16835 16836 16837 16838 16843 16846
## Predicted 140 146 134 148 123.3 99.7 87.1 90.0 99.1 123.1 160.4
## cvpred 140 147 134 147 122.9 100.0 87.4 89.6 99.2 121.2 160.5
## pm2.5 477 288 17 26 36.0 34.0 27.0 29.0 29.0 99.0 177.0
## CV residual 337 141 -117 -121 -86.9 -66.0 -60.4 -60.6 -70.2 -22.2 16.5
## 16849 16850 16852 16854 16855 16859 16864 16866 16868 16869 16870
## Predicted 163.0 165.0 165.0 138 169.4 149.2 148.5 166 170 169 169
## cvpred 161.2 165.1 165.1 138 169.4 149.3 146.8 164 169 167 167
## pm2.5 193.0 187.0 206.0 276 250.0 54.0 221.0 472 522 469 412
## CV residual 31.8 21.9 40.9 138 80.6 -95.3 74.2 308 353 302 245
## 16871 16878 16883 16891 16892 16896 16898 16907 16910 16913 16915
## Predicted 134 127 157 156 127 161 122 153.9 148.7 151.3 158.1
## cvpred 133 127 155 156 127 159 122 154.1 148.9 149.6 156.4
## pm2.5 372 416 282 332 335 266 252 210.0 215.0 193.0 187.0
## CV residual 239 289 127 176 208 107 130 55.9 66.1 43.4 30.6
## 16917 16918 16921 16923 16931 16932 16933 16937 16941 16942 16943
## Predicted 165.0 165 162 163 98.2 59.1 54.4 50.6 56.4 58.6 59.2
## cvpred 163.2 165 162 161 98.6 59.3 54.7 50.7 56.4 58.6 59.1
## pm2.5 232.0 279 340 286 146.0 27.0 28.0 18.0 12.0 11.0 12.0
## CV residual 68.8 114 178 125 47.4 -32.3 -26.7 -32.7 -44.4 -47.6 -47.1
## 16944 16946 16949 16951 16954 16955 16956 16957 16959 16960 16962
## Predicted 63.8 66.0 68.8 72.9 65.2 58.9 58.4 49.6 36.8 41.4 54.0
## cvpred 63.7 65.9 68.5 72.7 65.1 58.8 58.3 49.5 36.6 41.3 53.8
## pm2.5 11.0 11.0 11.0 8.0 16.0 12.0 11.0 11.0 9.0 10.0 14.0
## CV residual -52.7 -54.9 -57.5 -64.7 -49.1 -46.8 -47.3 -38.5 -27.6 -31.3 -39.8
## 16966 16975 16982 16986 16987 16989 17002 17007 17011 17012 17013
## Predicted 57.0 98.9 41.6 57.2 57.7 64 60.4 43.7 96.6 103 108.6
## cvpred 56.8 98.1 41.5 57.2 57.7 64 60.5 43.9 94.7 101 106.7
## pm2.5 7.0 14.0 19.0 18.0 18.0 29 21.0 16.0 74.0 77 80.0
## CV residual -49.8 -84.1 -22.5 -39.2 -39.7 -35 -39.5 -27.9 -20.7 -24 -26.7
## 17017 17020 17023 17025 17029 17031 17040 17041 17043 17045 17048
## Predicted 148.2 166.7 144.09 124.9 26.1 29.40 95.6 94.0 104.9 111.2 91.4
## cvpred 146.3 166.6 143.59 125.1 26.5 29.76 95.9 94.2 105.2 111.4 91.0
## pm2.5 73.0 100.0 148.00 187.0 46.0 24.00 48.0 50.0 61.0 35.0 16.0
## CV residual -73.3 -66.6 4.41 61.9 19.5 -5.76 -47.9 -44.2 -44.2 -76.4 -75.0
## 17050 17051 17053 17056 17058 17060 17062 17063 17067 17068 17070
## Predicted 77.2 65.2 88.8 86.8 109.7 141.2 147.5 151.6 157.0 156.6 156.0
## cvpred 76.8 64.7 88.8 84.9 107.9 139.4 145.7 149.8 155.3 156.7 156.2
## pm2.5 25.0 29.0 43.0 61.0 57.0 91.0 62.0 62.0 90.0 100.0 79.0
## CV residual -51.8 -35.7 -45.8 -23.9 -50.9 -48.4 -83.7 -87.8 -65.3 -56.7 -77.2
## 17074 17075 17079 17080 17082 17083 17084 17091 17098 17100 17103
## Predicted 162 154.9 153.5 155.1 168.2 174.5 164 70 62.4 39.1 34.5
## cvpred 160 155.1 153.7 155.4 168.5 174.7 164 70 62.3 39.1 34.4
## pm2.5 93 121.0 186.0 200.0 238.0 247.0 279 14 13.0 18.0 17.0
## CV residual -67 -34.1 32.3 44.6 69.5 72.3 115 -56 -49.3 -21.1 -17.4
## 17105 17108 17109 17113 17114 17116 17123 17125 17129 17145 17147
## Predicted 35.0 58.9 58.9 68.2 76.1 88.7 51.0 47.9 50.1 55.4 42.8
## cvpred 34.9 58.7 58.7 68.0 75.9 88.5 50.8 47.8 50.0 55.1 42.5
## pm2.5 11.0 17.0 20.0 16.0 16.0 16.0 19.0 19.0 7.0 14.0 13.0
## CV residual -23.9 -41.7 -38.7 -52.0 -59.9 -72.5 -31.8 -28.8 -43.0 -41.1 -29.5
## 17148 17153 17158 17160 17161 17162 17170 17171 17175 17180 17185
## Predicted 31.9 32.1 140.6 153.2 154.8 119.28 89.7 68.7 31.4 134.8 81.3
## cvpred 31.6 31.8 140.2 152.7 154.4 119.03 89.6 68.6 31.4 134.5 81.2
## pm2.5 12.0 17.0 49.0 85.0 96.0 123.00 58.0 57.0 77.0 109.0 111.0
## CV residual -19.6 -14.8 -91.2 -67.7 -58.4 3.97 -31.6 -11.6 45.6 -25.5 29.8
## 17187 17190 17193 17194 17202 17204 17205 17209 17214 17217 17219
## Predicted 100 85.7 84.1 77.8 100.6 86.1 73.6 63.172 81.7 69.5 58.1
## cvpred 100 85.0 83.3 77.0 100.3 86.1 73.5 63.133 81.6 69.4 57.4
## pm2.5 39 13.0 15.0 22.0 67.0 111.0 107.0 64.000 18.0 18.0 30.0
## CV residual -61 -72.0 -68.3 -55.0 -33.3 24.9 33.5 0.867 -63.6 -51.4 -27.4
## 17221 17224 17230 17231 17233 17241 17246 17249 17252 17266 17267
## Predicted 16.9 51.9 138.0 98.2 117.9 98.2 85.5 89.6 81.4 53.8 47.6
## cvpred 16.9 51.6 137.8 98.1 117.3 98.1 85.3 89.5 81.5 53.9 47.6
## pm2.5 38.0 34.0 161.0 153.0 185.0 31.0 62.0 112.0 62.0 12.0 18.0
## CV residual 21.1 -17.6 23.2 54.9 67.7 -67.1 -23.3 22.5 -19.5 -41.9 -29.6
## 17268 17271 17274 17279 17280 17282 17290 17294 17295 17296 17305
## Predicted 43.5 20.20 25.4 79.1 97.9 66.2 52.0 21.05 27.3 29.0 125.0
## cvpred 43.5 20.16 25.3 78.3 97.6 66.1 51.9 21.01 27.3 28.9 124.3
## pm2.5 17.0 19.00 13.0 14.0 16.0 13.0 24.0 14.00 16.0 15.0 95.0
## CV residual -26.5 -1.16 -12.3 -64.3 -81.6 -53.1 -27.9 -7.01 -11.3 -13.9 -29.3
## 17312 17315 17316 17318 17319 17323 17329 17337 17341 17345 17347
## Predicted 140.8 85.50 53.8 46.6 32.1 43.7 73.2 115.6 39.8 41.5 50.23
## cvpred 140.2 85.66 53.9 46.8 32.3 43.7 73.3 115.6 39.9 41.6 50.33
## pm2.5 76.0 90.00 70.0 33.0 15.0 8.0 11.0 20.0 22.0 22.0 53.00
## CV residual -64.2 4.34 16.1 -13.8 -17.3 -35.7 -62.3 -95.6 -17.9 -19.6 2.67
## 17349 17350 17351 17352 17356 17364 17365 17366 17367 17369
## Predicted 96.73 109.3 124.44 126.52 116.5 61.9 39.9 75.1 75.1 86.5
## cvpred 96.76 109.3 123.83 126.35 116.4 61.3 40.0 75.0 75.0 84.5
## pm2.5 102.00 90.0 126.00 131.00 79.0 48.0 66.0 65.0 63.0 61.0
## CV residual 5.24 -19.3 2.17 4.65 -37.4 -13.3 26.0 -10.0 -12.0 -23.5
## 17375 17383 17384 17385 17387 17389 17393 17398 17399 17412 17413
## Predicted 94.1 121.8 149.6 112.2 87.2 90.0 114.46 115 123 80.9 112
## cvpred 94.1 121.7 149.3 112.1 86.5 89.8 112.45 114 123 81.1 112
## pm2.5 214.0 134.0 95.0 79.0 49.0 56.0 121.00 307 302 142.0 146
## CV residual 119.9 12.3 -54.3 -33.1 -37.5 -33.8 8.55 193 179 60.9 34
## 17415 17416 17417 17424 17427 17438 17439 17440 17443 17444 17446
## Predicted 111.5 113.1 136.5 164 126.6 79.1 87.3 101.808 141 147 156.3
## cvpred 111.5 113.1 134.6 164 126.7 77.2 85.5 99.982 139 145 154.4
## pm2.5 157.0 162.0 161.0 356 199.0 101.0 63.0 99.000 316 437 104.0
## CV residual 45.5 48.9 26.4 192 72.3 23.8 -22.5 -0.982 177 292 -50.4
## 17451 17454 17464 17465 17468 17473 17474 17475 17476 17479 17481
## Predicted 158 137.2 132.6 132.6 130.9 135 147 140.3 121.9 145.8 144
## cvpred 157 135.1 130.5 130.5 128.9 133 145 140.2 121.3 145.6 142
## pm2.5 47 42.0 73.0 78.0 87.0 71 67 64.0 64.0 79.0 81
## CV residual -110 -93.1 -57.5 -52.5 -41.9 -62 -78 -76.2 -57.3 -66.6 -61
## 17482 17486 17488 17489 17491 17492 17493 17494 17495 17496 17498
## Predicted 141.9 146.25 141.6 141.6 154.2 150.5 154.2 125.3 122.8 132.9 130.7
## cvpred 141.8 146.18 141.5 141.5 154.1 148.6 154.1 124.8 122.9 132.9 130.8
## pm2.5 91.0 141.00 170.0 190.0 211.0 218.0 222.0 207.0 208.0 195.0 196.0
## CV residual -50.8 -5.18 28.5 48.5 56.9 69.4 67.9 82.2 85.1 62.1 65.2
## 17502 17503 17506 17510 17513 17515 17516 17518 17523 17524 17525
## Predicted 136.67 136.67 124.4 41.8 94.2 128.4 134.7 152.0 123.6 122 101.6
## cvpred 136.73 136.73 124.5 41.9 94.1 128.3 134.6 151.8 123.6 122 100.9
## pm2.5 128.00 135.00 155.0 82.0 72.0 209.0 209.0 223.0 215.0 222 85.0
## CV residual -8.73 -1.73 30.5 40.1 -22.1 80.7 74.4 71.2 91.4 100 -15.9
## 17529 17532 17533 17537 17538 17541 17546 17547 17552 17558 17562
## Predicted 90.1 60.9 54.3 94.6 86.4 130.6 148.0 152.1 174.4 54.0 57.1
## cvpred 89.4 60.2 53.6 94.4 86.1 128.5 146.1 150.2 174.2 54.1 57.1
## pm2.5 14.0 22.0 22.0 39.0 42.0 72.0 97.0 79.0 100.0 39.0 13.0
## CV residual -75.4 -38.2 -31.6 -55.4 -44.1 -56.5 -49.1 -71.2 -74.2 -15.1 -44.1
## 17566 17567 17568 17573 17574 17584 17585 17586 17588 17596 17598
## Predicted 67.0 61.3 67.5 73.8 80.1 47.8 50.9 57.2 60.2 88.4 128
## cvpred 66.9 61.2 67.4 73.7 80.0 47.8 50.8 57.0 60.0 88.2 128
## pm2.5 10.0 27.0 18.0 11.0 12.0 23.0 13.0 11.0 19.0 11.0 13
## CV residual -56.9 -34.2 -49.4 -62.7 -68.0 -24.8 -37.8 -46.0 -41.0 -77.2 -115
## 17601 17603 17604 17611 17612 17616 17617 17618 17620 17623 17624
## Predicted 76.1 46.9 48.5 93.1 52.78 119.8 155.0 161.3 163.5 129.31 135.6
## cvpred 75.9 46.7 48.3 91.0 52.73 119.1 154.7 160.9 163.1 129.18 135.5
## pm2.5 20.0 16.0 17.0 42.0 55.00 87.0 90.0 89.0 99.0 130.00 102.0
## CV residual -55.9 -30.7 -31.3 -49.0 2.27 -32.1 -64.7 -71.9 -64.1 0.82 -33.5
## 17626 17628 17629 17632 17636 17639 17640 17641 17646 17647 17648
## Predicted 90.0 65.85 48.9 69.1 126 141.8 115 108.8 112.7 108.9 108.9
## cvpred 89.9 65.89 48.9 68.9 126 141.6 115 108.7 112.6 108.8 108.8
## pm2.5 72.0 70.00 76.0 53.0 179 189.0 161 189.0 183.0 172.0 170.0
## CV residual -17.9 4.11 27.1 -15.9 53 47.4 46 80.3 70.4 63.2 61.2
## 17649 17651 17652 17662 17663 17664 17666 17667 17668 17669 17676
## Predicted 128.7 114.8 110.7 123.6 123.6 127.7 127.7 131.8 131.8 133.4 126.8
## cvpred 127.9 112.7 108.6 121.5 121.5 125.6 125.6 129.7 129.7 131.4 126.3
## pm2.5 179.0 183.0 150.0 51.0 52.0 45.0 49.0 47.0 40.0 46.0 83.0
## CV residual 51.1 70.3 41.4 -70.5 -69.5 -80.6 -76.6 -82.7 -89.7 -85.4 -43.3
## 17678 17681 17684 17685 17690 17692 17697 17700 17703 17707 17708
## Predicted 163.0 158.8 129 154.2 122.3 123.9 124.2 94.6 122.7 150.5 160.4
## cvpred 162.9 156.9 129 154.2 122.4 124.1 124.2 94.8 122.7 148.6 160.4
## pm2.5 175.0 169.0 172 166.0 184.0 169.0 109.0 125.0 153.0 181.0 197.0
## CV residual 12.1 12.1 43 11.8 61.6 44.9 -15.2 30.2 30.3 32.4 36.6
## 17710 17712 17719 17721 17722 17724 17726 17729 17736 17740 17742
## Predicted 165 141 138.4 125.783 115.4 121.4 93.45 112.5 130 145 150
## cvpred 165 140 138.3 125.723 115.5 121.3 93.33 110.6 130 144 150
## pm2.5 211 275 63.0 126.000 100.0 74.0 85.00 177.0 335 433 534
## CV residual 46 135 -75.3 0.277 -15.5 -47.3 -8.33 66.4 205 289 384
## 17746 17754 17755 17758 17761 17762 17763 17764 17765 17771 17773
## Predicted 172 35.0 45.7 60.3 76.0 86.9 122 90.7 108 61.1 97.4
## cvpred 172 34.9 45.7 60.1 75.1 86.1 122 90.4 107 61.0 97.1
## pm2.5 502 13.0 15.0 12.0 17.0 14.0 17 13.0 14 31.0 47.0
## CV residual 330 -21.9 -30.7 -48.1 -58.1 -72.1 -105 -77.4 -93 -30.0 -50.1
## 17774 17775 17776 17779 17782 17784 17785 17790 17791 17794
## Predicted 96.4 96.4 99.7 112.3 124.27 150.6 159.0 136.7 140.47 115.03
## cvpred 94.3 94.3 97.6 110.2 122.19 150.3 156.8 136.6 140.37 115.07
## pm2.5 57.0 47.0 46.0 68.0 120.00 123.0 138.0 148.0 137.00 123.00
## CV residual -37.3 -47.3 -51.6 -42.2 -2.19 -27.3 -18.8 11.4 -3.37 7.93
## 17806 17807 17808 17812 17815 17817 17821 17828 17830 17834 17837
## Predicted 104.1 102 94.5 121.9 121.9 109.6 44.234 113 148.1 123 114.5
## cvpred 104.2 103 94.6 121.9 121.9 109.6 44.385 111 147.9 123 114.6
## pm2.5 156.0 230 182.0 52.0 47.0 37.0 45.000 72 73.0 133 125.0
## CV residual 51.8 127 87.4 -69.9 -74.9 -72.6 0.615 -39 -74.9 10 10.4
## 17919 17924 17927 17928 17934 17938 17941 17944 17945 17946 17953
## Predicted 143 172 174 174 134 131 151 144 149 156 161
## cvpred 143 170 174 174 134 131 151 145 149 154 161
## pm2.5 301 338 385 348 394 384 345 412 440 436 437
## CV residual 158 168 211 174 260 253 194 267 291 282 276
## 17958 17959 17960 17964 17968 17971 17973 17974 17976 17978 17982
## Predicted 117 117 117 103 138 162 164 169 123 117 76.7
## cvpred 117 117 117 103 136 160 163 167 123 117 76.0
## pm2.5 441 388 351 380 378 419 436 459 522 315 47.0
## CV residual 324 271 234 277 242 259 273 292 399 198 -29.0
## 17984 17986 17990 17991 17994 17998 17999 18000 18001 18002 18004
## Predicted 71.5 74.6 52.9 60.8 57.3 60.4 66.6 67.2 69.4 75.7 80.3
## cvpred 70.8 73.8 52.1 60.0 56.4 59.4 65.7 66.2 68.4 74.7 79.3
## pm2.5 17.0 24.0 22.0 21.0 13.0 17.0 21.0 18.0 17.0 10.0 11.0
## CV residual -53.8 -49.8 -30.1 -39.0 -43.4 -42.4 -44.7 -48.2 -51.4 -64.7 -68.3
## 18005 18007 18017 18018 18021 18022 18029 18032 18035 18040 18043
## Predicted 84.2 84.2 57.6 61.7 55.3 61.6 94.3 99.9 71 34.2 97.8
## cvpred 83.1 83.1 56.6 60.7 55.0 61.3 93.2 99.4 70 33.9 95.5
## pm2.5 11.0 7.0 13.0 20.0 22.0 28.0 11.0 16.0 21 23.0 54.0
## CV residual -72.1 -76.1 -43.6 -40.7 -33.0 -33.3 -82.2 -83.4 -49 -10.9 -41.5
## 18050 18057 18065 18066 18078 18092 18097 18103 18107 18108 18115
## Predicted 97.4 136.15 43.6 48.3 80.6 76.2 115.9 139.6 124.8 117.9 104.7
## cvpred 97.0 135.82 43.6 48.2 80.4 76.0 115.6 139.4 124.5 117.7 102.7
## pm2.5 994.0 141.00 24.0 13.0 6.0 18.0 33.0 42.0 50.0 52.0 60.0
## CV residual 897.0 5.18 -19.6 -35.2 -74.4 -58.0 -82.6 -97.4 -74.5 -65.7 -42.7
## 18127 18135 18141 18142 18145 18147 18148 18154 18160 18163 18165
## Predicted 146.7 90.7 145.5 158.646 95.1 91.6 127 75.2 96.6 115.7 143.3
## cvpred 146.6 88.8 145.4 158.458 94.5 90.9 126 74.5 94.5 113.7 141.3
## pm2.5 80.0 67.0 125.0 158.000 113.0 25.0 18 21.0 76.0 93.0 128.0
## CV residual -66.6 -21.8 -20.4 -0.458 18.5 -65.9 -108 -53.5 -18.5 -20.7 -13.3
## 18171 18172 18174 18176 18177 18178 18179 18187 18188 18190 18196
## Predicted 158.7 152.4 156.1 116.2 154.4 123.4 146.0 151.7 158.5 159.1 99.8
## cvpred 156.7 150.4 155.9 116.3 154.3 122.9 145.9 151.6 158.4 158.9 99.7
## pm2.5 58.0 59.0 67.0 63.0 60.0 72.0 75.0 96.0 103.0 132.0 44.0
## CV residual -98.7 -91.4 -88.9 -53.3 -94.3 -50.9 -70.9 -55.6 -55.4 -26.9 -55.7
## 18199 18200 18204 18205 18206 18207 18211 18216 18219 18226 18227
## Predicted 92.3 97.0 51.3 77.1 38.9 34.2 106.2 125.7 152.8 151.8 157.9
## cvpred 91.4 96.1 50.5 76.8 38.7 34.1 104.1 123.6 150.6 151.5 155.9
## pm2.5 14.0 14.0 19.0 18.0 20.0 20.0 38.0 87.0 77.0 99.0 112.0
## CV residual -77.4 -82.1 -31.5 -58.8 -18.7 -14.1 -66.1 -36.6 -73.6 -52.5 -43.9
## 18230 18231 18232 18233 18236 18239 18246 18247 18249 18254 18256
## Predicted 164.1 169.4 159 160.7 146.6 139.7 147.46 147.46 136.4 57.9 54.4
## cvpred 162.2 169.4 159 160.6 146.1 139.3 147.66 147.66 135.9 57.2 53.6
## pm2.5 133.0 129.0 134 135.0 157.0 152.0 144.00 154.00 147.0 19.0 23.0
## CV residual -29.2 -40.4 -25 -25.6 10.9 12.7 -3.66 6.34 11.1 -38.2 -30.6
## 18265 18267 18272 18275 18277 18279 18284 18288 18292 18295 18297
## Predicted 81.9 86.6 85.5 45.5 56 59.5 85.5 76.5 70.2 66.1 66.1
## cvpred 80.9 85.5 84.4 45.1 55 58.6 84.5 75.5 69.8 65.6 65.6
## pm2.5 15.0 13.0 13.0 14.0 14 13.0 25.0 24.0 10.0 6.0 11.0
## CV residual -65.9 -72.5 -71.4 -31.1 -41 -45.6 -59.5 -51.5 -59.8 -59.6 -54.6
## 18300 18301 18302 18309 18314 18317 18319 18323 18324 18325 18326
## Predicted 27.5 30.7 36.5 98.9 113.2 120.5 119.7 72.9 61.95 70.10 23.4
## cvpred 27.1 30.4 36.2 98.5 112.9 120.3 119.4 72.8 61.88 69.82 23.4
## pm2.5 16.0 14.0 17.0 69.0 61.0 68.0 63.0 49.0 59.00 60.00 52.0
## CV residual -11.1 -16.4 -19.2 -29.5 -51.9 -52.3 -56.4 -23.8 -2.88 -9.82 28.6
## 18328 18334 18335 18339 18340 18344 18348 18349 18352 18359 18360
## Predicted 10.5 123.2 65.0 63.6 79.3 87.5 47.6 63.6 62.6 128.8 128.8
## cvpred 10.5 122.9 64.9 63.4 78.5 86.7 46.9 63.3 60.5 126.7 126.7
## pm2.5 76.0 147.0 114.0 9.0 9.0 9.0 19.0 20.0 40.0 82.0 100.0
## CV residual 65.5 24.1 49.1 -54.4 -69.5 -77.7 -27.9 -43.3 -20.5 -44.7 -26.7
## 18361 18363 18365 18372 18376 18379 18381 18382 18396 18397 18401
## Predicted 128.8 146.79 151.5 124.2 104.03 121.3 159.3 156.7 50.8 40.4 35.5
## cvpred 126.7 144.83 151.5 124.2 102.27 119.5 157.5 156.7 50.7 40.3 35.2
## pm2.5 118.0 140.00 119.0 82.0 108.00 132.0 132.0 201.0 10.0 12.0 13.0
## CV residual -8.7 -4.83 -32.5 -42.2 5.73 12.5 -25.5 44.3 -40.7 -28.3 -22.2
## 18404 18410 18413 18414 18415 18416 18419 18422 18425 18431 18432
## Predicted 53.6 62.9 77.7 70.9 75.5 88.1 60.2 44.0 34.7 75.4 75.4
## cvpred 53.3 62.6 77.3 70.5 75.1 87.7 59.9 43.8 34.5 75.2 75.2
## pm2.5 27.0 17.0 7.0 9.0 9.0 7.0 22.0 18.0 12.0 9.0 9.0
## CV residual -26.3 -45.6 -70.3 -61.5 -66.1 -80.7 -37.9 -25.8 -22.5 -66.2 -66.2
## 18434 18437 18439 18441 18450 18454 18459 18464 18470 18479 18490
## Predicted 69.2 79.3 93.5 87.5 28 75.4 145 155 79.2 82.0 89.6
## cvpred 68.9 79.0 93.2 86.7 28 75.3 144 155 78.9 81.9 87.4
## pm2.5 9.0 11.0 8.0 12.0 17 26.0 36 38 40.0 57.0 29.0
## CV residual -59.9 -68.0 -85.2 -74.7 -11 -49.3 -108 -117 -38.9 -24.9 -58.4
## 18491 18493 18504 18506 18507 18509 18511 18515 18520 18526 18529
## Predicted 34.2 64.7 105 117.6 132.4 126.05 161.5 61.8 15.3 110.5 158.4
## cvpred 34.1 64.5 103 115.5 130.2 125.31 161.2 61.8 14.7 108.4 156.5
## pm2.5 19.0 23.0 82 95.0 102.0 121.00 112.0 121.0 39.0 87.0 175.0
## CV residual -15.1 -41.5 -21 -20.5 -28.2 -4.31 -49.2 59.2 24.3 -21.4 18.5
## 18533 18534 18544 18545 18548 18549 18550 18556 18557 18559 18562
## Predicted 158.7 166 138 136.3 146.7 132.57 159.7 125.9 134 130.0 107.3
## cvpred 156.7 166 138 136.3 146.7 132.16 157.9 126.1 134 130.2 107.6
## pm2.5 74.0 78 106 105.0 120.0 134.00 143.0 154.0 145 163.0 182.0
## CV residual -82.7 -88 -32 -31.3 -26.7 1.84 -14.9 27.9 11 32.8 74.4
## 18566 18567 18569 18571 18575 18576 18587 18589 18591 18594 18603
## Predicted 114.4 110.7 123 135.3 163 157 53.6 5.14 22.17 49.8 163.1
## cvpred 114.5 108.9 121 133.5 163 157 53.0 5.12 21.45 47.7 161.1
## pm2.5 165.0 192.0 221 228.0 332 352 16.0 15.00 25.00 24.0 149.0
## CV residual 50.5 83.1 100 94.5 169 195 -37.0 9.88 3.55 -23.7 -12.1
## 18604 18612 18613 18614 18620 18621 18625 18630 18631 18634 18635
## Predicted 163.1 139.1 125.7 123.1 146.0 120 58.8 81.5 79.3 48.7 35.8
## cvpred 161.1 139.1 125.7 121.2 144.2 119 58.7 81.3 79.1 48.6 35.7
## pm2.5 132.0 96.0 113.0 138.0 126.0 133 4.0 10.0 11.0 17.0 15.0
## CV residual -29.1 -43.1 -12.7 16.8 -18.2 14 -54.7 -71.3 -68.1 -31.6 -20.7
## 18638 18639 18640 18643 18644 18652 18654 18656 18658 18660 18663
## Predicted 18.28 17.72 24.01 59.8 62.0 83.9 74.1 74.7 52.6 35.3 15.603
## cvpred 18.19 17.67 23.95 59.8 61.9 83.8 73.9 74.4 52.3 35.1 15.436
## pm2.5 11.00 15.00 18.00 14.0 16.0 11.0 11.0 10.0 17.0 18.0 16.000
## CV residual -7.19 -2.67 -5.95 -45.8 -45.9 -72.8 -62.9 -64.4 -35.3 -17.1 0.564
## 18669 18671 18673 18674 18677 18678 18679 18680 18683 18685 18687
## Predicted 57.7 60.2 62.4 62.4 83.4 77.7 88.1 88.1 60.8 21.3 17.72
## cvpred 57.6 60.0 62.2 62.2 83.2 77.4 87.8 87.8 60.0 21.2 17.67
## pm2.5 11.0 18.0 14.0 16.0 8.0 10.0 8.0 17.0 27.0 27.0 26.00
## CV residual -46.6 -42.0 -48.2 -46.2 -75.2 -67.4 -79.8 -70.8 -33.0 5.8 8.33
## 18690 18691 18697 18699 18700 18703 18704 18705 18707 18710 18712
## Predicted 14.7 67.6 71.9 128.1 96.72 110.9 117.2 102.7 102.4 50.39 47.9
## cvpred 14.7 65.5 71.8 127.8 96.61 110.8 117.1 102.7 102.2 50.29 47.8
## pm2.5 52.0 50.0 109.0 98.0 91.00 91.0 87.0 84.0 87.0 52.00 33.0
## CV residual 37.3 -15.5 37.2 -29.8 -5.61 -19.8 -30.1 -18.7 -15.2 1.71 -14.8
## 18714 18716 18717 18718 18719 18722 18723 18724 18726 18727 18729
## Predicted 52.2 77.9 75.7 119.0 123.1 115.3 127.9 121 121 120.95 122.9
## cvpred 50.2 75.8 73.7 118.8 122.9 114.7 127.2 121 121 120.95 122.9
## pm2.5 25.0 41.0 52.0 64.0 64.0 81.0 113.0 163 152 129.00 99.0
## CV residual -25.2 -34.8 -21.7 -54.8 -58.9 -33.7 -14.2 42 31 8.05 -23.9
## 18730 18731 18732 18735 18737 18739 18741 18742 18743 18744 18745
## Predicted 117 92.22 79.6 49.4 61.7 101.4 143 148 144.1 138.0 139.8
## cvpred 117 92.08 79.5 47.5 59.9 99.5 142 146 142.3 136.2 139.8
## pm2.5 94 85.00 110.0 127.0 135.0 184.0 254 260 216.0 160.0 93.0
## CV residual -23 -7.08 30.5 79.5 75.1 84.5 112 114 73.7 23.8 -46.8
## 18746 18748 18751 18754 18757 18758 18759 18761 18765 18769 18773
## Predicted 138.2 159.2 162.5 97.7 111.6 109.8 113.1 122.9 154.5 154.6 181.8
## cvpred 138.1 159.1 162.4 98.0 111.7 108.1 111.4 121.3 154.6 154.3 182.1
## pm2.5 75.0 68.0 83.0 125.0 123.0 117.0 140.0 143.0 138.0 141.0 153.0
## CV residual -63.1 -91.1 -79.4 27.0 11.3 8.9 28.6 21.7 -16.6 -13.3 -29.1
## 18776 18777 18779 18782 18783 18785 18786 18787 18789 18790 18793
## Predicted 183.4 141.3 144 167.8 161.5 105 118 121 64.6 59.4 86.8
## cvpred 183.7 141.9 144 168.1 161.9 106 119 121 64.9 59.6 87.0
## pm2.5 174.0 183.0 193 203.0 208.0 235 240 241 154.0 25.0 16.0
## CV residual -9.7 41.1 49 34.9 46.1 129 121 120 89.1 -34.6 -71.0
## 18795 18799 18802 18803 18804 18808 18809 18813 18818 18821 18823
## Predicted 96.2 96.8 81.0 61.8 55.5 53.4 53.9 100.1 145.7 157.2 157.2
## cvpred 95.7 96.2 80.4 61.2 55.0 53.3 51.9 98.1 143.9 155.4 155.4
## pm2.5 11.0 11.0 15.0 20.0 20.0 20.0 20.0 33.0 78.0 99.0 108.0
## CV residual -84.7 -85.2 -65.4 -41.2 -35.0 -33.3 -31.9 -65.1 -65.9 -56.4 -47.4
## 18824 18829 18830 18834 18837 18843 18845 18847 18850 18854 18856
## Predicted 132.6 86.0 82.0 55.9 71.1 74.6 65.4 78.5 55.8 16.95 26.49
## cvpred 132.2 86.3 81.6 56.2 70.6 74.7 65.3 78.4 55.7 16.89 26.44
## pm2.5 103.0 126.0 122.0 142.0 48.0 10.0 17.0 13.0 21.0 21.00 18.00
## CV residual -29.2 39.7 40.4 85.8 -22.6 -64.7 -48.3 -65.4 -34.7 4.11 -8.44
## 18857 18863 18864 18866 18869 18871 18877 18878 18879 18880 18882
## Predicted 31.2 79.7 81.9 81.2 102.0 100.4 58.2 17.44 12.78 14.4 65.1
## cvpred 30.6 77.6 79.7 81.1 101.9 99.8 58.0 17.49 12.85 14.5 63.1
## pm2.5 20.0 44.0 49.0 70.0 139.0 34.0 24.0 25.00 22.00 33.0 47.0
## CV residual -10.6 -33.6 -30.7 -11.1 37.1 -65.8 -34.0 7.51 9.15 18.5 -16.1
## 18883 18884 18890 18897 18900 18907 18909 18911 18912 18913 18916
## Predicted 88.1 92.7 136.8 170 146 114.5 131.2 129 141 152 160
## cvpred 86.1 90.7 134.8 168 144 112.7 129.4 129 141 152 160
## pm2.5 46.0 42.0 161.0 191 233 176.0 190.0 278 286 267 287
## CV residual -40.1 -48.7 26.2 23 89 63.3 60.6 149 145 115 127
## 18918 18921 18924 18925 18928 18931 18935 18937 18938 18946 18959
## Predicted 152 140 125 114 98.6 113.4 135.29 145.7 162.4 141.4 129
## cvpred 151 140 123 113 97.0 111.7 133.54 143.9 160.6 141.6 128
## pm2.5 274 259 308 281 140.0 99.0 129.00 175.0 173.0 176.0 318
## CV residual 123 119 185 168 43.0 -12.7 -4.54 31.1 12.4 34.4 190
## 18960 18967 18969 18976 18986 18987 18993 19006 19008 19009 19014
## Predicted 166 125 159.0 141 168.2 164.07 163.0 158.9 163.1 167.2 140.9
## cvpred 166 125 159.1 142 166.6 162.47 161.4 157.2 163.3 167.4 139.1
## pm2.5 324 227 222.0 268 165.0 154.00 136.0 132.0 151.0 130.0 77.0
## CV residual 158 102 62.9 126 -1.6 -8.47 -25.4 -25.2 -12.3 -37.4 -62.1
## 19018 19022 19025 19031 19036 19042 19049 19051 19054 19055 19057
## Predicted 154 117.9 127.5 142.2 151.3 118.09 109 127.6 159 136 133.2
## cvpred 152 116.1 125.7 140.4 151.4 117.78 109 125.9 159 136 133.6
## pm2.5 101 98.0 108.0 104.0 113.0 114.00 93 104.0 143 170 201.0
## CV residual -51 -18.1 -17.7 -36.4 -38.4 -3.78 -16 -21.9 -16 34 67.4
## 19059 19066 19068 19070 19072 19077 19083 19089 19090 19092 19093
## Predicted 185.5 129.0 108.2 103.6 110.9 163.39 95.7 72.2 58.0 47.9 37.5
## cvpred 183.8 129.5 108.7 104.1 111.5 163.68 96.0 72.5 58.3 48.2 37.8
## pm2.5 220.0 182.0 176.0 166.0 130.0 162.00 19.0 15.0 20.0 17.0 13.0
## CV residual 36.2 52.5 67.3 61.9 18.5 -1.68 -77.0 -57.5 -38.3 -31.2 -24.8
## 19095 19097 19100 19104 19108 19115 19120 19121 19126 19128 19130
## Predicted 22.45 17.782 36.6 113 121.7 41.7 7.19 3.09 34.9 42.6 72.1
## cvpred 22.75 18.109 36.9 113 121.7 42.0 7.44 3.32 35.0 42.6 72.2
## pm2.5 13.00 18.000 18.0 50 38.0 18.0 23.00 17.00 13.0 11.0 13.0
## CV residual -9.75 -0.109 -18.9 -63 -83.7 -24.0 15.56 13.68 -22.0 -31.6 -59.2
## 19134 19139 19142 19143 19146 19147 19151 19156 19158 19160 19169
## Predicted 73.9 38.3 10.37 29.32 35.0 64.3 79.1 135.7 170.4 145.8 88.29
## cvpred 73.2 38.2 10.28 28.58 34.3 62.2 78.4 133.7 168.5 145.3 86.51
## pm2.5 12.0 21.0 18.00 19.00 16.0 17.0 37.0 112.0 89.0 120.0 77.00
## CV residual -61.2 -17.2 7.72 -9.58 -18.3 -45.2 -41.4 -21.7 -79.5 -25.3 -9.51
## 19174 19183 19186 19187 19190 19192 19194 19195 19198 19204 19205
## Predicted 105.2 127.3 36.8 34.6 16.0 4.29 9.52 20.5 41.0 54.5 42.2
## cvpred 103.4 127.5 36.9 34.8 16.1 4.27 9.43 20.3 40.9 54.3 41.9
## pm2.5 67.0 85.0 26.0 24.0 27.0 20.00 20.00 10.0 7.0 7.0 17.0
## CV residual -36.4 -42.5 -10.9 -10.8 10.9 15.73 10.57 -10.3 -33.9 -47.3 -24.9
## 19206 19209 19210 19211 19218 19220 19228 19231 19233 19235 19236
## Predicted 50.9 51.2 38.65 34.0 -5.25 46.0 95.7 103.6 72.4 26.2 18.1
## cvpred 50.7 51.0 38.46 33.8 -5.28 43.9 95.6 103.6 72.5 26.3 17.5
## pm2.5 12.0 12.0 29.00 18.0 18.00 30.0 81.0 79.0 95.0 46.0 47.0
## CV residual -38.7 -39.0 -9.46 -15.8 23.28 -13.9 -14.6 -24.6 22.5 19.7 29.5
## 19238 19240 19243 19247 19250 19251 19254 19255 19256 19259 19260
## Predicted 37.61 40.7 67.8 115.8 121.93 142.7 164.4 120.4 128.6 99.3 84.7
## cvpred 37.47 38.8 65.9 115.7 120.05 140.9 164.4 120.6 128.8 99.4 83.0
## pm2.5 33.00 79.0 86.0 96.0 111.00 123.0 175.0 175.0 172.0 160.0 157.0
## CV residual -4.47 40.2 20.1 -19.7 -9.05 -17.9 10.6 54.4 43.2 60.6 74.0
## 19267 19270 19272 19273 19276 19278 19280 19283 19288 19293 19298
## Predicted 55.35 52.6 52.1 52.1 42.9 53.3 58.2 15.33 24.335 89.1 132.7
## cvpred 53.69 52.8 51.7 51.7 42.3 52.7 57.7 14.81 22.469 87.4 130.9
## pm2.5 63.00 75.0 13.0 10.0 11.0 7.0 9.0 24.00 23.000 72.0 62.0
## CV residual 9.31 22.2 -38.7 -41.7 -31.3 -45.7 -48.7 9.19 0.531 -15.4 -68.9
## 19301 19302 19309 19314 19317 19320 19321 19322 19323 19324 19328
## Predicted 112.6 119 72.5 101 126.9 164.8 166 170.5 180.03 180.03 183.3
## cvpred 112.7 119 70.7 99 127.3 163.3 165 169.1 178.65 178.65 181.9
## pm2.5 46.0 54 85.0 137 165.0 176.0 180 187.0 180.00 181.00 222.0
## CV residual -66.7 -65 14.3 38 37.7 12.7 15 17.9 1.35 2.35 40.1
## 19330 19334 19336 19338 19339 19340 19343 19344 19349 19354 19361
## Predicted 180.7 148 139 150 156 161 149 179 184 187.1 180.2
## cvpred 181.2 149 138 149 155 160 149 177 183 185.7 178.9
## pm2.5 263.0 335 360 272 315 318 302 310 214 175.0 195.0
## CV residual 81.8 186 222 123 160 158 153 133 31 -10.7 16.1
## 19367 19368 19370 19373 19378 19379 19382 19383 19384 19388 19394
## Predicted 181.2 180 147.6 134 107.5 97.1 96.3 122.6 118.4 129.4 123.3
## cvpred 179.7 180 147.4 134 107.1 96.7 96.0 122.8 116.7 127.7 123.1
## pm2.5 137.0 120 107.0 18 16.0 15.0 26.0 26.0 39.0 76.0 64.0
## CV residual -42.7 -60 -40.4 -116 -91.1 -81.7 -70.0 -96.8 -77.7 -51.7 -59.1
## 19398 19401 19404 19405 19407 19408 19409 19410 19414 19417 19418
## Predicted 120.2 112.9 102 105.4 129.9 131.5 136 136 141.9 165.0 171.7
## cvpred 120.6 112.7 102 105.6 128.3 129.9 134 134 140.3 165.2 170.1
## pm2.5 100.0 76.0 114 150.0 154.0 128.0 114 101 100.0 125.0 137.0
## CV residual -20.6 -36.7 12 44.4 25.7 -1.9 -20 -33 -40.3 -40.2 -33.1
## 19422 19423 19426 19429 19436 19441 19446 19447 19448 19449 19454
## Predicted 131.4 134 100.8 50.5 125.2 147.9 166.5 174.5 174.4 139 128
## cvpred 131.8 134 101.3 50.9 123.6 146.4 164.9 174.7 172.8 139 129
## pm2.5 166.0 164 155.0 107.0 82.0 187.0 180.0 193.0 217.0 252 327
## CV residual 34.2 30 53.7 56.1 -41.6 40.6 15.1 18.3 44.2 113 198
## 19456 19457 19460 19466 19475 19478 19482 19483 19484 19486 19488
## Predicted 94.7 90.0 114 104 111.28 86.7 88.5 115.30 119.4 115.9 126.0
## cvpred 94.8 90.7 114 105 109.77 87.0 86.9 113.82 117.9 114.3 124.4
## pm2.5 259.0 241.0 347 378 116.00 77.0 107.0 106.00 91.0 57.0 39.0
## CV residual 164.2 150.3 233 273 6.23 -10.0 20.1 -7.82 -26.9 -57.3 -85.4
## 19492 19493 19495 19496 19497 19500 19503 19508 19511 19513 19518
## Predicted 156 169 180 156.7 179.2 52.7 18.56 30.1 139 139 52.0
## cvpred 154 168 178 156.7 177.8 53.3 19.04 30.5 139 139 52.3
## pm2.5 40 50 56 67.0 81.0 22.0 15.00 9.0 20 14 16.0
## CV residual -114 -118 -122 -89.7 -96.8 -31.3 -4.04 -21.5 -119 -125 -36.3
## 19522 19528 19532 19535 19541 19542 19543 19544 19545 19554 19555
## Predicted 31.8 1.68 42.0 89.4 74.1 103.5 103.5 124.5 51.9 51.1 61.44
## cvpred 32.2 2.10 41.7 87.6 73.7 103.5 103.5 124.6 51.6 49.4 59.85
## pm2.5 13.0 12.00 11.0 46.0 15.0 13.0 16.0 25.0 22.0 37.0 50.00
## CV residual -19.2 9.90 -30.7 -41.6 -58.7 -90.5 -87.5 -99.6 -29.6 -12.4 -9.85
## 19557 19558 19560 19566 19575 19579 19580 19583 19587 19589 19591
## Predicted 76.50 97.28 119.81 117.7 53.0 80.0 96.6 106 108 97.7 110.8
## cvpred 74.89 95.69 120.06 117.5 53.4 78.6 95.3 106 109 98.2 111.3
## pm2.5 83.00 93.00 124.00 136.0 144.0 134.0 146.0 237 250 235.0 139.0
## CV residual 8.11 -2.69 3.94 18.5 90.6 55.4 50.7 131 141 136.8 27.7
## 19595 19598 19600 19602 19605 19609 19614 19615 19616 19618 19621
## Predicted 5.02 -54.1 -54.6 -31.6 48.59 12.5 74.2 109.8 102.0 52.3 26.3
## cvpred 5.59 -53.5 -54.1 -31.6 47.11 12.4 74.4 109.9 100.4 50.7 24.7
## pm2.5 87.00 27.0 32.0 34.0 56.00 117.0 5.0 40.0 78.0 96.0 58.0
## CV residual 81.41 80.5 86.1 65.6 8.89 104.6 -69.4 -69.9 -22.4 45.3 33.3
## 19623 19626 19628 19633 19635 19640 19646 19649 19656 19659 19661
## Predicted 39.3 56.79 71.6 103.1 111.0 124.6 -19.0 -29.1 24.94 32.4 37.0
## cvpred 37.9 55.36 70.1 103.5 111.4 125.1 -18.2 -28.4 25.39 32.7 37.3
## pm2.5 59.0 48.00 37.0 47.0 66.0 77.0 50.0 23.0 18.00 7.0 7.0
## CV residual 21.1 -7.36 -33.1 -56.5 -45.4 -48.1 68.2 51.4 -7.39 -25.7 -30.3
## 19662 19663 19670 19676 19677 19678 19685 19686 19690 19698 19706
## Predicted 45.8 52.1 -6.72 -1.58 -1.58 77.4 33.4 38.1 45.9 50.5 122
## cvpred 46.1 52.4 -6.42 -1.32 -1.32 77.6 33.7 38.3 45.4 48.8 120
## pm2.5 5.0 7.0 13.00 20.00 30.00 32.0 11.0 10.0 17.0 26.0 57
## CV residual -41.1 -45.4 19.42 21.32 31.32 -45.6 -22.7 -28.3 -28.4 -22.8 -63
## 19707 19718 19720 19723 19733 19736 19737 19738 19740 19746 19748
## Predicted 127.9 84.1 92.0 102.9 124.6 131.6 134.1 122 95.0 108 109.3
## cvpred 126.2 82.6 90.5 101.4 124.9 130.1 132.6 122 93.5 107 109.7
## pm2.5 55.0 63.0 49.0 38.0 45.0 35.0 38.0 49 60.0 58 61.0
## CV residual -71.2 -19.6 -41.5 -63.4 -79.9 -95.1 -94.6 -73 -33.5 -49 -48.7
## 19749 19750 19753 19754 19755 19756 19757 19759 19761 19762 19763
## Predicted 116.5 77.4 46.8 43.3 43.0 36.7 50.9 78.6 17.01 61.4 46.4
## cvpred 116.9 77.9 47.2 43.6 43.3 37.0 51.2 78.3 17.32 59.7 44.7
## pm2.5 63.0 12.0 11.0 10.0 8.0 7.0 8.0 17.0 20.00 24.0 26.0
## CV residual -53.9 -65.9 -36.2 -33.6 -35.3 -30.0 -43.2 -61.3 2.68 -35.7 -18.7
## 19764 19765 19767 19768 19776 19777 19781 19783 19787 19788 19791
## Predicted 41.7 -3.84 -20.0 -19.0 30.24 78.5 85.1 8.09 -7.16 -15.9 -32.9
## cvpred 40.0 -3.39 -19.5 -18.4 30.44 76.9 85.4 8.58 -6.58 -15.3 -32.4
## pm2.5 28.0 34.00 39.0 35.0 25.00 18.0 9.0 19.00 22.00 21.0 18.0
## CV residual -12.0 37.39 58.5 53.4 -5.44 -58.9 -76.4 10.42 28.58 36.3 50.4
## 19794 19795 19796 19800 19802 19804 19806 19811 19816 19819 19820
## Predicted -29.1 -7.73 -0.879 7.12 1.10 28.2 43.2 -4.90 -17.5 1.32 5.99
## cvpred -28.6 -7.25 -0.456 7.52 1.43 28.5 43.6 -4.51 -17.0 1.85 6.49
## pm2.5 10.0 11.00 11.000 11.00 22.00 11.0 11.0 13.00 13.0 13.00 16.00
## CV residual 38.6 18.25 11.456 3.48 20.57 -17.5 -32.6 17.51 30.0 11.15 9.51
## 19823 19824 19828 19830 19831 19832 19834 19836 19839 19843 19845
## Predicted 17.79 32.3 103.3 120.0 132.6 91.4 54.16 -9.26 -25.4 87.9 108.7
## cvpred 18.26 32.8 103.6 120.3 132.9 91.4 54.46 -8.67 -24.7 86.5 107.2
## pm2.5 27.00 15.0 17.0 36.0 37.0 38.0 51.00 37.00 28.0 32.0 28.0
## CV residual 8.74 -17.8 -86.6 -84.3 -95.9 -53.4 -3.46 45.67 52.7 -54.5 -79.2
## 19850 19851 19854 19857 19859 19862 19864 19870 19876 19877 19881
## Predicted 97.5 126.8 94.4 56.67 76.8 64.6 50.9 71.7 53.8 14.8 -27.9
## cvpred 97.2 125.1 94.8 57.11 77.1 63.2 49.6 71.8 54.4 15.3 -27.5
## pm2.5 14.0 27.0 53.0 53.00 53.0 80.0 81.0 171.0 93.0 92.0 33.0
## CV residual -83.2 -98.1 -41.8 -4.11 -24.1 16.8 31.4 99.2 38.6 76.7 60.5
## 19883 19884 19887 19890 19895 19901 19903 19906 19911 19912 19913
## Predicted -40.4 -42.6 -58.8 -57.8 47.653 108.36 121.2 86.0 45.7 55.5 44.6
## cvpred -40.0 -42.2 -58.3 -57.1 46.193 106.96 119.9 84.7 44.6 54.5 43.6
## pm2.5 91.0 42.0 23.0 66.0 47.000 111.00 150.0 181.0 163.0 138.0 119.0
## CV residual 131.0 84.2 81.3 123.1 0.807 4.04 30.1 96.3 118.4 83.5 75.4
## 19915 19921 19924 19932 19933 19936 19942 19945 19946 19949 19950
## Predicted 61.2 110.2 119.8 97.1 98.7 95.7 127 82.3 63.7 61.9 57.7
## cvpred 60.2 109.2 118.7 96.1 97.7 94.7 127 82.5 64.4 61.8 58.2
## pm2.5 108.0 81.0 101.0 50.0 62.0 56.0 32 37.0 38.0 9.0 6.0
## CV residual 47.8 -28.2 -17.7 -46.1 -35.7 -38.7 -95 -45.5 -26.4 -52.8 -52.2
## 19952 19959 19966 19967 19970 19972 19973 19977 19978 19981 19987
## Predicted 31.8 -13.4 81.8 88.1 33.5 22.87 18.8 -0.0968 -2.29 -5.60 39.3
## cvpred 32.2 -12.9 80.5 86.8 34.2 23.43 19.3 0.4789 -1.67 -4.86 38.1
## pm2.5 8.0 14.0 32.0 40.0 52.0 33.00 49.0 47.0000 13.00 16.00 17.0
## CV residual -24.2 26.9 -48.5 -46.8 17.8 9.57 29.7 46.5211 14.67 20.86 -21.1
## 19990 19994 19995 19996 19997 20000 20003 20007 20015 20017 20021
## Predicted 83.9 126.2 109.9 138.7 157.0 138.5 74.1 22.36 64.5 74.9 143.9
## cvpred 82.7 126.8 110.1 139.3 157.6 139.1 73.0 21.25 63.4 73.8 144.6
## pm2.5 29.0 56.0 84.0 80.0 77.0 90.0 86.0 29.00 34.0 50.0 63.0
## CV residual -53.7 -70.8 -26.1 -59.3 -80.6 -49.1 13.0 7.75 -29.4 -23.8 -81.6
## 20026 20029 20033 20035 20037 20040 20043 20047 20050 20056 20058
## Predicted 83.5 14.4 6.45 19.02 48.6 90.1 123.8 134.7 56.8 62.3 80.1
## cvpred 84.3 13.3 5.36 17.91 47.5 89.1 122.8 135.1 57.2 61.4 79.1
## pm2.5 112.0 51.0 36.00 22.00 34.0 69.0 84.0 114.0 112.0 28.0 16.0
## CV residual 27.7 37.7 30.64 4.09 -13.5 -20.1 -38.8 -21.1 54.8 -33.4 -63.1
## 20059 20060 20067 20072 20073 20080 20082 20085 20086 20089 20093
## Predicted 82.3 91.63 113.7 68.4 48.7 10.49 30.7 74.7 85.1 101 136
## cvpred 81.2 90.52 114.2 69.1 49.0 9.05 29.3 73.4 83.8 100 135
## pm2.5 115.0 93.00 20.0 17.0 15.0 23.00 47.0 56.0 56.0 70 86
## CV residual 33.8 2.48 -94.2 -52.1 -34.0 13.95 17.7 -17.4 -27.8 -30 -49
## 20097 20100 20101 20103 20104 20112 20116 20119 20123 20128 20130
## Predicted 123.6 87.0 82.3 67.7 61.4 122.2 145.12 154 129.9 118.3 112
## cvpred 122.4 85.9 81.2 66.8 60.5 121.3 144.24 153 128.9 117.5 113
## pm2.5 101.0 127.0 128.0 121.0 235.0 108.0 136.00 141 145.0 202.0 222
## CV residual -21.4 41.1 46.8 54.2 174.5 -13.3 -8.24 -12 16.1 84.5 109
## 20131 20132 20133 20136 20139 20140 20142 20145 20153 20158 20159
## Predicted 84.3 106 141.4 152 160 132.3 165.8 142.5 108.0 104.1 144.0
## cvpred 85.5 107 142.4 151 159 132.8 166.7 141.4 108.4 105.1 144.8
## pm2.5 219.0 221 225.0 51 70 59.0 69.0 97.0 154.0 151.0 157.0
## CV residual 133.5 114 82.6 -100 -89 -73.8 -97.7 -44.4 45.6 45.9 12.2
## 20160 20163 20166 20168 20173 20177 20181 20184 20185 20186 20187
## Predicted 93.7 106.6 144.8 145.6 146.1 154.6 156.7 158.7 158 154 157.86
## cvpred 94.7 107.6 145.6 144.6 145.1 153.5 157.4 157.6 159 153 156.78
## pm2.5 159.0 174.0 176.0 185.0 194.0 90.0 118.0 100.0 129 142 148.00
## CV residual 64.3 66.4 30.4 40.4 48.9 -63.5 -39.4 -57.6 -30 -11 -8.78
## 20189 20195 20196 20205 20207 20208 20209 20211 20212 20214
## Predicted 161.1 150.7 146.18 158.3 158.27 154.17 157.83 165.7 167.8 161.2
## cvpred 160.1 149.7 146.94 157.3 157.31 153.19 158.72 166.6 166.9 160.3
## pm2.5 147.0 168.0 155.00 200.0 161.00 147.00 150.00 143.0 131.0 115.0
## CV residual -13.1 18.3 8.06 42.7 3.69 -6.19 -8.72 -23.6 -35.9 -45.3
## 20216 20219 20220 20222 20224 20234 20237 20238 20240 20242 20244
## Predicted 155.5 144.40 133.4 127.0 122 158.8 156.3 156.3 154.7 152 144
## cvpred 154.5 145.32 134.4 126.2 121 157.9 155.4 155.4 153.8 153 143
## pm2.5 113.0 144.00 160.0 167.0 172 199.0 188.0 190.0 235.0 248 266
## CV residual -41.5 -1.32 25.6 40.8 51 41.1 32.6 34.6 81.2 95 123
## 20246 20250 20259 20266 20267 20273 20275 20278 20280 20282 20284
## Predicted 137 125 157.8 163.7 129.1 127.8 127.8 118.8 119 116 95.8
## cvpred 136 126 158.8 162.9 130.4 128.9 128.9 119.9 120 117 96.7
## pm2.5 279 277 208.0 132.0 60.0 38.0 45.0 46.0 14 11 9.0
## CV residual 143 151 49.2 -30.9 -70.4 -90.9 -83.9 -73.9 -106 -106 -87.7
## 20285 20286 20289 20296 20301 20306 20312 20314 20315 20318 20320
## Predicted 104.3 104.9 48.8 2.31 48.8 136 154 124.2 124 84.30 77.753
## cvpred 105.1 105.6 49.6 3.05 49.5 136 155 124.9 123 84.78 76.796
## pm2.5 12.0 11.0 10.0 15.00 6.0 34 50 48.0 53 83.00 76.000
## CV residual -93.1 -94.6 -39.6 11.95 -43.5 -102 -105 -76.9 -70 -1.78 -0.796
## 20322 20330 20332 20336 20339 20346 20348 20353 20355 20357
## Predicted 79.4 161.07 146.550 163.7 15 -18.6 -2.93 23.2 36.1 30.1
## cvpred 78.4 160.27 147.117 164.7 16 -17.8 -2.26 23.1 36.0 29.9
## pm2.5 53.0 152.00 148.000 114.0 99 27.0 27.00 41.0 72.0 141.0
## CV residual -25.4 -8.27 0.883 -50.7 83 44.8 29.26 17.9 36.0 111.1
## 20360 20362 20366 20369 20371 20373 20374 20376 20379 20380 20385
## Predicted 95.1 54.1 43.3 50.6 65.1 94.7 95.2 110.3 131.1 112.2 80.1
## cvpred 95.5 54.4 41.9 49.3 63.8 93.4 93.9 108.9 129.7 112.3 80.9
## pm2.5 108.0 90.0 90.0 114.0 97.0 160.0 188.0 182.0 195.0 190.0 198.0
## CV residual 12.5 35.6 48.1 64.7 33.2 66.6 94.1 73.1 65.3 77.7 117.1
## 20386 20395 20398 20399 20403 20406 20408 20409 20410 20414 20417
## Predicted 55.2 82.6 114.3 112.7 166 174.5 170.1 163.79 153 127.2 87.4
## cvpred 56.0 81.4 113.1 111.5 165 173.4 169.1 162.81 152 128.2 88.0
## pm2.5 205.0 120.0 162.0 170.0 107 115.0 144.0 166.00 312 184.0 155.0
## CV residual 149.0 38.6 48.9 58.5 -58 -58.4 -25.1 3.19 160 55.8 67.0
## 20419 20422 20423 20425 20434 20440 20447 20449 20452 20453 20454
## Predicted 133.0 118 118 153 119.6 112.1 112.1 125.9 148.9 150.9 163.5
## cvpred 133.9 119 119 154 118.6 111.3 111.1 126.7 149.7 149.9 162.5
## pm2.5 189.0 247 256 267 173.0 199.0 78.0 74.0 78.0 91.0 100.0
## CV residual 55.1 128 137 113 54.4 87.7 -33.1 -52.7 -71.7 -58.9 -62.5
## 20458 20462 20464 20467 20470 20476 20480 20482 20485 20486 20487
## Predicted 69.1 -3.17 34.1 61.17 107.5 131.46 79.2 19.0 6.67 -0.181 -2.22
## cvpred 70.2 -1.99 33.3 60.33 108.5 131.94 80.3 20.2 7.50 0.705 -3.19
## pm2.5 119.0 91.00 106.0 68.00 98.0 140.00 58.0 70.0 57.00 60.000 46.00
## CV residual 48.8 92.99 72.7 7.67 -10.5 8.06 -22.3 49.8 49.50 59.295 49.19
## 20490 20491 20494 20498 20499 20501 20502 20504 20505 20511 20512
## Predicted 36.3 54.9 111.3 121 105.4 122.05 117.95 99.4 118.2 52.4 54.0
## cvpred 35.4 54.1 112.3 121 106.5 123.19 119.06 100.6 119.2 51.7 53.4
## pm2.5 9.0 18.0 49.0 106 123.0 132.00 128.00 84.0 82.0 137.0 126.0
## CV residual -26.4 -36.1 -63.3 -15 16.5 8.81 8.94 -16.6 -37.2 85.3 72.6
## 20516 20517 20520 20523 20525 20527 20529 20531 20536 20538 20539
## Predicted 71.0 77.6 50.82 77.8 134.4 96.97 27.6 -12.0 10.5 16.4 22.6
## cvpred 70.2 76.8 51.22 78.8 135.2 97.99 28.0 -11.8 11.3 15.3 21.6
## pm2.5 98.0 116.0 45.00 150.0 69.0 94.00 108.0 107.0 47.0 286.0 205.0
## CV residual 27.8 39.2 -6.22 71.2 -66.2 -3.99 80.0 118.8 35.7 270.7 183.4
## 20548 20549 20550 20555 20559 20564 20568 20574 20575 20576 20577
## Predicted 123 125.6 148.6 53.2 71.0 101.9 80.6 109 136.2 132.1 79.64
## cvpred 124 126.1 147.7 53.8 70.2 101.1 79.5 110 137.1 132.9 80.73
## pm2.5 70 80.0 79.0 118.0 96.0 136.0 58.0 98 76.0 78.0 84.00
## CV residual -54 -46.1 -68.7 64.2 25.8 34.9 -21.5 -12 -61.1 -54.9 3.27
## 20578 20586 20591 20594 20598 20599 20600 20602 20615 20617 20618
## Predicted 67.1 74.5 93.46 116.8 145.8 95.26 89.258 43.3 101.7 91.9 116.8
## cvpred 68.2 73.7 92.42 117.5 146.5 96.29 90.347 44.4 100.7 90.9 115.8
## pm2.5 84.0 96.0 98.00 65.0 76.0 99.00 91.000 120.0 84.0 71.0 95.0
## CV residual 15.8 22.3 5.58 -52.5 -70.5 2.71 0.653 75.6 -16.7 -19.9 -20.8
## 20620 20621 20622 20629 20630 20631 20632 20635 20638 20643 20644
## Predicted 129.5 138.0 146.7 52.8 40 46.3 37.5 61.5 112.1 109.9 138.8
## cvpred 130.3 138.7 147.5 51.9 39 45.3 36.5 60.6 111.1 110.4 139.6
## pm2.5 105.0 99.0 105.0 146.0 99 75.0 65.0 79.0 96.0 153.0 163.0
## CV residual -25.3 -39.7 -42.5 94.1 60 29.7 28.5 18.4 -15.1 42.6 23.4
## 20646 20647 20651 20652 20654 20659 20664 20665 20666 20669 20671
## Predicted 105.2 143 85.1 76.2 71.9 83.4 103 110 105 136.7 116.5
## cvpred 106.2 144 84.2 77.2 71.1 82.7 103 109 106 135.9 115.6
## pm2.5 184.0 312 164.0 160.0 177.0 161.0 228 247 265 153.0 141.0
## CV residual 77.8 168 79.8 82.8 105.9 78.3 125 138 159 17.1 25.4
## 20677 20683 20688 20690 20695 20696 20699 20701 20702 20705
## Predicted 124.28 104.3 140.96 147.40 157.8 157.4 149.31 105.1 84.1 100.0
## cvpred 125.25 105.5 141.93 146.46 156.9 158.3 148.43 106.1 84.9 99.2
## pm2.5 123.00 152.0 138.00 152.00 131.0 128.0 153.00 56.0 51.0 29.0
## CV residual -2.25 46.5 -3.93 5.54 -25.9 -30.3 4.57 -50.1 -33.9 -70.2
## 20708 20720 20721 20723 20724 20725 20727 20728 20733 20734 20735
## Predicted 113.2 161.0 161.0 150.1 133 133 127.3 110.64 107.4 101.0 110
## cvpred 112.3 160.1 160.1 149.2 132 132 126.5 109.85 107.9 102.2 111
## pm2.5 80.0 186.0 185.0 212.0 191 194 103.0 100.00 84.0 164.0 94
## CV residual -32.3 25.9 24.9 62.8 59 62 -23.5 -9.85 -23.9 61.8 -17
## 20736 20737 20745 20747 20754 20757 20763 20765 20767 20773 20775
## Predicted 113 109.3 38.15 -19.8 -32.2 10.5 63.0 70.9 104.0 -18.3 -8.43
## cvpred 114 109.8 39.04 -19.1 -31.3 11.3 63.8 71.7 104.9 -17.3 -7.45
## pm2.5 99 96.0 31.00 52.0 16.0 15.0 36.0 46.0 51.0 27.0 37.00
## CV residual -15 -13.8 -8.04 71.1 47.3 3.7 -27.8 -25.7 -53.9 44.3 44.45
## 20778 20781 20784 20791 20792 20793 20796 20797 20800 20801
## Predicted -10.90 50.1 79.7 58.8 40.5 38.4 5.00 -10.05 -7.08 -9.56
## cvpred -9.94 51.0 78.7 59.8 41.5 39.3 5.95 -9.09 -6.00 -8.49
## pm2.5 22.00 12.0 31.0 15.0 15.0 19.0 22.00 18.00 30.00 28.00
## CV residual 31.94 -39.0 -47.7 -44.8 -26.5 -20.3 16.05 27.09 36.00 36.49
## 20803 20813 20819 20824 20825 20826 20835 20837 20838 20847 20848
## Predicted -1.646 130.1 87.31 54.9 56.5 66.9 115.1 156 125.4 75.4 68.5
## cvpred -0.573 129.1 88.22 54.1 55.7 66.1 115.4 155 125.8 74.7 67.9
## pm2.5 25.000 58.0 87.00 67.0 85.0 54.0 28.0 45 52.0 134.0 127.0
## CV residual 25.573 -71.1 -1.22 12.9 29.3 -12.1 -87.4 -110 -73.8 59.3 59.1
## 20853 20857 20858 20860 20866 20867 20869 20922 20923 20924 20927
## Predicted 85.8 113.4 125.5 132.3 117 110.4 95.7 105.6 105.6 107.76 116.5
## cvpred 85.1 112.7 126.6 131.5 116 109.7 95.0 104.8 104.8 106.98 115.7
## pm2.5 138.0 146.0 137.0 123.0 156 159.0 164.0 136.0 123.0 116.00 155.0
## CV residual 52.9 33.3 10.4 -8.5 40 49.3 69.0 31.2 18.2 9.02 39.3
## 20928 20929 20930 20934 20952 20959 20960 20961 20962 20964 20970
## Predicted 116.5 122.4 124.4 134.5 108.5 44.2 43.0 26.3 9.62 0.859 24.06
## cvpred 115.7 123.4 123.7 133.7 107.8 45.1 43.2 26.5 9.86 1.100 22.95
## pm2.5 168.0 170.0 145.0 90.0 129.0 17.0 13.0 13.0 12.00 15.000 19.00
## CV residual 52.3 46.6 21.3 -43.7 21.2 -28.1 -30.2 -13.5 2.14 13.900 -3.95
## 20971 20974 20983 20987 20991 20993 20996 21000 21002 21004 21008
## Predicted 34.5 76.6 57.89 -13.6 18.5 19.5 51.1 106.0 105.4 124.0 56.1
## cvpred 33.4 75.5 58.88 -13.4 19.1 20.2 50.0 106.6 106.1 124.8 56.4
## pm2.5 23.0 35.0 52.00 33.0 6.0 6.0 17.0 56.0 91.0 70.0 15.0
## CV residual -10.4 -40.5 -6.88 46.4 -13.1 -14.2 -33.0 -50.6 -15.1 -54.8 -41.4
## 21009 21011 21013 21014 21017 21018 21029 21031 21033 21039 21042
## Predicted 76.9 53.9 36.7 42.4 56.01 3.39 133.1 166 128.3 28.9 19.8
## cvpred 75.8 52.9 35.7 41.4 55.09 4.47 133.6 167 129.3 28.1 19.0
## pm2.5 22.0 39.0 49.0 72.0 63.00 27.00 95.0 144 156.0 46.0 32.0
## CV residual -53.8 -13.9 13.3 30.6 7.91 22.53 -38.6 -23 26.7 17.9 13.0
## 21044 21050 21053 21056 21058 21059 21065 21068 21069 21070 21073
## Predicted 32.96 129.2 141.9 108.0 101.39 84.7 79.8 91.3 102.2 106.9 115.52
## cvpred 32.07 128.3 142.8 107.1 100.63 84.0 79.1 90.6 101.5 106.1 116.48
## pm2.5 31.00 53.0 77.0 84.0 104.00 105.0 144.0 140.0 138.0 152.0 124.00
## CV residual -1.07 -75.3 -65.8 -23.1 3.37 21.0 64.9 49.4 36.5 45.9 7.52
## 21074 21078 21088 21093 21095 21098 21099 21100 21101 21104 21106
## Predicted 122.24 83.1 60.7 69.5 92.3 99.00 105.29 113.2 119.5 106.9 94.90
## cvpred 121.35 84.1 60.0 68.6 93.3 98.21 104.49 112.4 118.7 106.1 94.09
## pm2.5 120.00 137.0 144.0 125.0 150.0 89.00 97.00 94.0 96.0 94.0 96.00
## CV residual -1.35 52.9 84.0 56.4 56.7 -9.21 -7.49 -18.4 -22.7 -12.1 1.91
## 21107 21110 21115 21116 21117 21119 21123 21124 21125 21126 21127
## Predicted 82.0 73.3 84.4 69.9 82.8 92.5 103.1 107.2 118 107.7 81.0
## cvpred 81.2 72.4 85.6 71.1 84.0 92.9 103.5 107.6 119 108.6 81.4
## pm2.5 99.0 93.0 18.0 15.0 15.0 26.0 16.0 12.0 18 14.0 14.0
## CV residual 17.8 20.6 -67.6 -56.1 -69.0 -66.9 -87.5 -95.6 -101 -94.6 -67.4
## 21128 21129 21130 21131 21134 21135 21137 21138 21139 21144 21145
## Predicted 81.0 49.5 28.7 18.3 36.9 -5.5 -15.9 30.7 -13.7 117 117
## cvpred 81.4 50.5 29.7 19.3 37.7 -4.5 -14.9 29.6 -12.7 118 118
## pm2.5 9.0 6.0 5.0 5.0 8.0 11.0 12.0 14.0 15.0 43 68
## CV residual -72.4 -44.5 -24.7 -14.3 -29.7 15.5 26.9 -15.6 27.7 -75 -50
## 21152 21154 21155 21157 21158 21164 21166 21169 21180 21182 21186
## Predicted 66.3 98.87 85.3 52.1 49.60 96.8 145 102.5 84.0 99.8 113.8
## cvpred 66.6 97.86 86.2 51.1 48.61 97.9 144 103.6 84.5 98.9 112.9
## pm2.5 103.0 88.00 80.0 68.0 53.00 46.0 48 50.0 55.0 55.0 83.0
## CV residual 36.4 -9.86 -6.2 16.9 4.39 -51.9 -96 -53.6 -29.5 -43.9 -29.9
## 21187 21190 21192 21199 21200 21203 21205 21210 21216 21217
## Predicted 120.1 143.31 149.60 157.07 149.6 120.3 99.0 66.12 123 128.5
## cvpred 119.2 142.49 148.76 158.09 148.8 119.5 98.2 65.31 122 127.7
## pm2.5 108.0 138.00 151.00 155.00 189.0 168.0 143.0 63.00 146 159.0
## CV residual -11.2 -4.49 2.24 -3.09 40.2 48.5 44.8 -2.31 24 31.3
## 21218 21225 21227 21231 21237 21242 21245 21246 21247 21253 21257
## Predicted 130.6 146.6 146.0 116.6 158.2 165.6 163.3 125.3 165.6 102 69.6
## cvpred 129.9 147.8 147.3 117.5 157.5 164.9 164.3 126.6 164.9 103 69.0
## pm2.5 168.0 237.0 242.0 216.0 63.0 120.0 139.0 141.0 146.0 141 75.0
## CV residual 38.1 89.2 94.7 98.5 -94.5 -44.9 -25.3 14.4 -18.9 38 6.0
## 21260 21265 21266 21276 21286 21288 21292 21293 21304 21306 21308
## Predicted 69.30 105.7 118 7.29 103.5 126.5 128.4 128.4 94.7 53.6 76.5
## cvpred 68.66 106.4 119 7.88 102.9 125.8 127.6 127.6 94.2 55.0 78.0
## pm2.5 74.00 69.0 70 13.00 57.0 166.0 148.0 141.0 204.0 168.0 49.0
## CV residual 5.34 -37.4 -49 5.12 -45.9 40.2 20.4 13.4 109.8 113.0 -29.0
## 21313 21329 21330 21332 21333 21334 21336 21338 21340 21342 21343
## Predicted 89.7 80.2 88.1 103.1 115.3 99.3 104.6 124 140.4 142.9 142.4
## cvpred 91.0 79.7 87.6 102.6 116.6 100.2 103.8 123 139.7 142.2 143.6
## pm2.5 48.0 91.0 101.0 87.0 80.0 108.0 29.0 23 99.0 90.0 81.0
## CV residual -43.0 11.3 13.4 -15.6 -36.6 7.8 -74.8 -100 -40.7 -52.2 -62.6
## 21345 21355 21358 21362 21364 21366 21369 21370 21374 21384 21385
## Predicted 134.0 77.7 99.6 135.4 157.8 157.98 143.2 139.0 97.9 167 166
## cvpred 135.2 77.2 99.0 134.9 157.3 159.22 144.5 138.5 97.5 166 168
## pm2.5 103.0 36.0 74.0 82.0 93.0 161.00 186.0 192.0 178.0 34 47
## CV residual -32.2 -41.2 -25.0 -52.9 -64.3 1.78 41.5 53.5 80.5 -132 -121
## 21386 21387 21394 21397 21398 21400 21405 21406 21409 21410 21418
## Predicted 127 130 42.7 53.0 63.8 -10.1 54.8 83.8 90.1 96.3 99.7
## cvpred 128 130 43.9 53.9 62.9 -9.0 53.8 82.9 89.2 95.4 100.8
## pm2.5 33 24 13.0 6.0 7.0 10.0 18.0 18.0 26.0 27.0 38.0
## CV residual -95 -106 -30.9 -47.9 -55.9 19.0 -35.8 -64.9 -63.2 -68.4 -62.8
## 21422 21427 21433 21442 21447 21450 21458 21459 21460 21461 21464
## Predicted 26.0 -15.1 143.7 44.2 18.8 33.9 108.9 140 140 115.5 137.9
## cvpred 25.2 -13.9 144.8 45.6 20.1 34.6 109.5 139 141 116.1 137.2
## pm2.5 15.0 12.0 60.0 11.0 6.0 5.0 10.0 15 29 58.0 112.0
## CV residual -10.2 25.9 -84.8 -34.6 -14.1 -29.6 -99.5 -124 -112 -58.1 -25.2
## 21469 21473 21476 21479 21488 21489 21492 21495 21498 21503 21504
## Predicted 78.804 116.0 87.3 117.4 95.8 95.8 55.6 76.3 60.0 102.9 109
## cvpred 79.584 115.4 88.0 118.1 97.0 97.0 56.9 77.4 60.7 104.2 110
## pm2.5 80.000 65.0 48.0 36.0 10.0 14.0 6.0 8.0 5.0 7.0 7
## CV residual 0.416 -50.4 -40.0 -82.1 -87.0 -83.0 -50.9 -69.4 -55.7 -97.2 -103
## 21505 21507 21515 21517 21518 21521 21522 21529 21531 21532 21535
## Predicted 98.8 155 42.5 32.1 21.14 33.8 50.5 92.2 108.9 111.1 98.2
## cvpred 100.0 156 43.7 33.3 22.41 34.4 51.1 93.4 110.1 112.3 99.5
## pm2.5 11.0 21 6.0 12.0 16.00 6.0 9.0 16.0 31.0 34.0 37.0
## CV residual -89.0 -135 -37.7 -21.3 -6.41 -28.4 -42.1 -77.4 -79.1 -78.3 -62.5
## 21539 21543 21544 21547 21552 21557 21563 21569 21570 21573 21575
## Predicted 26.9 30.2 19.40 90.6 116.7 148 86.8 16.2 20.9 31.0 98.1
## cvpred 28.2 29.5 20.56 90.0 115.9 147 86.2 15.6 20.3 30.3 99.3
## pm2.5 15.0 12.0 16.00 21.0 30.0 43 65.0 103.0 96.0 96.0 79.0
## CV residual -13.2 -17.5 -4.56 -69.0 -85.9 -104 -21.2 87.4 75.7 65.7 -20.3
## 21580 21581 21582 21583 21586 21587 21594 21595 21598 21599 21602
## Predicted 100.2 115.23 96.3 80.4 97.2 95.0 91.6 104 126 128 136.9
## cvpred 99.5 114.58 97.1 81.8 96.6 94.4 92.8 105 126 128 136.2
## pm2.5 118.0 116.00 126.0 133.0 145.0 151.0 216.0 232 257 305 236.0
## CV residual 18.5 1.42 28.9 51.2 48.4 56.6 123.2 127 131 177 99.8
## 21605 21608 21609 21610 21619 21627 21628 21636 21639 21640 21643
## Predicted 141 144.3 131 125.5 122 153 155 98.7 98.57 96.1 102
## cvpred 140 145.6 130 126.7 121 154 156 100.0 98.05 95.6 102
## pm2.5 164 132.0 140 150.0 225 287 338 72.0 101.00 113.0 306
## CV residual 24 -13.6 10 23.3 104 133 182 -28.0 2.95 17.4 204
## 21645 21648 21650 21653 21657 21658 21663 21674 21676 21677 21678
## Predicted 117.4 130.9 148 155.6 124.7 123.0 86.1 158.2 122.0 117.9 158.2
## cvpred 116.9 130.3 147 156.8 125.9 122.4 87.4 157.5 123.4 119.3 157.5
## pm2.5 175.0 202.0 209 191.0 193.0 183.0 153.0 65.0 83.0 84.0 88.0
## CV residual 58.1 71.7 62 34.2 67.1 60.6 65.6 -92.5 -40.4 -35.3 -69.5
## 21679 21680 21681 21696 21700 21703 21705 21706 21707 21711 21716
## Predicted 156.0 147.7 141.8 139.3 150.9 151.4 142.9 138.8 138.8 134.1 137.6
## cvpred 155.4 148.9 141.2 138.7 152.2 150.8 142.3 138.2 138.2 133.6 137.2
## pm2.5 86.0 87.0 85.0 111.0 164.0 187.0 159.0 140.0 136.0 165.0 189.0
## CV residual -69.4 -61.9 -56.2 -27.7 11.8 36.2 16.7 1.8 -2.2 31.4 51.8
## 21717 21722 21724 21726 21727 21730 21735 21738 21740 21741
## Predicted 135.6 154.5 152.4 152.4 150.8 144.50 154.5 152.7 146.98 152.8
## cvpred 136.9 155.8 151.9 151.9 150.2 143.96 155.8 152.2 146.44 154.1
## pm2.5 205.0 249.0 238.0 215.0 170.0 145.00 168.0 162.0 143.00 140.0
## CV residual 68.1 93.2 86.1 63.1 19.8 1.04 12.2 9.8 -3.44 -14.1
## 21743 21744 21745 21749 21750 21759 21760 21763 21764 21769
## Predicted 153.83 153.4 159.7 131.4 161 127.1 127.05 127.05 131.72 134.8
## cvpred 153.24 154.6 160.9 132.2 160 126.5 126.49 126.49 131.14 134.1
## pm2.5 144.00 69.0 75.0 73.0 75 101.0 118.00 131.00 128.00 64.0
## CV residual -9.24 -85.6 -85.9 -59.2 -85 -25.5 -8.49 4.51 -3.14 -70.1
## 21771 21775 21780 21782 21783 21784 21785 21788 21792 21795
## Predicted 136.95 140.0 118.9 125.22 87.5 118.4 108.0 125.2 134.6 143.0
## cvpred 136.29 139.3 118.3 124.59 88.3 117.8 107.4 124.6 133.9 142.3
## pm2.5 138.00 127.0 107.0 118.00 121.0 150.0 149.0 100.0 44.0 66.0
## CV residual 1.71 -12.3 -11.3 -6.59 32.7 32.2 41.6 -24.6 -89.9 -76.3
## 21801 21810 21811 21813 21819 21820 21824 21827 21828 21832 21833
## Predicted 116.82 98.7 106.6 111.3 134.3 134.3 144.2 144.7 144.7 106.0 111.8
## cvpred 116.08 98.0 105.9 110.6 133.5 133.5 145.3 143.9 143.9 106.8 112.6
## pm2.5 111.00 46.0 31.0 39.0 51.0 59.0 63.0 86.0 89.0 174.0 208.0
## CV residual -5.08 -52.0 -74.9 -71.6 -82.5 -74.5 -82.3 -57.9 -54.9 67.2 95.4
## 21834 21836 21838 21839 21841 21843 21846 21849 21852 21855 21861
## Predicted 141.0 124.3 147.3 146.9 155.2 156.9 158.1 152.3 158.5 140.8 137.2
## cvpred 140.4 125.1 146.7 148.1 154.6 156.2 159.3 153.5 157.9 142.1 136.6
## pm2.5 194.0 202.0 174.0 175.0 129.0 109.0 105.0 72.0 63.0 59.0 81.0
## CV residual 53.6 76.9 27.3 26.9 -25.6 -47.2 -54.3 -81.5 -94.9 -83.1 -55.6
## 21862 21865 21866 21871 21873 21877 21879 21883 21887 21888 21890
## Predicted 147.1 153.4 153.8 153.4 98.747 39.95 60.7 93.9 122 129.7 136.0
## cvpred 148.4 154.6 153.2 154.6 100.279 41.48 62.0 93.4 121 129.2 135.5
## pm2.5 83.0 110.0 98.0 128.0 100.000 36.00 24.0 40.0 69 69.0 77.0
## CV residual -65.4 -44.6 -55.2 -26.6 -0.279 -5.48 -38.0 -53.4 -52 -60.2 -58.5
## 21891 21892 21897 21899 21900 21902 21907 21915 21922 21924 21925
## Predicted 150.2 149.8 149.7 134.89 123.9 106.7 93.3 89.5 68.9 45.2 14.99
## cvpred 149.7 151.1 149.2 134.49 123.6 106.4 93.0 90.3 70.1 46.0 16.49
## pm2.5 90.0 104.0 135.0 138.00 140.0 129.0 122.0 104.0 19.0 9.0 13.00
## CV residual -59.7 -47.1 -14.2 3.51 16.4 22.6 29.0 13.7 -51.1 -37.0 -3.49
## 21926 21930 21932 21936 21942 21945 21952 21955 21957 21961 21963
## Predicted 48.3 60.2 71.1 86.2 125.2 72.7 65.8 74.7 93.8 110.00 118.8
## cvpred 49.5 59.6 70.6 85.6 126.6 74.3 67.2 74.2 93.3 109.42 118.2
## pm2.5 13.0 16.0 21.0 23.0 48.0 29.0 26.0 24.0 24.0 115.00 45.0
## CV residual -36.5 -43.6 -49.6 -62.6 -78.6 -45.3 -41.2 -50.2 -69.3 5.58 -73.2
## 21966 21967 21970 21972 21974 21976 21985 21986 21987 21988 21992
## Predicted 135.0 139.1 79.4 96.1 95.53 95.5258 134.7 134.7 106.4 106.4 153.3
## cvpred 136.3 140.4 80.3 95.6 95.04 95.0415 134.1 134.1 107.9 107.9 152.7
## pm2.5 87.0 91.0 97.0 81.0 88.00 95.0000 77.0 75.0 78.0 86.0 77.0
## CV residual -49.3 -49.4 16.7 -14.6 -7.04 -0.0415 -57.1 -59.1 -29.9 -21.9 -75.7
## 21994 21998 22004 22006 22009 22015 22017 22021 22022 22026
## Predicted 106.66 122.4 130.3 133.34 117.3 115.1 149 135.59 140.7 117.1
## cvpred 108.19 121.9 129.8 132.77 118.8 116.6 150 136.94 140.2 118.1
## pm2.5 105.00 92.0 149.0 124.00 34.0 52.0 59 133.00 155.0 179.0
## CV residual -3.19 -29.9 19.2 -8.77 -84.8 -64.6 -91 -3.94 14.8 60.9
## 22033 22038 22039 22042 22043 22050 22053 22056 22057 22062 22063
## Predicted 152.3 129.7 159.0 144.2 137.9 122.3 127.0 125.6 135.6 146.0 146.0
## cvpred 153.6 130.6 158.5 143.8 137.5 121.9 126.6 125.1 136.9 147.3 147.3
## pm2.5 184.0 187.0 177.0 173.0 175.0 103.0 210.0 163.0 171.0 169.0 177.0
## CV residual 30.4 56.4 18.5 29.2 37.5 -18.9 83.4 37.9 34.1 21.7 29.7
## 22065 22066 22071 22074 22075 22077 22078 22080 22084 22086 22089
## Predicted 110.8 102.3 110.3 129.2 133.8 137.9 142.6 144.2 152.7 123.4 148.5
## cvpred 111.8 103.9 109.9 128.7 133.4 137.5 142.1 143.8 152.2 124.3 149.8
## pm2.5 186.0 185.0 120.0 113.0 113.0 122.0 125.0 109.0 95.0 92.0 127.0
## CV residual 74.2 81.1 10.1 -15.7 -20.4 -15.5 -17.1 -34.8 -57.2 -32.3 -22.8
## 22095 22096 22097 22099 22101 22103 22104 22105 22106 22107 22108
## Predicted 131.6 131.6 139.6 145.8 152.1 146 152.7 154.3 154.3 155.9 155.5
## cvpred 131.2 131.2 139.1 145.4 151.7 147 152.2 153.8 153.8 155.5 156.9
## pm2.5 106.0 89.0 96.0 92.0 73.0 47 60.0 62.0 66.0 73.0 61.0
## CV residual -25.2 -42.2 -43.1 -53.4 -78.7 -100 -92.2 -91.8 -87.8 -82.5 -95.9
## 22115 22127 22128 22132 22136 22141 22142 22149 22150 22151 22155
## Predicted 133.0 124.3 168 170 168 140.5 133.7 123.7 113 135 160
## cvpred 134.5 125.9 169 170 168 140.2 133.4 125.4 115 136 161
## pm2.5 35.0 33.0 43 54 79 87.0 65.0 47.0 29 24 19
## CV residual -99.5 -92.9 -126 -116 -89 -53.2 -68.4 -78.4 -86 -112 -142
## 22159 22160 22161 22163 22165 22167 22172 22180 22181 22188 22189
## Predicted 125 114.8 113.2 123.7 77.7 79.2 82.0 106.4 111.0 66.6 94.9
## cvpred 126 116.4 114.2 123.2 78.7 80.9 83.5 107.9 112.5 67.4 96.2
## pm2.5 19 24.0 20.0 55.0 35.0 20.0 14.0 17.0 31.0 8.0 7.0
## CV residual -107 -92.4 -94.2 -68.2 -43.7 -60.9 -69.5 -90.9 -81.5 -59.4 -89.2
## 22190 22196 22197 22201 22202 22204 22205 22206 22208 22210 22212
## Predicted 94.9 103.2 119.9 116.1 122.4 114 124.5 143.0 131 75.1 51.5
## cvpred 96.2 102.7 119.4 116.9 123.2 115 125.4 144.2 132 75.9 52.9
## pm2.5 11.0 36.0 38.0 46.0 47.0 57 54.0 48.0 25 21.0 17.0
## CV residual -85.2 -66.7 -81.4 -70.9 -76.2 -58 -71.4 -96.2 -107 -54.9 -35.9
## 22213 22217 22218 22219 22220 22222 22223 22226 22228 22229 22233
## Predicted 60.0 90.4 92.6 92.6 102.9 123 129.0 120.4 122.6 128.9 83.8
## cvpred 60.8 89.8 92.0 92.0 102.4 122 128.3 121.3 123.4 129.7 84.6
## pm2.5 16.0 19.0 15.0 19.0 33.0 31 39.0 60.0 59.0 48.0 32.0
## CV residual -44.8 -70.8 -77.0 -73.0 -69.4 -91 -89.3 -61.3 -64.4 -81.7 -52.6
## 22235 22236 22238 22240 22241 22248 22249 22250 22255 22256 22259
## Predicted 58.0 45.5 76.6 59.6 60.1 96.5 117.8 121.9 134.3 86.5 90.9
## cvpred 59.5 47.0 77.9 60.9 59.4 95.8 117.1 121.3 135.5 88.0 92.1
## pm2.5 31.0 29.0 29.0 25.0 26.0 58.0 60.0 84.0 99.0 130.0 112.0
## CV residual -28.5 -18.0 -48.9 -35.9 -33.4 -37.8 -57.1 -37.3 -36.5 42.0 19.9
## 22262 22268 22272 22279 22280 22282 22283 22284 22287 22294 22295
## Predicted 58.8 76.0 99.5 136 127.7 115.1 102.55 93.8 82.83 114.3 118.9
## cvpred 60.1 75.3 98.8 135 127.1 114.5 101.97 93.2 82.28 113.7 118.3
## pm2.5 76.0 46.0 53.0 110 94.0 95.0 92.00 85.0 76.00 64.0 72.0
## CV residual 15.9 -29.3 -45.8 -25 -33.1 -19.5 -9.97 -8.2 -6.28 -49.7 -46.3
## 22296 22301 22308 22310 22320 22321 22325 22331 22334 22336
## Predicted 125.2 141.9 107.5 104.94 127.9 130 142.1 125.7 114.76 115.82
## cvpred 124.6 141.3 108.8 104.39 127.3 129 141.5 125.2 114.27 115.39
## pm2.5 80.0 79.0 90.0 99.00 80.0 82 120.0 136.0 116.00 120.00
## CV residual -44.6 -62.3 -18.8 -5.39 -47.3 -47 -21.5 10.8 1.73 4.61
## 22337 22340 22341 22345 22352 22364 22368 22369 22372 22374 22376
## Predicted 105 122.1 123.86 133.1 139.4 117 132.5 133 145.1 146.7 138.8
## cvpred 105 121.7 125.23 132.6 138.9 117 132.1 132 144.6 146.3 138.3
## pm2.5 126 133.0 124.00 160.0 202.0 192 219.0 240 227.0 174.0 192.0
## CV residual 21 11.3 -1.23 27.4 63.1 75 86.9 108 82.4 27.7 53.7
## 22377 22378 22380 22382 22386 22387 22388 22389 22395 22398 22399
## Predicted 138.8 133 133 113 126.7 130.8 120.3 160 127 131 127
## cvpred 138.3 132 132 114 127.6 131.7 121.9 161 128 132 128
## pm2.5 233.0 256 283 318 46.0 95.0 23.0 29 13 12 12
## CV residual 94.7 124 151 204 -81.6 -36.7 -98.9 -132 -115 -120 -116
## 22400 22404 22407 22408 22412 22415 22419 22420 22421 22423 22429
## Predicted 132 54.9 23.2 27.3 125 88.1 107.6 106.9 105.3 103.7 88.9
## cvpred 133 56.5 24.7 28.9 124 89.5 108.4 108.4 106.7 105.1 90.2
## pm2.5 24 9.0 9.0 9.0 15 27.0 17.0 12.0 20.0 12.0 30.0
## CV residual -109 -47.5 -15.7 -19.9 -109 -62.5 -91.4 -96.4 -86.7 -93.1 -60.2
## 22430 22431 22433 22434 22436 22437 22439 22446 22450 22452 22453
## Predicted 93.4 103.8 95.0 111.7 114.5 112.9 119.7 140.6 128.0 117.9 111.6
## cvpred 93.0 103.4 94.6 111.3 113.9 112.3 119.1 141.8 129.3 119.2 112.9
## pm2.5 25.0 41.0 69.0 90.0 56.0 51.0 28.0 55.0 70.0 76.0 71.0
## CV residual -68.0 -62.4 -25.6 -21.3 -57.9 -61.3 -91.1 -86.8 -59.3 -43.2 -41.9
## 22456 22457 22462 22465 22466 22469 22479 22480 22490 22491 22492
## Predicted 90.3 90.7 121.9 128.8 128.8 136.7 125.7 127.6 145.6 147.3 122
## cvpred 91.6 90.2 121.4 128.2 128.2 136.1 125.2 127.2 145.1 146.8 123
## pm2.5 63.0 75.0 81.0 109.0 103.0 60.0 70.0 60.0 70.0 77.0 75
## CV residual -28.6 -15.2 -40.4 -19.2 -25.2 -76.1 -55.2 -67.2 -75.1 -69.8 -48
## 22503 22507 22509 22511 22515 22517 22521 22523 22525 22528 22529
## Predicted 147 144.2 145.6 147.3 141.1 145.2 137.3 131 141.4 100.0 105.7
## cvpred 147 143.8 145.1 146.8 142.4 146.6 138.6 131 142.8 100.9 106.7
## pm2.5 40 48.0 48.0 51.0 53.0 54.0 80.0 101 91.0 89.0 86.0
## CV residual -107 -95.8 -97.1 -95.8 -89.4 -92.6 -58.6 -30 -51.8 -11.9 -20.7
## 22530 22532 22533 22541 22543 22544 22547 22549 22551 22552 22598
## Predicted 105.7 141.3 135.1 153.0 147.3 148.9 146.7 139.3 124.2 124.2 108.2
## cvpred 106.7 140.8 136.5 152.5 146.8 148.4 146.3 138.9 123.9 123.9 107.7
## pm2.5 90.0 93.0 105.0 89.0 96.0 94.0 126.0 111.0 103.0 110.0 35.0
## CV residual -16.7 -47.8 -31.5 -63.5 -50.8 -54.4 -20.3 -27.9 -20.9 -13.9 -72.7
## 22602 22606 22607 22609 22610 22611 22621 22622 22624 22629 22631
## Predicted 145 146.3 106.5 114.4 127.0 159 160 113.0 112.5 114.9 115.5
## cvpred 146 147.6 107.9 115.8 127.9 160 159 114.4 113.9 116.4 116.9
## pm2.5 49 66.0 67.0 38.0 38.0 37 14 17.0 22.0 27.0 26.0
## CV residual -97 -81.6 -40.9 -77.8 -89.9 -123 -145 -97.4 -91.9 -89.4 -90.9
## 22633 22634 22635 22638 22642 22644 22648 22650 22651 22653 22658
## Predicted 115 115 117 157 127 115 116 111 99.9 98.3 113.0
## cvpred 117 117 119 158 127 117 116 112 101.3 99.7 114.4
## pm2.5 9 14 9 11 18 8 10 7 9.0 9.0 16.0
## CV residual -108 -103 -110 -147 -109 -109 -106 -105 -92.3 -90.7 -98.4
## 22663 22665 22669 22670 22678 22690 22700 22701 22702 22703 22705
## Predicted 113.0 88.2 98.8 69.4 141 87.88 122.7 127.3 132.0 138 140
## cvpred 114.4 89.6 100.0 70.2 141 89.43 122.2 126.8 131.5 138 140
## pm2.5 15.0 9.0 14.0 9.0 33 93.00 51.0 49.0 33.0 31 28
## CV residual -99.4 -80.6 -86.0 -61.2 -108 3.57 -71.2 -77.8 -98.5 -107 -112
## 22707 22713 22714 22715 22716 22719 22722 22723 22727 22737 22739
## Predicted 101.8 75.0 75.7 73.5 63.1 90.2 98.9 101.1 120.8 104.4 64.7
## cvpred 103.3 76.5 76.5 74.4 64.0 89.7 98.4 100.6 120.3 105.3 66.2
## pm2.5 30.0 30.0 19.0 16.0 18.0 6.0 24.0 20.0 44.0 49.0 56.0
## CV residual -73.3 -46.5 -57.5 -58.4 -46.0 -83.7 -74.4 -80.6 -76.3 -56.3 -10.2
## 22740 22741 22742 22754 22757 22762 22763 22764 22772 22776 22779
## Predicted 87.9 71.1 94.1 137.1 97.2 80.895 63.6 89.0 113.1 128.2 140.8
## cvpred 89.2 72.0 93.5 138.4 98.7 81.835 65.2 90.3 112.6 127.7 140.2
## pm2.5 53.0 28.0 22.0 67.0 83.0 81.000 78.0 73.0 44.0 45.0 59.0
## CV residual -36.2 -44.0 -71.5 -71.4 -15.7 -0.835 12.8 -17.3 -68.6 -82.7 -81.2
## 22780 22782 22784 22791 22792 22793 22794 22798 22799 22804 22805
## Predicted 148.7 145 138.1 106.3 106.3 112.0 112.0 125.2 128.8 138.8 138.8
## cvpred 148.1 144 139.5 105.8 105.8 111.6 111.6 124.7 130.2 138.3 138.3
## pm2.5 67.0 75 79.0 63.0 58.0 57.0 55.0 85.0 79.0 106.0 119.0
## CV residual -81.1 -69 -60.5 -42.8 -47.8 -54.6 -56.6 -39.7 -51.2 -32.3 -19.3
## 22807 22808 22813 22818 22824 22829 22830 22834 22843 22847 22852
## Predicted 143.0 143.45 115.7 76.4 97.4 150 151 115.2 91.5 117.5 144.1
## cvpred 144.4 142.99 117.1 77.3 99.0 151 152 116.5 91.0 116.9 145.4
## pm2.5 127.0 136.00 75.0 25.0 33.0 15 10 46.0 39.0 34.0 57.0
## CV residual -17.4 -6.99 -42.1 -52.3 -66.0 -136 -142 -70.5 -52.0 -82.9 -88.4
## 22856 22857 22861 22864 22865 22866 22870 22871 22875 22877 22879
## Predicted 146.6 134.0 93.55 91.5 91.5 91.5 110.9 117.2 142.1 119 148.4
## cvpred 147.9 135.4 94.88 91.0 91.0 91.0 110.3 116.6 141.5 120 147.8
## pm2.5 94.0 100.0 89.00 55.0 58.0 52.0 97.0 94.0 89.0 108 116.0
## CV residual -53.9 -35.4 -5.88 -36.0 -33.0 -39.0 -13.3 -22.6 -52.5 -12 -31.8
## 22882 22886 22888 22932 22933 22935 22942 22947 22950 22952 22954
## Predicted 135.8 114.5 120.3 56.6 38.0 66.4 140 122.4 155.1 153 144.9
## cvpred 135.3 113.9 121.6 57.3 38.6 65.6 139 123.1 156.2 154 144.2
## pm2.5 124.0 127.0 79.0 13.0 13.0 14.0 38 67.0 68.0 71 84.0
## CV residual -11.3 13.1 -42.6 -44.3 -25.6 -51.6 -101 -56.1 -88.2 -83 -60.2
## 22960 22961 22962 22964 22966 22969 22973 22976 22980 22986 22990
## Predicted 109.3 115.6 121.3 128 139 149 166.8 120.9 80.0 69.2 114.5
## cvpred 108.5 114.8 120.6 127 138 148 167.9 122.3 80.8 70.5 113.9
## pm2.5 37.0 42.0 52.0 27 33 48 69.0 71.0 59.0 20.0 80.0
## CV residual -71.5 -72.8 -68.6 -100 -105 -100 -98.9 -51.3 -21.8 -50.5 -33.9
## 22992 22993 22998 22999 23003 23005 23011 23013 23017 23021 23022
## Predicted 129.6 140.0 117.6 120.0 106.78 102.1 93.5 112.4 119.2 141.6 141.6
## cvpred 128.9 139.3 118.2 120.7 108.02 103.4 92.9 111.7 118.5 140.9 140.9
## pm2.5 89.0 91.0 65.0 83.0 102.00 60.0 64.0 64.0 70.0 78.0 96.0
## CV residual -39.9 -48.3 -53.2 -37.7 -6.02 -43.4 -28.9 -47.7 -48.5 -62.9 -44.9
## 23023 23026 23027 23030 23033 23042 23043 23044 23127 23140 23141
## Predicted 141.6 137.24 130.9 124.1 117.0 146.2 145 145 49.7 105.2 101.1
## cvpred 140.9 136.63 130.4 123.6 116.4 145.7 144 144 50.6 106.3 102.2
## pm2.5 112.0 129.00 143.0 139.0 130.0 192.0 202 198 5.0 10.0 9.0
## CV residual -28.9 -7.63 12.6 15.4 13.6 46.3 58 54 -45.6 -96.3 -93.2
## 23143 23144 23146 23148 23152 23153 23154 23155 23156 23162 23168
## Predicted 104.2 68.6 60.7 39.9 24.43 21.96 40.5 52.6 67.6 133 136.7
## cvpred 105.2 69.7 61.5 40.7 23.35 20.87 39.5 51.6 66.6 132 137.5
## pm2.5 15.0 21.0 13.0 9.0 17.00 22.00 24.0 22.0 23.0 47 84.0
## CV residual -90.2 -48.7 -48.5 -31.7 -6.35 1.13 -15.5 -29.6 -43.6 -85 -53.5
## 23169 23171 23174 23179 23183 23188 23193 23196 23197 23203 23206
## Predicted 124 96.74 78.9 88.9 123.4 147.5 129.53 83.6 52.6 72.5 124.6
## cvpred 125 97.72 80.0 88.1 122.5 148.5 130.56 84.6 51.7 71.7 125.6
## pm2.5 91 100.00 97.0 76.0 62.0 81.0 124.00 125.0 65.0 50.0 80.0
## CV residual -34 2.28 17.0 -12.1 -60.5 -67.5 -6.56 40.4 13.3 -21.7 -45.6
## 23212 23213 23214 23216 23217 23219 23222 23223 23230 23235
## Predicted 144 144 149.7 141.250 128.7 107.6 86.3 73.8 113.49 136.45
## cvpred 143 143 150.7 142.261 129.7 108.7 87.4 73.1 112.74 135.69
## pm2.5 102 108 117.0 143.000 149.0 154.0 126.0 128.0 121.00 140.00
## CV residual -41 -35 -33.7 0.739 19.3 45.3 38.6 54.9 8.26 4.31
## 23236 23240 23241 23252 23265 23267 23272 23274 23277 23278 23283
## Predicted 142.31 140.7 86.0 112.4 141.9 128.9 107.4 110 130.9 137.2 146.3
## cvpred 143.38 141.7 87.4 111.7 141.3 130.1 106.9 109 130.4 136.6 147.6
## pm2.5 151.00 185.0 180.0 172.0 80.0 56.0 44.0 59 43.0 49.0 68.0
## CV residual 7.62 43.3 92.6 60.3 -61.3 -74.1 -62.9 -50 -87.4 -87.6 -79.6
## 23284 23286 23290 23293 23294 23302 23304 23308 23310 23312 23313
## Predicted 146.8 127.6 90.83 71.19 95.4 142.9 149.7 114.6 108.8 111.3 80.4
## cvpred 146.2 128.4 92.37 72.15 96.8 144.3 149.2 116.1 110.3 112.8 82.0
## pm2.5 72.0 83.0 83.00 80.00 78.0 118.0 145.0 143.0 149.0 64.0 61.0
## CV residual -74.2 -45.4 -9.37 7.85 -18.8 -26.3 -4.2 26.9 38.7 -48.8 -21.0
## 23315 23317 23325 23328 23331 23333 23342 23344 23348 23349 23351
## Predicted 52.4 18.40 123.1 125 137 114 92.7 83.9 112 122 132.9
## cvpred 53.2 19.89 124.4 124 138 115 92.2 83.4 111 123 132.3
## pm2.5 41.0 29.00 160.0 229 268 281 239.0 197.0 213 224 215.0
## CV residual -12.2 9.11 35.6 105 130 166 146.8 113.6 102 101 82.7
## 23353 23354 23363 23365 23366 23374 23376 23377 23389 23390 23392
## Predicted 138 131.2 109 94.1 83.7 125.1 119.2 125.1 102.0 102.0 101.7
## cvpred 137 130.7 110 93.5 83.1 126.3 118.6 126.3 101.5 101.5 102.5
## pm2.5 194 188.0 230 159.0 142.0 169.0 188.0 196.0 173.0 166.0 114.0
## CV residual 57 57.3 120 65.5 58.9 42.7 69.4 69.7 71.5 64.5 11.5
## 23394 23396 23398 23400 23403 23404 23408 23410 23411 23412
## Predicted 112.1 114.24 103.21 98.54 152.1 123.21 109 109 108 106
## cvpred 112.9 115.04 104.65 100.01 153.3 124.07 111 111 109 107
## pm2.5 126.0 113.00 106.00 108.00 124.0 127.00 6 8 9 9
## CV residual 13.1 -2.04 1.35 7.99 -29.3 2.93 -105 -103 -100 -98
## 23415 23416 23419 23422 23432 23436 23437 23438 23440 23442 23446
## Predicted 99.5 103.6 93.1 94.2 83.7 45.3 40.7 19.88 17.96 24.3 80.1
## cvpred 100.2 104.3 94.4 95.5 84.1 46.5 41.8 21.03 19.06 25.3 81.0
## pm2.5 14.0 12.0 15.0 16.0 8.0 9.0 10.0 12.00 10.00 12.0 9.0
## CV residual -86.2 -92.3 -79.4 -79.5 -76.1 -37.5 -31.8 -9.03 -9.06 -13.3 -72.0
## 23447 23450 23451 23452 23453 23454 23458 23459 23462 23464 23466
## Predicted 57.1 90.5 141 107 103 109.3 39.1 15.8 44.8 38.2 65.4
## cvpred 58.1 91.4 142 108 104 110.3 40.1 16.8 45.6 39.0 64.4
## pm2.5 11.0 12.0 14 8 9 12.0 15.0 6.0 9.0 13.0 10.0
## CV residual -47.1 -79.4 -128 -100 -95 -98.3 -25.1 -10.8 -36.6 -26.0 -54.4
## 23471 23473 23479 23480 23481 23482 23487 23488 23494 23495 23503
## Predicted 135 104.3 112.1 142 76.8 100.1 51.513 47.4 121.3 123.5 116.2
## cvpred 134 104.7 113.1 143 77.9 100.9 50.581 46.5 120.3 122.5 117.2
## pm2.5 26 34.0 21.0 21 19.0 24.0 50.000 35.0 41.0 42.0 74.0
## CV residual -108 -70.7 -92.1 -122 -58.9 -76.9 -0.581 -11.5 -79.3 -80.5 -43.2
## 23508 23509 23511 23512 23513 23515 23519 23525 23527 23528 23530
## Predicted 102.0 101.4 103.46 105.08 111.4 116.0 141 119.5 108.5 102.2 86.5
## cvpred 102.9 102.4 102.59 104.22 110.5 115.1 142 120.1 109.7 103.5 87.1
## pm2.5 84.0 90.0 97.00 98.00 86.0 126.0 152 139.0 135.0 134.0 129.0
## CV residual -18.9 -12.4 -5.59 -6.22 -24.5 10.9 10 18.9 25.3 30.5 41.9
## 23537 23539 23540 23546 23548 23552 23556 23559 23569 23571 23573
## Predicted 119.0 126 130 134.2 111.6 103 100.3 90.9 143.7 117.1 144.3
## cvpred 118.2 125 131 135.2 112.2 104 101.3 92.0 144.7 117.6 145.3
## pm2.5 29.0 27 23 53.0 40.0 40 36.0 48.0 84.0 87.0 113.0
## CV residual -89.2 -98 -108 -82.2 -72.2 -64 -65.3 -44.0 -60.7 -30.6 -32.3
## 23576 23577 23578 23579 23580 23582 23592 23595 23596 23598 23599
## Predicted 142.5 109 132 125.7 112.6 98.0 140 146.6 117 146.639 146.2
## cvpred 141.7 110 133 126.8 113.7 97.2 141 145.8 118 145.826 147.2
## pm2.5 125.0 130 145 153.0 138.0 134.0 126 129.0 145 145.000 160.0
## CV residual -16.7 20 12 26.2 24.3 36.8 -15 -16.8 27 -0.826 12.8
## 23600 23610 23611 23613 23614 23619 23631 23633 23634 23636 23639
## Predicted 146.6 101.76 108.1 132.6 134.7 138.5 120.8 122.5 127.1 133.4 150
## cvpred 145.8 101.03 107.3 131.9 135.8 139.6 120.1 121.8 126.4 132.7 151
## pm2.5 159.0 99.00 91.0 80.0 86.0 123.0 79.0 83.0 78.0 92.0 34
## CV residual 13.2 -2.03 -16.3 -51.9 -49.8 -16.6 -41.1 -38.8 -48.4 -40.7 -117
## 23643 23644 23648 23654 23656 23659 23660 23662 23663 23665 23666
## Predicted 154.0 116.3 83.3 24 36.6 52.2 64.8 97.8 79.5 83.9 134
## cvpred 155.1 117.6 84.4 25 37.0 52.6 65.1 98.8 80.5 84.8 135
## pm2.5 68.0 70.0 7.0 9 7.0 16.0 13.0 21.0 16.0 10.0 6
## CV residual -87.1 -47.6 -77.4 -16 -30.0 -36.6 -52.1 -77.8 -64.5 -74.8 -129
## 23668 23672 23675 23677 23678 23679 23680 23681 23690 23692 23693
## Predicted 124 108.2 37.4 58.1 21.78 21.78 55.5 53.6 111.2 120 120.3
## cvpred 124 109.2 38.4 58.9 22.85 22.85 56.0 54.0 112.2 121 121.2
## pm2.5 10 30.0 15.0 10.0 13.00 13.00 15.0 15.0 13.0 14 26.0
## CV residual -114 -79.2 -23.4 -48.9 -9.85 -9.85 -41.0 -39.0 -99.2 -107 -95.2
## 23695 23701 23704 23705 23707 23708 23712 23714 23716 23718 23719
## Predicted 118.7 21.44 31.3 6.10 80.6 129 113.6 124.0 111 111.6 111.6
## cvpred 119.6 21.78 30.1 6.41 81.4 128 113.9 124.3 112 112.5 112.5
## pm2.5 20.0 12.00 7.0 10.00 7.0 27 30.0 53.0 56 20.0 24.0
## CV residual -99.6 -9.78 -23.1 3.59 -74.4 -101 -83.9 -71.3 -56 -92.5 -88.5
## 23720 23723 23725 23728 23729 23732 23735 23741 23743 23750 23751
## Predicted 95.2 40.8 51.4 36.10 42.8 65.8 104.1 143.9 112.5 61.263 44.3
## cvpred 96.2 41.8 52.2 36.86 41.7 64.7 104.4 144.6 113.4 62.124 45.1
## pm2.5 20.0 29.0 26.0 32.00 26.0 28.0 45.0 77.0 41.0 62.000 66.0
## CV residual -76.2 -12.8 -26.2 -4.86 -15.7 -36.7 -59.4 -67.6 -72.4 -0.124 20.9
## 23754 23756 23757 23758 23759 23761 23763 23764 23767 23774 23776
## Predicted 58.9 60.7 104.9 129.3 113.0 121.5 112.1 114.3 114.3 42.2 14.92
## cvpred 57.9 61.5 103.8 130.1 113.4 121.9 113.1 115.3 115.3 41.1 16.05
## pm2.5 37.0 46.0 45.0 47.0 42.0 64.0 61.0 60.0 55.0 15.0 15.00
## CV residual -20.9 -15.5 -58.8 -83.1 -71.4 -57.9 -52.1 -55.3 -60.3 -26.1 -1.05
## 23777 23782 23789 23791 23793 23801 23807 23809 23810 23813 23815
## Predicted 55.2 47.7 115.3 122.1 75.9 -14.9 83.6 114.8 154 122.6 165
## cvpred 54.3 48.9 116.3 123.1 77.0 -13.8 82.7 115.3 155 123.7 166
## pm2.5 16.0 61.0 38.0 45.0 27.0 11.0 34.0 29.0 32 36.0 19
## CV residual -38.3 12.1 -78.3 -78.1 -50.0 24.8 -48.7 -86.3 -123 -87.7 -147
## 23816 23819 23822 23827 23828 23829 23830 23831 23833 23838 23840
## Predicted 159 48.3 35.7 73.0 108.8 133.8 146.4 149.3 149.44 116.4 120
## cvpred 160 49.4 36.5 72.1 107.9 134.8 147.4 148.4 150.36 117.5 120
## pm2.5 31 26.0 17.0 77.0 89.0 93.0 124.0 125.0 159.00 69.0 57
## CV residual -129 -23.4 -19.5 4.9 -18.9 -41.8 -23.4 -23.4 8.64 -48.5 -63
## 23841 23846 23851 23852 23858 23859 23860 23862 23863 23865 23867
## Predicted 93.7 94.8 99.56 126.6 139.3 139.8 145.6 141.4 145.6 137.1 126.5
## cvpred 94.9 95.8 98.73 125.8 140.3 138.9 146.6 140.5 146.6 138.1 127.6
## pm2.5 65.0 137.0 96.00 101.0 174.0 166.0 168.0 174.0 183.0 205.0 226.0
## CV residual -29.9 41.2 -2.73 -24.8 33.7 27.1 21.4 33.5 36.4 66.9 98.4
## 23873 23874 23881 23885 23886 23887 23889 23890 23891 23894 23897
## Predicted 82.0 106.9 136.3 150.8 121.9 150.8 136.6 95.2 88.9 92.3 96.5
## cvpred 81.2 106.1 137.3 151.8 122.5 151.8 137.6 95.8 89.5 93.3 95.7
## pm2.5 101.0 92.0 50.0 53.0 136.0 164.0 157.0 154.0 180.0 116.0 78.0
## CV residual 19.8 -14.1 -87.3 -98.8 13.5 12.2 19.4 58.2 90.5 22.7 -17.7
## 23898 23901 23906 23907 23910 23911 23914 23918 23924 23929 23931
## Predicted 100.6 132.5 151.8 147.3 151.92 112.0 78.96 78.6 122.38 102 103.1
## cvpred 99.8 133.5 150.9 148.2 152.85 113.2 80.16 79.7 123.43 102 104.2
## pm2.5 70.0 89.0 137.0 129.0 143.00 125.0 88.00 93.0 119.00 58 71.0
## CV residual -29.8 -44.5 -13.9 -19.2 -9.85 11.8 7.84 13.3 -4.43 -44 -33.2
## 23932 23933 23937 23939 23941 23945 23946 23951 23954 23962 23965
## Predicted 141.3 135.0 83.4 56.65 104.3 99.6 95.5 108.7 120.7 117 108.4
## cvpred 142.2 135.9 84.5 57.79 103.4 98.8 94.7 107.7 119.8 116 107.6
## pm2.5 52.0 40.0 40.0 56.00 79.0 93.0 81.0 49.0 55.0 89 88.0
## CV residual -90.2 -95.9 -44.5 -1.79 -24.4 -5.8 -13.7 -58.7 -64.8 -27 -19.6
## 23966 23967 23972 23977 23983 23989 23997 23998 24004 24005 24017
## Predicted 86.4 86.4 98.2 109.2 113.5 59.5 117.2 129.7 112.1 152.0 101.8
## cvpred 87.6 87.6 99.2 109.6 114.5 59.9 116.2 128.7 113.1 152.8 102.2
## pm2.5 109.0 99.0 23.0 18.0 19.0 27.0 41.0 59.0 72.0 57.0 8.0
## CV residual 21.4 11.4 -76.2 -91.6 -95.5 -32.9 -75.2 -69.7 -41.1 -95.8 -94.2
## 24020 24027 24029 24031 24037 24041 24044 24045 24048 24049 24052
## Predicted 68.1 50.6 44.9 43.0 -24.0 -35.3 4.66 -1.060 11.81 22.2 38.9
## cvpred 69.0 51.4 45.6 43.7 -23.4 -34.6 5.34 -0.424 12.46 22.9 39.5
## pm2.5 16.0 3.0 5.0 2.0 4.0 1.0 3.00 5.000 3.00 2.0 7.0
## CV residual -53.0 -48.4 -40.6 -41.7 27.4 35.6 -2.34 5.424 -9.46 -20.9 -32.5
## 24058 24062 24063 24075 24079 24080 24081 24083 24084 24088 24093
## Predicted 35.4 -9.81 -19.1 108 115.7 99.3 78.3 20.02 11.3 1.71 99.6
## cvpred 35.6 -9.04 -18.3 108 116.5 100.1 79.1 20.86 12.1 1.95 98.5
## pm2.5 14.0 7.00 6.0 2 17.0 29.0 12.0 11.00 8.0 4.00 32.0
## CV residual -21.6 16.04 24.3 -106 -99.5 -71.1 -67.1 -9.86 -4.1 2.05 -66.5
## 24104 24105 24107 24108 24111 24112 24119 24121 24126 24131 24133
## Predicted 120.9 97.6 52.9 77.1 51.1 46.84 147.3 155.8 120.3 122 100.3
## cvpred 121.7 98.6 53.2 77.8 51.8 45.79 148.1 156.6 121.2 123 101.2
## pm2.5 28.0 25.0 26.0 23.0 37.0 37.00 104.0 97.0 79.0 142 145.0
## CV residual -93.7 -73.6 -27.2 -54.8 -14.8 -8.79 -44.1 -59.6 -42.2 19 43.8
## 24134 24138 24142 24144 24145 24149 24153 24156 24159 24162 24163
## Predicted 96.0 103.4 152.4 143 156 157.9 97.5 12.79 -2.83 57.8 118
## cvpred 95.1 102.5 151.4 144 157 158.8 98.7 13.67 -1.89 58.6 119
## pm2.5 145.0 165.0 248.0 289 269 252.0 13.0 9.00 9.00 10.0 15
## CV residual 49.9 62.5 96.6 145 112 93.2 -85.7 -4.67 10.89 -48.6 -104
## 24167 24169 24172 24174 24175 24177 24180 24185 24186 24187 24199
## Predicted 84.5 124 137 158 125 116 13.94 44.6 14.71 61.3 117
## cvpred 85.4 125 138 159 126 117 14.85 43.5 15.64 60.2 118
## pm2.5 10.0 9 8 11 11 13 10.00 13.0 19.00 19.0 17
## CV residual -75.4 -116 -130 -148 -115 -104 -4.85 -30.5 3.36 -41.2 -101
## 24204 24205 24208 24210 24213 24214 24215 24216 24218 24219 24225
## Predicted 18.89 25.82 52.4 69 114.2 130.44 112.5 131 142.2 104.6 83.0
## cvpred 19.83 26.09 51.3 68 113.1 131.18 112.8 132 142.9 105.4 83.8
## pm2.5 23.00 18.00 16.0 43 90.0 126.00 151.0 161 196.0 193.0 68.0
## CV residual 3.17 -8.09 -35.3 -25 -23.1 -5.18 38.2 29 53.1 87.6 -15.8
## 24228 24231 24232 24237 24238 24240 24244 24247 24248 24251 24253
## Predicted 41.7 20.05 18.0 84.7 130.7 136.522 145.0 109.5 105.7 109.7 92.4
## cvpred 42.3 20.62 16.7 83.6 129.5 137.185 145.6 110.3 106.5 110.4 91.3
## pm2.5 28.0 29.00 28.0 110.0 114.0 138.000 130.0 95.0 89.0 85.0 110.0
## CV residual -14.3 8.38 11.3 26.4 -15.5 0.815 -15.6 -15.3 -17.5 -25.4 18.7
## 24254 24256 24258 24264 24268 24271 24273 24277 24282 24283 24284
## Predicted 85.1 76.3 93.1 110.4 155.6 114 149.6 103 102 114 137
## cvpred 85.9 77.2 92.1 110.7 156.3 115 150.3 103 101 113 136
## pm2.5 137.0 147.0 104.0 189.0 220.0 235 206.0 220 235 276 308
## CV residual 51.1 69.8 11.9 78.3 63.7 120 55.7 117 134 163 172
## 24290 24291 24292 24293 24300 24301 24304 24307 24308 24313 24314
## Predicted 140 140 104 100 37.4 29.2 19.1 20.8 27.4 41.4 46.0
## cvpred 139 141 105 101 38.4 30.2 19.9 21.5 28.1 42.0 46.7
## pm2.5 436 407 390 331 14.0 9.0 9.0 6.0 10.0 2.0 9.0
## CV residual 297 266 285 230 -24.4 -21.2 -10.9 -15.5 -18.1 -40.0 -37.7
## 24315 24317 24318 24319 24324 24330 24334 24338 24342 24344 24351
## Predicted 56.4 98.5 134 141 12.948 -5.72 84.9 151 128.0 135.2 57.2
## cvpred 57.1 98.9 135 141 13.649 -5.07 83.6 152 128.7 135.3 56.0
## pm2.5 7.0 7.0 12 12 14.000 10.00 43.0 111 98.0 73.0 130.0
## CV residual -50.1 -91.9 -123 -129 0.351 15.07 -40.6 -41 -30.7 -62.3 74.0
## 24352 24354 24355 24356 24358 24359 24362 24363 24366 24368
## Predicted 61.3 80.2 125.84 135.79 138.4 144 144.833 144.83 144.8 144.833
## cvpred 60.2 79.0 124.73 136.54 137.3 145 145.484 145.48 145.5 145.484
## pm2.5 131.0 121.0 118.00 131.00 168.0 176 146.000 143.00 182.0 145.000
## CV residual 70.8 42.0 -6.73 -5.54 30.7 31 0.516 -2.48 36.5 -0.484
## 24371 24373 24377 24379 24386 24390 24397 24399 24401 24404
## Predicted 144.833 144.83 144.83 144.8 144.8 145 145 145 145 145
## cvpred 145.484 145.48 145.48 145.5 145.5 145 145 145 145 145
## pm2.5 146.000 137.00 149.00 172.0 220.0 7 11 6 11 13
## CV residual 0.516 -8.48 3.52 26.5 74.5 -138 -134 -139 -134 -132
## 24412 24416 24417 24419 24423 24430 24431 24436 24438 24442 24446
## Predicted 120 120 120 120 120 120 120 120 120 120 120
## cvpred 121 121 121 121 121 121 121 121 121 121 121
## pm2.5 35 21 9 18 34 93 105 133 99 77 98
## CV residual -86 -100 -112 -103 -87 -28 -16 12 -22 -44 -23
## 24447 24449 24450 24453 24454 24455 24458 24461 24465 24470
## Predicted 120 120 120 120.33 120.33 120.33 146.8 149.5 112.1 43.5
## cvpred 121 121 121 120.96 120.96 120.96 147.5 150.3 113.1 44.3
## pm2.5 97 103 101 113.00 113.00 111.00 95.0 88.0 77.0 25.0
## CV residual -24 -18 -20 -7.96 -7.96 -9.96 -52.5 -62.3 -36.1 -19.3
## 24471 24474 24483 24484 24492 24496 24500 24502 24507 24508 24509
## Predicted 35.3 18.4 140 162 -1.84 -17.7 61.9 82.7 134.0 173.9 173.9
## cvpred 36.0 18.9 140 163 -1.36 -17.3 60.4 81.3 134.6 174.3 174.3
## pm2.5 12.0 7.0 6 4 16.00 14.0 45.0 55.0 90.0 82.0 90.0
## CV residual -24.0 -11.9 -134 -159 17.36 31.3 -15.4 -26.3 -44.6 -92.3 -84.3
## 24510 24512 24515 24516 24518 24524 24527 24532 24535 24542 24543
## Predicted 136.2 124.5 64.4 24.1 -9.83 101.0 155.5 128.0 132.7 89.8 84.7
## cvpred 136.8 125.1 64.5 24.8 -9.19 99.7 154.2 128.7 133.3 88.6 85.4
## pm2.5 90.0 56.0 47.0 46.0 27.00 48.0 110.0 87.0 47.0 185.0 187.0
## CV residual -46.8 -69.1 -17.5 21.2 36.19 -51.7 -44.2 -41.7 -86.3 96.4 101.6
## 24544 24547 24548 24556 24563 24565 24571 24577 24586 24590 24592
## Predicted 76.9 145.1 151 135 77.4 46.3 128 109.6 119.8 99.3 117.0
## cvpred 75.7 145.8 152 136 78.3 46.6 128 109.7 120.4 100.1 117.9
## pm2.5 209.0 230.0 271 245 215.0 220.0 273 40.0 53.0 56.0 49.0
## CV residual 133.3 84.2 119 109 136.7 173.4 145 -69.7 -67.4 -44.1 -68.9
## 24593 24595 24599 24604 24605 24608 24610 24611 24612 24616 24617
## Predicted 123.3 126.5 119.2 173 89.4 95.7 73.0 56.9 38.3 15.91 22.2
## cvpred 124.2 126.7 120.1 172 90.2 96.5 73.8 57.7 39.0 16.59 22.9
## pm2.5 44.0 37.0 39.0 33 33.0 12.0 14.0 10.0 8.0 15.00 10.0
## CV residual -80.2 -89.7 -81.1 -139 -57.2 -84.5 -59.8 -47.7 -31.0 -1.59 -12.9
## 24620 24629 24631 24632 24634 24637 24643 24647 24649 24651 24652
## Predicted 135 170.1 134.0 149 142.2 74.6 138.4 140.6 171.61 133.9 175
## cvpred 136 170.5 134.6 149 142.7 75.2 137.3 140.8 172.23 134.7 176
## pm2.5 32 87.0 54.0 33 46.0 56.0 57.0 167.0 177.00 154.0 149
## CV residual -104 -83.5 -80.6 -116 -96.7 -19.2 -80.3 26.2 4.77 19.3 -27
## 24654 24656 24657 24658 24667 24672 24674 24680 24683 24686 24687
## Predicted 141.8 183.9 131.2 106.0 81.2 159 166.2 167 106.9 94.2 93.6
## cvpred 142.6 184.5 132.1 106.9 80.1 160 166.8 168 107.6 93.1 92.6
## pm2.5 129.0 123.0 119.0 88.0 116.0 174 178.0 50 67.0 230.0 275.0
## CV residual -13.6 -61.5 -13.1 -18.9 35.9 14 11.2 -118 -40.6 136.9 182.4
## 24689 24691 24692 24698 24703 24706 24707 24710 24716 24717 24721
## Predicted 97.7 148 154 148.7 153.4 152 150 147 112 106 107
## cvpred 96.7 149 155 149.5 154.1 151 149 146 113 107 108
## pm2.5 220.0 331 338 249.0 248.0 271 283 288 329 313 304
## CV residual 123.3 182 183 99.5 93.9 120 134 142 216 206 196
## 24722 24723 24725 24728 24729 24730 24731 24737 24738 24744 24753
## Predicted 110 122 160 122 164.7 158 127 -0.277 6.58 35.4 65.1
## cvpred 111 123 160 123 163.6 159 127 0.510 7.31 35.9 65.0
## pm2.5 297 281 275 241 239.0 250 248 27.000 20.00 11.0 20.0
## CV residual 186 158 115 118 75.4 91 121 26.490 12.69 -24.9 -45.0
## 24754 24755 24757 24759 24760 24762 24771 24783 24786 24787 24790
## Predicted 44.3 38.0 49.4 61.3 61.3 94.0 133 104.2 69.6 46.1 52.4
## cvpred 44.2 37.9 49.6 59.7 59.7 92.6 132 104.8 70.3 46.6 52.8
## pm2.5 18.0 9.0 11.0 23.0 27.0 38.0 41 66.0 10.0 11.0 9.0
## CV residual -26.2 -28.9 -38.6 -36.7 -32.7 -54.6 -91 -38.8 -60.3 -35.6 -43.8
## 24791 24793 24794 24802 24803 24808 24811 24813 24814 24815 24818
## Predicted 31.7 11.17 23.7 90.9 57.7 64.7 97.8 37.8 88.1 20.3 30.7
## cvpred 32.0 11.36 23.9 91.1 56.0 63.1 96.3 38.3 88.6 20.7 31.1
## pm2.5 8.0 8.00 11.0 27.0 24.0 48.0 62.0 88.0 57.0 10.0 5.0
## CV residual -24.0 -3.36 -12.9 -64.1 -32.0 -15.1 -34.3 49.7 -31.6 -10.7 -26.1
## 24819 24822 24823 24829 24840 24841 24842 24844 24846 24847 24848
## Predicted 81.7 125 143 8.824 137.9 139.9 169.3 129.4 177 135.7 169
## cvpred 81.4 125 144 9.226 137.8 139.8 169.6 129.9 177 136.2 170
## pm2.5 6.0 11 16 10.000 91.0 124.0 135.0 102.0 70 49.0 26
## CV residual -75.4 -114 -128 0.774 -46.8 -15.8 -34.6 -27.9 -107 -87.2 -144
## 24850 24854 24856 24857 24859 24864 24866 24871 24873 24876 24878
## Predicted 87.8 68.1 63.85 66.0 130.4 146.2 129.1 122.8 119.0 131.43 120.5
## cvpred 88.5 68.5 62.42 64.6 130.9 144.8 129.7 123.5 119.7 130.13 119.2
## pm2.5 57.0 93.0 64.00 77.0 90.0 172.0 141.0 139.0 148.0 134.00 170.0
## CV residual -31.5 24.5 1.58 12.4 -40.9 27.2 11.3 15.5 28.3 3.87 50.8
## 24882 24885 24887 24895 24896 24897 24899 24901 24903 24906 24907
## Predicted 140.8 114.1 159.1 159.7 158.5 155.9 143.7 147.0 160.2 129.8 126
## cvpred 141.4 114.8 157.7 160.3 157.2 156.5 142.5 145.8 160.9 130.7 127
## pm2.5 176.0 196.0 208.0 196.0 194.0 194.0 199.0 208.0 190.0 154.0 14
## CV residual 34.6 81.2 50.3 35.7 36.8 37.5 56.5 62.2 29.1 23.3 -113
## 24908 24909 24911 24916 24920 24921 24923 24924 24926 24928 24929
## Predicted 136 132 142 149 149 145 145 142 137 132 126
## cvpred 137 133 143 150 149 146 146 142 138 132 127
## pm2.5 12 9 7 7 11 14 27 22 29 26 23
## CV residual -125 -124 -136 -143 -138 -132 -119 -120 -109 -106 -104
## 24931 24933 24934 24940 24948 24950 24951 24952 24953 24954 24956
## Predicted 124 114.8 109.1 95.2 64.6 60.5 64.6 58.3 64.6 69.3 73.9
## cvpred 125 115.5 109.7 95.7 65.2 61.0 65.2 58.9 65.2 69.8 74.5
## pm2.5 25 27.0 29.0 17.0 24.0 34.0 27.0 33.0 36.0 34.0 36.0
## CV residual -100 -88.5 -80.7 -78.7 -41.2 -27.0 -38.2 -25.9 -29.2 -35.8 -38.5
## 24957 24971 24973 24981 24982 24983 24984 24992 24994 24996 24997
## Predicted 80.2 76.4 65.4 156.4 99.9 122.8 120.92 135.7 99.9 39.1 30.4
## cvpred 80.7 76.9 66.0 156.8 100.5 123.5 121.48 136.2 100.5 39.7 31.0
## pm2.5 38.0 65.0 80.0 116.0 138.0 135.0 114.00 91.0 87.0 65.0 48.0
## CV residual -42.7 -11.9 14.0 -40.8 37.5 11.5 -7.48 -45.2 -13.5 25.3 17.0
## 25003 25009 25013 25014 25017 25018 25019 25021 25025 25026 25027
## Predicted 38.86 71.2 120.6 122.8 108.9 78.0 58.9 83.7 89.9 110.2 147.7
## cvpred 39.39 71.6 121.1 123.3 109.4 78.6 59.4 84.0 88.4 110.6 148.1
## pm2.5 31.00 40.0 24.0 40.0 28.0 27.0 38.0 42.0 60.0 61.0 69.0
## CV residual -8.39 -31.6 -97.1 -83.3 -81.4 -51.6 -21.4 -42.0 -28.4 -49.6 -79.1
## 25028 25032 25034 25037 25043 25046 25052 25055 25056 25059 25060
## Predicted 156.4 168.4 154.2 133.1 119.34 108.8 117.3 140.3 140.3 121.4 151.8
## cvpred 156.8 166.9 152.7 133.1 119.76 107.4 117.2 138.8 138.8 121.4 152.3
## pm2.5 79.0 102.0 114.0 107.0 128.00 95.0 105.0 160.0 127.0 160.0 122.0
## CV residual -77.8 -64.9 -38.7 -26.1 8.24 -12.4 -12.2 21.2 -11.8 38.6 -30.3
## 25064 25065 25067 25068 25071 25073 25078 25083 25088 25094 25095
## Predicted 123 109.8 122.4 106.7 120.9 120.6 113.8 81.7 89.4 64.2 64.2
## cvpred 123 110.4 122.5 107.4 121.6 121.3 114.4 82.2 89.7 64.6 64.6
## pm2.5 112 121.0 108.0 83.0 57.0 48.0 17.0 10.0 11.0 17.0 15.0
## CV residual -11 10.6 -14.5 -24.4 -64.6 -73.3 -97.4 -72.2 -78.7 -47.6 -49.6
## 25096 25099 25100 25109 25111 25112 25116 25134 25135 25140 25141
## Predicted 66.7 70.3 70.3 75.5 75.5 84.3 44.1 60.7 75.2 40.3 41.9
## cvpred 67.1 70.6 70.6 75.8 75.8 84.6 44.4 60.9 75.5 40.5 42.1
## pm2.5 15.0 14.0 11.0 12.0 10.0 14.0 26.0 10.0 7.0 15.0 14.0
## CV residual -52.1 -56.6 -59.6 -63.8 -65.8 -70.6 -18.4 -50.9 -68.5 -25.5 -28.1
## 25143 25152 25154 25158 25160 25162 25166 25167 25168 25169 25173
## Predicted 33.1 52.3 58.9 109.2 99.1 77.4 22.04 21.5 42.9 53.3 130.8
## cvpred 33.3 52.4 59.0 109.4 99.3 76.9 22.21 21.7 42.5 52.9 130.9
## pm2.5 12.0 24.0 17.0 13.0 15.0 26.0 18.00 18.0 26.0 19.0 55.0
## CV residual -21.3 -28.4 -42.0 -96.4 -84.3 -50.9 -4.21 -3.7 -16.5 -33.9 -75.9
## 25175 25180 25182 25189 25193 25194 25195 25200 25201 25202 25203
## Predicted 125.80 163.4 126 104.8 91.1 107.3 118.1 172.0 172.0 173.2 166.9
## cvpred 125.43 163.5 126 103.1 89.3 107.4 116.4 170.4 170.4 173.4 167.2
## pm2.5 130.00 200.0 145 183.0 145.0 125.0 130.0 137.0 129.0 126.0 136.0
## CV residual 4.57 36.5 19 79.9 55.7 17.6 13.6 -33.4 -41.4 -47.4 -31.2
## 25204 25205 25206 25210 25212 25213 25214 25217 25221 25223 25225
## Predicted 134.9 134.9 174.80 168.51 128 155 154 62.7 79.9 71.7 119
## cvpred 135.4 135.4 175.07 168.79 129 155 155 63.2 80.4 72.1 120
## pm2.5 159.0 159.0 180.00 176.00 252 263 256 13.0 20.0 23.0 17
## CV residual 23.6 23.6 4.93 7.21 123 108 101 -50.2 -60.4 -49.1 -103
## 25227 25230 25231 25237 25239 25246 25260 25261 25263 25266 25268
## Predicted 126 182 165 113.4 89.7 157.3 137.0 139 127.6 50.9 52.6
## cvpred 126 182 166 111.9 90.0 157.5 137.3 139 128.1 51.4 53.0
## pm2.5 28 38 56 58.0 62.0 114.0 164.0 170 156.0 152.0 13.0
## CV residual -98 -144 -110 -53.9 -28.0 -43.5 26.7 31 27.9 100.6 -40.0
## 25270 25271 25280 25283 25286 25290 25291 25313 25314 25316 25318
## Predicted 61.9 60.0 98.9 62.9 73.7 90.2 92.2 93.2 109.9 147.9 154.5
## cvpred 62.3 60.3 99.1 62.5 73.7 88.5 92.4 91.6 108.2 146.2 152.9
## pm2.5 12.0 8.0 14.0 20.0 23.0 36.0 51.0 57.0 87.0 132.0 134.0
## CV residual -50.3 -52.3 -85.1 -42.5 -50.7 -52.5 -41.4 -34.6 -21.2 -14.2 -18.9
## 25322 25326 25330 25337 25338 25341 25344 25345 25347 25348 25355
## Predicted 166.18 180 118 116 139 170 177 180 139 177 101.3
## cvpred 164.56 180 119 116 138 168 177 180 140 177 101.9
## pm2.5 163.00 370 285 237 249 286 350 404 418 431 190.0
## CV residual -1.56 190 166 121 111 118 173 224 278 254 88.1
## 25361 25365 25367 25368 25371 25374 25377 25380 25382 25384 25389
## Predicted 42.5 28.7 25.7 33.6 81.5 99.2 95.5 42.3 34.61 31.6 103.35
## cvpred 42.8 28.7 25.7 33.6 81.4 99.2 94.9 42.4 34.77 31.8 101.55
## pm2.5 19.0 11.0 6.0 11.0 15.0 14.0 25.0 27.0 29.00 43.0 94.00
## CV residual -23.8 -17.7 -19.7 -22.6 -66.4 -85.2 -69.9 -15.4 -5.77 11.2 -7.55
## 25394 25397 25401 25403 25406 25407 25408 25413 25424 25426 25429
## Predicted 165 175.1 137.7 139.2 98.7 96.3 108.7 159.2 171.2 111 37.79
## cvpred 165 175.1 137.9 139.4 98.9 96.4 107.1 159.4 171.4 111 38.13
## pm2.5 116 155.0 121.0 90.0 83.0 121.0 141.0 221.0 248.0 247 33.00
## CV residual -49 -20.1 -16.9 -49.4 -15.9 24.6 33.9 61.6 76.6 136 -5.13
## 25430 25442 25445 25449 25451 25453 25454 25460 25465 25468 25470
## Predicted 40.0 64.9 68.7 56.7 40.1 20.90 18.42 79.0 154.9 133.55 176.03
## cvpred 40.3 65.1 68.9 56.9 40.2 21.03 18.54 77.1 153.2 133.21 176.15
## pm2.5 20.0 11.0 16.0 14.0 16.0 20.00 17.00 34.0 98.0 130.00 171.00
## CV residual -20.3 -54.1 -52.9 -42.9 -24.2 -1.03 -1.54 -43.1 -55.2 -3.21 -5.15
## 25477 25480 25487 25490 25494 25496 25498 25500 25501 25505 25507
## Predicted 150.8 149.8 14.4 42.4 67.0 84.6 58.9 40.6 35.9 45.8 50.4
## cvpred 151.1 148.4 14.6 42.6 67.2 84.7 59.0 40.7 36.1 46.0 50.6
## pm2.5 234.0 244.0 68.0 63.0 11.0 9.0 13.0 16.0 10.0 12.0 13.0
## CV residual 82.9 95.6 53.4 20.4 -56.2 -75.7 -46.0 -24.7 -26.1 -34.0 -37.6
## 25509 25511 25513 25515 25516 25520 25522 25526 25527 25528 25529
## Predicted 99.5 107.1 124.4 132.2 169.9 172.4 128.9 25.6 27.2 67.1 84.2
## cvpred 97.6 107.2 123.9 132.4 169.9 172.3 128.9 25.7 27.3 67.0 82.2
## pm2.5 23.0 36.0 44.0 65.0 145.0 97.0 72.0 40.0 42.0 41.0 46.0
## CV residual -74.6 -71.2 -79.9 -67.4 -24.9 -75.3 -56.9 14.3 14.7 -26.0 -36.2
## 25531 25532 25533 25536 25539 25546 25547 25553 25554 25555 25558
## Predicted 117.4 150.9 155.6 118.00 96.2 68.8 62.5 39.2 74.8 91.8 119.2
## cvpred 117.3 149.1 153.7 118.16 95.7 67.9 61.7 38.4 72.5 89.5 118.9
## pm2.5 59.0 80.0 71.0 122.00 78.0 11.0 21.0 16.0 14.0 32.0 25.0
## CV residual -58.3 -69.1 -82.7 3.84 -17.7 -56.9 -40.7 -22.4 -58.5 -57.5 -93.9
## 25560 25561 25566 25567 25569 25570 25579 25582 25583 25584 25594
## Predicted 128.0 100 108.7 113 134.8 124.4 162.7 179 182.6 180.4 189.5
## cvpred 127.6 100 107.9 112 134.5 124.1 160.9 177 180.8 178.7 189.6
## pm2.5 51.0 41 77.0 53 78.0 84.0 93.0 105 112.0 119.0 232.0
## CV residual -76.6 -59 -30.9 -59 -56.5 -40.1 -67.9 -72 -68.8 -59.7 42.4
## 25595 25597 25599 25606 25607 25610 25612 25618 25622 25623 25628
## Predicted 183.7 176 152 159 183.5 156 156 62.7 47.7 47.7 59.5
## cvpred 181.9 177 152 158 183.6 157 157 62.8 47.8 47.8 59.5
## pm2.5 253.0 294 289 259 268.0 318 315 9.0 18.0 16.0 20.0
## CV residual 71.1 117 137 101 84.4 161 158 -53.8 -29.8 -31.8 -39.5
## 25629 25630 25632 25633 25634 25637 25639 25641 25645 25647 25648
## Predicted 64.1 116.7 151 111.4 111.4 127.3 157.1 175.9 124.7 111.31 100.9
## cvpred 64.2 116.2 151 111.5 111.5 127.4 156.6 175.8 124.7 111.33 100.9
## pm2.5 23.0 27.0 40 36.0 54.0 71.0 100.0 82.0 95.0 113.00 125.0
## CV residual -41.2 -89.2 -111 -75.5 -57.5 -56.4 -56.6 -93.8 -29.7 1.67 24.1
## 25654 25656 25668 25670 25671 25674 25675 25678 25679 25682 25683
## Predicted 114.1 144 45.8 47.5 47.5 64.7 67.2 128 138 156 166
## cvpred 114.3 144 45.7 47.4 47.4 64.6 67.0 126 138 154 166
## pm2.5 78.0 39 11.0 15.0 12.0 9.0 10.0 17 25 44 43
## CV residual -36.3 -105 -34.7 -32.4 -35.4 -55.6 -57.0 -109 -113 -110 -123
## 25685 25689 25690 25700 25701 25703 25706 25707 25708 25711
## Predicted 158 127.8 178 119.7 158.93 130.00 120 122.09 128.4 116
## cvpred 156 127.9 178 119.1 158.79 130.05 120 122.13 128.4 116
## pm2.5 47 41.0 42 106.0 155.00 137.00 149 114.00 84.0 40
## CV residual -109 -86.9 -136 -13.1 -3.79 6.95 29 -8.13 -44.4 -76
## 25713 25717 25722 25730 25735 25738 25739 25742 25745 25748 25751
## Predicted 112.3 105.4 73.1 64.8 77.3 64.8 54.4 49.2 53.3 69.9 72.4
## cvpred 112.3 105.2 73.2 64.5 77.0 64.5 54.1 48.9 53.0 69.7 72.2
## pm2.5 36.0 46.0 102.0 13.0 10.0 16.0 16.0 14.0 14.0 14.0 13.0
## CV residual -76.3 -59.2 28.8 -51.5 -67.0 -48.5 -38.1 -34.9 -39.0 -55.7 -59.2
## 25754 25757 25762 25764 25765 25766 25767 25768 25784 25785 25799
## Predicted 74.6 74.6 68.6 45.1 36.3 23.43 17.14 18.77 133.5 114.3 152.8
## cvpred 74.4 74.4 68.4 44.9 36.2 23.28 17.01 18.64 132.8 114.3 152.6
## pm2.5 17.0 10.0 15.0 17.0 18.0 21.00 20.00 14.00 38.0 59.0 120.0
## CV residual -57.4 -64.4 -53.4 -27.9 -18.2 -2.28 2.99 -4.64 -94.8 -55.3 -32.6
## 25800 25801 25802 25805 25810 25812 25815 25816 25818 25822
## Predicted 156.9 159.1 165.390 167.6 110 94.9 117.27 119.33 136 153.2
## cvpred 156.8 158.9 165.201 167.4 110 95.0 117.14 117.36 134 151.2
## pm2.5 129.0 179.0 165.000 146.0 95 73.0 115.00 111.00 167 139.0
## CV residual -27.8 20.1 -0.201 -21.4 -15 -22.0 -2.14 -6.36 33 -12.2
## 25823 25826 25827 25829 25831 25835 25842 25853 25855 25858 25861
## Predicted 155.2 165.0 165.0 165.0 169.1 168.5 136 131 131 123.0 118.3
## cvpred 153.2 163.1 163.1 163.1 167.2 166.7 135 131 131 123.3 118.6
## pm2.5 126.0 142.0 140.0 205.0 184.0 121.0 277 243 258 214.0 185.0
## CV residual -27.2 -21.1 -23.1 41.9 16.8 -45.7 142 112 127 90.7 66.4
## 25862 25864 25865 25866 25867 25869 25873 25875 25877 25878 25879
## Predicted 115.8 115.8 115.8 115.8 115.8 115.8 130.3 134.4 136.0 137.7 137.7
## cvpred 116.2 116.2 116.2 116.2 116.2 116.2 130.7 134.8 136.4 138.1 138.1
## pm2.5 186.0 204.0 208.0 203.0 197.0 206.0 205.0 199.0 184.0 175.0 191.0
## CV residual 69.8 87.8 91.8 86.8 80.8 89.8 74.3 64.2 47.6 36.9 52.9
## 25880 25881 25883 25887 25890 25892 25895 25904 25905 25906 25911
## Predicted 137.7 135.5 128 128.6 128.6 135.6 174.8 168.9 176.98 139.7 156
## cvpred 138.1 135.9 128 129.1 129.1 135.4 175.1 167.4 177.22 139.5 156
## pm2.5 196.0 200.0 241 210.0 195.0 207.0 232.0 197.0 186.00 172.0 322
## CV residual 57.9 64.1 113 80.9 65.9 71.6 56.9 29.6 8.78 32.5 166
## 25916 25924 25926 25927 25932 25936 25940 25942 25944 25946 25951
## Predicted 170 167.1 165 169.3 157.6 162.4 134.0 136.48 120 128.20 94.6
## cvpred 168 165.5 163 167.6 155.8 160.7 133.7 136.16 120 128.44 94.7
## pm2.5 323 251.0 218 124.0 76.0 78.0 112.0 138.00 141 138.00 21.0
## CV residual 155 85.5 55 -43.6 -79.8 -82.7 -21.7 1.84 21 9.56 -73.7
## 25957 25960 25962 25968 25969 25976 25977 25980 25981 25982 25988
## Predicted 62.7 70.0 62.4 68.2 74.5 98.7 128 79.2 74.6 109.0 140.5
## cvpred 62.7 70.1 62.3 68.0 74.3 97.8 127 78.4 73.8 106.9 140.3
## pm2.5 18.0 19.0 20.0 23.0 17.0 21.0 17 31.0 25.0 29.0 62.0
## CV residual -44.7 -51.1 -42.3 -45.0 -57.3 -76.8 -110 -47.4 -48.8 -77.9 -78.3
## 25999 26001 26003 26010 26019 26025 26027 26035 26042 26043 26046
## Predicted 138.9 128.8 126.6 161.7 133 171 161.45 157 133 133 148
## cvpred 138.3 128.3 126.1 159.8 133 171 159.48 155 133 133 148
## pm2.5 174.0 172.0 142.0 236.0 240 244 169.00 276 380 355 289
## CV residual 35.7 43.7 15.9 76.2 107 73 9.52 121 247 222 141
## 26048 26054 26056 26057 26058 26061 26063 26064 26068 26070 26072
## Predicted 142 71.3 63.1 71.9 76.5 78.2 83.5 89.7 103.0 103.0 98.9
## cvpred 142 71.5 63.2 72.0 76.6 78.2 83.3 89.6 102.2 102.2 98.0
## pm2.5 280 18.0 22.0 19.0 20.0 19.0 15.0 21.0 13.0 21.0 25.0
## CV residual 138 -53.5 -41.2 -53.0 -56.6 -59.2 -68.3 -68.6 -89.2 -81.2 -73.0
## 26082 26084 26085 26089 26090 26091 26222 26226 26228 26231 26235
## Predicted 58.6 62.2 58.6 67.7 73.4 74.0 118.6 110 131 140 113.4
## cvpred 58.4 61.9 58.3 67.3 73.0 73.6 118.7 110 131 140 113.6
## pm2.5 33.0 23.0 24.0 12.0 10.0 15.0 205.0 270 254 249 164.0
## CV residual -25.4 -38.9 -34.3 -55.3 -63.0 -58.6 86.3 160 123 109 50.4
## 26237 26244 26248 26250 26253 26255 26256 26258 26262 26263 26269
## Predicted 92.9 71.6 60.4 74.9 124 77.6 77.6 76.8 85.8 79.5 66.3
## cvpred 93.0 71.6 60.3 74.8 123 77.5 77.5 76.7 85.7 79.4 66.3
## pm2.5 16.0 17.0 12.0 8.0 18 13.0 12.0 11.0 11.0 14.0 16.0
## CV residual -77.0 -54.6 -48.3 -66.8 -105 -64.5 -65.5 -65.7 -74.7 -65.4 -50.3
## 26274 26278 26280 26289 26290 26291 26293 26295 26296 26299 26300
## Predicted 70.1 162 168.0 154 143.4 130.8 136.2 126.8 121.0 97.35 163.1
## cvpred 70.1 162 167.7 154 143.4 130.8 136.1 126.8 119.1 97.56 161.3
## pm2.5 13.0 23 82.0 56 52.0 53.0 73.0 87.0 87.0 103.00 104.0
## CV residual -57.1 -139 -85.7 -98 -91.4 -77.8 -63.1 -39.8 -32.1 5.44 -57.3
## 26302 26308 26313 26319 26321 26326 26328 26332 26340 26341 26345
## Predicted 142.2 149 102.1 64.1 65.3 74.1 73.0 76.1 47.5 43.4 45.3
## cvpred 142.4 149 102.1 64.0 65.1 73.8 72.6 75.6 47.0 42.9 44.8
## pm2.5 113.0 21 7.0 17.0 13.0 16.0 13.0 16.0 16.0 13.0 19.0
## CV residual -29.4 -128 -95.1 -47.0 -52.1 -57.8 -59.6 -59.6 -31.0 -29.9 -25.8
## 26347 26350 26353 26358 26363 26367 26371 26374 26375 26376 26377
## Predicted 58.7 51.4 56.0 59.9 58.6 54.4 91.3 90.4 96.7 96.7 110.9
## cvpred 58.2 50.8 55.5 59.3 57.4 53.4 90.4 90.0 96.3 96.3 110.5
## pm2.5 22.0 19.0 23.0 20.0 29.0 20.0 25.0 36.0 42.0 40.0 37.0
## CV residual -36.2 -31.8 -32.5 -39.3 -28.4 -33.4 -65.4 -54.0 -54.3 -56.3 -73.5
## 26383 26390 26398 26400 26404 26405 26407 26410 26412 26415 26419
## Predicted 120.1 63.1594 166.7 141.6 124.6 128.7 110.5 84.3 41.82 55.5 85.6
## cvpred 119.7 62.9838 166.4 141.4 124.4 128.5 109.7 83.4 41.66 54.8 84.9
## pm2.5 37.0 63.0000 186.0 204.0 140.0 78.0 31.0 40.0 43.00 37.0 49.0
## CV residual -82.7 0.0162 19.6 62.6 15.6 -50.5 -78.7 -43.4 1.34 -17.8 -35.9
## 26420 26425 26427 26428 26433 26434 26435 26436 26439 26440 26442
## Predicted 93.5 119.6 108.5 118.9 120.5 97.9 81.2 66.1 58.4 100.37 104.5
## cvpred 93.3 118.8 108.4 118.8 120.4 97.8 81.1 66.1 58.4 98.31 102.4
## pm2.5 69.0 72.0 48.0 34.0 41.0 45.0 61.0 50.0 78.0 108.00 193.0
## CV residual -24.3 -46.8 -60.4 -84.8 -79.4 -52.8 -20.1 -16.1 19.6 9.69 90.6
## 26446 26449 26452 26454 26455 26460 26464 26466 26473 26474 26475
## Predicted 124 175 141.5 141.5 150.0 135.8 89.0 126.43 132 143 133
## cvpred 123 175 141.5 141.5 149.9 135.6 88.8 126.29 132 143 133
## pm2.5 392 285 159.0 99.0 89.0 78.0 134.0 133.00 333 357 390
## CV residual 269 110 17.5 -42.5 -60.9 -57.6 45.2 6.71 201 214 257
## 26477 26479 26486 26493 26495 26500 26507 26514 26517 26518 26520
## Predicted 142 142 56.6 93.0 81.0 108.0 78.5 99.6 129.1 152 172.7
## cvpred 141 142 56.5 92.7 80.7 107.8 78.4 97.5 127.1 151 172.4
## pm2.5 402 257 18.0 21.0 17.0 18.0 35.0 67.0 38.0 41 234.0
## CV residual 261 115 -38.5 -71.7 -63.7 -89.8 -43.4 -30.5 -89.1 -110 61.6
## 26521 26528 26531 26532 26533 26537 26543 26544 26547 26548 26555
## Predicted 150 138.8 147.6 141.3 134.4 148 177 178 173 134 128
## cvpred 149 138.7 147.3 141.1 134.3 146 177 176 173 135 128
## pm2.5 305 114.0 63.0 79.0 84.0 279 486 488 418 416 377
## CV residual 156 -24.7 -84.3 -62.1 -50.3 133 309 312 245 281 249
## 26557 26560 26561 26566 26568 26570 26573 26584 26596 26599 26601
## Predicted 119 144 133 172 171 190 193 156 139 132 124
## cvpred 119 144 133 172 169 188 193 154 139 133 125
## pm2.5 361 353 340 292 369 391 442 802 684 584 341
## CV residual 242 209 207 120 200 203 249 648 545 451 216
## 26604 26606 26608 26609 26612 26614 26616 26619 26622 26627 26630
## Predicted 118 153 151 151 170 164 185 152 145 163.6 143
## cvpred 118 153 149 149 168 162 185 152 145 161.7 141
## pm2.5 236 419 323 326 343 311 301 362 447 257.0 345
## CV residual 118 266 174 177 175 149 116 210 302 95.3 204
## 26635 26636 26637 26638 26639 26644 26647 26649 26659 26660 26665
## Predicted 150 151 162 159.8 166.04 166 173.7 174 141.3 176.5 142.4
## cvpred 148 149 160 157.9 164.21 164 171.8 172 140.9 176.5 142.5
## pm2.5 278 285 282 217.0 169.00 61 79.0 71 155.0 166.0 177.0
## CV residual 130 136 122 59.1 4.79 -103 -92.8 -101 14.1 -10.5 34.5
## 26670 26675 26678 26679 26686 26687 26696 26701 26706 26707 26713
## Predicted 102.3 156 50.6 59.44 55.05 67.6 104.7 51.9 83.9 88.52 133
## cvpred 101.7 156 50.6 58.81 54.95 67.5 103.9 51.2 81.8 86.41 132
## pm2.5 38.0 269 169.0 53.00 47.00 26.0 34.0 38.0 92.0 78.00 285
## CV residual -63.7 113 118.4 -5.81 -7.95 -41.5 -69.9 -13.2 10.2 -8.41 153
## 26716 26718 26719 26723 26725 26726 26729 26730 26731 26739 26742
## Predicted 163.5 180.9 136.9 102.7 84.9 116 109 141 151 123 141
## cvpred 163.2 180.7 136.9 102.9 85.1 116 109 139 151 123 140
## pm2.5 193.0 213.0 180.0 87.0 122.0 138 450 372 358 312 277
## CV residual 29.8 32.3 43.1 -15.9 36.9 22 341 233 207 189 137
## 26746 26747 26748 26749 26751 26754 26756 26759 26761 26764 26766
## Predicted 158 131 111 115 110.3 116.6 135.7 126 117.7 127.7 146.7
## cvpred 158 131 109 114 108.4 114.7 133.9 124 115.7 127.5 144.8
## pm2.5 290 371 353 227 98.0 73.0 100.0 141 88.0 59.0 57.0
## CV residual 132 240 244 113 -10.4 -41.7 -33.9 17 -27.7 -68.5 -87.8
## 26770 26773 26776 26777 26785 26786 26790 26793 26794 26796 26798
## Predicted 129.1 115.9 155 155 137.0 127.6 133.6 134.2 123.5 115.7 102.6
## cvpred 129.3 116.2 155 155 136.7 127.9 133.9 134.4 123.8 115.4 102.3
## pm2.5 88.0 100.0 114 110 161.0 160.0 176.0 179.0 198.0 164.0 144.0
## CV residual -41.3 -16.2 -41 -45 24.3 32.1 42.1 44.6 74.2 48.6 41.7
## 26800 26803 26804 26805 26812 26813 26816 26821 26825 26834 26836
## Predicted 83.97 146.7 117.89 159.9 179 175 186 147.7 175 188 186
## cvpred 83.64 146.8 117.51 159.9 179 175 186 145.9 173 187 184
## pm2.5 88.00 98.0 114.00 184.0 60 45 40 46.0 382 439 437
## CV residual 4.36 -48.8 -3.51 24.1 -119 -130 -146 -99.9 209 252 253
## 26839 26840 26850 26851 26852 26857 26858 26861 26864 26865 26868
## Predicted 187 154 185.5 194 172 83.2 89.5 100.5 161 83.8 46.3
## cvpred 187 153 183.8 192 171 83.4 89.7 100.6 161 84.0 46.5
## pm2.5 417 422 273.0 297 321 255.0 29.0 11.0 13 14.0 32.0
## CV residual 230 269 89.2 105 150 171.6 -60.7 -89.6 -148 -70.0 -14.5
## 26873 26876 26878 26879 26880 26894 26895 26899 26900 26904 26907
## Predicted 48.0 76.8 120.9 104.1 116.9 122.2 92.4 125.7 163.8 178.9 144
## cvpred 48.1 76.2 118.8 103.5 116.6 120.2 91.9 125.2 161.8 178.8 144
## pm2.5 16.0 23.0 27.0 23.0 27.0 65.0 71.0 84.0 109.0 124.0 161
## CV residual -32.1 -53.2 -91.8 -80.5 -89.6 -55.2 -20.9 -41.2 -52.8 -54.8 17
## 26910 26916 26918 26924 26926 26927 26930 26931 26932 26941 26949
## Predicted 148.7 138.8 127.7 159 163.70 163.70 133 133 139 176 170
## cvpred 148.6 138.7 125.9 159 163.65 163.65 133 133 139 175 170
## pm2.5 169.0 94.0 156.0 177 165.00 170.00 307 347 318 306 317
## CV residual 20.4 -44.7 30.1 18 1.35 6.35 174 214 179 131 147
## 26955 26957 26959 26962 26964 26966 26967 26968 26969 26971 26972
## Predicted 174 177 154 137 116 147 142 142 142 171 175
## cvpred 172 175 154 137 116 147 142 141 141 169 174
## pm2.5 362 364 357 348 357 384 394 409 496 459 446
## CV residual 190 189 203 211 241 237 252 268 355 290 272
## 26973 26979 26980 26984 26986 26988 26989 26991 26992 27000 27001
## Predicted 167 186 187 178 181 175 180 176 174 167 173
## cvpred 165 186 187 178 180 173 180 174 173 165 172
## pm2.5 444 472 451 460 425 493 484 476 445 322 316
## CV residual 279 286 264 282 245 320 304 302 272 157 144
## 27002 27003 27005 27008 27019 27020 27022 27024 27043 27045 27046
## Predicted 173 173 173.4 175.0 139 126.2 126 166 132.43 132.4 132.4
## cvpred 172 172 171.6 173.2 139 126.6 127 166 132.92 132.9 132.9
## pm2.5 315 304 260.0 273.0 248 222.0 265 296 136.00 146.0 149.0
## CV residual 143 132 88.4 99.8 109 95.4 138 130 3.08 13.1 16.1
## 27048 27051 27057 27059 27062 27066 27069 27072 27073 27076 27081
## Predicted 139.3 145.9 106.6 84.7 70.9 64.9 76.7 85.2 83.5 97.7 105.9
## cvpred 139.7 146.2 106.8 84.9 70.3 64.2 76.0 84.4 82.8 97.5 105.8
## pm2.5 111.0 134.0 29.0 18.0 22.0 16.0 27.0 14.0 14.0 16.0 38.0
## CV residual -28.7 -12.2 -77.8 -66.9 -48.3 -48.2 -49.0 -70.4 -68.8 -81.5 -67.8
## 27082 27089 27095 27103 27107 27108 27109 27111 27116 27117 27118
## Predicted 91.1 78.8 151.1 178 183.4 178.75 180.4 184 141.1 141.1 145.5
## cvpred 91.1 76.9 151.1 176 181.8 177.11 178.8 182 141.6 141.6 145.9
## pm2.5 32.0 55.0 83.0 135 165.0 181.00 194.0 202 232.0 219.0 239.0
## CV residual -59.1 -21.9 -68.1 -41 -16.8 3.89 15.2 20 90.4 77.4 93.1
## 27123 27129 27132 27135 27136 27139 27143 27146 27154 27155 27157
## Predicted 147.5 104.4 87.1 78.8 70.6 124.8 141 164.6 170.3 174.4 169.3
## cvpred 147.8 104.4 86.4 78.2 70.0 122.8 139 162.8 168.6 172.7 169.5
## pm2.5 100.0 12.0 18.0 19.0 21.0 29.0 29 77.0 89.0 85.0 82.0
## CV residual -47.8 -92.4 -68.4 -59.2 -49.0 -93.8 -110 -85.8 -79.6 -87.7 -87.5
## 27159 27160 27164 27167 27168 27175 27177 27180 27181 27183 27186
## Predicted 177.1 166.3 173.6 191.1 186.6 155 188.8 140 61.1 38.1 48.9
## cvpred 175.5 166.5 171.9 189.3 186.5 155 188.7 140 61.3 38.2 48.7
## pm2.5 89.0 90.0 115.0 148.0 152.0 208 220.0 11 9.0 9.0 8.0
## CV residual -86.5 -76.5 -56.9 -41.3 -34.5 53 31.3 -129 -52.3 -29.2 -40.7
## 27188 27191 27193 27194 27196 27197 27199 27200 27202 27203 27204
## Predicted 57.7 71.1 61.9 76.4 98.4 97.7 86.3 95.7 69.9 76.8 64.2
## cvpred 57.4 70.8 61.4 76.0 97.3 97.3 85.8 94.5 69.4 75.7 63.1
## pm2.5 8.0 9.0 9.0 7.0 7.0 6.0 8.0 11.0 8.0 10.0 10.0
## CV residual -49.4 -61.8 -52.4 -69.0 -90.3 -91.3 -77.8 -83.5 -61.4 -65.7 -53.1
## 27210 27214 27215 27223 27224 27226 27227 27229 27232 27233 27242
## Predicted 60.4 74.3 72.7 104.6 108 69.0 104.3 93.7 100.0 105.7 158.4
## cvpred 59.4 73.4 71.7 104.2 108 68.7 103.7 91.4 97.8 103.5 156.3
## pm2.5 12.0 18.0 20.0 10.0 15 26.0 26.0 26.0 56.0 57.0 111.0
## CV residual -47.4 -55.4 -51.7 -94.2 -93 -42.7 -77.7 -65.4 -41.8 -46.5 -45.3
## 27245 27246 27250 27259 27263 27264 27273 27276 27283 27285 27286
## Predicted 176.0 160 166.9 110 86.4 88.6 84.3 66.0 56.6 73.8 72.2
## cvpred 175.7 159 166.8 108 85.8 88.0 83.6 65.3 56.5 73.7 72.1
## pm2.5 128.0 156 192.0 175 512.0 167.0 17.0 20.0 14.0 31.0 58.0
## CV residual -47.7 -3 25.2 67 426.2 79.0 -66.6 -45.3 -42.5 -42.7 -14.1
## 27287 27292 27295 27299 27303 27304 27305 27306 27314 27319 27324
## Predicted 101.5 106.8 97.7 88.2 132.2 127.5 123.4 121 165.9 177.6 92
## cvpred 101.3 105.9 97.5 87.4 130.3 125.6 121.5 119 165.8 177.5 92
## pm2.5 67.0 20.0 41.0 36.0 93.0 103.0 100.0 87 68.0 130.0 38
## CV residual -34.3 -85.9 -56.5 -51.4 -37.3 -22.6 -21.5 -32 -97.8 -47.5 -54
## 27329 27331 27332 27334 27337 27349 27350 27351 27352 27353 27354
## Predicted 80.37 109.3 118.1 126.3 168.1 150 135 130 126 126 132
## cvpred 78.45 107.5 116.3 124.5 166.3 148 133 129 124 124 130
## pm2.5 71.00 123.0 163.0 167.0 197.0 344 365 348 330 334 320
## CV residual -7.45 15.5 46.7 42.5 30.7 196 232 219 206 210 190
## 27355 27358 27361 27362 27363 27369 27375 27381 27382 27383 27392
## Predicted 139 169 135 130 99.2 90.0 30.1 72.5 72.7 53.8 110.4
## cvpred 137 167 136 129 98.8 89.4 29.4 70.5 72.4 53.9 110.3
## pm2.5 292 293 392 374 208.0 13.0 9.0 54.0 126.0 237.0 12.0
## CV residual 155 126 256 245 109.2 -76.4 -20.4 -16.5 53.6 183.1 -98.3
## 27393 27396 27400 27402 27403 27404 27409 27410 27411 27412 27416
## Predicted 89.4 62.3 102.3 116.5 137.3 137.3 152.0 152.0 157.9 143.8 160
## cvpred 89.4 62.0 100.4 114.6 135.4 135.4 150.1 150.1 157.8 143.3 158
## pm2.5 16.0 26.0 66.0 59.0 69.0 63.0 66.0 87.0 96.0 75.0 86
## CV residual -73.4 -36.0 -34.4 -55.6 -66.4 -72.4 -84.1 -63.1 -61.8 -68.3 -72
## 27418 27421 27426 27430 27431 27432 27438 27447 27451 27452 27454
## Predicted 151 139.80 149.2 157.4 165.3 164.9 191.5 1.16 31.6 53.8 51.6
## cvpred 151 139.92 147.5 155.8 163.7 165.1 189.9 1.20 31.6 53.3 51.6
## pm2.5 97 135.00 167.0 227.0 241.0 259.0 253.0 14.00 10.0 12.0 8.0
## CV residual -54 -4.92 19.5 71.2 77.3 93.9 63.1 12.80 -21.6 -41.3 -43.6
## 27457 27458 27461 27467 27474 27480 27483 27484 27488 27489 27490
## Predicted 73.8 80.1 92.1 85.4 91.6 66.7 85.6 90.9 82.7 78.9 91.5
## cvpred 73.3 79.6 92.1 83.3 89.7 66.6 85.4 90.1 81.8 78.0 89.2
## pm2.5 19.0 14.0 10.0 15.0 41.0 9.0 5.0 8.0 9.0 11.0 13.0
## CV residual -54.3 -65.6 -82.1 -68.3 -48.7 -57.6 -80.4 -82.1 -72.8 -67.0 -76.2
## 27491 27501 27505 27507 27518 27522 27523 27524 27525 27527 27534
## Predicted 49.6 116 147.2 161.4 50.0 58.5 84 88.2 78.82 127.0 162.2
## cvpred 48.8 114 145.2 159.4 50.1 56.5 82 88.0 76.73 124.9 160.4
## pm2.5 24.0 62 77.0 73.0 126.0 12.0 42 58.0 67.00 68.0 147.0
## CV residual -24.8 -52 -68.2 -86.4 75.9 -44.5 -40 -30.0 -9.73 -56.9 -13.4
## 27540 27543 27546 27547 27550 27551 27555 27560 27563 27564 27575
## Predicted 155.9 137 141 149 171 169 138 95.1 3.31 -7.08 126.5
## cvpred 154.1 137 139 148 169 169 138 95.3 3.22 -7.19 126.4
## pm2.5 191.0 222 264 271 285 316 321 28.0 9.00 10.00 38.0
## CV residual 36.9 85 125 123 116 147 183 -67.3 5.78 17.19 -88.4
## 27578 27582 27584 27585 27587 27588 27589 27591 27598 27600 27607
## Predicted 139.1 117.5 119.7 88.5 91.0 45.4 57.1 48.2 105 120 151.9
## cvpred 138.9 117.6 119.7 88.7 90.8 44.9 57.0 46.3 104 118 151.9
## pm2.5 116.0 90.0 63.0 54.0 58.0 61.0 76.0 88.0 256 364 245.0
## CV residual -22.9 -27.6 -56.7 -34.7 -32.8 16.1 19.0 41.7 152 246 93.1
## 27612 27614 27620 27621 27630 27632 27636 27637 27647 27650 27651
## Predicted 127 80.0 128 135 152 144.4 149.1 153.2 121.6 123.2 135.5
## cvpred 126 80.3 128 135 152 142.7 147.3 151.5 121.9 123.6 135.8
## pm2.5 319 337.0 313 404 200 176.0 111.0 118.0 148.0 153.0 153.0
## CV residual 193 256.7 185 269 48 33.3 -36.3 -33.5 26.1 29.4 17.2
## 27652 27656 27657 27658 27659 27674 27677 27687 27689 27691 27693
## Predicted 143.38 148 141.19 122.3 108 180 192 -24.1 21.7 52.6 109
## cvpred 143.69 148 141.53 122.7 108 180 192 -23.7 20.0 50.9 107
## pm2.5 148.00 175 143.00 155.0 172 414 414 32.0 23.0 277.0 241
## CV residual 4.31 27 1.47 32.3 64 234 222 55.7 3.0 226.1 134
## 27694 27698 27699 27700 27702 27705 27706 27709 27711 27714 27715
## Predicted 125 165 171 184 187 160 193 32.5 14.5 33.7 36.7
## cvpred 124 164 170 182 186 160 194 32.9 14.8 33.9 36.9
## pm2.5 259 392 400 441 485 449 469 111.0 89.0 17.0 13.0
## CV residual 135 228 230 259 299 289 275 78.1 74.2 -16.9 -23.9
## 27720 27724 27726 27727 27728 27730 27731 27735 27736 27743 27746
## Predicted 32.5 31.1 36.1 44.9 44.9 8.82 12.92 3.67 1.480 46.9 86.6
## cvpred 32.4 30.9 35.9 44.7 44.7 8.56 12.68 2.87 0.716 46.2 84.4
## pm2.5 9.0 6.0 8.0 9.0 9.0 10.00 11.00 9.00 9.000 27.0 11.0
## CV residual -23.4 -24.9 -27.9 -35.7 -35.7 1.44 -1.68 6.13 8.284 -19.2 -73.4
## 27749 27752 27754 27757 27759 27760 27761 27769 27771 27772 27775
## Predicted 83.7 79.1 56.1 66.5 67.9 60.8 60.80 100.3 105.4 113.34 129.16
## cvpred 83.7 79.0 56.1 66.2 65.9 58.7 58.75 100.4 105.6 113.52 129.35
## pm2.5 9.0 19.0 18.0 33.0 39.0 42.0 56.00 157.0 145.0 113.00 134.00
## CV residual -74.7 -60.0 -38.1 -33.2 -26.9 -16.7 -2.75 56.6 39.4 -0.52 4.65
## 27777 27782 27785 27786 27787 27788 27792 27794 27796 27797
## Predicted 116.31 1.96 -34.4 -6.73 50.19 54.9 119.8 24.154 56.5 69.0
## cvpred 116.61 2.28 -34.1 -7.01 48.45 53.1 119.9 24.452 56.7 69.2
## pm2.5 123.00 110.00 25.0 50.00 55.00 143.0 86.0 24.000 4.0 5.0
## CV residual 6.39 107.72 59.1 57.01 6.55 89.9 -33.9 -0.452 -52.7 -64.2
## 27798 27801 27803 27805 27815 27824 27825 27829 27831 27832 27834
## Predicted 90.5 32.7 -10.5 18.47 83.6 138.5 150.4 78.5 66.6 66.5 53.9
## cvpred 90.0 32.9 -10.3 18.45 81.9 138.2 150.6 78.7 67.0 65.0 53.8
## pm2.5 7.0 17.0 16.0 14.00 60.0 126.0 130.0 192.0 187.0 204.0 222.0
## CV residual -83.0 -15.9 26.3 -4.45 -21.9 -12.2 -20.6 113.3 120.0 139.0 168.2
## 27837 27841 27844 27848 27849 27865 27866 27868 27869 27873 27874
## Predicted 123 112 114.0 110.2 102 166.6 152.1 142.7 151 176 139
## cvpred 123 113 114.5 110.7 103 165.1 151.9 143.2 152 175 139
## pm2.5 235 302 207.0 202.0 203 242.0 239.0 238.0 338 331 327
## CV residual 112 189 92.5 91.3 100 76.9 87.1 94.8 186 156 188
## 27875 27880 27886 27888 27889 27891 27896 27897 27898 27902 27903
## Predicted 134 76.5 151 162 132 132 159 158 78.8 91.3 97.5
## cvpred 135 75.3 151 162 133 133 159 159 79.6 90.1 96.4
## pm2.5 306 279.0 510 469 450 365 337 323 306.0 189.0 410.0
## CV residual 171 203.7 359 307 317 232 178 164 226.4 98.9 313.6
## 27905 27907 27909 27914 27916 27917 27921 27922 27923 27925 27926
## Predicted 122.7 142.1 144 173.6 176.9 196.8 140.5 115.9 86.0 0.95 -12.4
## cvpred 121.5 140.9 143 174.1 177.4 197.3 141.3 116.7 86.2 1.45 -12.0
## pm2.5 145.0 87.0 95 105.0 119.0 128.0 124.0 136.0 141.0 42.00 32.0
## CV residual 23.5 -53.9 -48 -69.1 -58.4 -69.3 -17.3 19.3 54.8 40.55 44.0
## 27933 27936 27937 27945 27949 27953 27954 27956 27968 27971 27972
## Predicted 11.071 17.15 49.0 114.1 22.2 20.2 30.6 61.79 156.5 106.3 95.9
## cvpred 11.146 17.16 48.3 112.2 20.2 18.3 28.7 59.95 156.6 104.6 94.2
## pm2.5 12.000 12.00 12.0 27.0 32.0 37.0 42.0 67.00 94.0 155.0 150.0
## CV residual 0.854 -5.16 -36.3 -85.2 11.8 18.7 13.3 7.05 -62.6 50.4 55.8
## 27974 27979 27981 27983 27984 27987 27993 27996 27997 27998 27999
## Predicted 88.2 113.6 117.7 113.59 122 141.0 177.9 175.7 139.9 133.6 132.0
## cvpred 86.6 112.1 116.2 112.12 120 141.4 178.4 176.2 140.7 134.4 132.8
## pm2.5 134.0 148.0 164.0 117.00 108 131.0 127.0 164.0 167.0 148.0 153.0
## CV residual 47.4 35.9 47.8 4.88 -12 -10.4 -51.4 -12.2 26.3 13.6 20.2
## 28014 28015 28020 28022 28023 28028 28029 28030 28032 28033 28038
## Predicted 96.0 104.7 38.4 18.37 40.9 91.1 87.0 89.5 114.4 149.9 160.0
## cvpred 95.5 104.3 37.8 17.81 40.8 89.2 85.1 87.6 112.5 148.2 158.3
## pm2.5 17.0 14.0 17.0 10.00 14.0 37.0 38.0 30.0 48.0 71.0 84.0
## CV residual -78.5 -90.3 -20.8 -7.81 -26.8 -52.2 -47.1 -57.6 -64.5 -77.2 -74.3
## 28043 28044 28052 28058 28059 28061 28064 28071 28079 28083 28085
## Predicted 124.1 123.9 121.66 156.2 129.5 126.4 130.5 106 123 111 121
## cvpred 124.2 122.2 120.02 156.4 129.3 126.8 130.9 106 123 112 121
## pm2.5 92.0 112.0 127.00 195.0 205.0 226.0 187.0 271 328 346 327
## CV residual -32.2 -10.2 6.98 38.6 75.7 99.2 56.1 165 205 234 206
## 28096 28100 28102 28103 28106 28110 28114 28115 28119 28122 28123
## Predicted 80.6 130 138 140.2 156.0 164.3 161 154 124 127 154
## cvpred 79.2 128 137 138.7 154.6 164.7 160 153 123 126 153
## pm2.5 208.0 251 250 205.0 216.0 236.0 273 287 394 400 422
## CV residual 128.8 123 113 66.3 61.4 71.3 113 134 271 274 269
## 28127 28131 28132 28136 28137 28141 28142 28155 28156 28158 28159
## Predicted 177 145.8 133.2 47.2 49.6 24.3 38.1 152 162 153 152
## cvpred 178 146.6 134.1 47.5 50.0 24.0 38.2 151 162 153 151
## pm2.5 541 246.0 39.0 13.0 9.0 6.0 9.0 34 36 23 22
## CV residual 363 99.4 -95.1 -34.5 -41.0 -18.0 -29.2 -117 -126 -130 -129
## 28160 28161 28163 28165 28167 28171 28174 28177 28181 28183 28184
## Predicted 152 130 118.4 126.6 130.7 149 177 179 176 179 172
## cvpred 151 131 118.9 126.6 130.8 149 177 177 175 177 171
## pm2.5 34 34 59.0 69.0 69.0 41 100 75 45 28 36
## CV residual -117 -97 -59.9 -57.6 -61.8 -108 -77 -102 -130 -149 -135
## 28186 28190 28200 28202 28207 28209 28211 28212 28213 28214 28215
## Predicted 165 67.13 156.8 158.5 173.4 168.8 156.8 158.88 147.9 142.8 142.3
## cvpred 163 67.42 155.3 156.9 171.9 167.2 157.2 157.45 146.5 143.3 142.8
## pm2.5 48 65.00 119.0 114.0 108.0 104.0 123.0 148.00 164.0 173.0 172.0
## CV residual -115 -2.42 -36.3 -42.9 -63.9 -63.2 -34.2 -9.45 17.5 29.7 29.2
## 28216 28223 28227 28228 28234 28235 28236 28238 28241 28247 28252
## Predicted 144 118.8 94.1 100.3 82.8 76.1 101.1 98.0 95.0 141.8 170
## cvpred 143 119.5 94.0 100.8 81.0 76.2 99.5 96.5 93.5 140.2 168
## pm2.5 183 211.0 125.0 94.0 18.0 17.0 66.0 62.0 62.0 61.0 51
## CV residual 40 91.5 31.0 -6.8 -63.0 -59.2 -33.5 -34.5 -31.5 -79.2 -117
## 28253 28256 28262 28263 28265 28273 28275 28277 28279 28280 28281
## Predicted 170 171 139.9 121.0 33.3 67.8 78.1 87.9 101 72.1 36.8
## cvpred 168 170 140.2 121.4 33.8 67.3 77.7 88.1 101 72.2 36.9
## pm2.5 51 60 90.0 96.0 86.0 9.0 9.0 9.0 13 18.0 18.0
## CV residual -117 -110 -50.2 -25.4 52.2 -58.3 -68.7 -79.1 -88 -54.2 -18.9
## 28282 28284 28285 28286 28287 28292 28296 28298 28301 28305 28312
## Predicted 36.8 36.9 10.7948 12.4 49.8 86.6 118.2 135.6 161.0 146.4 75.6
## cvpred 36.9 36.4 10.9624 12.6 49.8 84.8 118.3 133.9 159.3 146.5 74.0
## pm2.5 11.0 12.0 11.0000 15.0 13.0 32.0 58.0 91.0 74.0 121.0 137.0
## CV residual -25.9 -24.4 0.0376 2.4 -36.8 -52.8 -60.3 -42.9 -85.3 -25.5 63.0
## 28314 28315 28316 28318 28319 28324 28329 28331 28332 28334 28336
## Predicted 73.2 83.6 96.1 109.0 115.3 143.7 161 142.6 137.9 114 100.7
## cvpred 71.6 82.0 94.5 107.4 113.7 142.1 160 141.2 136.5 112 99.3
## pm2.5 115.0 117.0 135.0 127.0 102.0 153.0 196 217.0 229.0 231 210.0
## CV residual 43.4 35.0 40.5 19.6 -11.7 10.9 36 75.8 92.5 119 110.7
## 28339 28347 28348 28350 28351 28357 28358 28361 28364 28369 28370
## Predicted 118 166 180.4 182.1 178.25 111.4 21.5 -1.227 -2.23 26.7 28.9
## cvpred 117 165 179.2 180.8 177.03 112.1 22.2 -0.556 -1.91 26.3 28.4
## pm2.5 223 134 135.0 139.0 171.00 156.0 84.0 15.000 16.00 16.0 8.0
## CV residual 106 -31 -44.2 -41.8 -6.03 43.9 61.8 15.556 17.91 -10.3 -20.4
## 28378 28379 28383 28384 28385 28386 28388 28389 28390 28396 28397
## Predicted 8.88 -1.51 13.20 0.334 30.3 -26.5 53.23 88.5 111.77 131.2 139.2
## cvpred 8.99 -1.41 13.53 0.645 28.5 -26.3 51.45 86.9 110.22 130.9 139.4
## pm2.5 13.00 19.00 11.00 21.000 20.0 22.0 60.00 97.0 120.00 100.0 110.0
## CV residual 4.01 20.41 -2.53 20.355 -8.5 48.3 8.55 10.1 9.78 -30.9 -29.4
## 28400 28402 28403 28405 28407 28408 28416 28417 28418 28423 28428
## Predicted 119.4 125.76 56.5 56.6 90.7 80.3 121.4 131.8 131.8 93.6 98.7
## cvpred 119.2 124.14 56.3 54.8 89.1 78.7 119.7 130.1 130.1 94.0 97.1
## pm2.5 97.0 127.00 117.0 78.0 121.0 108.0 66.0 60.0 72.0 81.0 122.0
## CV residual -22.2 2.86 60.7 23.2 31.9 29.3 -53.7 -70.1 -58.1 -13.0 24.9
## 28429 28432 28437 28439 28444 28451 28453 28454 28457 28459 28461
## Predicted 94.03 107.39 145.4 150.1 154.2 159.9 148 157.9 156.5 127 118
## cvpred 92.42 105.91 143.9 148.5 152.7 158.4 147 156.5 155.2 127 119
## pm2.5 90.00 110.00 98.0 100.0 109.0 193.0 230 227.0 243.0 258 259
## CV residual -2.42 4.09 -45.9 -48.5 -43.7 34.6 83 70.5 87.8 131 140
## 28468 28469 28472 28474 28479 28480 28481 28483 28486 28489 28490
## Predicted 118 158.1 164.4 55.5 38.66 21.6 36.75 35.69 24.44 50.8 56.5
## cvpred 119 156.8 163.1 56.2 38.68 22.2 36.71 35.59 24.79 50.4 56.7
## pm2.5 256 250.0 247.0 18.0 37.00 39.0 41.00 31.00 19.00 6.0 13.0
## CV residual 137 93.2 83.9 -38.2 -1.68 16.8 4.29 -4.59 -5.79 -44.4 -43.7
## 28491 28493 28494 28495 28496 28499 28504 28507 28515 28517 28518
## Predicted 100.4 141.4 158.1 155.9 113.8 111.1 60.2 67.3 160.79 172.93 144.1
## cvpred 100.5 141.6 158.2 156.1 114.3 111.4 58.9 66.0 159.42 173.38 144.1
## pm2.5 20.0 64.0 96.0 122.0 133.0 176.0 119.0 123.0 153.00 179.00 183.0
## CV residual -80.5 -77.6 -62.2 -34.1 18.7 64.6 60.1 57.0 -6.42 5.62 38.9
## 28522 28525 28527 28528 28530 28539 28545 28548 28549 28550 28551
## Predicted 77.9 79.9 75.8 82.1 76.07 115.2 68.6 98.1 99.7 61.5 61.5
## cvpred 78.1 78.7 74.5 80.8 74.72 113.8 69.2 98.5 100.1 62.1 62.1
## pm2.5 150.0 156.0 243.0 122.0 73.00 47.0 89.0 87.0 89.0 100.0 107.0
## CV residual 71.9 77.3 168.5 41.2 -1.72 -66.8 19.8 -11.5 -11.1 37.9 44.9
## 28553 28558 28563 28564 28565 28566 28570 28571 28577 28589 28594
## Predicted 125 130.7 131.5 127.4 127.4 168.9 116.8 104.18 26.0 103.2 31.8
## cvpred 126 131.4 132.3 128.2 128.2 169.5 117.6 105.04 26.5 103.5 32.2
## pm2.5 78 99.0 113.0 108.0 110.0 121.0 107.0 111.00 15.0 6.0 11.0
## CV residual -48 -32.4 -19.3 -20.2 -18.2 -48.5 -10.6 5.96 -11.5 -97.5 -21.2
## 28596 28597 28601 28605 28608 28611 28614 28618 28621 28622 28626
## Predicted 18.36 35.1 54.2 89.2 120.4 129.9 165 142.5 121.6 112.9 128.134
## cvpred 18.78 34.9 52.7 87.6 118.9 128.4 164 141.1 120.4 111.6 126.931
## pm2.5 13.00 10.0 11.0 24.0 32.0 55.0 59 67.0 77.0 80.0 126.000
## CV residual -5.78 -24.9 -41.7 -63.6 -86.9 -73.4 -105 -74.1 -43.4 -31.6 -0.931
## 28627 28628 28630 28633 28636 28647 28648 28650 28656 28658 28659
## Predicted 128.1 127.1 75.6 117 111.4 11.7 5.41 10.08 42.7 57.2 58.8
## cvpred 126.9 125.8 76.4 118 112.2 12.1 5.82 10.46 43.0 57.6 59.2
## pm2.5 97.0 83.0 90.0 54 22.0 17.0 13.00 17.00 13.0 10.0 8.0
## CV residual -29.9 -42.8 13.6 -64 -90.2 4.9 7.18 6.54 -30.0 -47.6 -51.2
## 28662 28663 28664 28668 28672 28677 28680 28681 28686 28688 28691
## Predicted 60.2 70.6 52.3 9.39 36.5 26.6 48.0 53.7 69.8 63.5 23.9
## cvpred 60.6 71.0 52.6 9.74 36.3 26.9 48.3 54.0 70.2 63.9 24.3
## pm2.5 8.0 9.0 9.0 13.00 14.0 14.0 11.0 10.0 8.0 11.0 12.0
## CV residual -52.6 -62.0 -43.6 3.26 -22.3 -12.9 -37.3 -44.0 -62.2 -52.9 -12.3
## 28698 28701 28706 28709 28710 28711 28717 28718 28721 28724 28729
## Predicted 19.7 30.6 48.2 87.8 87.8 58.6 -18.5 -27.3 -36.6 9.95 83.3
## cvpred 20.1 31.0 48.5 88.2 88.2 58.9 -18.2 -27.0 -36.2 9.67 81.6
## pm2.5 7.0 17.0 27.0 16.0 15.0 13.0 13.0 12.0 8.0 5.00 32.0
## CV residual -13.1 -14.0 -21.5 -72.2 -73.2 -45.9 31.2 39.0 44.2 -4.67 -49.6
## 28733 28734 28735 28736 28737 28741 28744 28745 28750 28752 28753
## Predicted 157 142.7 115.4 109.5 94.6 35.2 20.5 22.14 78.2 89.2 108.5
## cvpred 157 142.9 115.8 109.4 94.9 35.6 19.2 20.83 77.0 89.9 108.7
## pm2.5 42 55.0 62.0 66.0 64.0 50.0 41.0 29.00 47.0 54.0 59.0
## CV residual -115 -87.9 -53.8 -43.4 -30.9 14.4 21.8 8.17 -30.0 -35.9 -49.7
## 28755 28759 28762 28763 28764 28772 28776 28780 28784 28793 28794
## Predicted 119.9 145.8 114.28 68.8 32.6 31.0 26.3 38.1 40.5 69.7 77.6
## cvpred 118.8 146.6 115.08 69.1 33.6 31.8 26.1 37.7 40.2 68.4 76.3
## pm2.5 65.0 101.0 110.00 117.0 132.0 10.0 12.0 6.0 6.0 39.0 45.0
## CV residual -53.8 -45.6 -5.08 47.9 98.4 -21.8 -14.1 -31.7 -34.2 -29.4 -31.3
## 28795 28802 28803 28810 28812 28813 28815 28819 28821 28823 28824
## Predicted 89.6 139.2 120.8 105.9 93.2 88.5 93.6 134.6 142.1 144.8 140.7
## cvpred 88.3 139.8 120.9 106.4 91.9 87.3 92.5 133.6 140.9 143.6 139.5
## pm2.5 42.0 53.0 42.0 62.0 73.0 78.0 79.0 102.0 69.0 55.0 53.0
## CV residual -46.3 -86.8 -78.9 -44.4 -18.9 -9.3 -13.5 -31.6 -71.9 -88.6 -86.5
## 28826 28830 28833 28835 28839 28840 28850 28851 28853 28855 28857
## Predicted 102.9 117.1 95.9 69.1 53.9 58.0 145.3 145.3 146 147 139.0
## cvpred 103.7 117.9 96.1 69.4 54.6 58.7 143.9 143.9 147 146 137.6
## pm2.5 57.0 61.0 74.0 80.0 39.0 36.0 48.0 52.0 37 28 45.0
## CV residual -46.7 -56.9 -22.1 10.6 -15.6 -22.7 -95.9 -91.9 -110 -118 -92.6
## 28859 28865 28869 28874 28882 28883 28887 28888 28896 28899 28901
## Predicted 106.9 84.2 84.8 64.7 8.479 12.58 -14.3 -20.9 -1.49 125 119.8
## cvpred 105.6 82.9 83.3 64.5 8.012 12.14 -14.7 -21.3 -1.26 124 118.2
## pm2.5 49.0 72.0 49.0 10.0 9.000 7.00 4.0 7.0 23.00 56 63.0
## CV residual -56.6 -10.9 -34.3 -54.5 0.988 -5.14 18.7 28.3 24.26 -68 -55.2
## 28905 28908 28910 28913 28914 28916 28920 28921 28922 28927 28931
## Predicted 102.0 130.4 109.4 114.2 118.3 132.8 147.9 147.9 154.2 132.7 111.9
## cvpred 100.4 128.9 107.8 112.7 116.8 131.4 146.4 146.4 152.7 133.3 112.3
## pm2.5 51.0 43.0 35.0 59.0 57.0 57.0 73.0 67.0 64.0 83.0 84.0
## CV residual -49.4 -85.9 -72.8 -53.7 -59.8 -74.4 -73.4 -79.4 -88.7 -50.3 -28.3
## 28935 28942 28943 28946 28948 28952 28958 28959 28961 28962 28963
## Predicted 64.3 102.7 106.8 144.8 156.9 123.8 95.0 92.0 70.4 76.6 91.1
## cvpred 64.7 101.3 105.4 143.4 155.4 123.8 93.8 90.8 69.1 75.4 89.9
## pm2.5 81.0 81.0 78.0 117.0 125.0 136.0 147.0 134.0 140.0 142.0 149.0
## CV residual 16.3 -20.3 -27.4 -26.4 -30.4 12.2 53.2 43.2 70.9 66.6 59.1
## 28964 28972 28973 28977 28980 28981 28988 28990 28991 28992 28996
## Predicted 99.9 148.0 158.5 144 124.8 122.6 123.4 152.2 152.6 140.0 156.4
## cvpred 98.7 146.7 159.1 143 123.6 121.5 122.2 152.9 151.5 138.9 155.3
## pm2.5 137.0 123.0 128.0 160 195.0 201.0 166.0 183.0 197.0 188.0 134.0
## CV residual 38.3 -23.7 -31.1 17 71.4 79.5 43.8 30.1 45.5 49.1 -21.3
## 28997 28998 29000 29002 29003 29006 29008 29009 29013 29015 29019
## Predicted 166.8 166.8 160.5 153.8 154.2 147 136 106 145.9 163.1 129.5
## cvpred 165.7 165.7 159.4 154.5 153.1 146 135 106 146.6 163.8 130.4
## pm2.5 140.0 146.0 195.0 201.0 214.0 247 258 260 200.0 217.0 217.0
## CV residual -25.7 -19.7 35.6 46.5 60.9 101 123 154 53.4 53.2 86.6
## 29020 29021 29023 29024 29026 29028 29036 29037 29038 29040 29049
## Predicted 131.7 135.5 135.5 129.0 128.6 72.037 29.7 50.3 25.4 46.7 16.10
## cvpred 132.6 136.4 136.4 129.9 129.4 72.761 30.5 50.5 26.1 47.4 16.71
## pm2.5 179.0 154.0 148.0 165.0 87.0 73.000 14.0 18.0 14.0 4.0 9.00
## CV residual 46.4 17.6 11.6 35.1 -42.4 0.239 -16.5 -32.5 -12.1 -43.4 -7.71
## 29055 29056 29059 29063 29064 29066 29070 29072 29073 29078 29079
## Predicted -30.7 -39.5 -43.3 91.0 -9.07 104.0 148.6 123.48 94.8 53.3 52.8
## cvpred -30.1 -38.8 -42.8 91.4 -8.55 102.5 149.1 124.02 95.3 52.2 51.7
## pm2.5 8.0 9.0 7.0 52.0 40.00 40.0 83.0 115.00 70.0 80.0 78.0
## CV residual 38.1 47.8 49.8 -39.4 48.55 -62.5 -66.1 -9.02 -25.3 27.8 26.3
## 29080 29082 29092 29093 29095 29096 29099 29101 29109 29110 29111
## Predicted 54.4 72.68 103.6 92.6 147.5 124.8 59.1 52.26 95.728 102.6 108.9
## cvpred 53.3 71.62 103.8 93.4 148.1 125.5 57.9 51.07 94.641 101.4 107.7
## pm2.5 70.0 74.00 69.0 81.0 82.0 55.0 46.0 50.00 95.000 77.0 81.0
## CV residual 16.7 2.38 -34.8 -12.4 -66.1 -70.5 -11.9 -1.07 0.359 -24.4 -26.7
## 29113 29114 29119 29120 29121 29123 29129 29135 29136 29137 29139
## Predicted 113.54 127.7 151.8 105.8 128.8 126.6 116.3 42.7 -9.34 -11.0 3.80
## cvpred 112.35 126.5 150.6 106.1 127.7 125.5 117.1 42.7 -8.74 -10.4 4.33
## pm2.5 103.00 85.0 91.0 81.0 81.0 80.0 92.0 20.0 17.00 11.0 14.00
## CV residual -9.35 -41.5 -59.6 -25.1 -46.7 -45.5 -25.1 -22.7 25.74 21.4 9.67
## 29142 29145 29148 29149 29150 29151 29156 29157 29169 29170 29171
## Predicted 137 18.38 -41.4 -49.8 -60.5 -63.5 -67.4 -54.5 -3.18 -15.8 -20.4
## cvpred 137 18.48 -40.6 -49.1 -59.8 -62.8 -66.8 -53.9 -3.26 -15.8 -20.5
## pm2.5 17 24.00 47.0 44.0 39.0 27.0 74.0 37.0 14.00 10.0 9.0
## CV residual -120 5.52 87.6 93.1 98.8 89.8 140.8 90.9 17.26 25.8 29.5
## 29173 29176 29180 29181 29182 29186 29187 29190 29195 29199 29202
## Predicted -48.1 -35.1 7.01 28.35 51.61 93.4 76.0 149 25.17 13.3 45.97
## cvpred -48.0 -34.7 7.45 28.77 52.06 92.0 76.7 150 25.95 13.9 44.79
## pm2.5 70.0 13.0 22.00 36.00 45.00 81.0 41.0 46 30.00 34.0 35.00
## CV residual 118.0 47.7 14.55 7.23 -7.06 -11.0 -35.7 -104 4.05 20.1 -9.79
## 29212 29214 29218 29220 29222 29224 29225 29230 29233 29234 29240
## Predicted 111.6 123.9 111.6 75.80 60.7 53.6 69.7 97.9 101.0 105.9 96.0
## cvpred 110.4 122.8 110.5 74.69 59.6 52.5 68.7 96.8 99.8 106.1 96.9
## pm2.5 53.0 72.0 100.0 75.00 89.0 96.0 97.0 79.0 59.0 68.0 51.0
## CV residual -57.4 -50.8 -10.5 0.31 29.4 43.5 28.3 -17.8 -40.8 -38.1 -45.9
## 29242 29245 29246 29247 29250 29252 29253 29256 29258 29259 29265
## Predicted 108.8 81.7 81.2 68.74 66.27 89.2 91.7 113.1 119.3 125.6 123.73
## cvpred 109.5 82.4 81.9 67.63 65.14 88.1 90.6 111.9 118.2 124.5 122.64
## pm2.5 56.0 61.0 69.0 71.00 60.00 52.0 66.0 96.0 71.0 67.0 124.00
## CV residual -53.5 -21.4 -12.9 3.37 -5.14 -36.1 -24.6 -15.9 -47.2 -57.5 1.36
## 29267 29269 29275 29276 29278 29279 29287 29288 29291 29292 29294
## Predicted 104.4 69 34.8 49.3 77.22 122.9 146.0 100.7 91.9 83.4 71.9
## cvpred 105.2 68 33.6 48.1 76.06 121.8 146.7 101.1 92.7 84.2 72.8
## pm2.5 139.0 83 54.0 65.0 75.00 80.0 167.0 157.0 169.0 161.0 172.0
## CV residual 33.8 15 20.4 16.9 -1.06 -41.8 20.3 55.9 76.3 76.8 99.2
## 29298 29299 29301 29307 29308 29317 29321 29322 29326 29328 29330
## Predicted 75.0 81.3 109 142 145 85.7 30.9 33.1 90.3 127.33 132.4
## cvpred 74.1 80.4 108 143 145 84.9 30.0 32.2 89.4 128.25 131.5
## pm2.5 187.0 209.0 230 314 301 265.0 103.0 82.0 148.0 137.00 157.0
## CV residual 112.9 128.6 122 171 156 180.1 73.0 49.8 58.6 8.75 25.5
## 29332 29333 29339 29346 29349 29350 29353 29362 29363 29367 29368
## Predicted 134 105.3 99.2 68.7 77.2 75.8 102.9 99.3 90.9 104.8 100.1
## cvpred 135 105.8 100.2 67.9 76.3 74.8 101.9 98.3 89.9 103.9 99.2
## pm2.5 156 157.0 251.0 143.0 182.0 164.0 196.0 135.0 126.0 163.0 148.0
## CV residual 21 51.2 150.8 75.1 105.7 89.2 94.1 36.7 36.1 59.1 48.8
## 29369 29373 29376 29379 29381 29382 29387 29389 29396 29400 29401
## Predicted 104.2 110.23 106.7 126.6 137.0 137.0 137 128 136.8 160.3 164.6
## cvpred 103.4 109.31 105.7 125.7 136.1 136.1 136 127 137.7 161.2 163.6
## pm2.5 139.0 103.00 35.0 54.0 49.0 55.0 21 25 66.0 65.0 73.0
## CV residual 35.6 -6.31 -70.7 -71.7 -87.1 -81.1 -115 -102 -71.7 -96.2 -90.6
## 29402 29403 29404 29408 29415 29416 29417 29418 29422 29423 29424
## Predicted 167.9 175.8 177.9 176.9 -28.7 -29.3 -0.0712 -56.4 46.6 61.1 71.5
## cvpred 168.8 176.7 176.9 177.8 -27.7 -28.2 0.7575 -55.4 45.6 60.1 70.5
## pm2.5 76.0 93.0 97.0 116.0 12.0 9.0 14.0000 13.0 33.0 43.0 46.0
## CV residual -92.8 -83.7 -79.9 -61.8 39.7 37.2 13.2425 68.4 -12.6 -17.1 -24.5
## 29429 29430 29436 29438 29441 29446 29447 29448 29449 29453 29455
## Predicted 172 174.1 -25.3 -44.4 -86 41.31 23.3 87.5 27.02 107.0 103.0
## cvpred 173 174.9 -24.1 -43.3 -85 41.65 23.5 87.9 27.84 107.2 103.7
## pm2.5 70 89.0 58.0 27.0 25 38.00 48.0 31.0 25.00 122.0 36.0
## CV residual -103 -85.9 82.1 70.3 110 -3.65 24.5 -56.9 -2.84 14.8 -67.7
## 29456 29460 29461 29463 29464 29465 29467 29468 29470 29472
## Predicted 43.29 22.40 -0.418 -1.418 -7.27 21.7 21.7 34.3 62.8 85.7
## cvpred 43.54 23.11 -1.587 -0.695 -8.38 20.7 20.7 33.2 61.7 84.6
## pm2.5 53.00 22.00 10.000 23.000 93.00 35.0 35.0 46.0 77.0 59.0
## CV residual 9.46 -1.11 11.587 23.695 101.38 14.3 14.3 12.8 15.3 -25.6
## 29473 29478 29479 29482 29483 29485 29486 29494 29495 29498 29509
## Predicted 86.0 114.0 97.65 50.1 79.02 26.9 62.2 132.3 149.4 156.7 -32.9
## cvpred 86.3 115.1 98.71 51.2 79.91 27.3 61.3 133.4 148.6 157.7 -32.0
## pm2.5 35.0 91.0 96.00 83.0 78.00 65.0 68.0 144.0 179.0 195.0 93.0
## CV residual -51.3 -24.1 -2.71 31.8 -1.91 37.7 6.7 10.6 30.4 37.3 125.0
## 29510 29511 29516 29521 29522 29524 29527 29528 29530 29531 29539
## Predicted 12.7 9.92 50.56 101.9 59.1 111.6 118.34 87.9 59.21 50.7 61.3
## cvpred 13.4 10.77 49.51 102.7 59.4 110.5 119.07 86.8 58.08 49.6 60.3
## pm2.5 140.0 75.00 44.00 67.0 79.0 77.0 111.00 126.0 60.00 99.0 39.0
## CV residual 126.6 64.23 -5.51 -35.7 19.6 -33.5 -8.07 39.2 1.92 49.4 -21.3
## 29544 29545 29546 29549 29552 29554 29555 29563 29570 29573 29575
## Predicted 111.2 113.3 113.3 134.0 109.1 83.9 73.6 67.0 124.2 129.7 129.2
## cvpred 110.1 112.2 112.2 134.6 109.9 84.7 74.3 66.1 123.2 128.7 130.1
## pm2.5 39.0 40.0 47.0 53.0 59.0 70.0 56.0 108.0 71.0 98.0 114.0
## CV residual -71.1 -72.2 -65.2 -81.6 -50.9 -14.7 -18.3 41.9 -52.2 -30.7 -16.1
## 29579 29580 29582 29583 29603 29605 29607 29615 29618 29619
## Predicted 117.08 115 108.04 94.6 123 109.30 106.8 140 152 151.6
## cvpred 116.11 114 107.16 93.8 122 108.55 106.1 139 152 150.8
## pm2.5 126.00 132 117.00 119.0 162 104.00 73.0 29 46 56.0
## CV residual 9.89 18 9.84 25.2 40 -4.55 -33.1 -110 -106 -94.8
## 29622 29623 29625 29626 29627 29628 29635 29636 29639 29641 29642
## Predicted 163.6 165.3 164.7 160.0 161.6 120.3 -36.6 -13.4 3.08 88.6 121.8
## cvpred 162.8 164.5 163.9 159.3 160.9 121.6 -35.9 -12.6 3.84 89.2 120.7
## pm2.5 66.0 67.0 73.0 73.0 101.0 102.0 22.0 57.0 22.00 27.0 25.0
## CV residual -96.8 -97.5 -90.9 -86.3 -59.9 -19.6 57.9 69.6 18.16 -62.2 -95.7
## 29649 29651 29652 29654 29655 29656 29660 29664 29668 29671 29672
## Predicted 43.1 21.8 13.0 7.78 15.4 17 45.73 101.8 130.5 126.6 105.6
## cvpred 41.9 20.6 11.8 6.66 14.4 16 44.74 100.9 129.6 127.2 106.2
## pm2.5 57.0 40.0 34.0 62.00 74.0 57 43.00 79.0 87.0 85.0 92.0
## CV residual 15.1 19.4 22.2 55.34 59.6 41 -1.74 -21.9 -42.6 -42.2 -14.2
## 29684 29690 29694 29695 29696 29697 29701 29704 29705 29707 29708
## Predicted 107.0 122.3 137.9 99.0 121.5 92.3 51.4 49 51.14 53.3 59.6
## cvpred 106.3 123.2 138.8 99.4 122.4 93.2 50.5 48 50.18 52.3 58.6
## pm2.5 124.0 61.0 69.0 77.0 85.0 89.0 86.0 65 57.00 40.0 39.0
## CV residual 17.7 -62.2 -69.8 -22.4 -37.4 -4.2 35.5 17 6.82 -12.3 -19.6
## 29722 29726 29727 29729 29735 29739 29742 29746 29747 29749 29750
## Predicted 89.0 51.1 69.2 74.3 124.78 115.1 146.1 43.2 28.7 12.0 20.2
## cvpred 89.9 50.2 68.3 73.6 125.85 115.7 147.2 43.8 29.3 12.6 20.8
## pm2.5 55.0 77.0 81.0 123.0 132.00 215.0 233.0 131.0 90.0 39.0 43.0
## CV residual -34.9 26.8 12.7 49.4 6.15 99.3 85.8 87.2 60.7 26.4 22.2
## 29755 29756 29764 29765 29767 29771 29773 29775 29777 29780 29785
## Predicted 109.5 117.4 105.8 108.0 103.3 59.8 52.9 50.3 56.0 89.4 140
## cvpred 110.5 118.5 106.4 108.5 104.4 60.7 53.9 49.5 55.2 88.6 139
## pm2.5 56.0 54.0 55.0 69.0 59.0 43.0 65.0 82.0 83.0 72.0 86
## CV residual -54.5 -64.5 -51.4 -39.5 -45.4 -17.7 11.1 32.5 27.8 -16.6 -53
## 29787 29789 29792 29794 29796 29800 29803 29804 29808 29810 29811
## Predicted 147.7 143.1 134.6 124.6 124.2 122.2 143.5 154.5 153 121.6 110.6
## cvpred 148.8 144.2 135.7 123.9 125.3 121.4 142.8 153.7 153 122.2 111.8
## pm2.5 108.0 118.0 115.0 101.0 108.0 143.0 80.0 76.0 50 56.0 60.0
## CV residual -40.8 -26.2 -20.7 -22.9 -17.3 21.6 -62.8 -77.7 -103 -66.2 -51.8
## 29817 29824 29825 29827 29830 29833 29835 29836 29837 29839 29841
## Predicted 114.7 121 114.6 127.2 136.4 150.6 156.3 156.3 158.5 162.1 154.2
## cvpred 115.9 122 115.7 128.3 135.6 149.8 155.6 155.6 157.7 163.3 155.4
## pm2.5 63.0 80 86.0 91.0 111.0 92.0 89.0 92.0 100.0 101.0 117.0
## CV residual -52.9 -42 -29.7 -37.3 -24.6 -57.8 -66.6 -63.6 -57.7 -62.3 -38.4
## 29844 29845 29851 29854 29857 29861 29863 29865 29866 29869 29872
## Predicted 106.4 91.4 116.7 136.4 16.8 40.1 46.6 22.1 5.38 -26.6 -71.0
## cvpred 107.8 92.7 115.9 135.6 17.7 41.0 47.6 23.0 6.35 -25.7 -70.1
## pm2.5 65.0 59.0 44.0 88.0 67.0 9.0 13.0 13.0 13.00 15.0 17.0
## CV residual -42.8 -33.7 -71.9 -47.6 49.3 -32.0 -34.6 -10.0 6.65 40.7 87.1
## 29876 29878 29882 29883 29891 29896 29897 29903 29911 29912 29917
## Predicted -0.0464 48.4 133.2 141.7 62.6 -39.2 -32.9 60.3 133.6 131.4 93.1
## cvpred -1.1873 47.4 134.1 142.6 61.7 -40.2 -33.9 59.5 132.8 130.7 92.5
## pm2.5 23.0000 32.0 49.0 49.0 54.0 37.0 42.0 70.0 83.0 87.0 105.0
## CV residual 24.1873 -15.4 -85.1 -93.6 -7.7 77.2 75.9 10.5 -49.8 -43.7 12.5
## 29922 29925 29929 29932 29934 29936 29937 29938 29940 29943 29946
## Predicted 73.1 113.04 129 118.8 160.8 77.8 72.1 47.2 -4.29 3.34 9.63
## cvpred 72.5 112.42 128 119.5 161.8 79.1 72.8 47.8 -3.57 4.16 10.44
## pm2.5 105.0 108.00 105 130.0 151.0 133.0 124.0 93.0 26.00 27.00 22.00
## CV residual 32.5 -4.42 -23 10.5 -10.8 53.9 51.2 45.2 29.57 22.84 11.56
## 29953 29957 29966 29967 29969 29970 29974 29977 29981 29986 29988
## Predicted 106.6 141.3 129 128.4 120 120 126.5 138.6 122.0 81.4 64.6
## cvpred 105.6 140.5 128 127.8 119 119 125.8 139.8 123.3 82.1 65.7
## pm2.5 56.0 96.0 244 216.0 137 130 111.0 153.0 170.0 152.0 127.0
## CV residual -49.6 -44.5 116 88.2 18 11 -14.8 13.2 46.7 69.9 61.3
## 29990 29991 29994 29996 29998 29999 30001 30006 30007 30008 30009
## Predicted 10.85 8.66 4.56 54.6 117.1 121.7 116.2 123.6 121.4 118.2 118.2
## cvpred 9.96 7.81 3.69 53.9 118.2 122.8 115.3 122.8 120.7 117.4 117.4
## pm2.5 65.00 53.00 70.00 96.0 103.0 150.0 166.0 203.0 179.0 203.0 167.0
## CV residual 55.04 45.19 66.31 42.1 -15.2 27.2 50.7 80.2 58.3 85.6 49.6
## 30012 30015 30018 30020 30024 30027 30028 30029 30033 30036 30037
## Predicted 118.7 109.3 141 96.7 95.08 147 107.1 153.3 152.1 145.79 143.3
## cvpred 117.9 110.5 140 98.0 96.32 148 108.4 154.3 151.3 144.97 142.5
## pm2.5 137.0 143.0 86 77.0 89.00 74 69.0 77.0 114.0 142.00 161.0
## CV residual 19.1 32.5 -54 -21.0 -7.32 -74 -39.4 -77.3 -37.3 -2.97 18.5
## 30038 30041 30050 30052 30054 30058 30063 30067 30068 30069 30071
## Predicted 143.3 144.9 143.3 146.6 151.2 155.3 154.32 105 109.8 109.8 103.5
## cvpred 142.5 144.1 142.5 145.8 150.4 154.5 155.42 106 111.1 111.1 104.8
## pm2.5 178.0 180.0 163.0 165.0 166.0 99.0 165.00 207 200.0 166.0 158.0
## CV residual 35.5 35.9 20.5 19.2 15.6 -55.5 9.58 101 88.9 54.9 53.2
## 30077 30082 30085 30086 30089 30098 30106 30115 30118 30120 30122
## Predicted 152.90 145.6 149.7 143.4 145.0 109.8 147.6 102.1 106.7 153.3 113.0
## cvpred 154.05 146.7 150.8 144.5 146.1 111.1 146.9 103.5 108.1 152.6 114.4
## pm2.5 145.00 117.0 136.0 136.0 161.0 139.0 161.0 191.0 194.0 182.0 169.0
## CV residual -9.05 -29.7 -14.8 -8.5 14.9 27.9 14.1 87.5 85.9 29.4 54.6
## 30131 30132 30134 30137 30138 30139 30140 30142 30143 30146 30149
## Predicted 108.4 102.1 111.5 105.2 107 101.1 101.1 99.5 143 152 152
## cvpred 109.7 103.4 112.7 106.4 108 102.3 102.3 100.6 144 153 153
## pm2.5 13.0 36.0 15.0 16.0 12 17.0 16.0 24.0 27 33 31
## CV residual -96.7 -67.4 -97.7 -90.4 -96 -85.3 -86.3 -76.6 -117 -120 -122
## 30150 30151 30152 30153 30157 30159 30160 30164 30167 30168 30169
## Predicted 123.1 150 154 148 91.2 86.6 84.1 105.0 134.5 134.5 142
## cvpred 123.6 151 155 149 92.2 87.6 85.1 104.2 133.7 133.7 142
## pm2.5 28.0 38 44 45 29.0 22.0 18.0 35.0 41.0 40.0 40
## CV residual -95.6 -113 -111 -104 -63.2 -65.6 -67.1 -69.2 -92.7 -93.7 -102
## 30172 30173 30174 30175 30178 30179 30183 30190 30191 30192 30194
## Predicted 121.1 150.4 156.2 150 95.9 125.2 103.3 116.7 138.1 115.1 144
## cvpred 121.7 149.6 157.2 151 96.6 124.4 102.6 115.9 137.2 115.6 145
## pm2.5 48.0 51.0 62.0 64 75.0 70.0 107.0 72.0 55.0 24.0 24
## CV residual -73.7 -98.6 -95.2 -87 -21.6 -54.4 4.4 -43.9 -82.2 -91.6 -121
## 30196 30197 30198 30204 30207 30209 30216 30225 30227 30229 30230
## Predicted 158 164 160 106.1 92.9 100.8 129.0 91.8 106.35 93.8 86.9
## cvpred 159 165 161 105.3 92.2 100.1 128.2 92.5 105.61 93.1 86.3
## pm2.5 30 33 47 55.0 65.0 83.0 104.0 112.0 110.00 125.0 130.0
## CV residual -129 -132 -114 -50.3 -27.2 -17.1 -24.2 19.5 4.39 31.9 43.7
## 30232 30233 30234 30237 30242 30245 30246 30247 30248 30258 30261
## Predicted 78.1 74.0 63.4 117.4 121 112.6 111.0 115.1 112.9 75.7 88.8
## cvpred 77.5 73.4 62.6 118.5 120 111.7 110.1 114.2 112.1 75.0 88.1
## pm2.5 124.0 109.0 78.0 103.0 81 80.0 82.0 83.0 91.0 126.0 131.0
## CV residual 46.5 35.6 15.4 -15.5 -39 -31.7 -28.1 -31.2 -21.1 51.0 42.9
## 30266 30277 30285 30287 30289 30297 30300 30301 30304 30305 30307
## Predicted 93.2 86.2 106.3 104.9 117.1 135.2 145.1 145.1 123.7 112.7 112.7
## cvpred 93.8 87.3 105.7 104.2 118.2 134.6 144.5 144.5 124.5 114.1 114.1
## pm2.5 107.0 129.0 197.0 157.0 148.0 152.0 181.0 196.0 200.0 198.0 205.0
## CV residual 13.2 41.7 91.3 52.8 29.8 17.4 36.5 51.5 75.5 83.9 90.9
## 30311 30312 30313 30315 30317 30319 30321 30325 30326 30332 30334
## Predicted 122.1 118.0 118.0 116.1 117.7 105.0 97.2 100.6 94.2 99.6 112.5
## cvpred 122.9 118.8 118.8 116.8 118.4 106.4 98.0 101.8 93.6 99.0 111.9
## pm2.5 190.0 189.0 163.0 50.0 43.0 17.0 16.0 18.0 16.0 46.0 57.0
## CV residual 67.1 70.2 44.2 -66.8 -75.4 -89.4 -82.0 -83.8 -77.6 -53.0 -54.9
## 30338 30340 30342 30343 30344 30350 30352 30356 30358 30359 30360
## Predicted 136.6 120.4 155.4 123.9 133.9 64.8 66.5 83.7 86.4 112.5 129.2
## cvpred 137.9 121.2 154.8 124.8 135.2 64.3 65.9 83.1 87.3 111.9 128.6
## pm2.5 54.0 55.0 66.0 67.0 80.0 48.0 39.0 45.0 62.0 66.0 75.0
## CV residual -83.9 -66.2 -88.8 -57.8 -55.2 -16.3 -26.9 -38.1 -25.3 -45.9 -53.6
## 30363 30368 30370 30375 30378 30383 30386 30390 30393 30394 30404
## Predicted 144.3 88.069 56.63 -3.17 27.7 66.05 84.6 91.1 81.6 75.9 99.5
## cvpred 145.6 89.545 58.16 -2.44 27.1 65.39 85.4 92.5 83.0 76.7 98.8
## pm2.5 70.0 89.000 67.00 18.00 16.0 56.00 58.0 128.0 41.0 37.0 77.0
## CV residual -75.6 -0.545 8.84 20.44 -11.1 -9.39 -27.4 35.5 -42.0 -39.7 -21.8
## 30410 30412 30413 30417 30418 30419 30431 30435 30437 30441 30442
## Predicted 120.84 133.4 110.4 66.3 93.6 37.1 102.2 120.5 130.9 116.99 106.0
## cvpred 120.13 132.7 111.1 67.7 94.8 38.5 101.5 119.8 130.2 117.71 107.3
## pm2.5 123.00 155.0 165.0 88.0 122.0 105.0 28.0 42.0 47.0 108.00 85.0
## CV residual 2.87 22.3 53.9 20.3 27.2 66.5 -73.5 -77.8 -83.2 -9.71 -22.3
## 30443 30445 30448 30458 30459 30460 30468 30471 30474 30475 30480
## Predicted 106.0 118.6 111.5 155.0 150.9 150.9 95.2 71.3 75.0 87.9 131
## cvpred 107.3 119.3 112.2 154.3 150.2 150.2 96.4 72.6 74.4 87.3 130
## pm2.5 70.0 54.0 56.0 85.0 91.0 90.0 40.0 33.0 59.0 65.0 86
## CV residual -37.3 -65.3 -56.2 -69.3 -59.2 -60.2 -56.4 -39.6 -15.4 -22.3 -44
## 30481 30483 30484 30486 30487 30489 30494 30496 30497 30504 30513
## Predicted 131 136.9 148.9 158 158 137 119.3 110.6 112.20 125.9 154.2
## cvpred 130 136.2 148.3 157 157 137 118.8 110.1 111.72 126.7 155.4
## pm2.5 88 46.0 50.0 67 66 248 148.0 126.0 110.00 58.0 120.0
## CV residual -42 -90.2 -98.3 -90 -91 111 29.2 15.9 -1.72 -68.7 -35.4
## 30514 30519 30521 30525 30529 30531 30533 30537 30538 30540
## Predicted 154.2 143.2 151.0 163.57 161.95 163.14 161.2 163.1 157.3 138.4
## cvpred 155.4 144.5 150.5 163.06 161.42 164.47 162.5 164.5 156.8 137.9
## pm2.5 127.0 113.0 139.0 166.00 171.00 166.00 161.0 186.0 189.0 177.0
## CV residual -28.4 -31.5 -11.5 2.94 9.58 1.53 -1.5 21.5 32.2 39.1
## 30543 30544 30546 30550 30552 30555 30556 30558 30563 30564
## Predicted 122.8 111.84 117.6 131.6 119 110.387 162.8 108.8 73.2 50.25
## cvpred 122.4 111.47 117.2 131.2 120 111.917 164.1 110.3 74.8 51.81
## pm2.5 147.0 111.00 87.0 119.0 254 111.000 93.0 58.0 145.0 54.00
## CV residual 24.6 -0.47 -30.2 -12.2 134 -0.917 -71.1 -52.3 70.2 2.19
## 30569 30574 30575 30578 30582 30597 30598 30600 30602 30603 30604
## Predicted 71.4 129.9 124.216 139 150 145 149 156 159 130.0 159.3
## cvpred 70.9 129.5 123.757 139 150 145 151 158 160 130.8 158.7
## pm2.5 42.0 103.0 124.000 248 277 448 406 37 34 52.0 68.0
## CV residual -28.9 -26.5 0.243 109 127 303 255 -121 -126 -78.8 -90.7
## 30607 30609 30610 30613 30614 30616 30618 30619 30620 30624 30629
## Predicted 149.7 149.7 148.1 141.3 141.3 109.8 86.2 107.6 109.8 149.6 153.4
## cvpred 149.1 149.1 147.5 140.7 140.7 110.7 87.7 108.5 110.7 150.9 154.6
## pm2.5 70.0 65.0 63.0 105.0 113.0 122.0 122.0 120.0 125.0 164.0 189.0
## CV residual -79.1 -84.1 -84.5 -35.7 -27.7 11.3 34.3 11.5 14.3 13.1 34.4
## 30635 30641 30643 30646 30647 30648 30652 30655 30674 30675
## Predicted 139 127.5 133.3 140.1 138.1 144.4 151.41 151.413 130.3 126
## cvpred 139 127.1 132.9 139.7 139.4 145.7 152.76 152.763 131.9 128
## pm2.5 270 155.0 149.0 215.0 101.0 112.0 156.00 153.000 32.0 19
## CV residual 131 27.9 16.1 75.3 -38.4 -33.7 3.24 0.237 -99.9 -109
## 30677 30678 30681 30684 30690 30695 30703 30705 30707 30712 30724
## Predicted 128 130 86.9 53.5 19.29 99.5 113.9 91.9 62.3 17.10 115.3
## cvpred 129 132 88.4 55.1 20.88 99.1 115.5 92.9 63.3 18.73 116.8
## pm2.5 14 11 15.0 11.0 13.00 23.0 50.0 44.0 30.0 24.00 27.0
## CV residual -115 -121 -73.4 -44.1 -7.88 -76.1 -65.5 -48.9 -33.3 5.27 -89.8
## 30725 30728 30736 30737 30757 30762 30763 30765 30768 30769 30776
## Predicted 113.1 96.4 33 17.87 67.2 58.8 69.2 92.8 89.5 93.6 136.0
## cvpred 114.7 98.0 34 19.51 68.5 58.3 68.7 92.2 88.9 93.1 135.5
## pm2.5 27.0 19.0 13 17.00 9.0 19.0 24.0 25.0 35.0 39.0 93.0
## CV residual -87.7 -79.0 -21 -2.51 -59.5 -39.3 -44.7 -67.2 -53.9 -54.1 -42.5
## 30777 30779 30781 30788 30789 30791 30794 30796 30797 30801 30804
## Predicted 123.01 104.15 62.7 84.6 95.5 106 114.3 154 126.9 95.7 122.9
## cvpred 124.38 105.55 62.2 84.1 95.0 106 115.8 155 127.8 97.3 122.5
## pm2.5 117.00 112.00 48.0 60.0 65.0 77 37.0 42 38.0 53.0 72.0
## CV residual -7.38 6.45 -14.2 -24.1 -30.0 -29 -78.8 -113 -89.8 -44.3 -50.5
## 30809 30810 30813 30814 30817 30818 30819 30827 30829 30833 30836
## Predicted 108.89 108.9 128.0 134 110 150.2 156.1 104 138.1 135 141.7
## cvpred 108.53 108.5 127.7 134 111 149.7 157.4 106 139.4 135 141.3
## pm2.5 100.00 120.0 142.0 147 216 70.0 79.0 80 80.0 80 111.0
## CV residual -8.53 11.5 14.3 13 105 -79.7 -78.4 -26 -59.4 -55 -30.3
## 30843 30844 30848 30852 30857 30860 30864 30865 30872 30873 30875
## Predicted 121.2 121.2 148.45 98.2 153 147 111.3 151 105.6 99.3 133
## cvpred 122.2 122.2 149.82 99.8 154 148 112.8 152 107.1 100.8 134
## pm2.5 164.0 160.0 140.00 59.0 35 32 50.0 39 30.0 36.0 34
## CV residual 41.8 37.8 -9.82 -40.8 -119 -116 -62.8 -113 -77.1 -64.8 -100
## 30878 30879 30881 30882 30884 30885 30890 30891 30894 30897 30902
## Predicted 97.1 93.0 99.3 103.4 99.3 93.0 105.6 101 110.3 97.7 68.4
## cvpred 98.6 94.5 100.8 104.9 100.8 94.5 107.1 103 111.7 99.2 69.9
## pm2.5 41.0 44.0 30.0 28.0 25.0 35.0 36.0 32 30.0 34.0 41.0
## CV residual -57.6 -50.5 -70.8 -76.9 -75.8 -59.5 -71.1 -71 -81.7 -65.2 -28.9
## 30903 30904 30906 30911 30913 30914 30915 30918 30924 30925 30926
## Predicted 110.5 70.6 107.5 123.5 133.9 148.1 123.5 112.5 102.0 105.6 99.7
## cvpred 111.7 72.1 108.7 122.9 133.3 147.5 124.3 113.9 103.3 106.9 99.2
## pm2.5 44.0 45.0 38.0 53.0 62.0 65.0 64.0 71.0 58.0 54.0 52.0
## CV residual -67.7 -27.1 -70.7 -69.9 -71.3 -82.5 -60.3 -42.9 -45.3 -52.9 -47.2
## 30928 30929 30931 30932 30936 30937 30939 30941 30942 30943
## Predicted 99.1 105 111.7 116.4 132.01 135.8 135.82 142.1 141.7 145
## cvpred 98.7 105 111.3 115.9 131.47 135.3 135.26 141.5 142.9 144
## pm2.5 67.0 53 51.0 50.0 128.00 120.0 128.00 112.0 121.0 128
## CV residual -31.7 -52 -60.3 -65.9 -3.47 -15.3 -7.26 -29.5 -21.9 -16
## 30948 30950 30953 30959 30962 30963 30967 30971 30972 30976
## Predicted 109.040 102.75 102.2 121.6 130.1 130.1 143.5 118.4 111.6 104.4
## cvpred 108.513 102.24 101.7 121.1 129.5 129.5 142.9 117.8 112.9 103.9
## pm2.5 108.000 96.00 67.0 140.0 94.0 92.0 136.0 83.0 71.0 67.0
## CV residual -0.513 -6.24 -34.7 18.9 -35.5 -37.5 -6.9 -34.8 -41.9 -36.9
## 30979 30985 30987 30993 30994 30995 30997 30998 30999 31001 31002
## Predicted 110.4 118.5 153.3 154.3 156 150 157.0 157.0 158.6 159 115.8
## cvpred 109.8 119.4 152.7 153.8 155 149 156.6 156.6 158.2 158 117.5
## pm2.5 64.0 78.0 75.0 71.0 48 38 66.0 65.0 71.0 53 50.0
## CV residual -45.8 -41.4 -77.7 -82.8 -107 -111 -90.6 -91.6 -87.2 -105 -67.5
## 31003 31014 31020 31021 31025 31026 31029 31030 31034 31035 31036
## Predicted 113 122 41.0 30.6 58.3 39.4 123.7 103.5 139 145.8 116.9
## cvpred 115 124 42.4 32.0 57.7 40.3 123.2 102.9 141 146.9 117.6
## pm2.5 45 33 9.0 11.0 16.0 16.0 31.0 34.0 32 49.0 59.0
## CV residual -70 -91 -33.4 -21.0 -41.7 -24.3 -92.2 -68.9 -109 -97.9 -58.6
## 31037 31040 31042 31044 31046 31052 31053 31054 31055 31057 31060
## Predicted 150.4 102.7 108.3 102.0 77.0 103.2 112.0 103.8 116.7 127.1 145.35
## cvpred 151.6 103.5 109.6 103.3 76.5 102.7 111.5 103.2 116.1 126.5 144.81
## pm2.5 68.0 42.0 52.0 60.0 57.0 33.0 54.0 79.0 49.0 72.0 135.00
## CV residual -83.6 -61.5 -57.6 -43.3 -19.5 -69.7 -57.5 -24.2 -67.1 -54.5 -9.81
## 31065 31068 31070 31072 31076 31079 31082 31085 31093 31096
## Predicted 137.4 131.2 132.8 126 134.4 134.5 138.3 146.25 117.158 118.781
## cvpred 136.9 130.6 132.3 126 133.9 135.8 139.6 147.52 116.694 118.331
## pm2.5 154.0 169.0 161.0 173 108.0 77.0 107.0 146.00 116.000 118.000
## CV residual 17.1 38.4 28.7 47 -25.9 -58.8 -32.6 -1.52 -0.694 -0.331
## 31100 31104 31112 31113 31114 31117 31121 31123 31126 31129 31131
## Predicted 118.8 140.3 102.8 122.2 70.7 61.8 38.6 90.2 116 131.2 139.1
## cvpred 118.3 141.6 104.4 123.6 71.6 63.0 39.7 91.5 117 130.6 138.5
## pm2.5 103.0 110.0 161.0 152.0 116.0 30.0 15.0 56.0 139 109.0 87.0
## CV residual -15.3 -31.6 56.6 28.4 44.4 -33.0 -24.7 -35.5 22 -21.6 -51.5
## 31133 31134 31135 31137 31140 31141 31144 31145 31149 31154 31156
## Predicted 140.8 139.2 140 126.6 106.0 105.6 92.6 94.8 107.9 129.2 148.1
## cvpred 142.1 140.5 139 127.9 105.5 106.9 92.1 94.3 107.3 128.6 147.5
## pm2.5 65.0 65.0 83 85.0 90.0 94.0 75.0 66.0 42.0 73.0 92.0
## CV residual -77.1 -75.5 -56 -42.9 -15.5 -12.9 -17.1 -28.3 -65.3 -55.6 -55.5
## 31157 31158 31160 31162 31171 31173 31181 31188 31192 31193 31195
## Predicted 145.9 147.7 139.1 114.0 112.8 122.10 119.3 91.3 90.0 92.2 102.6
## cvpred 145.3 148.9 138.5 115.3 112.2 121.52 118.7 92.5 89.5 91.7 102.1
## pm2.5 92.0 104.0 124.0 99.0 96.0 122.00 59.0 18.0 26.0 31.0 33.0
## CV residual -53.3 -44.9 -14.5 -16.3 -16.2 0.48 -59.7 -74.5 -63.5 -60.7 -69.1
## 31196 31197 31198 31201 31202 31203 31204 31205 31211 31214 31215
## Predicted 107.2 114 122.3 141.2 152.7 130.2 119.7 118 82.5 -13.7 -9.6
## cvpred 106.7 113 121.8 140.6 154.1 131.1 121.2 119 83.9 -12.2 -8.1
## pm2.5 41.0 40 46.0 58.0 64.0 70.0 75.0 72 28.0 13.0 12.0
## CV residual -65.7 -73 -75.8 -82.6 -90.1 -61.1 -46.2 -47 -55.9 25.2 20.1
## 31221 31223 31225 31233 31234 31246 31247 31248 31255 31256 31258
## Predicted 23.75 76.3 126.5 56.3 50.0 96.7 105.4 108 88.7 84.6 99.3
## cvpred 25.25 77.8 127.8 57.8 51.5 96.1 104.8 107 89.5 85.4 100.5
## pm2.5 17.00 40.0 38.0 18.0 17.0 69.0 53.0 49 41.0 55.0 54.0
## CV residual -8.25 -37.8 -89.8 -39.8 -34.5 -27.1 -51.8 -58 -48.5 -30.4 -46.5
## 31260 31263 31270 31271 31280 31281 31282 31286 31290 31291 31292
## Predicted 110.1 92.2 131.5 91.6 109.9 149.8 149.8 109.34 151.3 149.2 150.85
## cvpred 109.5 93.7 132.8 93.2 111.5 151.1 151.1 110.95 150.8 150.6 152.25
## pm2.5 56.0 56.0 62.0 71.0 90.0 88.0 80.0 103.00 112.0 128.0 149.00
## CV residual -53.5 -37.7 -70.8 -22.2 -21.5 -63.1 -71.1 -7.95 -38.8 -22.6 -3.25
## 31295 31299 31300 31301 31303 31305 31309 31314 31315 31321 31326
## Predicted 149.7 113.2 153.0 113.2 113.7 91.7 22.42 -1.969 59.1 128.9 138.8
## cvpred 149.2 114.7 154.4 114.7 115.3 92.6 23.95 -0.374 58.7 128.4 140.2
## pm2.5 156.0 138.0 141.0 131.0 89.0 62.0 23.00 31.000 25.0 36.0 72.0
## CV residual 6.8 23.3 -13.4 16.3 -26.3 -30.6 -0.95 31.374 -33.7 -92.4 -68.2
## 31327 31328 31331 31332 31333 31334 31336 31337 31346 31351 31355
## Predicted 142.9 130.8 124.5 122.9 61.8 116.6 98.6 110.6 155 157.3 121.0
## cvpred 144.3 130.4 124.1 122.5 63.4 116.2 100.1 112.1 156 156.8 122.5
## pm2.5 69.0 70.0 81.0 87.0 78.0 69.0 55.0 54.0 99 128.0 132.0
## CV residual -75.3 -60.4 -43.1 -35.5 14.6 -47.2 -45.1 -58.1 -57 -28.8 9.5
## 31356 31361 31363 31364 31366 31367 31371 31377 31380 31385 31397
## Predicted 114.7 88.9 99.3 110.2 125.3 134.0 124 144 108.1 104.8 116.5
## cvpred 116.2 88.5 98.9 109.8 124.9 133.6 125 143 107.6 104.4 117.9
## pm2.5 104.0 65.0 51.0 74.0 99.0 82.0 19 40 42.0 69.0 38.0
## CV residual -12.2 -23.5 -47.9 -35.8 -25.9 -51.6 -106 -103 -65.6 -35.4 -79.9
## 31400 31401 31402 31403 31404 31407 31411 31420 31423 31425 31426
## Predicted 117.4 98.5 90.5 96.8 130.4 141 98.5 115.7 150 97.7 85.1
## cvpred 118.2 99.9 92.0 98.3 131.7 142 99.4 117.1 151 99.2 86.6
## pm2.5 34.0 39.0 42.0 41.0 39.0 39 56.0 90.0 63 55.0 65.0
## CV residual -84.2 -60.9 -50.0 -57.3 -92.7 -103 -43.4 -27.1 -88 -44.2 -21.6
## 31428 31431 31442 31443 31447 31451 31454 31455 31457 31463 31464
## Predicted 102.0 100.3 60.5 139 88.3 93.4 72.1 77.8 73.7 126.2 119.9
## cvpred 103.3 99.7 61.9 141 89.7 92.8 71.5 77.2 73.1 125.6 119.4
## pm2.5 74.0 81.0 32.0 26 27.0 25.0 32.0 28.0 27.0 57.0 63.0
## CV residual -29.3 -18.7 -29.9 -115 -62.7 -67.8 -39.5 -49.2 -46.1 -68.6 -56.4
## 31465 31467 31473 31474 31475 31485 31486 31487 31489 31490 31492
## Predicted 131.9 139.8 137.2 94.2 108.4 124.4 118.1 158 153 130.7 132.4
## cvpred 131.4 139.3 138.6 95.1 107.9 125.8 119.6 158 155 131.6 133.2
## pm2.5 76.0 84.0 110.0 107.0 63.0 144.0 21.0 21 31 38.0 48.0
## CV residual -55.4 -55.3 -28.6 11.9 -44.9 18.2 -98.6 -137 -124 -93.6 -85.2
## 31494 31496 31497 31498 31499 31500 31504 31506 31507 31515 31525
## Predicted 124 115.1 107.1 88.3 123.5 111.5 98.2 99.8 110.2 148.8 122.32
## cvpred 125 116.6 108.6 89.8 124.8 112.8 97.8 99.4 109.8 148.3 121.94
## pm2.5 62 55.0 46.0 39.0 35.0 35.0 46.0 57.0 55.0 71.0 130.00
## CV residual -63 -61.6 -62.6 -50.8 -89.8 -77.8 -51.8 -42.4 -54.8 -77.3 8.06
## 31529 31531 31540 31543 31548 31550 31551 31552 31557 31559 31565
## Predicted 117.1 123.37 138 144 82.1 71.1 76.8 79.6 106 93.5 106
## cvpred 116.8 123.06 138 145 83.1 72.7 78.4 81.1 107 95.0 107
## pm2.5 128.0 128.00 33 43 43.0 24.0 27.0 26.0 32 23.0 17
## CV residual 11.2 4.94 -105 -102 -40.1 -48.7 -51.4 -55.1 -75 -72.0 -90
## 31573 31574 31577 31578 31579 31584 31586 31597 31599 31600 31601
## Predicted 48.9 29.76 84.0 79.9 88.4 88.8 107.7 72.7 62.2 45.1 47.12
## cvpred 50.5 31.35 83.6 79.5 87.9 90.3 109.2 74.0 61.7 46.4 46.64
## pm2.5 35.0 36.00 34.0 30.0 31.0 50.0 31.0 32.0 42.0 36.0 40.00
## CV residual -15.5 4.65 -49.6 -49.5 -56.9 -40.3 -78.2 -42.0 -19.7 -10.4 -6.64
## 31605 31620 31621 31622 31632 31636 31647 31653 31655 31656 31657
## Predicted 112.5 113.8 101.6 97.0 131 129.8 107 135.8 143.7 135.0 143.2
## cvpred 112.1 115.2 101.2 96.6 131 129.3 107 135.3 143.2 134.4 142.7
## pm2.5 49.0 104.0 115.0 117.0 80 106.0 167 62.0 58.0 60.0 57.0
## CV residual -63.1 -11.2 13.8 20.4 -51 -23.3 60 -73.3 -85.2 -74.4 -85.7
## 31659 31660 31665 31666 31671 31674 31676 31677 31680 31683 31684
## Predicted 137.4 143.7 143.7 135.8 108.2 109.2 120.2 120.2 131.2 137.4 135.8
## cvpred 136.9 143.2 143.2 135.3 107.7 108.8 119.7 119.7 130.6 136.9 135.3
## pm2.5 67.0 56.0 51.0 50.0 53.0 49.0 50.0 57.0 77.0 90.0 82.0
## CV residual -69.9 -87.2 -92.2 -85.3 -54.7 -59.8 -69.7 -62.7 -53.6 -46.9 -53.3
## 31690 31691 31692 31693 31694 31697 31698 31703 31707 31712 31714
## Predicted 122.2 110 105.6 107.2 101.3 98.29 107.1 126.8 137 114.4 111.9
## cvpred 123.6 111 106.9 108.6 100.9 97.86 106.6 126.3 138 115.3 113.2
## pm2.5 76.0 69 64.0 76.0 77.0 88.00 89.0 96.0 51 53.0 42.0
## CV residual -47.6 -42 -42.9 -32.6 -23.9 -9.86 -17.6 -30.3 -87 -62.3 -71.2
## 31719 31720 31725 31728 31731 31735 31741 31744 31746 31754 31755
## Predicted 94.5 100.8 122.1 122.1 132.2 142.6 100.8 108.12 108.12 138.7 136.2
## cvpred 94.1 100.3 121.7 121.7 131.7 142.1 100.3 107.75 107.75 138.3 135.8
## pm2.5 49.0 59.0 84.0 69.0 66.0 79.0 90.0 105.00 115.00 55.0 60.0
## CV residual -45.1 -41.3 -37.7 -52.7 -65.7 -63.1 -10.3 -2.75 7.25 -83.3 -75.8
## 31756 31763 31764 31766 31768 31772 31774 31777 31778 31780 31781
## Predicted 145.0 143.4 143.4 107.72 106.1 101.4 141.8 141.8 107.6 148.1 110.4
## cvpred 144.6 144.9 144.9 108.87 107.2 103.1 143.3 143.3 109.4 149.6 112.1
## pm2.5 65.0 96.0 111.0 102.00 127.0 143.0 148.0 155.0 157.0 113.0 40.0
## CV residual -79.6 -48.9 -33.9 -6.87 19.8 39.9 4.7 11.7 47.6 -36.6 -72.1
## 31786 31788 31795 31797 31798 31801 31808 31815 31816 31820 31829
## Predicted 16.40 6.01 -2.186 8.77 44.6 117 70.1 16.07 40.3 69.9 89.6
## cvpred 17.86 7.46 -0.791 10.13 46.0 118 71.5 16.79 41.4 69.2 90.8
## pm2.5 25.00 39.00 18.000 17.00 13.0 16 11.0 10.00 16.0 20.0 29.0
## CV residual 7.14 31.54 18.791 6.87 -33.0 -102 -60.5 -6.79 -25.4 -49.2 -61.8
## 31834 31835 31836 31839 31840 31849 31851 31854 31855 31857 31867
## Predicted 41.0 17.41 6.46 28.8 35.5 123.3 131.2 129.6 100 113.21 93.88
## cvpred 41.6 18.69 7.77 29.9 34.8 122.6 130.5 128.9 101 112.55 95.37
## pm2.5 17.0 21.00 17.00 17.0 8.0 41.0 70.0 92.0 116 120.00 104.00
## CV residual -24.6 2.31 9.23 -12.9 -26.8 -81.6 -60.5 -36.9 15 7.45 8.63
## 31871 31876 31877 31878 31879 31881 31882 31885 31889 31894
## Predicted 109.6 105.47 138.4 109.6 100.7 130.5 124.22 105.50 81.7 120.0
## cvpred 110.4 106.28 139.7 110.4 102.2 131.8 125.48 104.91 81.1 119.3
## pm2.5 123.0 111.00 113.0 120.0 118.0 117.0 118.00 112.00 69.0 90.0
## CV residual 12.6 4.72 -26.7 9.6 15.8 -14.8 -7.48 7.09 -12.1 -29.3
## 31896 31898 31899 31904 31906 31909 31913 31914 31917 31920 31924
## Predicted 142.9 147.0 116.1 141.18 84.6 103.8 122.18 122.2 76.1 139.0 95.0
## cvpred 142.2 146.4 116.9 142.34 86.0 104.6 121.59 121.6 77.6 140.2 96.4
## pm2.5 90.0 97.0 98.0 140.00 108.0 115.0 127.00 139.0 117.0 121.0 150.0
## CV residual -52.2 -49.4 -18.9 -2.34 22.0 10.4 5.41 17.4 39.4 -19.2 53.6
## 31926 31928 31929 31932 31933 31934 31937 31938 31944 31947 31955
## Predicted 97.19 89.28 78.89 12.2 6.25 3.77 3.21 47.0 133.4 133.5 26.95
## cvpred 98.56 90.65 80.24 13.5 6.91 4.42 3.90 46.3 132.7 134.6 28.24
## pm2.5 89.00 97.00 77.00 59.0 35.00 26.00 15.00 18.0 39.0 85.0 22.00
## CV residual -9.56 6.35 -3.24 45.5 28.09 21.58 11.10 -28.3 -93.7 -49.6 -6.24
## 31960 31968 31975 31976 31979 31981 31988 31989 31994 31995 31996
## Predicted -2.52 128.3 105.4 82.7 86.5 55.2 68.2 91.5 106.0 141.1 107.5
## cvpred -1.86 129.5 106.7 84.0 87.7 54.5 67.5 90.8 106.7 142.3 108.9
## pm2.5 11.00 52.0 28.0 31.0 27.0 27.0 37.0 45.0 53.0 62.0 65.0
## CV residual 12.86 -77.5 -78.7 -53.0 -60.7 -27.5 -30.5 -45.8 -53.7 -80.3 -43.9
## 31998 31999 32005 32006 32007 32008 32010 32011 32016 32017 32030
## Predicted 108.1 106.4 44.5 50.2 42.0 47.8 76.73 105.7 126.6 126.6 92.6
## cvpred 109.4 107.8 43.8 49.6 41.3 47.1 76.13 105.2 125.9 125.9 93.4
## pm2.5 74.0 57.0 13.0 16.0 30.0 30.0 75.00 121.0 50.0 59.0 60.0
## CV residual -35.4 -50.8 -30.8 -33.6 -11.3 -17.1 -1.13 15.8 -75.9 -66.9 -33.4
## 32034 32035 32042 32048 32053 32056 32064 32065 32067 32069 32074
## Predicted 121.3 121.3 136.9 158.0 144.8 140.2 159.0 130.18 157.4 165.9 35.3
## cvpred 120.7 120.7 136.2 159.2 146.2 141.5 160.3 131.07 158.7 167.1 36.5
## pm2.5 54.0 50.0 37.0 60.0 103.0 75.0 116.0 124.00 113.0 106.0 16.0
## CV residual -66.7 -70.7 -99.2 -99.2 -43.2 -66.5 -44.3 -7.07 -45.7 -61.1 -20.5
## 32075 32077 32078 32079 32093 32094 32099 32100 32106 32107 32112
## Predicted 27.3 15.33 7.132 5.51 90.4 88.8 25.1 12.2 40.3 63.7 112.0
## cvpred 28.6 16.59 8.341 6.71 91.5 89.9 26.2 13.3 41.2 62.7 112.9
## pm2.5 12.0 11.00 9.000 10.00 9.0 6.0 13.0 10.0 10.0 13.0 31.0
## CV residual -16.6 -5.59 0.659 3.29 -82.5 -83.9 -13.2 -3.3 -31.2 -49.7 -81.9
## 32113 32115 32122 32123 32127 32132 32133 32136 32137 32138 32141
## Predicted 106.1 98.9 48.2 10.05 -22.0 79.7 112 114.3 119.0 120.7 140
## cvpred 106.6 100.0 48.6 11.14 -20.9 80.6 111 113.4 118.1 121.6 140
## pm2.5 34.0 35.0 27.0 19.00 10.0 16.0 24 38.0 55.0 76.0 39
## CV residual -72.6 -65.0 -21.6 7.86 30.9 -64.6 -87 -75.4 -63.1 -45.6 -101
## 32142 32143 32148 32149 32151 32152 32156 32157 32159 32160 32162
## Predicted 106.0 104.4 44.1 60 45 42.9529 97.4 87.2 105.1 88.4 93.7
## cvpred 107.1 105.5 44.6 61 46 42.0842 96.6 87.9 104.2 88.9 94.9
## pm2.5 37.0 40.0 31.0 35 30 42.0000 64.0 66.0 65.0 55.0 84.0
## CV residual -70.1 -65.5 -13.6 -26 -16 -0.0842 -32.6 -21.9 -39.2 -33.9 -10.9
## 32163 32173 32174 32175 32176 32180 32182 32185 32188 32194 32197
## Predicted 121.6 43.00 65.6 61.34 63.0 106.7 124.2 136.8 138.6 111.8 82.53
## cvpred 122.5 43.52 66.5 60.46 62.1 105.9 123.4 135.9 139.5 112.8 83.53
## pm2.5 89.0 43.00 47.0 57.00 55.0 76.0 89.0 82.0 96.0 66.0 80.00
## CV residual -33.5 -0.52 -19.5 -3.46 -7.1 -29.9 -34.4 -53.9 -43.5 -46.8 -3.53
## 32199 32200 32201 32208 32209 32214 32217 32223 32225 32228 32229
## Predicted 77.3 78.9 85.7 117.95 124.24 139 130.7 125.4 119.6 132.1 131.7
## cvpred 78.4 80.0 84.9 117.11 123.39 138 131.6 126.4 118.7 131.3 132.7
## pm2.5 93.0 98.0 109.0 123.00 133.00 38 58.0 74.0 68.0 65.0 81.0
## CV residual 14.6 18.0 24.1 5.89 9.61 -100 -73.6 -52.4 -50.7 -66.3 -51.7
## 32230 32235 32239 32240 32241 32242 32246 32249 32250 32252 32253
## Predicted 135.8 96.2 104.1 104.1 96.3 68.6 72.6 78.8 103.7 121.5 126.1
## cvpred 136.8 97.4 105.3 105.3 96.8 69.8 73.6 77.9 102.9 120.6 125.2
## pm2.5 90.0 19.0 12.0 13.0 16.0 15.0 13.0 16.0 20.0 48.0 52.0
## CV residual -46.8 -78.4 -93.3 -92.3 -80.8 -54.8 -60.6 -61.9 -82.9 -72.6 -73.2
## 32255 32256 32257 32259 32260 32266 32267 32268 32269 32271 32276
## Predicted 130.8 136.7 130.8 130.4 134.5 110.3 107.7 97.3 92.6 84.30 117.7
## cvpred 129.8 137.5 129.8 131.3 135.4 109.4 108.6 98.2 93.6 83.42 116.8
## pm2.5 48.0 60.0 62.0 68.0 67.0 66.0 65.0 70.0 69.0 74.00 103.0
## CV residual -81.8 -77.5 -67.8 -63.3 -68.4 -43.4 -43.6 -28.2 -24.6 -9.42 -13.8
## 32277 32278 32282 32290 32292 32293 32295 32296 32297 32299
## Predicted 117.66 116.04 138.568 59.9 31.6 22.8 42.9 9.36 36.74 72
## cvpred 116.78 115.14 139.506 61.1 32.0 23.2 43.7 9.83 35.72 71
## pm2.5 111.00 117.00 140.000 101.0 70.0 39.0 25.0 20.00 26.00 29
## CV residual -5.78 1.86 0.494 39.9 38.0 15.8 -18.7 10.17 -9.72 -42
## 32300 32303 32309 32313 32316 32319 32321 32322 32326 32328 32329
## Predicted 115.3 126.6 135.0 96.1 93.5 67.3 102 106.0 92.5 123.5 125.1
## cvpred 116.2 127.5 135.9 96.6 94.4 67.9 103 107.1 93.0 124.5 126.1
## pm2.5 31.0 90.0 94.0 42.0 225.0 126.0 119 138.0 159.0 46.0 45.0
## CV residual -85.2 -37.5 -41.9 -54.6 130.6 58.1 16 30.9 66.0 -78.5 -81.1
## 32330 32337 32338 32342 32344 32347 32349 32350 32354 32360 32363
## Predicted 134.3 140.1 133.8 93.3 94.9 117.3 126.6 126.6 134.5 142.9 40.94
## cvpred 133.5 139.2 132.9 92.5 94.1 116.5 125.8 125.8 133.7 143.9 42.16
## pm2.5 53.0 112.0 114.0 75.0 69.0 84.0 99.0 103.0 104.0 124.0 35.00
## CV residual -80.5 -27.2 -18.9 -17.5 -25.1 -32.5 -26.8 -22.8 -29.7 -19.9 -7.16
## 32368 32371 32374 32377 32378 32379 32390 32397 32398 32399 32401
## Predicted -22.0 -17.6 135.7 125.4 138.0 138.0 77.5 102.0 106.7 113.0 132
## cvpred -20.9 -16.6 134.8 126.3 138.8 138.8 76.6 101.2 105.9 112.1 131
## pm2.5 11.0 13.0 68.0 115.0 98.0 86.0 90.0 90.0 80.0 85.0 106
## CV residual 31.9 29.6 -66.8 -11.3 -40.8 -52.8 13.4 -11.2 -25.9 -27.1 -25
## 32403 32404 32405 32406 32408 32413 32415 32417 32418 32419 32421
## Predicted 133.5 135.67 141.96 112.7 137.7 80.7 83.9 53.4 76.4 122.0 127.1
## cvpred 132.6 134.76 141.04 113.2 138.7 79.9 83.2 54.8 77.8 123.2 126.4
## pm2.5 119.0 127.00 132.00 132.0 164.0 140.0 124.0 160.0 191.0 178.0 198.0
## CV residual -13.6 -7.76 -9.04 18.8 25.3 60.1 40.8 105.2 113.2 54.8 71.6
## 32424 32425 32426 32427 32433 32436 32437 32440 32444 32448 32449
## Predicted 129.02 141.6 114.8 145.7 147.3 147 147 147.8 147.4 150.9 110.5
## cvpred 128.23 140.8 115.4 144.9 146.5 146 146 147.1 148.6 150.2 111.9
## pm2.5 132.00 46.0 86.0 69.0 50.0 80 88 134.0 186.0 134.0 144.0
## CV residual 3.77 -94.8 -29.4 -75.9 -96.5 -66 -58 -13.1 37.4 -16.2 32.1
## 32451 32452 32457 32458 32461 32462 32463 32470 32471 32472 32473
## Predicted 121.6 121.57 98.8 90.906 88.7 -21.5 -17.1 103.6 89.1 99.4 78.7
## cvpred 122.3 122.29 100.2 92.282 89.8 -20.3 -16.0 104.1 90.1 100.5 79.7
## pm2.5 146.0 116.00 104.0 92.000 58.0 39.0 12.0 37.0 31.0 66.0 52.0
## CV residual 23.7 -6.29 3.8 -0.282 -31.8 59.3 28.0 -67.1 -59.1 -34.5 -27.7
## 32474 32475 32479 32485 32486 32487 32489 32490 32491 32498 32502
## Predicted 95.3 87.1 92.4 35.1 34.10 44.4 68.7 70.9 77.1 137 117.1
## cvpred 96.4 88.1 93.3 33.9 34.83 43.3 67.7 69.9 76.1 138 117.5
## pm2.5 17.0 20.0 8.0 22.0 29.00 28.0 28.0 29.0 28.0 26 60.0
## CV residual -79.4 -68.1 -85.3 -11.9 -5.83 -15.3 -39.7 -40.9 -48.1 -112 -57.5
## 32503 32509 32514 32516 32517 32521 32523 32524 32526 32527 32531
## Predicted 117.1 86.3 92.1 117.0 126 129 132.5 99.5 91.0 126.8 117.2
## cvpred 117.5 87.3 91.3 116.2 125 128 133.5 100.1 92.2 127.7 118.2
## pm2.5 75.0 54.0 46.0 57.0 64 113 117.0 117.0 90.0 87.0 85.0
## CV residual -42.5 -33.3 -45.3 -59.2 -61 -15 -16.5 16.9 -2.2 -40.7 -33.2
## 32534 32536 32537 32540 32542 32545 32548 32551 32553 32554 32555
## Predicted 104.49 135.8 135.8 136.8 133.1 91.1 89.4 127.7 127.7 84.0 118.03
## cvpred 105.07 136.8 136.8 135.9 134.1 92.3 90.6 128.7 128.7 85.2 117.18
## pm2.5 97.00 93.0 95.0 108.0 179.0 118.0 128.0 106.0 104.0 110.0 126.00
## CV residual -8.07 -43.8 -41.8 -27.9 44.9 25.7 37.4 -22.7 -24.7 24.8 8.82
## 32559 32561 32567 32569 32571 32574 32576 32582 32583 32588
## Predicted 104.17 97.46 124.80 130.5 131.71 133.34 93.5 111.9 104.58 122.254
## cvpred 105.18 96.64 123.91 129.7 132.71 134.35 94.7 111.1 105.72 121.502
## pm2.5 105.00 95.00 116.00 113.0 123.00 131.00 128.0 108.0 109.00 121.000
## CV residual -0.18 -1.64 -7.91 -16.7 -9.71 -3.35 33.3 -3.1 3.28 -0.502
## 32595 32596 32601 32602 32606 32611 32612 32614 32616 32618 32622
## Predicted 98.1 99.7 78.2 56.1 9.64 108.5 119.3 128.0 128.0 129.8 96.2
## cvpred 99.3 101.0 79.4 56.6 10.01 109.4 118.4 127.2 127.2 130.7 97.4
## pm2.5 153.0 147.0 59.0 38.0 12.00 29.0 49.0 75.0 94.0 77.0 53.0
## CV residual 53.7 46.0 -20.4 -18.6 1.99 -80.4 -69.4 -52.2 -33.2 -53.7 -44.4
## 32624 32625 32626 32630 32635 32636 32641 32646 32649 32652 32657
## Predicted 98.7 75.7 98.9 61.34 90.0 92.22 122.0 136 132.3 80.5 116.66
## cvpred 99.8 76.9 99.9 60.46 89.2 91.33 121.1 137 133.2 81.0 117.67
## pm2.5 42.0 41.0 39.0 56.00 61.0 83.00 37.0 62 72.0 85.0 111.00
## CV residual -57.8 -35.9 -60.9 -4.46 -28.2 -8.33 -84.1 -75 -61.2 4.0 -6.67
## 32658 32660 32662 32669 32670 32671 32673 32677 32679 32686 32687
## Predicted 117.10 127.5 104.5 99.74 95.9 88.3 87.2 69.5 44.6 100 96.1
## cvpred 116.26 126.7 105.1 100.96 97.0 89.3 88.2 70.4 45.5 101 96.9
## pm2.5 111.00 137.0 134.0 110.00 69.0 18.0 10.0 10.0 10.0 23 16.0
## CV residual -5.26 10.3 28.9 9.04 -28.0 -71.3 -78.2 -60.4 -35.5 -78 -80.9
## 32688 32691 32694 32695 32699 32702 32703 32707 32711 32722 32723
## Predicted 102.4 104.5 107 145 34.6 -2.11 -0.483 87.1 95.8 62.2 -5.08
## cvpred 103.1 105.3 108 145 35.3 -1.39 0.243 85.9 96.5 62.6 -4.48
## pm2.5 44.0 17.0 11 10 11.0 10.00 7.000 13.0 29.0 20.0 16.00
## CV residual -59.1 -88.3 -97 -135 -24.3 11.39 6.757 -72.9 -67.5 -42.6 20.48
## 32726 32737 32741 32743 32746 32747 32748 32749 32750 32755 32756
## Predicted -37.7 144.6 109.1 149 89.6 77.0 67.7 53.20 48.10 99.1 134.3
## cvpred -37.1 145.2 109.9 150 88.3 75.8 66.5 51.98 48.75 98.0 133.3
## pm2.5 10.0 47.0 33.0 30 20.0 30.0 55.0 48.00 55.00 47.0 51.0
## CV residual 47.1 -98.2 -76.9 -120 -68.3 -45.8 -11.5 -3.98 6.25 -51.0 -82.3
## 32757 32760 32762 32766 32767 32769 32772 32774 32777 32780 32782
## Predicted 136.1 140.46 148.4 160.9 121.06 150.7 104.2 86.7 90.2 139 134
## cvpred 136.9 141.18 149.1 161.6 121.98 149.7 103.2 85.7 89.3 138 135
## pm2.5 69.0 138.00 184.0 129.0 126.00 113.0 159.0 166.0 229.0 281 298
## CV residual -67.9 -3.18 34.9 -32.6 4.02 -36.7 55.8 80.3 139.7 143 163
## 32783 32784 32786 32787 32796 32803 32805 32811 32816 32824 32831
## Predicted 145 139 128.5 151.1 118 137 148 107 99 70.6 123.9
## cvpred 146 138 127.5 151.8 117 137 148 108 100 71.6 124.7
## pm2.5 266 250 207.0 209.0 273 246 274 286 232 210.0 208.0
## CV residual 120 112 79.5 57.2 156 109 126 178 132 138.4 83.3
## 32834 32835 32840 32844 32845 32846 32847 32848 32849 32851 32852
## Predicted 131.8 131.8 128.4 105.4 105 102.4 92.0 99.92 99.9 126.6 132.8
## cvpred 132.6 132.6 127.4 104.5 104 101.5 91.1 98.98 99.0 127.5 133.7
## pm2.5 214.0 221.0 100.0 128.0 125 114.0 102.0 103.00 84.0 93.0 114.0
## CV residual 81.4 88.4 -27.4 23.5 21 12.5 10.9 4.02 -15.0 -34.5 -19.7
## 32853 32856 32861 32863 32864 32865 32868 32870 32871 32872 32877
## Predicted 104.0 132.8 107.2 136.09 98.7 98.7 101.4 71.6 72.0 61.6 128.1
## cvpred 104.5 133.7 107.7 137.02 99.8 99.8 102.5 72.8 72.4 62.0 127.1
## pm2.5 164.0 188.0 147.0 145.00 134.0 131.0 23.0 23.0 16.0 10.0 64.0
## CV residual 59.5 54.3 39.3 7.98 34.2 31.2 -79.5 -49.8 -56.4 -52.0 -63.1
## 32879 32883 32885 32887 32891 32892 32894 32895 32897 32898 32899
## Predicted 133.4 135.7 102.4 104.8 3.41 0.936 -8.39 18.6 22.3 43.1 65.5
## cvpred 132.3 136.3 103.1 105.6 4.10 1.611 -7.67 19.1 21.0 41.8 64.2
## pm2.5 34.0 37.0 24.0 9.0 7.00 5.000 10.00 9.0 8.0 13.0 16.0
## CV residual -98.3 -99.3 -79.1 -96.6 2.90 3.389 17.67 -10.1 -13.0 -28.8 -48.2
## 32900 32901 32902 32905 32911 32912 32913 32914 32920 32921 32924
## Predicted 65.5 105.0 126 115.8 156 153 97.8 102.0 89.81 95.5 124.8
## cvpred 64.2 105.6 126 115.9 156 154 98.0 102.6 88.76 94.5 123.8
## pm2.5 21.0 27.0 26 43.0 36 36 45.0 48.0 81.00 71.0 58.0
## CV residual -43.2 -78.6 -100 -72.9 -120 -118 -53.0 -54.6 -7.76 -23.5 -65.8
## 32927 32928 32929 32930 32931 32934 32940 32945 32947 32953 32956
## Predicted 131 139.6 141 114.4 144.8 126.1 110.9 110.2 127 120 150
## cvpred 132 138.5 142 114.7 145.6 126.4 111.8 109.3 126 120 150
## pm2.5 55 42.0 40 47.0 58.0 67.0 127.0 168.0 180 393 346
## CV residual -77 -96.5 -102 -67.7 -87.6 -59.4 15.2 58.7 54 273 196
## 32957 32963 32966 32967 32970 32971 32972 32974 32975 32982 32991
## Predicted 150 109 88.5 86.3 91.0 113 123 129 105 145 108.0
## cvpred 150 110 87.5 85.3 89.9 114 122 130 105 144 108.9
## pm2.5 319 308 277.0 269.0 242.0 255 316 337 308 251 168.0
## CV residual 169 198 189.5 183.7 152.1 141 194 207 203 107 59.1
## 32993 32995 32997 33001 33005 33009 33011 33022 33037 33038 33043
## Predicted 105.0 77.7 134.8 99.3 101.5 91.7 31.8 103.0 83.0 74.3 107.8
## cvpred 105.9 78.8 135.6 100.3 102.4 92.7 32.8 101.9 81.9 73.1 106.7
## pm2.5 179.0 177.0 206.0 201.0 185.0 160.0 66.0 55.0 65.0 60.0 69.0
## CV residual 73.1 98.2 70.4 100.7 82.6 67.3 33.2 -46.9 -16.9 -13.1 -37.7
## 33044 33050 33055 33056 33062 33063 33070 33071 33073 33074 33077
## Predicted 124.5 146.2 122.7 127.7 99.0 123.1 148.3 156.2 125.2 156.1 159.5
## cvpred 123.4 146.9 123.6 128.1 99.4 124.1 149.2 157.1 125.7 155.2 160.4
## pm2.5 73.0 98.0 99.0 102.0 125.0 148.0 226.0 224.0 208.0 194.0 203.0
## CV residual -50.4 -48.9 -24.6 -26.1 25.6 23.9 76.8 66.9 82.3 38.8 42.6
## 33081 33087 33089 33091 33094 33097 33102 33105 33106 33108 33112
## Predicted 111.9 27.0 10.882 28.1 30.9 108.2 105.8 119.2 96.7 52.6 46.824
## cvpred 113.1 27.9 11.697 28.9 31.6 108.7 106.5 119.8 95.4 51.3 45.641
## pm2.5 207.0 16.0 12.000 11.0 10.0 22.0 21.0 46.0 51.0 39.0 46.000
## CV residual 93.9 -11.9 0.303 -17.9 -21.6 -86.7 -85.5 -73.8 -44.4 -12.3 0.359
## 33117 33118 33123 33125 33128 33129 33139 33147 33157 33159 33160
## Predicted 122.6 122.7 106.4 106.9 105.3 80.4 105.8 96.5 123.9 125.5 125.9
## cvpred 121.5 123.4 107.2 107.7 106.1 81.3 106.5 97.2 124.6 126.2 124.8
## pm2.5 102.0 149.0 72.0 57.0 70.0 63.0 59.0 48.0 57.0 61.0 63.0
## CV residual -19.5 25.6 -35.2 -50.7 -36.1 -18.3 -47.5 -49.2 -67.6 -65.2 -61.8
## 33163 33167 33170 33172 33183 33185 33187 33188 33189 33190
## Predicted 129.6 134.7 100.7 99.0319 25.18 21.1 67.2 101 120.0 124.6
## cvpred 130.3 133.6 101.6 99.9446 24.99 20.9 67.3 101 120.2 124.8
## pm2.5 70.0 72.0 77.0 100.0000 16.00 8.0 16.0 28 22.0 27.0
## CV residual -60.3 -61.6 -24.6 0.0554 -8.99 -12.9 -51.3 -73 -98.2 -97.8
## 33195 33196 33198 33199 33203 33210 33213 33216 33221 33226 33233
## Predicted 127 91.6 58.5 125 13.24 29.30 79.1 136.9 107.6 40.65 14.2
## cvpred 128 92.0 58.8 126 12.87 27.59 77.4 137.1 108.1 41.16 12.6
## pm2.5 5 7.0 9.0 8 17.00 18.00 49.0 60.0 64.0 50.00 30.0
## CV residual -123 -85.0 -49.8 -118 4.13 -9.59 -28.4 -77.1 -44.1 8.84 17.4
## 33234 33236 33237 33244 33245 33251 33254 33257 33260 33264 33267
## Predicted 22.9 104 118.9 140.4 102.7 103.9 67.6 56.3 119.2 136 138.6
## cvpred 21.4 103 117.5 140.7 103.2 102.5 66.2 54.9 117.8 135 137.2
## pm2.5 26.0 70 97.0 169.0 172.0 129.0 178.0 95.0 170.0 216 233.0
## CV residual 4.6 -33 -20.5 28.3 68.8 26.5 111.8 40.1 52.2 81 95.8
## 33268 33270 33272 33277 33279 33280 33284 33286 33289 33291 33292
## Predicted 111 146 150.8 94.1 78.4 74.3 124 133 86.5 86.5 92.8
## cvpred 111 147 151.1 92.7 77.2 73.0 124 133 87.3 87.3 93.6
## pm2.5 262 259 227.0 218.0 252.0 231.0 251 302 283.0 268.0 273.0
## CV residual 151 112 75.9 125.3 174.8 158.0 127 169 195.7 180.7 179.4
## 33294 33299 33307 33310 33314 33315 33317 33319 33322 33323 33325
## Predicted 95.0 15.21 25.0 30.3 77.8 122 82.6 76.3 35.01 13.58 37.8
## cvpred 95.7 15.72 25.6 30.8 78.3 122 82.4 76.1 34.87 14.08 38.2
## pm2.5 162.0 17.00 15.0 15.0 29.0 20 21.0 30.0 29.00 24.00 17.0
## CV residual 66.3 1.28 -10.6 -15.8 -49.3 -102 -61.4 -46.1 -5.87 9.92 -21.2
## 33329 33330 33337 33339 33354 33356 33358 33359 33360 33362
## Predicted 47.3 63.9 132.7 149.9 76.23 122.5 134.6 107.9 135.598 145.99
## cvpred 45.8 62.5 133.1 150.3 74.86 121.1 135.1 107.9 134.173 144.57
## pm2.5 16.0 23.0 66.0 90.0 79.00 77.0 122.0 121.0 134.000 149.00
## CV residual -29.8 -39.5 -67.1 -60.3 4.14 -44.1 -13.1 13.1 -0.173 4.43
## 33363 33366 33367 33370 33371 33372 33379 33381 33382 33383 33390
## Predicted 143.64 145.3 149.9 125.1 118.6 107.7 76.3 143.3 138.0 108.35 105.7
## cvpred 144.01 145.7 150.3 125.5 117.3 106.4 77.2 143.9 136.7 109.08 105.6
## pm2.5 143.00 187.0 193.0 182.0 187.0 184.0 154.0 95.0 125.0 116.00 21.0
## CV residual -1.01 41.3 42.7 56.5 69.7 77.6 76.8 -48.9 -11.7 6.92 -84.6
## 33396 33402 33407 33409 33411 33412 33418 33419 33422 33423 33425
## Predicted -8.91 -16.1 34.6 28.9 35.2 41.5 75.4 20.15 -1.76 -3.95 10.5
## cvpred -8.57 -15.7 34.9 29.2 35.4 41.7 75.4 20.54 -1.29 -3.45 11.1
## pm2.5 26.00 24.0 17.0 11.0 13.0 12.0 18.0 17.00 23.00 22.00 22.0
## CV residual 34.57 39.7 -17.9 -18.2 -22.4 -29.7 -57.4 -3.54 24.29 25.45 10.9
## 33427 33428 33433 33441 33442 33444 33448 33450 33453 33457 33463
## Predicted 23.12 27.79 41.22 42.07 25.4 5.67 -16.5 42.10 71.0 96.1 108.4
## cvpred 23.63 28.27 41.68 42.53 25.9 6.17 -16.0 40.56 71.5 96.6 108.8
## pm2.5 33.00 36.00 37.00 43.00 43.0 31.00 25.0 31.00 84.0 52.0 41.0
## CV residual 9.37 7.73 -4.68 0.47 17.1 24.83 41.0 -9.56 12.5 -44.6 -67.8
## 33469 33483 33491 33502 33507 33508 33511 33514 33516 33519 33522
## Predicted 5.59 131.4 122.9 151 118 120 122 101 61.6 84.2 114
## cvpred 6.10 131.4 121.6 150 118 120 123 102 62.3 84.8 113
## pm2.5 44.00 178.0 155.0 335 348 318 274 282 275.0 275.0 321
## CV residual 37.90 46.6 33.4 185 230 198 151 180 212.7 190.2 208
## 33526 33528 33530 33531 33532 33533 33534 33536 33543 33544 33545
## Predicted 90.3 95.0 141.74 104.6 110.9 106.8 145 146 1.93 -8.46 32.8
## cvpred 91.1 95.7 142.19 105.2 111.5 107.4 145 146 1.70 -8.70 31.2
## pm2.5 386.0 359.0 144.00 28.0 15.0 13.0 16 20 10.00 12.00 12.0
## CV residual 294.9 263.3 1.81 -77.2 -96.5 -94.4 -129 -126 8.30 20.70 -19.2
## 33551 33554 33555 33558 33560 33563 33564 33566 33573 33575 33577
## Predicted 102.8 142.1 115.42 150.6 151 90.2 87.7 68.39 132.5 138.77 105.2
## cvpred 102.6 142.3 115.18 150.7 151 90.4 88.0 66.86 132.8 139.11 105.7
## pm2.5 52.0 103.0 123.00 87.0 37 37.0 37.0 70.00 164.0 142.00 165.0
## CV residual -50.6 -39.3 7.82 -63.7 -114 -53.4 -51.0 3.14 31.2 2.89 59.3
## 33580 33583 33586 33589 33592 33595 33596 33597 33601 33605 33615
## Predicted 115.8 111.74 72.7 32.2 78.2 114.0 124 134.4 144 111 109
## cvpred 116.3 112.18 73.2 32.7 76.7 112.6 124 134.8 142 112 107
## pm2.5 192.0 121.00 118.0 127.0 141.0 174.0 233 218.0 274 308 254
## CV residual 75.7 8.82 44.8 94.3 64.3 61.4 109 83.2 132 196 147
## 33616 33617 33620 33621 33625 33626 33627 33633 33634 33636 33637
## Predicted 104 106 125.1 129.2 146 146 145.0 156.7 123 126 120
## cvpred 103 105 125.5 129.6 146 146 145.5 155.2 123 127 119
## pm2.5 266 241 180.0 175.0 196 195 205.0 247.0 290 323 356
## CV residual 163 136 54.5 45.4 50 49 59.5 91.8 167 196 237
## 33643 33644 33646 33647 33651 33654 33661 33663 33665 33666 33667
## Predicted 138 145 144 105 151 73.6 -14.9 -23.1 -12.7 -12.1 -1.76
## cvpred 137 143 145 105 151 74.3 -14.4 -22.6 -12.2 -11.7 -1.29
## pm2.5 285 284 320 325 314 22.0 14.0 10.0 7.0 6.0 16.00
## CV residual 148 141 175 220 163 -52.3 28.4 32.6 19.2 17.7 17.29
## 33673 33674 33678 33680 33682 33683 33687 33694 33699 33702 33704
## Predicted 128 132 64.7 103.4 37.97 15.0 26.8 132.6 129.2 132.8 136.50
## cvpred 128 132 65.2 103.1 38.41 15.5 25.3 131.1 129.5 131.4 136.89
## pm2.5 9 24 44.0 47.0 41.00 33.0 41.0 105.0 227.0 152.0 135.00
## CV residual -119 -108 -21.2 -56.1 2.59 17.5 15.7 -26.1 97.5 20.6 -1.89
## 33711 33712 33715 33718 33719 33721 33726 33728 33729 33730 33734
## Predicted 100.0 97.5 139.2 158 154 162 134 174 121.4 102.5 -35.0
## cvpred 98.6 96.1 139.6 157 154 162 134 174 122.1 103.3 -34.6
## pm2.5 182.0 163.0 221.0 286 304 296 239 206 183.0 159.0 34.0
## CV residual 83.4 66.9 81.4 129 150 134 105 32 60.9 55.7 68.6
## 33735 33739 33740 33745 33746 33747 33748 33749 33755 33760 33761
## Predicted -35.0 -14.7 -12.2 24.4 41.1 30.7 41.1 47.4 56.4 36.28 42.00
## cvpred -34.6 -14.4 -11.9 24.8 41.5 31.1 41.5 47.7 56.5 34.59 40.35
## pm2.5 26.0 12.0 11.0 10.0 7.0 7.0 8.0 7.0 17.0 31.00 35.00
## CV residual 60.6 26.4 22.9 -14.8 -34.5 -24.1 -33.5 -40.7 -39.5 -3.59 -5.35
## 33764 33765 33767 33770 33772 33773 33782 33783 33784 33786 33793
## Predicted 123.1 100.5 134.0 149.1 114 115.5 85.6 77.3 80.9 103.9 140.3
## cvpred 123.3 100.3 134.2 149.3 114 115.9 86.0 75.8 81.4 104.3 140.7
## pm2.5 66.0 89.0 112.0 196.0 217 174.0 143.0 159.0 164.0 177.0 178.0
## CV residual -57.3 -11.3 -22.2 46.7 103 58.1 57.0 83.2 82.6 72.7 37.3
## 33794 33799 33804 33807 33814 33818 33822 33832 33836 33838 33840
## Predicted 96.3 102.6 55.3 7.21 7.36 -10.9 3.867 -36.2 35.6 46.8 84.7
## cvpred 96.9 103.2 56.0 7.74 7.57 -11.1 3.583 -36.2 33.6 46.2 84.6
## pm2.5 170.0 178.0 148.0 115.00 13.00 6.0 3.000 12.0 53.0 78.0 16.0
## CV residual 73.1 74.8 92.0 107.26 5.43 17.1 -0.583 48.2 19.4 31.8 -68.6
## 33853 33856 33858 33862 33863 33872 33873 33879 33881 33883 33884
## Predicted -14.3 32.82 53.31 126.6 134.8 95.0 80.3 10.6 45.7 107 109.1
## cvpred -14.1 31.05 51.52 124.8 133.1 95.4 80.6 10.4 45.9 105 107.5
## pm2.5 14.0 38.00 48.00 81.0 87.0 58.0 45.0 24.0 14.0 36 49.0
## CV residual 28.1 6.95 -3.52 -43.8 -46.1 -37.4 -35.6 13.6 -31.9 -69 -58.5
## 33885 33892 33894 33899 33900 33902 33906 33910 33911 33914 33918
## Predicted 94.6 142.0 148.2 133.0 124.6 121.2 110 156 112 112.4 120.9
## cvpred 92.9 142.2 146.6 133.3 123.1 121.5 110 157 113 112.9 121.3
## pm2.5 55.0 124.0 128.0 160.0 185.0 198.0 270 264 282 211.0 23.0
## CV residual -37.9 -18.2 -18.6 26.7 61.9 76.5 160 107 169 98.1 -98.3
## 33919 33929 33934 33939 33940 33946 33947 33953 33960 33961 33969
## Predicted 95.7 -9.00 83.69 156.7 150.4 127.2 45.7 44.7 140.2 138.0 40.76
## cvpred 96.2 -8.64 83.88 156.9 150.6 127.5 46.2 43.1 140.5 138.3 41.21
## pm2.5 18.0 27.00 76.00 93.0 106.0 172.0 106.0 108.0 187.0 210.0 32.00
## CV residual -78.2 35.64 -7.88 -63.9 -44.6 44.5 59.8 64.9 46.5 71.7 -9.21
## 33972 33973 33977 33980 33988 33994 33998 34004 34006 34008 34016
## Predicted 12.636 3.87 13.77 27.8 148 26.1 -7.80 10.301 29.5 41.8 35.7
## cvpred 13.016 4.25 14.05 28.0 148 26.3 -7.69 10.361 29.5 41.9 35.8
## pm2.5 14.000 11.00 7.00 7.0 48 6.0 9.00 10.000 10.0 12.0 7.0
## CV residual 0.984 6.75 -7.05 -21.0 -100 -20.3 16.69 -0.361 -19.5 -29.9 -28.8
## 34022 34023 34026 34027 34028 34030 34033 34035 34036 34037 34038
## Predicted -2.28 -13.2 18.2 27 20.690 42.7 57.7 66.9 59.4 79.6 84.2
## cvpred -2.19 -13.1 18.3 27 20.762 42.1 57.1 67.0 58.7 79.0 83.7
## pm2.5 14.00 13.0 8.0 9 20.000 17.0 19.0 14.0 14.0 12.0 10.0
## CV residual 16.19 26.1 -10.3 -18 -0.762 -25.1 -38.1 -53.0 -44.7 -67.0 -73.7
## 34040 34042 34046 34048 34052 34053 34055 34057 34060 34062 34070
## Predicted 113.5 57.2 53.4 44.1 74.08 82.3 100.2 111.23 104.6 108.7 27.56
## cvpred 111.5 56.6 53.3 44.0 72.17 80.4 100.4 110.84 104.8 108.9 27.26
## pm2.5 16.0 25.0 20.0 26.0 80.00 94.0 87.0 116.00 130.0 71.0 24.00
## CV residual -95.5 -31.6 -33.3 -18.0 7.83 13.6 -13.4 5.16 25.2 -37.9 -3.26
## 34075 34076 34082 34084 34087 34098 34099 34101 34103 34106 34107
## Predicted 85.7 112.7 103.5 113.9 109.82 76.57 84.8 116.1 133.3 106 106
## cvpred 85.8 112.8 103.8 114.2 110.06 74.81 83.1 116.2 133.4 106 106
## pm2.5 32.0 70.0 191.0 197.0 103.00 70.00 158.0 166.0 218.0 239 230
## CV residual -53.8 -42.8 87.2 82.8 -7.06 -4.81 74.9 49.8 84.6 133 124
## 34108 34115 34116 34118 34121 34122 34123 34124 34130 34135 34136
## Predicted 101.9 45.0 27.8 60.5 68.3 82.8 100.0 93.7 156 122.0 133.1
## cvpred 102.1 45.3 28.1 60.7 66.6 81.2 98.4 92.1 156 122.4 132.8
## pm2.5 165.0 68.0 59.0 74.0 203.0 176.0 185.0 212.0 314 218.0 201.0
## CV residual 62.9 22.7 30.9 13.3 136.4 94.8 86.6 119.9 158 95.6 68.2
## 34138 34143 34144 34145 34146 34149 34150 34155 34156 34157
## Predicted 86.8 -2.70 -2.70 -0.5069 71.3 113 123 146 104 123
## cvpred 87.2 -2.21 -2.21 -0.0564 69.7 113 123 146 104 123
## pm2.5 147.0 107.00 141.00 199.0000 222.0 271 273 303 347 210
## CV residual 59.8 109.21 143.21 199.0564 152.3 158 150 157 243 87
## 34158 34162 34165 34166 34171 34173 34175 34176 34180 34182 34185
## Predicted 99.56 67.8 27.6 25.1 126.5 43.4 48.1 58.5 69.4 63.7 52.8
## cvpred 100.01 68.3 28.0 25.5 126.7 43.8 48.5 58.9 69.8 64.0 53.0
## pm2.5 98.00 42.0 58.0 63.0 74.0 68.0 38.0 23.0 19.0 18.0 17.0
## CV residual -2.01 -26.3 30.0 37.5 -52.7 24.2 -10.5 -35.9 -50.8 -46.0 -36.0
## 34186 34190 34195 34197 34201 34205 34207 34211 34214 34217 34219
## Predicted 36.7 29.3 19.19 100.63 162.4 146 142 45.3 10.42 0.310 -2.66
## cvpred 36.9 29.5 19.33 100.59 162.5 146 142 44.8 10.56 0.346 -2.74
## pm2.5 19.0 13.0 14.00 96.00 67.0 51 26 16.0 17.00 16.000 8.00
## CV residual -17.9 -16.5 -5.33 -4.59 -95.5 -95 -116 -28.8 6.44 15.654 10.74
## 34221 34222 34223 34225 34229 34231 34234 34236 34237 34239 34242
## Predicted 15.4 30.8 45.8 41.7 56.2 48.6 39.1 14.17 9.51 13.6 15.80
## cvpred 15.3 30.7 45.7 41.6 56.1 48.4 38.8 13.92 9.28 13.4 15.55
## pm2.5 26.0 12.0 8.0 7.0 5.0 6.0 3.0 6.00 13.00 10.0 10.00
## CV residual 10.7 -18.7 -37.7 -34.6 -51.1 -42.4 -35.8 -7.92 3.72 -3.4 -5.55
## 34243 34245 34246 34248 34256 34259 34264 34269 34274 34275 34277
## Predicted 14.17 16.36 26.7 21.0 39.1 -2.51 -13.0 17.6 75.6 130.0 94.5
## cvpred 13.92 16.07 26.5 20.7 38.8 -2.76 -13.1 17.8 75.7 129.9 94.5
## pm2.5 8.00 9.00 9.0 7.0 11.0 13.00 13.0 91.0 33.0 38.0 21.0
## CV residual -5.92 -7.07 -17.5 -13.7 -27.8 15.76 26.1 73.2 -42.7 -91.9 -73.5
## 34280 34282 34283 34287 34289 34291 34292 34293 34297 34298 34299
## Predicted 104.3 85.9 12.4 31.89 43.6 52.4 32.8 77.3 135.3 125 77.1
## cvpred 104.4 86.0 12.6 30.13 41.8 50.6 33.2 75.5 135.4 125 77.4
## pm2.5 27.0 65.0 63.0 32.00 74.0 122.0 128.0 105.0 97.0 109 95.0
## CV residual -77.4 -21.0 50.4 1.87 32.2 71.4 94.8 29.5 -38.4 -16 17.6
## 34314 34316 34317 34321 34324 34326 34329 34330 34331 34337 34340
## Predicted 70.1 55.7 77.3 100.3 143.4 139.3 90.9 106.23 22.0 41.2 74.9
## cvpred 70.0 55.8 77.1 99.8 143.3 139.2 91.1 106.15 22.2 39.4 73.1
## pm2.5 24.0 29.0 35.0 28.0 46.0 60.0 125.0 101.00 93.0 83.0 102.0
## CV residual -46.0 -26.8 -42.1 -71.8 -97.3 -79.2 33.9 -5.15 70.8 43.6 28.9
## 34345 34347 34349 34351 34352 34353 34354 34357 34360 34362 34363
## Predicted 127.1 122 104.78 161.3 117.36 96.3 78.00 14.5 53.9 93.5 112.7
## cvpred 126.7 122 105.02 161.4 117.58 96.6 78.28 14.8 54.0 93.6 112.8
## pm2.5 161.0 202 107.00 97.0 109.00 140.0 69.00 87.0 71.0 117.0 138.0
## CV residual 34.3 80 1.98 -64.4 -8.58 43.4 -9.28 72.2 17.0 23.4 25.2
## 34366 34379 34381 34387 34389 34390 34395 34399 34400 34404 34408
## Predicted 101 24.0 -8.35 -2.91 47.4 17.9 103.4 159.4 122 32.4 12.7
## cvpred 101 23.7 -8.05 -2.63 47.4 18.2 103.7 159.5 122 32.2 12.5
## pm2.5 213 50.0 48.00 46.00 136.0 152.0 187.0 139.0 151 71.0 41.0
## CV residual 112 26.3 56.05 48.63 88.6 133.8 83.3 -20.5 29 38.8 28.5
## 34409 34410 34414 34415 34416 34420 34425 34436 34441 34442 34444
## Predicted 29.4 77.1 124 77.7 77.7 102.2 55.7 94.9 139.8 145.5 151.8
## cvpred 29.2 77.3 124 78.1 78.1 101.9 55.9 93.0 139.8 145.5 151.8
## pm2.5 43.0 56.0 175 155.0 106.0 142.0 33.0 62.0 84.0 91.0 130.0
## CV residual 13.8 -21.3 51 76.9 27.9 40.1 -22.9 -31.0 -55.8 -54.5 -21.8
## 34454 34455 34456 34463 34470 34476 34477 34483 34485 34489 34493
## Predicted 37.2 72.44 72.4 137 132 124.2 128 136 167 159 117
## cvpred 37.6 72.63 72.6 136 132 124.4 127 136 168 159 117
## pm2.5 122.0 81.00 167.0 269 320 203.0 277 443 439 440 432
## CV residual 84.4 8.37 94.4 133 188 78.6 150 307 271 281 315
## 34497 34500 34502 34504 34506 34507 34514 34516 34528 34531 34533
## Predicted 159 101 71.2 35.0 28.0 32.6 53.5 80.5 20.90 61.2 138
## cvpred 159 101 71.1 35.5 28.2 32.9 53.6 80.7 21.03 60.7 138
## pm2.5 379 343 206.0 47.0 15.0 15.0 8.0 6.0 12.00 12.0 20
## CV residual 220 242 134.9 11.5 -13.2 -17.9 -45.6 -74.7 -9.03 -48.7 -118
## 34534 34535 34538 34539 34540 34541 34542 34543 34547 34548 34550
## Predicted 137.9 131.6 156 133.6 118.5 115.7 119.5 117.4 132.1 119.2 30.6
## cvpred 137.8 131.5 156 133.1 118.6 115.9 119.7 117.6 132.1 119.2 30.8
## pm2.5 55.0 68.0 52 44.0 60.0 64.0 44.0 38.0 41.0 53.0 16.0
## CV residual -82.8 -63.5 -104 -89.1 -58.6 -51.9 -75.7 -79.6 -91.1 -66.2 -14.8
## 34552 34554 34559 34562 34564 34567 34571 34573 34574 34575 34581
## Predicted 16.71 26.0 48.2 57.0 65.5 139 73.5 60.1 20.8 12.0 54.8
## cvpred 16.84 26.1 48.3 57.1 65.5 137 71.5 58.1 21.0 12.2 54.3
## pm2.5 8.00 8.0 14.0 8.0 6.0 9 16.0 35.0 33.0 33.0 75.0
## CV residual -8.84 -18.1 -34.3 -49.1 -59.5 -128 -55.5 -23.1 12.0 20.8 20.7
## 34584 34585 34588 34592 34593 34596 34599 34601 34602 34605 34607
## Predicted 81.2 89.7 122.5 68.2 46 18.48 -6.69 22.3 33.2 96.4 111.3
## cvpred 81.4 89.8 122.7 68.2 46 18.31 -6.95 22.1 33.0 96.0 109.1
## pm2.5 89.0 60.0 61.0 23.0 10 9.00 6.00 10.0 8.0 23.0 16.0
## CV residual 7.6 -29.8 -61.7 -45.2 -36 -9.31 12.95 -12.1 -25.0 -73.0 -93.1
## 34609 34610 34616 34618 34622 34624 34626 34630 34631 34636 34637
## Predicted 131.7 115.4 109.3 107.6 63.19 60.14 72.6 114.7 87.4 104.9 86.3
## cvpred 131.3 113.2 109.2 107.4 61.02 58.01 72.3 114.4 87.3 104.9 86.2
## pm2.5 49.0 45.0 88.0 85.0 58.00 52.00 88.0 66.0 68.0 91.0 69.0
## CV residual -82.3 -68.2 -21.2 -22.4 -3.02 -6.01 15.7 -48.4 -19.3 -13.9 -17.2
## 34638 34639 34640 34645 34646 34648 34649 34652 34655 34657 34660
## Predicted 134.4 99.2 102.0 2.53 0.0492 16.32 30.81 63.2 82.4 101.1 72.21
## cvpred 134.1 99.1 101.8 1.69 -0.8022 15.92 30.44 62.5 80.2 100.8 72.08
## pm2.5 53.0 51.0 43.0 26.00 21.0000 23.00 28.00 122.0 61.0 52.0 69.00
## CV residual -81.1 -48.1 -58.8 24.31 21.8022 7.08 -2.44 59.5 -19.2 -48.8 -3.08
## 34663 34665 34671 34672 34674 34675 34677 34679 34685 34690 34695
## Predicted 48.0 50.5 26.23 30.33 62.06 76.55 111.8 122.8 98.7 144.6 78.7
## cvpred 47.1 49.6 25.86 29.99 61.71 76.23 111.6 122.5 98.6 144.4 78.5
## pm2.5 16.0 22.0 29.00 38.00 60.00 67.00 79.0 98.0 201.0 82.0 143.0
## CV residual -31.1 -27.6 3.14 8.01 -1.71 -9.23 -32.6 -24.5 102.4 -62.4 64.5
## 34698 34704 34708 34714 34719 34724 34725 34727 34728 34731 34733
## Predicted 81.0 90.0 83.7 62.5 40.8 50.7 52.9 62.3 68.6 80.6 86.9
## cvpred 80.4 89.5 83.8 61.8 40.2 50.0 52.1 61.4 67.7 79.7 86.0
## pm2.5 202.0 291.0 259.0 24.0 27.0 30.0 27.0 13.0 11.0 10.0 13.0
## CV residual 121.6 201.5 175.2 -37.8 -13.2 -20.0 -25.1 -48.4 -56.7 -69.7 -73.0
## 34738 34739 34743 34770 34773 34775 34778 34782 34788 34790 34796
## Predicted 58.6 52.3 81.9 90.3 107.9 96.80 87.3 88.9 65.4 35.7 49.824
## cvpred 58.4 52.1 79.7 88.2 105.7 96.67 86.6 88.8 65.0 34.9 49.793
## pm2.5 19.0 18.0 13.0 30.0 80.0 95.00 117.0 25.0 34.0 17.0 50.000
## CV residual -39.4 -34.1 -66.7 -58.2 -25.7 -1.67 30.4 -63.8 -31.0 -17.9 0.207
## 34803 34804 34807 34809 34812 34815 34817 34820 34825 34827 34829
## Predicted 64.2 70.5 90.3 96.9 30.2 59.9 60.3 99.7 146 103.7 101.8
## cvpred 63.4 69.6 90.1 96.7 30.0 59.6 58.1 97.6 144 103.6 101.6
## pm2.5 22.0 22.0 19.0 26.0 42.0 34.0 89.0 158.0 267 148.0 165.0
## CV residual -41.4 -47.6 -71.1 -70.7 12.0 -25.6 30.9 60.4 123 44.4 63.4
## 34831 34832 34840 34841 34843 34844 34847 34849 34850 34852 34853
## Predicted 103.38 103.4 87.9 98.3 128 138 150 126 119 117 113
## cvpred 103.28 103.3 85.8 96.2 126 138 150 125 119 117 113
## pm2.5 96.00 70.0 138.0 130.0 315 317 336 345 332 384 240
## CV residual -7.28 -33.3 52.2 33.8 189 179 186 220 213 267 127
## 34855 34857 34861 34864 34866 34867 34876 34886 34887 34895 34900
## Predicted 115.11 98.2 36.5 21.4 80.5 83.0 147 112 111 121 128
## cvpred 114.99 98.1 35.9 20.8 78.4 80.9 146 112 111 121 128
## pm2.5 111.00 124.0 47.0 36.0 29.0 105.0 417 283 313 302 326
## CV residual -3.99 25.9 11.1 15.2 -49.4 24.1 271 171 202 181 198
## 34901 34903 34911 34917 34918 34919 34922 34923 34925 34929 34931
## Predicted 130 128 31.9 33.90 40.2 40.8 55.2 59.3 58.3 50.9 32.1
## cvpred 130 128 32.1 33.75 40.0 40.5 55.1 59.2 58.1 50.7 31.8
## pm2.5 305 254 84.0 32.00 21.0 18.0 15.0 11.0 16.0 18.0 16.0
## CV residual 175 126 51.9 -1.75 -19.0 -22.5 -40.1 -48.2 -42.1 -32.7 -15.8
## 34937 34939 34941 34942 34944 34948 34950 34951 34952 34953 34954
## Predicted 3.59 14.544 29.0 29.0 47.9 35.3 53.6 53.6 53.6 57.7 41.0
## cvpred 3.40 14.317 28.8 28.8 47.7 35.1 53.4 53.4 53.4 57.6 40.9
## pm2.5 13.00 14.000 16.0 13.0 15.0 18.0 16.0 9.0 14.0 18.0 24.0
## CV residual 9.60 -0.317 -12.8 -15.8 -32.7 -17.1 -37.4 -44.4 -39.4 -39.6 -16.9
## 34955 34962 34964 34965 34966 34967 34969 34971 34972 34975 34977
## Predicted 41.0 27.820 98.9 80.4 119.65 97.1 84.1 71.3 77.6 71.6 69.9
## cvpred 40.9 27.741 98.6 79.7 119.41 96.4 84.1 71.3 77.6 71.5 69.9
## pm2.5 25.0 27.000 54.0 64.0 126.00 108.0 30.0 14.0 12.0 13.0 17.0
## CV residual -15.9 -0.741 -44.6 -15.7 6.59 11.6 -54.1 -57.3 -65.6 -58.5 -52.9
## 34983 34984 34985 34987 34990 34993 34994 35003 35005 35008 35029
## Predicted 18.77 8.38 12.48 16.29 26.7 85.6 36.5 81.55 51.87 44.2 18.33
## cvpred 18.64 8.24 12.37 16.16 26.6 83.5 36.4 81.34 49.85 42.2 18.48
## pm2.5 15.00 21.00 14.00 22.00 38.0 58.0 64.0 84.00 59.00 44.0 25.00
## CV residual -3.64 12.76 1.63 5.84 11.4 -25.5 27.6 2.66 9.15 1.8 6.52
## 35031 35035 35036 35037 35038 35042 35043 35051 35054 35056 35057
## Predicted 17.77 26.25 20.0 70.67 86.9 103.2 131.4 33.3 23.99 22.36 22.36
## cvpred 17.96 26.39 20.1 68.77 86.9 101.3 131.4 33.6 24.32 22.68 22.68
## pm2.5 25.00 36.00 36.0 64.00 67.0 87.0 107.0 48.0 28.00 19.00 16.00
## CV residual 7.04 9.61 15.9 -4.77 -19.9 -14.3 -24.4 14.4 3.68 -3.68 -6.68
## 35058 35059 35063 35064 35066 35070 35071 35074 35075 35079 35081
## Predicted 24.55 22.9 25.68 23.494 25.1 53.8 37.1 31.69 23.8 10.6 10.6
## cvpred 24.84 23.2 25.87 23.719 25.4 54.1 37.4 31.97 24.1 11.0 11.0
## pm2.5 21.00 15.0 20.00 23.000 53.0 92.0 106.0 33.00 51.0 23.0 26.0
## CV residual -3.84 -8.2 -5.87 -0.719 27.6 37.9 68.6 1.03 26.9 12.0 15.0
## 35082 35083 35084 35093 35108 35109 35115 35116 35120 35125 35128
## Predicted 19.41 25.694 64.4 161.9 143.0 151.7 104.5 138 89.5 19.00 27.55
## cvpred 19.74 26.022 62.6 161.9 143.1 151.9 104.8 138 89.7 19.21 27.11
## pm2.5 26.00 27.000 43.0 172.0 195.0 239.0 146.0 34 43.0 25.00 21.00
## CV residual 6.26 0.978 -19.6 10.1 51.9 87.1 41.2 -104 -46.7 5.79 -6.11
## 35132 35136 35137 35138 35140 35145 35147 35148 35153 35155 35156
## Predicted 84.6 145.5 152.0 160.0 155.9 161.7 153.7 159.39 98.5 119.6 124.2
## cvpred 84.5 143.7 150.3 158.2 154.1 161.8 151.9 157.68 98.9 119.9 124.5
## pm2.5 46.0 103.0 85.0 86.0 77.0 95.0 132.0 153.00 219.0 212.0 221.0
## CV residual -38.5 -40.7 -65.3 -72.2 -77.1 -66.8 -19.9 -4.68 120.1 92.1 96.5
## 35157 35158 35161 35164 35165 35167 35168 35173 35174 35180
## Predicted 130.5 170.4 130.5 137.4 137.9 136 136.306 53.848 55.5 128.6
## cvpred 130.8 170.5 130.8 137.6 138.1 136 136.475 53.406 55.0 128.6
## pm2.5 221.0 217.0 192.0 177.0 183.0 151 137.000 54.000 34.0 54.0
## CV residual 90.2 46.5 61.2 39.4 44.9 15 0.525 0.594 -21.0 -74.6
## 35182 35193 35194 35195 35198 35200 35201 35204 35207 35210 35212
## Predicted 121.2 154.5 149 152.90 151.48 153.1 153.1 132 124.4 132 128.1
## cvpred 119.3 152.8 147 151.14 149.77 151.4 151.4 132 124.1 132 128.4
## pm2.5 47.0 126.0 159 149.00 146.00 160.0 148.0 167 185.0 208 213.0
## CV residual -72.3 -26.8 12 -2.14 -3.77 8.6 -3.4 35 60.9 76 84.6
## 35214 35216 35217 35218 35220 35225 35231 35232 35233 35236 35240
## Predicted 127.6 134.4 124.3 106.0 75.5 42.4 17.79 59.3 49.0 61.8 72.8
## cvpred 127.9 134.7 124.6 106.3 75.1 41.9 17.59 59.2 48.8 61.7 72.6
## pm2.5 211.0 212.0 205.0 196.0 124.0 31.0 26.00 11.0 14.0 11.0 17.0
## CV residual 83.1 77.3 80.4 89.7 48.9 -10.9 8.41 -48.2 -34.8 -50.7 -55.6
## 35241 35244 35248 35250 35252 35253 35257 35260 35261 35268 35271
## Predicted 75.9 75.5 13.69 18.36 28.75 46.0 126 93.5 74.7 14.8 -16.4
## cvpred 75.1 75.1 13.47 18.11 28.51 45.7 125 93.3 74.4 14.5 -16.8
## pm2.5 19.0 17.0 22.00 17.00 23.00 22.0 66 10.0 10.0 20.0 10.0
## CV residual -56.1 -58.1 8.53 -1.11 -5.51 -23.7 -59 -83.3 -64.4 5.5 26.8
## 35272 35280 35281 35282 35289 35293 35294 35296 35297 35298 35300
## Predicted -24.6 97.2 136 136 140.8 59.3 -6.03 29.6 -25.2 46.3 55.1
## cvpred -25.0 96.3 136 136 140.3 58.9 -6.22 27.4 -25.4 44.1 52.8
## pm2.5 10.0 73.0 83 81 70.0 69.0 66.00 43.0 48.0 67.0 127.0
## CV residual 35.0 -23.3 -53 -55 -70.3 10.1 72.22 15.6 73.4 22.9 74.2
## 35304 35306 35312 35313 35314 35315 35317 35318 35321 35322 35325
## Predicted 128.9 110.0 109.1 118.50 130.4 57.2 14.7 43.7 41.1 66.0 76.5
## cvpred 126.7 109.2 108.9 117.65 130.1 57.0 14.6 43.3 38.9 63.8 76.5
## pm2.5 104.0 141.0 135.0 108.00 97.0 87.0 81.0 82.0 143.0 153.0 273.0
## CV residual -22.7 31.8 26.1 -9.65 -33.1 30.0 66.4 38.7 104.1 89.2 196.5
## 35327 35329 35336 35337 35340 35350 35354 35356 35357 35359 35362
## Predicted 50.3 23.80 61.9 98.0 7.07 90.3 91.6 99.8 105.85 127.3 108.7
## cvpred 50.2 23.68 61.6 97.5 6.12 89.8 91.4 99.7 105.62 126.4 107.9
## pm2.5 227.0 20.00 12.0 17.0 20.00 56.0 75.0 110.0 97.00 84.0 120.0
## CV residual 176.8 -3.68 -49.6 -80.5 13.88 -33.8 -16.4 10.3 -8.62 -42.4 12.1
## 35370 35374 35377 35380 35382 35383 35384 35387 35390 35391 35394
## Predicted 75.3 103.2 88.9 89.5 135.6 131.5 138.1 77.2 47.6 5.50 83.0
## cvpred 73.1 102.4 88.8 89.3 135.2 131.1 137.7 77.2 47.2 5.37 80.9
## pm2.5 125.0 177.0 250.0 123.0 36.0 59.0 85.0 227.0 93.0 80.00 135.0
## CV residual 51.9 74.6 161.2 33.7 -99.2 -72.1 -52.7 149.8 45.8 74.63 54.1
## 35411 35415 35419 35420 35421 35423 35424 35434 35436 35438 35442
## Predicted 61.5 43.40 87.3 104 124 135 137 125 86.4 79.6 105
## cvpred 61.5 43.14 85.3 102 124 133 137 126 86.0 79.2 103
## pm2.5 66.0 47.00 279.0 435 489 539 567 479 476.0 327.0 310
## CV residual 4.5 3.86 193.7 333 365 406 430 353 390.0 247.8 207
## 35443 35444 35449 35451 35458 35459 35460 35464 35474 35480 35483
## Predicted 137 149 152 154 136.9 130.6 121.7 6.00 50.9 96.1 18.7
## cvpred 135 148 150 153 134.9 128.6 121.6 5.97 50.8 95.4 18.6
## pm2.5 332 391 351 290 77.0 81.0 95.0 13.00 19.0 22.0 40.0
## CV residual 197 243 201 137 -57.9 -47.6 -26.6 7.03 -31.8 -73.4 21.4
## 35484 35486 35487 35488 35489 35492 35493 35497 35498 35501 35503
## Predicted 19.3 34.7 40.9 45.0 57 88.3 94.4 139.5 143.6 152.2 160.5
## cvpred 18.6 34.4 38.8 42.9 55 88.1 92.4 137.6 141.8 152.2 158.7
## pm2.5 43.0 57.0 153.0 108.0 89 111.0 112.0 170.0 161.0 112.0 130.0
## CV residual 24.4 22.6 114.2 65.1 34 22.9 19.6 32.4 19.2 -40.2 -28.7
## 35504 35507 35510 35513 35514 35516 35517 35519 35520 35522 35524
## Predicted 153.8 118.0 132.7 124.3 135.3 17.4 28.31 27.26 39.3 48 40.4
## cvpred 153.8 118.3 132.8 122.6 133.5 17.4 28.34 27.22 39.3 48 40.3
## pm2.5 133.0 143.0 198.0 203.0 209.0 28.0 26.00 24.00 16.0 17 9.0
## CV residual -20.8 24.7 65.2 80.4 75.5 10.6 -2.34 -3.22 -23.3 -31 -31.3
## 35533 35539 35541 35542 35544 35549 35552 35554 35560 35563 35565
## Predicted 8.461 15.60 36.7 41.3 41.3 50.4 56.7 63.3 40.3 60.8 91.39
## cvpred 8.308 15.44 36.6 41.2 41.2 50.2 56.4 62.5 38.1 58.6 89.28
## pm2.5 9.000 9.00 10.0 8.0 11.0 16.0 18.0 23.0 54.0 56.0 95.00
## CV residual 0.692 -6.44 -26.6 -33.2 -30.2 -34.2 -38.4 -39.5 15.9 -2.6 5.72
## 35566 35569 35574 35575 35577 35578 35580 35588 35591 35593 35594
## Predicted 95.5 132.66 114.5 118.6 114.5 137.4 49.7 125.4 109 132 110
## cvpred 93.4 130.55 114.4 118.5 114.4 137.2 49.7 123.5 109 130 110
## pm2.5 111.0 127.00 142.0 107.0 100.0 97.0 105.0 210.0 258 324 344
## CV residual 17.6 -3.55 27.6 -11.5 -14.4 -40.2 55.3 86.5 149 194 234
## 35607 35612 35615 35616 35617 35620 35626 35629 35633 35635 35638
## Predicted 119 164 128 120 122 123 102 50.1 -1.51 -2.57 18.69
## cvpred 120 164 128 120 122 124 102 50.3 -2.00 -3.12 18.73
## pm2.5 232 295 319 335 301 296 231 178.0 47.00 32.00 25.00
## CV residual 112 131 191 215 179 172 129 127.7 49.00 35.12 6.27
## 35639 35641 35645 35647 35652 35654 35656 35657 35662 35663 35665
## Predicted 29.73 57.65 71.5 49.1 13.986 11.51 3.31 9.6 107.3 130.3 137.1
## cvpred 29.12 57.05 71.6 49.1 13.354 10.87 2.62 8.9 105.3 128.4 135.2
## pm2.5 26.00 54.00 55.0 36.0 14.000 15.00 19.00 17.0 55.0 71.0 42.0
## CV residual -3.12 -3.05 -16.6 -13.1 0.646 4.13 16.38 8.1 -50.3 -57.4 -93.2
## 35666 35668 35670 35671 35673 35675 35677 35681 35688 35691 35698
## Predicted 139 143 135 137 146 124.3 104.6 101.4 164.5 149.2 137.00
## cvpred 137 142 133 135 144 122.3 102.7 99.6 162.8 148.8 137.34
## pm2.5 31 39 26 25 24 28.0 35.0 72.0 119.0 132.0 143.00
## CV residual -106 -103 -107 -110 -120 -94.3 -67.7 -27.6 -43.8 -16.8 5.66
## 35700 35704 35706 35708 35709 35710 35712 35715 35719 35720 35722
## Predicted 85.3 53.0 96.0 -18.2 -19.8 -14.6 20.26 57.9 75.2 92.5 83.9
## cvpred 85.7 53.4 96.1 -18.2 -19.9 -14.7 19.48 57.8 74.5 90.3 83.6
## pm2.5 133.0 167.0 53.0 32.0 15.0 11.0 11.00 19.0 17.0 16.0 31.0
## CV residual 47.3 113.6 -43.1 50.2 34.9 25.7 -8.48 -38.8 -57.5 -74.3 -52.6
## 35723 35725 35727 35728 35734 35741 35743 35744 35745 35747 35748
## Predicted 65.7 79.4 86.5 92.2 145.5 178 189 160 191 172.1 161.1
## cvpred 63.6 77.4 84.6 90.4 143.7 178 189 160 189 170.4 159.5
## pm2.5 23.0 57.0 64.0 65.0 83.0 84 86 84 88 102.0 121.0
## CV residual -40.6 -20.4 -20.6 -25.4 -60.7 -94 -103 -76 -101 -68.4 -38.5
## 35753 35758 35763 35765 35773 35774 35776 35778 35779 35780 35783
## Predicted 138.5 133.1 172.4 91.06 -3.92 28.6 28.05 42.5 59.8 84.4 165.89
## cvpred 138.8 133.5 170.6 91.28 -4.57 26.6 26.04 40.6 57.8 82.5 164.23
## pm2.5 203.0 225.0 218.0 88.00 16.00 16.0 17.00 25.0 39.0 54.0 157.00
## CV residual 64.2 91.5 47.4 -3.28 20.57 -10.6 -9.04 -15.6 -18.8 -28.5 -7.23
## 35785 35794 35800 35801 35804 35806 35817 35825 35835 35837
## Predicted 156.1 121.5 146 145.60 146.30 148.21 107.5 160.6 176 178.03
## cvpred 154.3 121.9 144 144.03 146.47 148.44 107.9 159.2 175 176.61
## pm2.5 137.0 143.0 130 146.00 140.00 155.00 189.0 127.0 159 174.00
## CV residual -17.3 21.1 -14 1.97 -6.47 6.56 81.1 -32.2 -16 -2.61
## 35838 35843 35849 35850 35856 35857 35859 35866 35871 35873 35875
## Predicted 173.5 56.59 -7.11 -3.79 -2.23 -3.86 25.4 6.536 -28.5 -44.9 -0.606
## cvpred 173.9 57.04 -6.97 -3.78 -3.17 -4.81 24.6 6.188 -28.9 -45.4 -0.940
## pm2.5 164.0 66.00 13.00 10.00 8.00 10.00 10.0 6.000 6.0 6.0 6.000
## CV residual -9.9 8.96 19.97 13.78 11.17 14.81 -14.6 -0.188 34.9 51.4 6.940
## 35877 35879 35884 35890 35894 35896 35916 35920 35925 35926 35929
## Predicted 22.9 32.3 23.8 7.95 -34.5 -31.2 98.1 105.04 136.8 136.8 112.2
## cvpred 22.5 31.3 23.4 7.56 -34.9 -31.6 97.8 103.11 134.8 134.8 111.6
## pm2.5 11.0 13.0 6.0 9.00 10.0 8.0 118.0 102.00 76.0 90.0 139.0
## CV residual -11.5 -18.3 -17.4 1.44 44.9 39.6 20.2 -1.11 -58.8 -44.8 27.4
## 35933 35939 35940 35942 35948 35952 35964 35966 35969 35971 35973
## Predicted 111.8 77.4 68.6 97.3 112.31 143.9 161.9 164.6 164 162.1 162.1
## cvpred 111.8 77.5 68.7 97.1 112.16 142.1 160.1 162.8 162 160.4 160.4
## pm2.5 200.0 146.0 150.0 130.0 118.00 93.0 107.0 84.0 98 109.0 107.0
## CV residual 88.2 68.5 81.3 32.9 5.84 -49.1 -53.1 -78.8 -64 -51.4 -53.4
## 35976 35985 35986 35988 35990 35992 35996 35997 35998 36000 36003
## Predicted 172.5 133 131.2 94.0 82.0 67.6 62.9 72.2 72.8 78.0 72.3
## cvpred 170.8 133 131.4 94.2 81.5 67.0 62.8 72.1 72.6 77.8 72.0
## pm2.5 109.0 147 146.0 38.0 14.0 6.0 8.0 7.0 14.0 6.0 9.0
## CV residual -61.8 14 14.6 -56.2 -67.5 -61.0 -54.8 -65.1 -58.6 -71.8 -63.0
## 36004 36005 36006 36013 36014 36016 36017 36020 36024 36028 36029
## Predicted 78.6 87.1 97.4 40.8 42.5 33.1 73.0 52.3 82.7 101.5 95.3
## cvpred 78.3 86.7 97.1 40.6 42.2 33.0 72.6 52.1 82.4 101.2 95.0
## pm2.5 10.0 9.0 10.0 14.0 14.0 14.0 10.0 14.0 18.0 9.0 13.0
## CV residual -68.3 -77.7 -87.1 -26.6 -28.2 -19.0 -62.6 -38.1 -64.4 -92.2 -82.0
## 36031 36035 36036 36042 36048 36051 36054 36057 36058 36061 36065
## Predicted 100.0 66.9 40.8 101.6 149.4 136.0 135.0 123.0 112.4 113.6 96
## cvpred 99.1 66.0 40.6 99.4 147.3 135.3 134.9 122.9 112.3 113.5 94
## pm2.5 8.0 22.0 10.0 25.0 65.0 83.0 111.0 84.0 66.0 90.0 143
## CV residual -91.1 -44.0 -30.6 -74.4 -82.3 -52.3 -23.9 -38.9 -46.3 -23.5 49
## 36068 36069 36071 36075 36082 36083 36084 36089 36096 36097 36098
## Predicted 128.0 146.4 128.5 121 73.1 54.3 31.6 59.7 136.1 140 142.4
## cvpred 126.1 146.3 127.9 121 72.4 53.6 30.8 57.6 134.1 138 140.4
## pm2.5 221.0 203.0 184.0 255 87.0 66.0 44.0 100.0 145.0 268 237.0
## CV residual 94.9 56.7 56.1 134 14.6 12.4 13.2 42.4 10.9 130 96.6
## 36099 36101 36102 36106 36108 36110 36111 36117 36119 36120 36125
## Predicted 136.7 126.3 126.3 120.5 120.0 115 116.4 109 105 111 172.3
## cvpred 134.6 124.2 124.2 118.5 117.9 113 114.4 109 104 110 170.3
## pm2.5 208.0 175.0 160.0 198.0 206.0 214 204.0 239 243 251 264.0
## CV residual 73.4 50.8 35.8 79.5 88.1 101 89.6 130 139 141 93.7
## 36127 36128 36131 36132 36134 36139 36144 36150 36152 36154 36163
## Predicted 132 138.3 150.6 145.9 132 134 164 132 126 160 128
## cvpred 132 138.4 150.6 145.9 133 134 164 132 126 160 128
## pm2.5 250 235.0 205.0 196.0 234 311 436 344 287 282 338
## CV residual 118 96.6 54.4 50.1 101 177 272 212 161 122 210
## 36165 36167 36168 36173 36174 36179 36184 36189 36191 36193 36197
## Predicted 157 168 124 125 121 45.1 60 119 124 129.9 138.9
## cvpred 157 168 124 125 121 45.2 58 117 122 129.8 138.8
## pm2.5 336 353 375 382 362 280.0 120 247 225 165.0 119.0
## CV residual 179 185 251 257 241 234.8 62 130 103 35.2 -19.8
## 36200 36201 36203 36207 36212 36213 36214 36216 36220 36221 36224
## Predicted 126.9 123.5 68.03 52.1 81.4 88.0 96.7 107.1 131 133.3 127.6
## cvpred 126.8 121.6 65.94 50.0 79.3 85.9 94.7 105.1 131 131.3 125.5
## pm2.5 53.0 67.0 61.00 73.0 66.0 66.0 75.0 41.0 27 46.0 54.0
## CV residual -73.8 -54.6 -4.94 23.0 -13.3 -19.9 -19.7 -64.1 -104 -85.3 -71.5
## 36225 36227 36235 36237 36239 36240 36247 36248 36249 36253 36255
## Predicted 125.4 120.7 118 137.1 125.1 132.96 157.7 166 126.6 41.34 67.2
## cvpred 123.4 118.7 116 135.2 123.1 131.04 157.6 166 126.7 40.77 67.0
## pm2.5 63.0 69.0 88 89.0 104.0 123.00 122.0 112 108.0 38.00 22.0
## CV residual -60.4 -49.7 -28 -46.2 -19.1 -8.04 -35.6 -54 -18.7 -2.77 -45.0
## 36263 36264 36271 36272 36274 36275 36278 36279 36284 36288 36290
## Predicted 131.06 139.54 154.3 154.3 146.4 142.3 129 129 160 164 160
## cvpred 129.22 137.65 152.5 152.5 144.6 140.5 127 127 158 163 160
## pm2.5 124.00 142.00 180.0 185.0 190.0 196.0 233 240 392 424 398
## CV residual -5.22 4.35 27.5 32.5 45.4 55.5 106 113 234 261 238
## 36291 36295 36298 36301 36302 36304 36306 36307 36311 36321 36324
## Predicted 164 130 113 129 84.9 91.3 122 134 109 86.4 110
## cvpred 164 130 113 130 85.3 91.0 122 132 109 86.7 110
## pm2.5 383 313 305 267 334.0 327.0 309 321 340 336.0 283
## CV residual 219 183 192 137 248.7 236.0 187 189 231 249.3 173
## 36325 36326 36327 36331 36335 36336 36338 36340 36343 36345 36350
## Predicted 112 78.0 111 94.6 131 132 128 134 131 129 126
## cvpred 110 77.7 110 94.4 129 130 126 132 131 129 126
## pm2.5 323 377.0 357 335.0 327 303 279 264 233 246 279
## CV residual 213 299.3 247 240.6 198 173 153 132 102 117 153
## 36354 36356 36361 36365 36371 36373 36375 36381 36384 36385 36388
## Predicted 122 126 102 93.7 90.5 68.6 105 129 123 158 160
## cvpred 120 126 101 94.1 90.3 68.9 106 128 123 158 160
## pm2.5 333 360 348 339.0 350.0 347.0 342 363 357 371 453
## CV residual 213 234 247 244.9 259.7 278.1 236 235 234 213 293
## 36390 36391 36393 36395 36403 36405 36407 36412 36419 36422 36423
## Predicted 120 120 110 133 119 92.3 147 117 140 128 79.1
## cvpred 121 121 111 133 119 92.7 147 117 138 128 79.7
## pm2.5 463 463 384 369 482 507.0 545 495 512 562 542.0
## CV residual 342 342 273 236 363 414.3 398 378 374 434 462.3
## 36424 36433 36434 36435 36437 36438 36441 36442 36445 36446 36450
## Predicted 119 50.7 53.5 45.9 48.0 42.3 41.6 15.05 15.13 -4.67 13.42
## cvpred 119 51.1 53.8 46.0 48.2 42.4 41.6 15.07 14.54 -4.61 12.84
## pm2.5 502 31.0 15.0 17.0 21.0 17.0 12.0 10.00 8.00 12.00 18.00
## CV residual 383 -20.1 -38.8 -29.0 -27.2 -25.4 -29.6 -5.07 -6.54 16.61 5.16
## 36453 36454 36458 36465 36467 36470 36472 36479 36483 36487
## Predicted 74.4 94.8 108.1 151.3 128.3 106.11 98.54 103.0 118 109.3
## cvpred 72.4 94.6 106.1 149.5 126.5 104.37 98.65 103.3 118 109.5
## pm2.5 31.0 45.0 34.0 57.0 81.0 97.00 103.00 179.0 206 149.0
## CV residual -41.4 -49.6 -72.1 -92.5 -45.5 -7.37 4.35 75.7 88 39.5
## 36488 36489 36491 36492 36494 36496 36500 36504 36507 36513
## Predicted 107.06 84.66 12.2 -4.75 -22.3 10.457 39.9 86.1 150.63 144.5
## cvpred 107.39 84.95 12.3 -4.68 -22.2 10.323 38.0 84.2 148.92 144.6
## pm2.5 100.00 83.00 29.0 15.00 17.0 10.000 51.0 112.0 150.00 134.0
## CV residual -7.39 -1.95 16.7 19.68 39.2 -0.323 13.0 27.8 1.08 -10.6
## 36515 36518 36519 36520 36530 36531 36532 36534 36537 36544 36548
## Predicted 91.0 81.0 66.4 68.0 146.4 159.0 158.8 169.1 167.3 99.1 94.7
## cvpred 90.7 81.1 64.7 66.3 146.5 159.1 157.2 169.2 165.6 98.9 95.1
## pm2.5 154.0 158.0 151.0 141.0 222.0 193.0 188.0 184.0 238.0 308.0 237.0
## CV residual 63.3 76.9 86.3 74.7 75.5 33.9 30.8 14.8 72.4 209.1 141.9
## 36555 36557 36562 36566 36570 36571 36573 36575 36583 36585 36586
## Predicted 105 109 10.59 -26.9 -41.7 -32.9 -15.4 21.0 136 100.3 52.7
## cvpred 105 109 10.69 -26.9 -41.8 -33.0 -15.5 20.9 135 100.1 52.4
## pm2.5 232 215 6.00 11.0 8.0 11.0 13.0 9.0 26 35.0 27.0
## CV residual 127 106 -4.69 37.9 49.8 44.0 28.5 -11.9 -109 -65.1 -25.4
## 36587 36589 36597 36603 36604 36609 36612 36616 36618 36621 36634
## Predicted 44.0 20.58 50.620 33.6 12.84 14.0 20.22 -44.3 -44.9 35.35 57.2
## cvpred 43.7 18.45 48.613 33.4 12.62 13.8 19.77 -44.5 -45.1 33.15 56.7
## pm2.5 13.0 27.00 48.000 8.0 11.00 14.0 10.00 11.0 12.0 29.00 92.0
## CV residual -30.7 8.55 -0.613 -25.4 -1.62 0.2 -9.77 55.5 57.1 -4.15 35.3
## 36640 36641 36642 36646 36647 36648 36654 36656 36657 36658
## Predicted 1.993 11.82 11.82 57.60 64.05 70.3 147.38 155.58 148.86 149.3
## cvpred -0.203 9.68 9.68 57.34 62.02 68.3 145.64 153.89 149.02 147.6
## pm2.5 17.000 20.00 31.00 51.00 69.00 77.0 136.00 160.00 159.00 167.0
## CV residual 17.203 10.32 21.32 -6.34 6.98 8.7 -9.64 6.11 9.98 19.4
## 36660 36664 36667 36668 36669 36670 36671 36672 36673 36676 36678
## Predicted 121.2 86.0 92.9 111.6 102 127.2 138.2 119.7 113.1 124.7 139.2
## cvpred 121.4 84.4 91.2 111.8 102 127.4 138.3 119.4 113.3 124.2 137.4
## pm2.5 196.0 202.0 187.0 199.0 206 213.0 187.0 218.0 134.0 112.0 172.0
## CV residual 74.6 117.6 95.8 87.2 104 85.6 48.7 98.6 20.7 -12.2 34.6
## 36682 36686 36687 36689 36690 36691 36692 36694 36695 36700 36701
## Predicted 96.42 74.9 64.0 61.5 63.7 82.9 78.8 102.58 129.9 140.6 148.1
## cvpred 96.42 73.2 62.3 59.8 61.9 81.1 77.0 100.77 128.2 138.8 148.1
## pm2.5 100.00 149.0 163.0 133.0 126.0 124.0 122.0 98.00 91.0 48.0 54.0
## CV residual 3.58 75.8 100.7 73.2 64.1 42.9 45.0 -2.77 -37.2 -90.8 -94.1
## 36707 36708 36712 36722 36728 36729 36732 36739 36740 36743 36744
## Predicted 122.8 118.1 84.5 159 130 112 57.2 51.5 19.0 52.4 43.6
## cvpred 121.1 116.4 84.7 159 131 112 57.7 51.4 18.8 52.2 44.0
## pm2.5 86.0 89.0 111.0 259 270 234 303.0 202.0 168.0 18.0 13.0
## CV residual -35.1 -27.4 26.3 100 139 122 245.3 150.6 149.2 -34.2 -31.0
## 36746 36749 36750 36751 36752 36755 36756 36759 36763 36765 36771
## Predicted 53.6 48.8 51.0 34.9 35.5 -0.504 -10.9 10.25 20.2 41.57 33.5
## cvpred 53.2 49.1 51.3 35.1 35.6 -1.170 -11.6 10.06 18.2 39.52 33.5
## pm2.5 11.0 10.0 10.0 10.0 11.0 12.000 13.0 9.00 15.0 41.00 20.0
## CV residual -42.2 -39.1 -41.3 -25.1 -24.6 13.170 24.6 -1.06 -3.2 1.48 -13.5
## 36780 36782 36785 36786 36787 36788 36798 36799 36803 36805
## Predicted -24.2 1.69 13.01 23.40 29.687 33.7875 7.74 2.02 -33.2 7.70
## cvpred -24.2 1.56 11.15 21.55 27.829 31.9528 7.81 2.05 -33.1 7.65
## pm2.5 12.0 16.00 20.00 19.00 28.000 32.0000 10.00 7.00 16.0 12.00
## CV residual 36.2 14.44 8.85 -2.55 0.171 0.0472 2.19 4.95 49.1 4.35
## 36806 36807 36809 36813 36817 36818 36819 36824 36826 36829 36834
## Predicted -1.06 0.432 -4.80 48.77 89.5 104.0 102.0 130.4 93.14 51.2 23.0
## cvpred -1.11 -1.404 -6.56 47.08 87.8 102.4 101.8 130.3 93.36 49.6 21.5
## pm2.5 19.00 22.000 16.00 38.00 72.0 63.0 69.0 93.0 99.00 109.0 119.0
## CV residual 20.11 23.404 22.56 -9.08 -15.8 -39.4 -32.8 -37.3 5.64 59.4 97.5
## 36835 36836 36837 36840 36843 36845 36848 36852 36853 36854 36856
## Predicted 33.4 62.9 73.9 99.6 96.5 113.1 95.8 42.0 24.9 36.8 47.7
## cvpred 31.9 61.5 72.4 98.2 96.7 113.4 94.2 40.3 25.1 35.2 46.2
## pm2.5 116.0 101.0 131.0 183.0 148.0 140.0 109.0 79.0 73.0 75.0 104.0
## CV residual 84.1 39.5 58.6 84.8 51.3 26.6 14.8 38.7 47.9 39.8 57.8
## 36857 36861 36862 36863 36865 36866 36868 36872 36873 36875
## Predicted 53.4 91.4 101.8 108.1 122.3 140.143 141.77 106.5 87.7 58.4
## cvpred 52.0 90.0 100.4 106.6 120.8 140.544 142.18 107.2 88.3 59.1
## pm2.5 116.0 159.0 157.0 151.0 149.0 141.000 148.00 155.0 165.0 191.0
## CV residual 64.0 69.0 56.6 44.4 28.2 0.456 5.82 47.8 76.7 131.9
## 36876 36879 36887 36892 36894 36895 36898 36908 36910 36912 36915
## Predicted 11.1 -10.8 3.59 30.8 70.6 48.1 7.07 76.50 79.3 83.6 107.9
## cvpred 11.7 -10.1 4.07 30.5 70.7 47.7 6.79 74.89 77.6 81.9 106.3
## pm2.5 124.0 49.0 17.00 17.0 13.0 17.0 18.00 66.00 57.0 30.0 47.0
## CV residual 112.3 59.1 12.93 -13.5 -57.7 -30.7 11.21 -8.89 -20.6 -51.9 -59.3
## 36916 36918 36919 36922 36924 36926 36927 36930 36931 36932 36933
## Predicted 114.2 107.9 110.4 97.41 47.1 47.4 48.8 86.6 51.0 49.33 47.7
## cvpred 112.6 106.3 108.8 97.62 47.6 47.9 49.3 85.1 51.5 49.86 48.2
## pm2.5 72.0 70.0 78.0 94.00 77.0 79.0 74.0 44.0 48.0 52.00 20.0
## CV residual -40.6 -36.3 -30.8 -3.62 29.4 31.1 24.7 -41.1 -3.5 2.14 -28.2
## 36934 36935 36940 36941 36948 36949 36950 36955 36958 36959 36972
## Predicted 5.65 -8.28 23.5 10.88 -37.2 -41.9 -29.3 4.90 8.90 55.2 6.25
## cvpred 5.87 -8.14 23.6 11.03 -37.0 -41.7 -29.7 3.12 9.14 54.9 4.57
## pm2.5 15.00 13.00 6.0 7.00 11.0 17.0 14.0 11.00 11.00 11.0 24.00
## CV residual 9.13 21.14 -17.6 -4.03 48.0 58.7 43.7 7.88 1.86 -43.9 19.43
## 36974 36978 36987 36990 36991 36992 36994 36995 36996 37000 37002
## Predicted -72.7 -11.1 62.87 87.753 102.81 82.0 43.2 -28.8 -62.8 -79.2 -72.9
## cvpred -72.3 -12.7 63.32 88.244 103.29 82.5 43.4 -29.1 -62.5 -79.5 -73.2
## pm2.5 22.0 28.0 72.00 89.000 98.00 97.0 89.0 66.0 72.0 17.0 16.0
## CV residual 94.3 40.7 8.68 0.756 -5.29 14.5 45.6 95.1 134.5 96.5 89.2
## 37004 37006 37007 37008 37012 37017 37018 37022 37023 37029 37035
## Predicted 9.21 31.1 60.7 57.1 74.6 62.3 70.1 22.9 28.7 85.5 135
## cvpred 7.51 29.5 59.1 55.5 74.4 62.1 70.4 21.4 27.2 84.1 134
## pm2.5 17.00 61.0 151.0 163.0 125.0 173.0 184.0 141.0 141.0 118.0 253
## CV residual 9.49 31.5 91.9 107.5 50.6 110.9 113.6 119.6 113.8 33.9 119
## 37038 37040 37043 37048 37051 37056 37058 37079 37081 37089 37091
## Predicted 128 126 109 62.2 66.5 137 98.1 125.9 137.3 152 125
## cvpred 128 126 109 62.9 65.3 138 98.9 126.6 136.1 153 126
## pm2.5 262 262 281 242.0 168.0 277 299.0 157.0 190.0 317 346
## CV residual 134 136 172 179.1 102.7 139 200.1 30.4 53.9 164 220
## 37092 37093 37097 37099 37101 37103 37106 37108 37110 37115 37116
## Predicted 112 108 74.9 89.9 118 135 108 154 126 122 128
## cvpred 113 107 73.9 89.0 117 136 109 155 126 121 127
## pm2.5 350 331 246.0 309.0 360 399 436 426 358 369 403
## CV residual 237 224 172.1 220.0 243 263 327 271 232 248 276
## 37118 37120 37122 37124 37127 37128 37131 37134 37137 37149 37154
## Predicted 101 100.38 101.6 81.9 128.07 84.1 93.9 98 125.4 127.7 151.6
## cvpred 100 99.13 102.2 82.8 128.74 85.0 94.8 99 125.8 126.6 152.4
## pm2.5 306 90.00 85.0 96.0 125.00 123.0 159.0 195 175.0 148.0 219.0
## CV residual 206 -9.13 -17.2 13.2 -3.74 38.0 64.2 96 49.2 21.4 66.6
## 37158 37159 37160 37161 37163 37164 37165 37167 37168 37172 37179
## Predicted 112.6 90.2 86.4 57.7 45.7 57.9 13.36 46.1 37.3 79.9 95.4
## cvpred 113.4 91.0 87.2 58.5 45.9 58.5 14.18 46.7 38.0 78.7 96.1
## pm2.5 16.0 28.0 32.0 25.0 22.0 18.0 23.00 25.0 18.0 27.0 66.0
## CV residual -97.4 -63.0 -55.2 -33.5 -23.9 -40.5 8.82 -21.7 -20.0 -51.7 -30.1
## 37186 37188 37193 37194 37195 37199 37200 37201 37204 37207 37211
## Predicted 15.1 -16.1 -8.95 -6.76 -6.19 34.31 46.61 61.10 83.5 106.8 98.1
## cvpred 15.7 -15.5 -10.30 -8.15 -7.63 32.85 45.22 59.75 82.2 105.5 98.8
## pm2.5 35.0 34.0 12.00 13.00 18.00 39.00 44.00 64.00 165.0 127.0 209.0
## CV residual 19.3 49.5 22.30 21.15 25.63 6.15 -1.22 4.25 82.8 21.5 110.2
## 37212 37213 37214 37216 37217 37221 37225 37226 37233 37238 37252
## Predicted 92.3 93.9 82.9 59.3 16.9 117.92 141.0 153.60 116 50.1 108.0
## cvpred 91.1 92.7 81.8 59.9 17.8 116.81 141.7 154.25 117 48.9 108.2
## pm2.5 235.0 254.0 250.0 210.0 127.0 113.00 159.0 161.00 220 124.0 119.0
## CV residual 143.9 161.3 168.2 150.1 109.2 -3.81 17.3 6.75 103 75.1 10.8
## 37255 37257 37262 37263 37264 37265 37266 37268 37272 37274 37275
## Predicted 121.1 88.3 6.09 45.2 32.9 52.1 60.8 78.6 91.0 91.6 99.9
## cvpred 121.3 88.6 6.26 44.0 31.6 50.8 59.6 77.3 89.6 90.1 100.3
## pm2.5 124.0 160.0 76.00 98.0 105.0 86.0 132.0 105.0 70.0 55.0 58.0
## CV residual 2.7 71.4 69.74 54.0 73.4 35.2 72.4 27.7 -19.6 -35.1 -42.3
## 37279 37290 37291 37296 37297 37300 37303 37304 37308 37310 37312
## Predicted 20.41 -76.6 -74.4 77.1 93.7 104.9 113.3 100.7 59.67 -17.0 -36.1
## cvpred 20.58 -77.2 -75.1 75.4 92.1 103.3 113.2 100.6 58.23 -16.9 -36.1
## pm2.5 12.00 7.0 7.0 33.0 40.0 29.0 37.0 42.0 55.00 31.0 24.0
## CV residual -8.58 84.2 82.1 -42.4 -52.1 -74.3 -76.2 -58.6 -3.23 47.9 60.1
## 37313 37317 37320 37321 37323 37331 37333 37336 37342 37343 37345
## Predicted -69.3 -29.1 78.4 78.5 104.4 -36.5 -39.5 -5.43 52.97 57.07 105.0
## cvpred -68.7 -29.5 76.9 78.8 102.8 -36.3 -39.3 -5.27 51.42 55.54 105.3
## pm2.5 13.0 20.0 31.0 34.0 34.0 6.0 8.0 14.00 48.00 48.00 57.0
## CV residual 81.7 49.5 -45.9 -44.8 -68.8 42.3 47.3 19.27 -3.42 -7.54 -48.3
## 37346 37351 37354 37356 37361 37364 37365 37370 37372 37373 37374
## Predicted 120.0 147.3 2.82 -8.18 -27.3 26.6 23.1 106.2 113.7 102.0 110.2
## cvpred 118.5 145.7 3.28 -7.94 -28.8 25.2 21.6 104.8 114.1 102.1 110.3
## pm2.5 58.0 71.0 84.00 27.00 40.0 59.0 59.0 55.0 70.0 74.0 80.0
## CV residual -60.5 -74.7 80.72 34.94 68.8 33.8 37.4 -49.8 -44.1 -28.1 -30.3
## 37381 37383 37384 37385 37395 37396 37397 37402 37403 37404 37405
## Predicted 55.3 29.4 17.0 17.0 129.2 108.3 141.3 101.9 85.3 78.8 67.5
## cvpred 54.1 30.0 15.7 15.7 127.9 108.5 141.9 102.6 85.9 77.7 68.2
## pm2.5 110.0 93.0 97.0 95.0 191.0 180.0 187.0 193.0 196.0 199.0 206.0
## CV residual 55.9 63.0 81.3 79.3 63.1 71.5 45.1 90.4 110.1 121.3 137.8
## 37406 37408 37411 37413 37414 37417 37419 37420 37423 37427 37429
## Predicted 59.1 29.3 47.6 74.9 81.2 99.5 120.3 126 142.8 88.3 -45.5
## cvpred 58.0 28.1 46.4 73.8 80.1 98.4 119.2 125 143.6 87.3 -44.7
## pm2.5 175.0 152.0 138.0 146.0 139.0 136.0 140.0 145 153.0 164.0 62.0
## CV residual 117.0 123.9 91.6 72.2 58.9 37.6 20.8 20 9.4 76.7 106.7
## 37434 37440 37444 37446 37448 37452 37453 37455 37457 37464 37465
## Predicted -35.6 41.7 94.10 104.92 87.19 54.4 51.9 42.7 30.0 71.8 86.3
## cvpred -35.4 40.3 94.58 103.57 85.77 52.9 50.4 43.1 28.5 70.4 84.9
## pm2.5 65.0 181.0 101.00 102.00 95.00 93.0 71.0 68.0 51.0 67.0 51.0
## CV residual 100.4 140.7 6.42 -1.57 9.23 40.1 20.6 24.9 22.5 -3.4 -33.9
## 37467 37469 37471 37473 37476 37477 37482 37486 37488 37492 37496
## Predicted 79.8 94.2 81.9 63.3 81.8 63.1 55.08 90.9 93.39 101.27 107.3
## cvpred 78.3 92.8 80.5 63.3 82.2 61.6 53.65 89.5 91.99 101.27 107.4
## pm2.5 64.0 76.0 69.0 48.0 41.0 40.0 52.00 83.0 98.00 96.00 158.0
## CV residual -14.3 -16.8 -11.5 -15.3 -41.2 -21.6 -1.65 -6.5 6.01 -5.27 50.6
## 37499 37507 37515 37520 37523 37526 37530 37531 37538 37540 37542
## Predicted 63.7 47.2 123.56 114 94.9 54.8 57.5 66.3 126 132 115
## cvpred 64.2 47.8 124.08 114 95.5 53.6 56.4 65.1 124 131 115
## pm2.5 151.0 109.0 131.00 149 182.0 167.0 157.0 159.0 249 282 268
## CV residual 86.8 61.2 6.92 35 86.5 113.4 100.6 93.9 125 151 153
## 37544 37546 37547 37555 37556 37559 37560 37565 37566 37567 37568
## Predicted 136 115 103 81.5 81.5 109.7 91.1 123.4 110.9 121.8 123.9
## cvpred 137 116 103 80.6 80.6 108.7 90.1 122.3 109.7 120.7 124.6
## pm2.5 247 270 280 224.0 246.0 187.0 80.0 67.0 69.0 78.0 83.0
## CV residual 110 154 177 143.4 165.4 78.3 -10.1 -55.3 -40.7 -42.7 -41.6
## 37570 37571 37572 37574 37576 37579 37580 37584 37586 37587 37590
## Predicted 89.6 75.1 70.7 52.1 39.5 57.8 49.6 78.8 66.0 102.8 113.0
## cvpred 88.5 74.0 69.7 50.9 38.2 56.5 48.2 79.2 66.1 103.3 111.8
## pm2.5 112.0 104.0 103.0 106.0 54.0 40.0 34.0 41.0 35.0 51.0 59.0
## CV residual 23.5 30.0 33.3 55.1 15.8 -16.5 -14.2 -38.2 -31.1 -52.3 -52.8
## 37591 37595 37596 37598 37599 37600 37602 37604 37607 37610 37612
## Predicted 116 48.36 38.1 24.5 30.3 31.9 48.44 52.2 91.74 106.1 102.00
## cvpred 117 48.79 36.6 25.0 30.7 32.4 47.13 50.9 92.29 104.9 100.77
## pm2.5 51 52.00 47.0 85.0 80.0 62.0 56.00 96.0 101.00 123.0 109.00
## CV residual -66 3.21 10.4 60.0 49.3 29.6 8.87 45.1 8.71 18.1 8.23
## 37613 37616 37618 37628 37631 37634 37635 37638 37639 37651
## Predicted 108 123.3 115.416 131.85 133.27 142.03 148.32 117.4 122.1 115.3
## cvpred 107 123.6 115.694 130.82 132.19 140.95 147.23 117.7 122.4 114.2
## pm2.5 145 109.0 116.000 128.00 137.00 148.00 151.00 141.0 140.0 153.0
## CV residual 38 -14.6 0.306 -2.82 4.81 7.05 3.77 23.3 17.6 38.8
## 37655 37659 37663 37664 37666 37667 37669 37674 37684 37685 37689
## Predicted 101.1 113.3 121.9 111.5 105.2 105.2 80.6 106.0 159.4 159.4 81.8
## cvpred 99.8 113.7 120.6 110.2 103.9 103.9 79.2 104.7 159.9 159.9 82.6
## pm2.5 74.0 84.0 59.0 59.0 69.0 69.0 44.0 57.0 128.0 127.0 87.0
## CV residual -25.8 -29.7 -61.6 -51.2 -34.9 -34.9 -35.2 -47.7 -31.9 -32.9 4.4
## 37693 37696 37702 37703 37707 37709 37710 37715 37717 37721 37723
## Predicted 21.07 2.97 85.1 95.5 106.1 97.88 91.6 42.648 13.5 26.05 38.62
## cvpred 21.83 3.78 84.0 94.4 106.9 98.61 92.3 43.177 12.2 24.84 37.39
## pm2.5 23.00 22.00 69.0 59.0 91.0 91.00 66.0 44.000 23.0 30.00 30.00
## CV residual 1.17 18.22 -15.0 -35.4 -15.9 -7.61 -26.3 0.823 10.8 5.16 -7.39
## 37729 37730 37735 37736 37738 37739 37742 37743 37744 37746 37747
## Predicted 127.5 127.5 93.8 83.1 18.3 3.26 21.7 24.9 26.5 46.8 57.1
## cvpred 126.3 126.3 94.5 83.9 19.2 4.12 20.5 23.8 25.4 45.7 56.1
## pm2.5 73.0 90.0 52.0 68.0 84.0 42.00 51.0 170.0 87.0 107.0 105.0
## CV residual -53.3 -36.3 -42.5 -15.9 64.8 37.88 30.5 146.2 61.6 61.3 48.9
## 37750 37764 37769 37775 37778 37780 37783 37788 37790 37794 37797
## Predicted 87.3 109.7 78.7 112.1 123.4 135.9 135.9 105.5 103.2 85.1 105.4
## cvpred 86.2 108.8 77.9 111.1 122.4 134.9 134.9 106.3 102.3 84.2 104.4
## pm2.5 76.0 164.0 143.0 73.0 76.0 89.0 107.0 125.0 128.0 117.0 117.0
## CV residual -10.2 55.2 65.1 -38.1 -46.4 -45.9 -27.9 18.7 25.7 32.8 12.6
## 37798 37800 37801 37807 37809 37811 37813 37823 37825 37827 37830
## Predicted 121.60 108.1 110.3 110.83 112.8 85.6 78.7 92.18 104.8 109 103.4
## cvpred 122.49 107.1 109.2 111.12 111.7 86.4 79.6 93.15 105.7 110 104.3
## pm2.5 118.00 140.0 139.0 118.00 135.0 163.0 169.0 92.00 27.0 27 23.0
## CV residual -4.49 32.9 29.8 6.88 23.3 76.6 89.4 -1.15 -78.7 -83 -81.3
## 37832 37837 37838 37840 37851 37852 37856 37858 37861 37862 37869
## Predicted 95.5 16.5 45.4 55.67 150 149.9 103.7 28.8 8.65 6.17 74.83
## cvpred 96.3 17.3 46.0 54.47 149 150.5 104.6 29.6 8.81 6.32 73.64
## pm2.5 29.0 42.0 47.0 47.00 49 59.0 46.0 43.0 20.00 78.00 75.00
## CV residual -67.3 24.7 1.0 -7.47 -100 -91.5 -58.6 13.4 11.19 71.68 1.36
## 37876 37877 37879 37881 37885 37887 37891 37894 37895 37897 37899
## Predicted 133.8 135 106.5 66.5 22.6 31.4 45.5 87.2 114.24 131.4 123
## cvpred 134.4 136 107.3 67.4 21.3 32.1 44.3 87.9 114.95 130.2 122
## pm2.5 38.0 64 73.0 86.0 68.0 47.0 58.0 72.0 105.00 81.0 93
## CV residual -96.4 -72 -34.3 18.6 46.7 14.9 13.7 -15.9 -9.95 -49.2 -29
## 37901 37906 37907 37909 37911 37913 37918 37923 37924 37931 37939
## Predicted 102.34 83.1 76.2 65.3 51.7 44.6 90.8 136.7 144.8 101 72.1
## cvpred 102.54 83.7 77.0 66.0 50.7 43.6 89.8 135.7 145.6 102 71.3
## pm2.5 94.00 121.0 136.0 133.0 111.0 104.0 105.0 89.0 94.0 221 119.0
## CV residual -8.54 37.3 59.0 67.0 60.3 60.4 15.2 -46.7 -51.6 119 47.7
## 37940 37943 37945 37947 37948 37949 37950 37953 37957 37965 37966
## Predicted 82.5 102.2 119 135.6 146.0 149.79 154.5 129.6 99.2 54.6 59.22
## cvpred 81.7 101.3 118 134.7 145.1 148.88 153.5 128.7 98.5 55.5 60.18
## pm2.5 94.0 90.0 94 107.0 112.0 152.00 129.0 150.0 144.0 113.0 54.00
## CV residual 12.3 -11.3 -24 -27.7 -33.1 3.12 -24.5 21.3 45.5 57.5 -6.18
## 37967 37968 37970 37971 37976 37977 37978 37979 37983 37986 37987
## Predicted 74.8 62.5 64.7 64.7 47.6 31.44 13.1 -5.16 -27.6 14.2 35.6
## cvpred 75.7 63.4 65.5 65.5 48.2 32.08 13.8 -4.55 -26.9 15.0 36.4
## pm2.5 51.0 48.0 44.0 34.0 26.0 39.00 52.0 54.00 59.0 32.0 24.0
## CV residual -24.7 -15.4 -21.5 -31.5 -22.2 6.92 38.2 58.55 85.9 17.0 -12.4
## 37990 37996 38001 38003 38010 38014 38016 38018 38019 38029 38030
## Predicted 40.2 117.1 126.0 81.2 -18.2 17.0 42.4 49.3 49.3 -30.6 -16.1
## cvpred 41.0 117.2 126.7 80.1 -17.4 17.6 43.0 49.8 49.8 -30.1 -15.6
## pm2.5 27.0 40.0 104.0 167.0 95.0 50.0 48.0 39.0 35.0 46.0 50.0
## CV residual -14.0 -77.2 -22.7 86.9 112.4 32.4 5.0 -10.8 -14.8 76.1 65.6
## 38031 38032 38034 38035 38038 38043 38047 38051 38055 38057 38060
## Predicted -9.84 -17.7 -19.9 -5.17 50.5 130.7 81.3 9.19 -22.7 37.55 52.0
## cvpred -9.34 -17.3 -19.4 -4.70 50.3 131.1 81.8 9.03 -22.1 36.13 50.7
## pm2.5 52.00 49.0 43.0 32.00 32.0 65.0 36.0 39.00 36.0 33.00 39.0
## CV residual 61.34 66.3 62.4 36.70 -18.3 -66.1 -45.8 29.97 58.1 -3.13 -11.7
## 38063 38064 38066 38069 38073 38075 38079 38080 38082 38086
## Predicted 87.9 112.3 120.7 126.0 68.3 105.83 87.2 92.9 104.90 132
## cvpred 86.5 112.8 119.3 126.5 69.1 104.71 86.1 91.9 103.94 131
## pm2.5 50.0 59.0 56.0 71.0 93.0 110.00 138.0 111.0 108.00 154
## CV residual -36.5 -53.8 -63.3 -55.5 23.9 5.29 51.9 19.1 4.06 23
## 38092 38095 38096 38103 38105 38108 38111 38114 38116 38121 38123
## Predicted 141.47 162.98 109 -31.9 -28.1 21.83 78.0 138.7 149.7 130.6 101.4
## cvpred 141.94 163.82 110 -31.0 -27.2 22.02 76.7 137.6 148.5 131.4 102.2
## pm2.5 132.00 159.00 151 112.0 36.0 15.00 16.0 93.0 128.0 147.0 72.0
## CV residual -9.94 -4.82 41 143.0 63.2 -7.02 -60.7 -44.6 -20.5 15.6 -30.2
## 38124 38126 38127 38130 38133 38136 38139 38140 38144 38150 38151
## Predicted 97.3 73.6 67.33 76.86 90.0 99.6 105.5 87.0 101.4 103.7 97.4
## cvpred 98.1 72.5 66.26 75.81 88.9 98.5 106.2 87.3 102.1 102.6 96.3
## pm2.5 64.0 58.0 65.00 74.00 68.0 70.0 65.0 70.0 91.0 70.0 72.0
## CV residual -34.1 -14.5 -1.26 -1.81 -20.9 -28.5 -41.2 -17.3 -11.1 -32.6 -24.3
## 38153 38155 38158 38159 38160 38165 38168 38181 38185 38186 38188
## Predicted 75.80 82.1 95.5 101.8 100 112.8 118.9 81.0 119 126.7 126.8
## cvpred 74.69 81.0 94.4 100.7 99 111.6 119.6 79.8 119 126.9 127.7
## pm2.5 71.00 43.0 56.0 59.0 59 46.0 46.0 65.0 42 48.0 57.0
## CV residual -3.69 -38.0 -38.4 -41.7 -40 -65.6 -73.6 -14.8 -77 -78.9 -70.7
## 38191 38193 38194 38200 38206 38207 38215 38217 38219 38224 38234
## Predicted 138.9 140 140 127 169 169 142.5 157.5 65.4 50.1 130.0
## cvpred 139.3 141 141 128 168 168 143.6 158.5 66.6 49.3 129.1
## pm2.5 40.0 33 26 17 30 28 65.0 75.0 53.0 23.0 43.0
## CV residual -99.3 -108 -115 -111 -138 -140 -78.6 -83.5 -13.6 -26.3 -86.1
## 38236 38237 38239 38250 38261 38263 38264 38265 38266 38268 38269
## Predicted 127.4 171 138.1 -11.5 42.74 45.2 33.2 33.2 26.9 18.43 35.1
## cvpred 128.5 172 139.3 -10.4 43.62 46.1 34.1 34.1 27.8 19.36 36.0
## pm2.5 50.0 47 80.0 34.0 34.00 26.0 23.0 22.0 17.0 20.00 14.0
## CV residual -78.5 -125 -59.3 44.4 -9.62 -20.1 -11.1 -12.1 -10.8 0.64 -22.0
## 38278 38281 38282 38284 38285 38287 38297 38301 38308 38309 38312
## Predicted 82.5 154 160 172 168 124.4 45.5 67.1 137.4 152.0 44.7
## cvpred 81.4 155 161 173 169 125.5 44.6 66.2 136.4 152.9 45.7
## pm2.5 30.0 30 76 77 68 45.0 111.0 95.0 83.0 85.0 75.0
## CV residual -51.4 -125 -85 -96 -101 -80.5 66.4 28.8 -53.4 -67.9 29.3
## 38313 38314 38317 38324 38325 38334 38335 38336 38337 38340 38343
## Predicted 39.6 21.3 42.1 56.6 65.3 101 99.0 73.2 44.5 60.9 39.1
## cvpred 40.0 21.7 41.1 55.6 64.4 101 99.3 74.3 45.5 61.7 38.1
## pm2.5 57.0 271.0 56.0 43.0 47.0 69 68.0 94.0 96.0 109.0 90.0
## CV residual 17.0 249.3 14.9 -12.6 -17.4 -32 -31.3 19.7 50.5 47.3 51.9
## 38344 38348 38349 38352 38354 38358 38359 38360 38362 38363 38364
## Predicted 40.8 59.6 62.7 87.3 110.2 118.1 126.5 85.03 89.2 71.5 69.3
## cvpred 39.8 58.6 61.6 86.2 109.2 118.4 127.3 85.43 88.2 72.4 70.2
## pm2.5 69.0 40.0 41.0 28.0 58.0 68.0 77.0 84.00 103.0 99.0 100.0
## CV residual 29.2 -18.6 -20.6 -58.2 -51.2 -50.4 -50.3 -1.43 14.8 26.6 29.8
## 38365 38366 38368 38371 38376 38383 38386 38391 38398 38401 38403
## Predicted 64.6 58.2 55.2 71.3 98.915 159.5 140.0 109.8 128.66 140.8 147.1
## cvpred 65.6 57.4 54.4 70.5 98.147 160.5 141.2 109.1 127.98 141.9 148.2
## pm2.5 132.0 198.0 137.0 124.0 99.000 70.0 79.0 147.0 123.00 174.0 215.0
## CV residual 66.4 140.6 82.6 53.5 0.853 -90.5 -62.2 37.9 -4.98 32.1 66.8
## 38407 38408 38416 38417 38419 38420 38430 38438 38443 38444 38445
## Predicted 100.2 77.8 16.26 40.9 43.1 66.0 122.1 79.05 80.5 101.3 101.9
## cvpred 100.8 78.4 16.91 40.1 42.3 65.2 122.7 80.21 79.9 100.7 101.2
## pm2.5 122.0 66.0 16.00 18.0 22.0 22.0 85.0 90.00 130.0 132.0 136.0
## CV residual 21.2 -12.4 -0.91 -22.1 -20.3 -43.2 -37.7 9.79 50.1 31.3 34.8
## 38449 38452 38457 38460 38462 38464 38471 38477 38478 38479 38486
## Predicted 125.4 139.7 130 92.6 56.8 21.2 79.0 115.4 81.4 119.49 23.5
## cvpred 124.7 140.8 130 92.0 56.2 20.5 78.2 114.6 82.6 118.68 22.7
## pm2.5 146.0 178.0 258 224.0 111.0 43.0 65.0 96.0 109.0 110.00 61.0
## CV residual 21.3 37.2 128 132.0 54.8 22.5 -13.2 -18.6 26.4 -8.68 38.3
## 38488 38498 38499 38503 38505 38508 38516 38519 38524 38525 38526
## Predicted 29.2 97.58 80.87 150 153.9 147.6 147.6 152.3 153.9 155.5 155.1
## cvpred 28.5 96.84 81.54 149 153.2 146.9 146.9 151.5 153.2 154.8 156.2
## pm2.5 46.0 92.00 89.00 84 102.0 104.0 79.0 88.0 117.0 140.0 150.0
## CV residual 17.5 -4.84 7.46 -65 -51.2 -42.9 -67.9 -63.5 -36.2 -14.8 -6.2
## 38528 38534 38545 38546 38548 38551 38552 38553 38554 38555 38556
## Predicted 111.4 -12.0 141 138 142 148 127 60.2 49.6 26.4 15.43
## cvpred 112.8 -10.9 140 139 143 149 128 61.1 48.7 25.5 14.54
## pm2.5 132.0 13.0 15 10 9 20 20 18.0 15.0 15.0 16.00
## CV residual 19.2 23.9 -125 -129 -134 -129 -108 -43.1 -33.7 -10.5 1.46
## 38557 38562 38564 38565 38566 38569 38570 38578 38582 38585 38588
## Predicted 18.966 36.91 14.22 -40.0 4.96 121 18.48 -16.8 5.92 31.1 -13.7
## cvpred 18.146 36.21 13.44 -38.8 4.07 122 19.65 -15.5 7.24 32.5 -12.5
## pm2.5 19.000 27.00 23.00 28.0 27.00 26 26.00 100.0 17.00 12.0 14.0
## CV residual 0.854 -9.21 9.56 66.8 22.93 -96 6.35 115.5 9.76 -20.5 26.5
## 38592 38594 38599 38601 38606 38609 38613 38617 38618 38620 38622
## Predicted 65.4 44.6 143 89.4 6.68 5.26 57.8 122.0 119.9 134.1 153
## cvpred 66.5 45.7 144 90.5 5.92 4.56 57.1 121.3 121.1 135.3 154
## pm2.5 13.0 13.0 44 43.0 21.00 34.00 32.0 44.0 38.0 42.0 54
## CV residual -53.5 -32.7 -100 -47.5 15.08 29.44 -25.1 -77.3 -83.1 -93.3 -100
## 38625 38628 38632 38636 38639 38644 38645 38647 38656 38659 38660
## Predicted 94.8 34.1 -69.0 32.61 69.58 76.0 72.5 67.07 52.1 62.8 75.7
## cvpred 96.0 35.3 -67.6 31.97 68.85 77.4 73.8 68.33 51.5 62.1 75.0
## pm2.5 77.0 52.0 19.0 29.00 63.00 102.0 113.0 67.00 107.0 100.0 99.0
## CV residual -19.0 16.7 86.6 -2.97 -5.85 24.6 39.2 -1.33 55.5 37.9 24.0
## 38664 38670 38671 38678 38679 38680 38681 38683 38685 38686 38689
## Predicted 91.6 135.3 133.1 55.2 60.5 54.3 56.2 72.9 89.6 89.6 91.5
## cvpred 90.8 134.5 132.4 54.5 61.7 53.7 55.7 72.3 89.0 89.0 92.8
## pm2.5 76.0 115.0 115.0 119.0 127.0 139.0 134.0 135.0 143.0 140.0 83.0
## CV residual -14.8 -19.5 -17.4 64.5 65.3 85.3 78.3 62.7 54.0 51.0 -9.8
## 38690 38692 38694 38698 38700 38704 38705 38707 38708 38711 38712
## Predicted 139.3 95.3 96.9 56.7 33.73 106.8 106.8 135.6 131.5 103.6 122.5
## cvpred 140.4 96.6 98.2 58.1 35.12 106.2 106.2 134.8 130.7 104.2 121.7
## pm2.5 68.0 52.0 49.0 46.0 32.00 37.0 62.0 62.0 53.0 60.0 59.0
## CV residual -72.4 -44.6 -49.2 -12.1 -3.12 -69.2 -44.2 -72.8 -77.7 -44.2 -62.7
## 38719 38723 38727 38728 38729 38731 38732 38734 38742 38744 38745
## Predicted 89.1 91.6 82.6 88.3 77.5 83.2 89.9 54.3 116.7 70.4 60.0
## cvpred 90.2 92.2 81.7 87.5 78.5 84.2 89.1 55.5 117.2 71.7 61.3
## pm2.5 18.0 18.0 31.0 28.0 31.0 34.0 32.0 46.0 35.0 31.0 29.0
## CV residual -72.2 -74.2 -50.7 -59.5 -47.5 -50.2 -57.1 -9.5 -82.2 -40.7 -32.3
## 38750 38751 38754 38759 38764 38767 38769 38771 38775 38787 38790
## Predicted 55.5 57.1 61.2 93.5 106.0 144.7 109.2 88.81 62.8 129.5 113
## cvpred 54.7 56.4 60.5 92.7 106.6 145.8 110.3 88.08 62.1 128.8 114
## pm2.5 30.0 28.0 43.0 57.0 77.0 88.0 88.0 79.00 42.0 57.0 90
## CV residual -24.7 -28.4 -17.5 -35.7 -29.6 -57.8 -22.3 -9.08 -20.1 -71.8 -24
## 38793 38794 38798 38799 38800 38801 38805 38807 38808 38814 38820
## Predicted 114.9 73.5 55.5 6.87 47.19 55.10 75.9 80.54 109.8 135.8 109.65
## cvpred 116.1 74.2 56.7 8.31 46.56 54.47 75.3 79.92 109.1 135.1 110.89
## pm2.5 102.0 90.0 43.0 45.00 43.00 49.00 60.0 70.00 81.0 96.0 101.00
## CV residual -14.1 15.8 -13.7 36.69 -3.56 -5.47 -15.3 -9.92 -28.1 -39.1 -9.89
## 38824 38825 38829 38830 38835 38837 38841 38843 38845 38850 38855
## Predicted 114 129 108.3 119 121.6 113.4 69.3 41.6 31.2 40.3 129
## cvpred 116 130 109.6 120 122.1 113.9 70.5 42.9 32.5 41.0 128
## pm2.5 6 6 10.0 12 25.0 17.0 6.0 4.0 3.0 6.0 26
## CV residual -110 -124 -99.6 -108 -97.1 -96.9 -64.5 -38.9 -29.5 -35.0 -102
## 38858 38859 38864 38865 38866 38867 38869 38875 38877 38878 38879
## Predicted 122.6 147 105.3 103.8 116 80.2 88.2 134 122.1 147 157
## cvpred 123.3 148 106.6 104.4 117 81.0 87.5 133 122.7 148 158
## pm2.5 69.0 45 26.0 25.0 45 58.0 48.0 19 30.0 44 38
## CV residual -54.3 -103 -80.6 -79.4 -72 -23.0 -39.5 -114 -92.7 -104 -120
## 38882 38894 38899 38900 38901 38905 38907 38914 38915 38917 38923
## Predicted 164 64.3 77.0 90.1 88.5 127.1 137.1 124.8 124.8 102 120.5
## cvpred 165 65.3 77.7 90.8 89.1 126.3 138.1 125.9 125.9 101 119.8
## pm2.5 35 32.0 15.0 33.0 19.0 52.0 67.0 83.0 99.0 80 94.0
## CV residual -130 -33.3 -62.7 -57.8 -70.1 -74.3 -71.1 -42.9 -26.9 -21 -25.8
## 38928 38931 38937 38938 38939 38940 38941 38942 38944 38949 38951
## Predicted 144.5 119.46 87.0 70.3 46.7 47.3 44.8 33.9 59.7 84.7 99.8
## cvpred 145.5 120.05 87.5 70.9 47.9 47.9 45.4 34.5 60.8 84.0 99.0
## pm2.5 94.0 114.00 59.0 43.0 13.0 13.0 16.0 13.0 18.0 19.0 44.0
## CV residual -51.5 -6.05 -28.5 -27.9 -34.9 -34.9 -29.4 -21.5 -42.8 -65.0 -55.0
## 38952 38958 38959 38960 38964 38967 38973 38974 38978 38981
## Predicted 105.6 96.6 94.4 71.5 48.2 -5.14 83.6 56.1 119.5 107.3730
## cvpred 106.7 97.9 95.7 72.8 49.3 -3.73 82.9 57.6 120.7 108.0975
## pm2.5 33.0 39.0 28.0 35.0 23.0 12.00 40.0 44.0 99.0 108.0000
## CV residual -73.7 -58.9 -67.7 -37.8 -26.3 15.73 -42.9 -13.6 -21.7 -0.0975
## 38983 38984 38987 38989 38993 38996 38997 39001 39003 39007 39008
## Predicted 138.7 86.2 86.9 71.9 68.8 108.9 118 124.6 151 113.6 101.0
## cvpred 139.9 87.6 86.3 71.2 68.2 110.3 119 125.3 152 114.9 102.3
## pm2.5 126.0 103.0 49.0 25.0 48.0 14.0 24 37.0 39 28.0 18.0
## CV residual -13.9 15.4 -37.3 -46.2 -20.2 -96.3 -95 -88.3 -113 -86.9 -84.3
## 39018 39021 39022 39031 39039 39042 39043 39044 39046 39055 39058
## Predicted 70.4 106.3 110.4 108.4 86.6 92.3 58.2 64.54 147.8 151.4 132.5
## cvpred 69.8 105.7 109.8 109.2 86.0 91.8 59.8 66.07 147.1 150.8 131.9
## pm2.5 50.0 58.0 70.0 161.0 105.0 156.0 100.0 62.00 61.0 162.0 169.0
## CV residual -19.8 -47.7 -39.8 51.8 19.0 64.2 40.2 -4.07 -86.1 11.2 37.1
## 39060 39062 39067 39070 39071 39077 39080 39084 39086 39087 39090
## Predicted 126.2 123.2 118 129.0 129.0 157 155 141.0 130.0 123.7 142.02
## cvpred 125.6 122.6 118 130.3 130.3 159 156 140.4 129.4 123.2 141.47
## pm2.5 178.0 196.0 96 111.0 103.0 13 29 47.0 77.0 103.0 148.00
## CV residual 52.4 73.4 -22 -19.3 -27.3 -146 -127 -93.4 -52.4 -20.2 6.53
## 39093 39096 39100 39103 39106 39108 39110 39115 39117 39120 39123
## Predicted 156.9 160.0 162.1 160.0 82.3 67.9 83.9 104.0 121.2 134.24 153.11
## cvpred 158.1 161.1 163.3 161.1 83.8 68.7 85.1 103.5 120.7 135.48 154.32
## pm2.5 76.0 63.0 71.0 82.0 46.0 24.0 22.0 83.0 80.0 144.00 153.00
## CV residual -82.1 -98.1 -92.3 -79.1 -37.8 -44.7 -63.1 -20.5 -40.7 8.52 -1.32
## 39125 39127 39128 39132 39134 39139 39144 39148 39149 39151 39152
## Predicted 159.4 151.48 137.3 118.9 108.46 123 127.5 148.8 155 126.2 113.6
## cvpred 160.6 152.68 138.5 118.2 107.85 122 128.6 149.9 156 126.9 114.9
## pm2.5 141.0 158.00 119.0 200.0 116.00 65 74.0 59.0 39 41.0 63.0
## CV residual -19.6 5.32 -19.5 81.8 8.15 -57 -54.6 -90.9 -117 -85.9 -51.9
## 39155 39156 39158 39163 39164 39165 39167 39169 39171 39173 39174
## Predicted 94.7 77.5 107.4 102.7 117.8 130.4 135.0 140 146.0 147.6 145.6
## cvpred 96.1 78.9 106.7 102.1 117.1 129.7 134.3 139 145.2 146.9 146.7
## pm2.5 22.0 13.0 12.0 20.0 38.0 61.0 89.0 74 70.0 76.0 72.0
## CV residual -74.1 -65.9 -94.7 -82.1 -79.1 -68.7 -45.3 -65 -75.2 -70.9 -74.7
## 39177 39179 39186 39190 39193 39194 39195 39198 39199 39201 39206
## Predicted 138.1 115.1 98.6 109.5 107.9 110.0 154 114 107.9 85.2 103.6
## cvpred 137.3 114.4 98.0 110.8 109.1 111.3 155 115 109.1 86.5 102.9
## pm2.5 73.0 74.0 57.0 18.0 16.0 18.0 23 15 18.0 38.0 50.0
## CV residual -64.3 -40.4 -41.0 -92.8 -93.1 -93.3 -132 -100 -91.1 -48.5 -52.9
## 39207 39209 39210 39217 39218 39220 39223 39225 39227 39234 39235
## Predicted 94.8 82.0 65.5 97.5 104 110.0 95.8 70.7 43.1 58.3 73.2
## cvpred 94.2 81.3 66.3 98.7 105 111.3 97.1 72.0 44.4 59.4 72.5
## pm2.5 50.0 36.0 41.0 36.0 31 27.0 25.0 18.0 19.0 26.0 24.0
## CV residual -44.2 -45.3 -25.3 -62.7 -74 -84.3 -72.1 -54.0 -25.4 -33.4 -48.5
## 39239 39240 39242 39250 39255 39258 39262 39269 39270 39273 39274
## Predicted 111.2 111.2 134.2 100.1 82.5 86.3 103.5 138.5 138.1 124.3 118.0
## cvpred 110.5 110.5 133.5 101.3 81.9 85.7 102.9 137.9 139.3 123.7 117.4
## pm2.5 28.0 29.0 44.0 68.0 40.0 48.0 57.0 69.0 77.0 86.0 74.0
## CV residual -82.5 -81.5 -89.5 -33.3 -41.9 -37.7 -45.9 -68.9 -62.3 -37.7 -43.4
## 39280 39286 39289 39293 39295 39303 39309 39310 39312 39313 39316
## Predicted 126.2 143.4 148 149 149.2 81.3 123.6 99.4 100.0 97.4 87.3
## cvpred 125.6 142.8 147 150 148.6 80.9 124.9 100.3 100.8 98.8 88.6
## pm2.5 109.0 127.0 159 191 196.0 62.0 62.0 61.0 75.0 62.0 46.0
## CV residual -16.6 -15.8 12 41 47.4 -18.9 -62.9 -39.3 -25.8 -36.8 -42.6
## 39317 39322 39326 39327 39328 39330 39331 39338 39339 39346 39347
## Predicted 127 28.0 4.83 -3.37 2.35 37.9 44.2 50.1 71.2 23.05 8.29
## cvpred 128 29.4 5.54 -2.71 3.05 37.2 43.5 51.5 72.4 24.38 9.68
## pm2.5 17 10.0 12.00 7.00 10.00 13.0 13.0 22.0 35.0 17.00 16.00
## CV residual -111 -19.4 6.46 9.71 6.95 -24.2 -30.5 -29.5 -37.4 -7.38 6.32
## 39358 39359 39364 39379 39381 39383 39384 39389 39392 39394 39395
## Predicted 83.1 89.4 134 60.1 83.0 102.7 96.5 102.7 75.93 102.6 85.9
## cvpred 84.3 90.6 135 59.4 82.4 102.1 95.8 103.5 76.71 103.8 87.2
## pm2.5 21.0 25.0 32 39.0 62.0 66.0 69.0 84.0 80.00 61.0 64.0
## CV residual -63.3 -65.6 -103 -20.4 -20.4 -36.1 -26.8 -19.5 3.29 -42.8 -23.2
## 39397 39399 39401 39405 39406 39409 39413 39415 39416 39419 39422
## Predicted 68.7 58.2 53.8 62.2 62.8 89.9 123.2 120.6 112.7 88.0 89.0
## cvpred 70.0 57.6 53.2 61.6 62.1 89.2 122.6 121.8 113.9 87.4 88.5
## pm2.5 93.0 95.0 72.0 45.0 51.0 59.0 76.0 100.0 108.0 105.0 116.0
## CV residual 23.0 37.4 18.8 -16.6 -11.1 -30.2 -46.6 -21.8 -5.9 17.6 27.5
## 39433 39435 39445 39446 39447 39448 39449 39450 39451 39456 39460
## Predicted 154 126.7 142.9 136.2 137.8 131.5 131.5 134 143.9 149 152.4
## cvpred 155 127.5 142.3 137.5 139.1 132.8 132.8 133 143.4 150 151.9
## pm2.5 27 34.0 56.0 64.0 66.0 72.0 78.0 78 84.0 111 190.0
## CV residual -128 -93.5 -86.3 -73.5 -73.1 -60.8 -54.8 -55 -59.4 -39 38.1
## 39464 39474 39475 39479 39480 39481 39483 39488 39491 39493 39495
## Predicted 155 120 120 148 146 146 112 103 110 93.0 86.1
## cvpred 154 120 120 149 147 146 114 104 111 94.4 87.6
## pm2.5 259 167 161 237 250 295 299 226 153 152.0 137.0
## CV residual 105 47 41 88 103 149 185 122 42 57.6 49.4
## 39498 39499 39505 39507 39508 39512 39513 39515 39516 39518 39521
## Predicted 115.8 116.4 134.2 142.2 135.9 138.86 132.57 124.1 112 102.8 95.2
## cvpred 115.4 115.9 133.6 143.5 137.2 138.26 131.99 123.6 111 102.2 96.5
## pm2.5 200.0 213.0 168.0 174.0 169.0 148.00 125.00 105.0 114 80.0 74.0
## CV residual 84.6 97.1 34.4 30.5 31.8 9.74 -6.99 -18.6 3 -22.2 -22.5
## 39523 39524 39526 39527 39528 39530 39532 39533 39534 39535 39537
## Predicted 101.9 112.3 123.2 123.2 133.6 135.3 142 143.7 143.7 146 136
## cvpred 101.4 111.8 122.7 122.7 133.1 134.7 141 143.2 143.2 146 135
## pm2.5 77.0 77.0 107.0 157.0 184.0 207.0 212 209.0 237.0 252 240
## CV residual -24.4 -34.8 -15.7 34.3 50.9 72.3 71 65.8 93.8 106 105
## 39543 39544 39548 39552 39553 39554 39555 39556 39561 39565 39567
## Predicted 111.7 115.8 118.0 129.0 132.78 137.4 133.34 132.9 131.2 113.3 108.7
## cvpred 111.3 115.4 117.5 128.5 132.25 136.9 132.77 134.2 130.6 112.9 108.3
## pm2.5 153.0 153.0 167.0 153.0 139.00 133.0 130.00 116.0 80.0 132.0 165.0
## CV residual 41.7 37.6 49.5 24.5 6.75 -3.9 -2.77 -18.2 -50.6 19.1 56.7
## 39574 39576 39581 39584 39590 39594 39600 39604 39607 39609 39611
## Predicted 125.1 129 147.3 106.7 24.9 25.2 132.6 94.9 95.5 70.9 59.0
## cvpred 124.6 128 148.6 107.7 26.4 26.6 133.8 96.3 96.9 72.3 59.7
## pm2.5 223.0 235 164.0 144.0 16.0 11.0 42.0 37.0 16.0 17.0 11.0
## CV residual 98.4 107 15.4 36.3 -10.4 -15.6 -91.8 -59.3 -80.9 -55.3 -48.7
## 39614 39615 39618 39620 39622 39625 39626 39627 39628 39630 39631
## Predicted 35.1 31.0 84.2 74.0 78.1 96.0 108.6 144 121 112.4 110.2
## cvpred 35.9 31.8 85.4 73.3 77.4 97.5 109.5 145 122 113.8 111.6
## pm2.5 9.0 8.0 14.0 32.0 29.0 34.0 28.0 52 70 39.0 31.0
## CV residual -26.9 -23.8 -71.4 -41.3 -48.4 -63.5 -81.5 -93 -52 -74.8 -80.6
## 39633 39634 39636 39640 39643 39646 39647 39652 39655 39657 39659
## Predicted 62.6 33.08 54.1 21.9 50.6 82.4 88.7 120.4 101.4 56.7 33.7
## cvpred 64.1 34.54 55.4 21.4 50.1 81.8 88.1 121.2 102.9 57.5 34.5
## pm2.5 25.0 28.00 25.0 35.0 18.0 31.0 40.0 58.0 61.0 35.0 11.0
## CV residual -39.1 -6.54 -30.4 13.6 -32.1 -50.8 -48.1 -63.2 -41.9 -22.5 -23.5
## 39661 39662 39669 39670 39672 39675 39680 39683 39692 39694 39701
## Predicted 26.9 51.5 101.7 112.0 120.8 94.7 66.6 37.3 66.8 65.3 92.7
## cvpred 27.7 51.0 102.9 113.3 122.1 95.5 67.3 38.0 66.2 66.5 94.0
## pm2.5 12.0 9.0 28.0 32.0 35.0 21.0 12.0 9.0 17.0 19.0 19.0
## CV residual -15.7 -42.0 -74.9 -81.3 -87.1 -74.5 -55.3 -29.0 -49.2 -47.5 -75.0
## 39704 39709 39710 39716 39718 39723 39726 39729 39730 39731 39735
## Predicted 59.7 4.39 35.5 83.8 121.4 104.5 111.3 74.2 61.6 40.9 46.6
## cvpred 61.0 5.82 36.7 83.2 122.6 105.9 112.7 75.0 62.5 41.7 46.0
## pm2.5 17.0 10.00 10.0 20.0 35.0 44.0 23.0 19.0 22.0 18.0 29.0
## CV residual -44.0 4.18 -26.7 -63.2 -87.6 -61.9 -89.7 -56.0 -40.5 -23.7 -17.0
## 39738 39739 39741 39742 39743 39753 39754 39755 39757 39766 39767
## Predicted 47.7 52.3 101.9 35.56 51.0 72.0 76.7 97.5 80.8 113.6 130.3
## cvpred 47.2 51.8 103.2 37.02 51.7 73.4 77.5 96.9 80.2 113.1 129.8
## pm2.5 36.0 42.0 36.0 30.00 15.0 44.0 49.0 50.0 50.0 62.0 73.0
## CV residual -11.2 -9.8 -67.2 -7.02 -36.7 -29.4 -28.5 -46.9 -30.2 -51.1 -56.8
## 39771 39772 39773 39774 39775 39776 39780 39781 39782 39783 39784
## Predicted 138.8 142.9 142.4 142.9 140.8 105.7 126 120.3 109.2 76.8 110.9
## cvpred 138.2 142.3 143.7 142.3 142.1 106.5 126 121.6 110.2 78.4 110.4
## pm2.5 112.0 113.0 85.0 90.0 85.0 121.0 160 159.0 172.0 142.0 146.0
## CV residual -26.2 -29.3 -58.7 -52.3 -57.1 14.5 34 37.4 61.8 63.6 35.6
## 39785 39788 39792 39796 39797 39798 39800 39801 39802 39805
## Predicted 104.6 126.2 106.2 112.53 141.8 140 133.472 137.57 96.1 112.9
## cvpred 104.1 125.6 107.6 113.34 141.2 141 134.699 138.82 97.0 112.3
## pm2.5 134.0 60.0 74.0 112.00 128.0 126 135.000 142.00 144.0 129.0
## CV residual 29.9 -65.6 -33.6 -1.34 -13.2 -15 0.301 3.18 47.0 16.7
## 39807 39809 39819 39821 39822 39824 39829 39833 39834 39835
## Predicted 118.6 118.6 130 100.8 135.95 128.5 100.1 83.3 80.843 80.8
## cvpred 118.1 118.1 129 101.6 137.19 127.9 101.5 82.9 80.399 80.4
## pm2.5 130.0 162.0 154 131.0 128.00 112.0 125.0 96.0 80.000 96.0
## CV residual 11.9 43.9 25 29.4 -9.19 -15.9 23.5 13.1 -0.399 15.6
## 39837 39839 39842 39849 39852 39854 39855 39856 39858 39863 39865
## Predicted 95.90 117.2 124 107.7 78.5 73.3 67.5 69.1 66.6 103.0 103.0
## cvpred 95.44 116.8 123 107.2 78.0 74.7 67.1 68.7 66.2 102.6 102.6
## pm2.5 103.00 80.0 69 68.0 52.0 57.0 51.0 45.0 45.0 81.0 41.0
## CV residual 7.56 -36.8 -54 -39.2 -26.0 -17.7 -16.1 -23.7 -21.2 -21.6 -61.6
## 39867 39875 39878 39879 39881 39887 39888 39893 39894 39896 39897
## Predicted 117.2 94.3 90.7 90.67 77.24 96.1 104.0 122.3 122.3 87.5 81.2
## cvpred 116.8 93.8 90.3 90.28 76.88 95.7 103.6 121.9 121.9 89.0 82.7
## pm2.5 60.0 60.0 67.0 85.00 79.00 52.0 48.0 59.0 59.0 20.0 20.0
## CV residual -56.8 -33.8 -23.3 -5.28 2.12 -43.7 -55.6 -62.9 -62.9 -69.0 -62.7
## 39902 39905 39907 39908 39909 39911 39915 39916 39920 39921 39931
## Predicted 37.5 40 46.3 81.5 38.7 49.0 64.0 71.0 58.3 60.8 45.7
## cvpred 39.0 41 47.2 82.8 39.5 50.4 65.5 71.7 59.7 62.2 47.2
## pm2.5 15.0 13 14.0 15.0 17.0 11.0 13.0 10.0 18.0 19.0 15.0
## CV residual -24.0 -28 -33.2 -67.8 -22.5 -39.4 -52.5 -61.7 -41.7 -43.2 -32.2
## 39933 39934 39939 39940 39941 39943 39945 39946 39956 39957 39959
## Predicted 52.0 52.0 55.8 66.2 123 133 125 74.4 94.5 100.8 121.7
## cvpred 53.4 53.4 57.2 67.6 124 134 126 75.9 93.9 100.2 122.9
## pm2.5 12.0 19.0 20.0 21.0 23 13 20 16.0 42.0 46.0 42.0
## CV residual -41.4 -34.4 -37.2 -46.6 -101 -121 -106 -59.9 -51.9 -54.2 -80.9
## 39960 39961 39962 39964 39967 39969 39973 39980 39983 39995 39996
## Predicted 132.5 136.2 113.6 142.4 114 128.8 66.8 102.2 130.2 41.37 46.11
## cvpred 131.9 137.5 114.5 143.7 115 130.1 68.3 101.6 131.4 42.85 46.96
## pm2.5 41.0 46.0 55.0 50.0 82 76.0 89.0 24.0 63.0 49.00 40.00
## CV residual -90.9 -91.5 -59.5 -93.7 -33 -54.1 20.7 -77.6 -68.4 6.15 -6.96
## 40005 40006 40007 40008 40013 40014 40015 40017 40018 40022 40023
## Predicted 79.5 88.2 94.5 103.3 101.1 105.7 109.8 110 97.2 63.2 59.6
## cvpred 78.8 87.6 93.8 102.6 101.8 106.5 110.6 111 98.4 64.5 59.0
## pm2.5 55.0 61.0 69.0 69.0 136.0 146.0 149.0 137 113.0 80.0 62.0
## CV residual -23.8 -26.6 -24.8 -33.6 34.2 39.5 38.4 26 14.6 15.5 3.0
## 40025 40027 40028 40030 40034 40036 40037 40039 40042 40046 40047
## Predicted 46.7 53.0 65.57 79.0 92.1 98.4 115.1 118.78 93.6 55.5 40.4
## cvpred 46.1 52.4 64.94 78.3 91.4 97.7 114.4 119.91 94.8 54.9 39.8
## pm2.5 62.0 72.0 63.00 62.0 68.0 86.0 97.0 111.00 113.0 120.0 99.0
## CV residual 15.9 19.6 -1.94 -16.3 -23.4 -11.7 -17.4 -8.91 18.2 65.1 59.2
## 40048 40049 40053 40054 40055 40057 40060 40061 40067 40069 40077
## Predicted 46.1 58.2 93.70 100.0 110.9 116.7 133.3 133.34 101.46 70.2 85.99
## cvpred 45.6 57.6 93.14 99.4 110.3 116.1 132.8 132.77 102.79 69.7 85.49
## pm2.5 87.0 93.0 99.00 88.0 83.0 93.0 121.0 127.00 111.00 110.0 89.00
## CV residual 41.4 35.4 5.86 -11.4 -27.3 -23.1 -11.8 -5.77 8.21 40.3 3.51
## 40078 40080 40082 40086 40091 40094 40098 40101 40105 40114 40115
## Predicted 94.76 113.6 117.7 134.965 95.0 71.8 85.43 108.4 153.3 112.8 131.7
## cvpred 94.26 113.1 117.2 134.408 94.6 71.3 84.97 107.9 152.7 113.7 131.1
## pm2.5 88.00 89.0 90.0 135.000 125.0 97.0 89.00 86.0 78.0 159.0 151.0
## CV residual -6.26 -24.1 -27.2 0.592 30.4 25.7 4.03 -21.9 -74.7 45.3 19.9
## 40117 40122 40124 40125 40128 40129 40138 40146 40149 40150 40152
## Predicted 123.8 114.5 124.9 130 140.0 132.1 130.4 106.0 118.6 123.2 130
## cvpred 123.2 113.9 124.3 129 141.3 133.4 129.8 105.5 118.1 122.7 129
## pm2.5 148.0 130.0 157.0 185 211.0 201.0 227.0 134.0 135.0 167.0 206
## CV residual 24.8 16.1 32.7 56 69.7 67.6 97.2 28.5 16.9 44.3 77
## 40154 40157 40160 40161 40165 40169 40174 40176 40178 40179 40183
## Predicted 127.9 142.11 138.3 132.0 96.0 93.42 121 137.7 139.4 139.4 145.2
## cvpred 127.3 141.54 137.7 131.5 97.4 92.95 122 137.2 138.9 138.9 146.6
## pm2.5 154.0 132.00 159.0 179.0 123.0 94.00 134 101.0 79.0 85.0 69.0
## CV residual 26.7 -9.54 21.3 47.5 25.6 1.05 12 -36.2 -59.9 -53.9 -77.6
## 40184 40185 40187 40189 40194 40202 40203 40204 40205 40206
## Predicted 139.4 133.1 125.8 104.43 95.54 139.56 149.51 145.8 149.5 145.4
## cvpred 138.9 132.6 127.2 105.88 95.19 139.13 150.94 145.4 150.9 146.8
## pm2.5 62.0 57.0 87.0 101.00 104.00 146.00 158.00 184.0 190.0 201.0
## CV residual -76.9 -75.6 -40.2 -4.88 8.81 6.87 7.06 38.6 39.1 54.2
## 40211 40213 40214 40216 40217 40218 40219 40220 40225 40226 40227
## Predicted 107.7 95.1 96.7 56.8 63.1 124.5 130.4 128.2 116.6 145.4 145.8
## cvpred 109.2 96.6 98.2 58.6 64.9 124.1 131.8 129.6 117.5 146.8 145.4
## pm2.5 74.0 82.0 73.0 76.0 102.0 72.0 69.0 52.0 74.0 80.0 92.0
## CV residual -35.2 -14.6 -25.2 17.4 37.1 -52.1 -62.8 -77.6 -43.5 -66.8 -53.4
## 40231 40235 40236 40243 40248 40254 40258 40265 40275 40276 40277
## Predicted 143.8 91.2 85.5 98.0 104 104.8 86.2 75.1 119.7 108.6 106.2
## cvpred 145.2 92.0 86.3 99.3 106 106.1 87.6 74.5 120.5 110.1 107.6
## pm2.5 90.0 10.0 7.0 7.0 4 9.0 14.0 32.0 48.0 49.0 60.0
## CV residual -55.2 -82.0 -79.3 -92.3 -102 -97.1 -73.6 -42.5 -72.5 -61.1 -47.6
## 40280 40284 40285 40286 40288 40293 40294 40295 40299 40306 40308
## Predicted 86.2 26.5 13.59 7.31 7.02 103.0 111.8 118.1 137.1 49.638 64.6
## cvpred 87.6 27.2 14.31 8.03 7.69 102.4 111.2 117.5 138.2 51.012 65.7
## pm2.5 68.0 16.0 8.00 6.00 2.00 25.0 28.0 46.0 105.0 52.000 55.0
## CV residual -19.6 -11.2 -6.31 -2.03 -5.69 -77.4 -83.2 -71.5 -33.2 0.988 -10.7
## 40309 40312 40322 40326 40330 40332 40334 40335 40342 40347 40349
## Predicted 56.31 53.6 126.7 137.6 95.8 89.39 66.14 55.7 107.4 130.4 142.5
## cvpred 55.57 52.9 127.8 138.7 97.0 88.75 65.46 55.1 106.7 129.7 143.6
## pm2.5 48.00 43.0 29.0 51.0 83.0 85.00 56.00 45.0 58.0 90.0 123.0
## CV residual -7.57 -9.9 -98.8 -87.7 -14.0 -3.75 -9.46 -10.1 -48.7 -39.7 -20.6
## 40355 40361 40364 40366 40368 40374 40379 40382 40383 40387 40388
## Predicted 96.87 78.4 97.2 108.5 146 120.1 109.7 82.5 71.1 81.0 89.8
## cvpred 98.07 77.8 96.6 107.8 147 121.4 110.9 81.9 72.4 80.5 89.3
## pm2.5 95.00 54.0 46.0 55.0 18 28.0 39.0 36.0 32.0 28.0 43.0
## CV residual -3.07 -23.8 -50.6 -52.8 -129 -93.4 -71.9 -45.9 -40.4 -52.5 -46.3
## 40393 40394 40399 40403 40405 40409 40412 40415 40418 40420 40427
## Predicted 92.73 103.1 105.9 12.66 19.0 36.5 92.1 79.5 147.9 85.4 50.9
## cvpred 94.19 104.6 107.3 13.98 19.7 35.8 93.4 78.8 149.1 86.6 52.0
## pm2.5 86.00 65.0 12.0 6.00 6.0 9.0 21.0 27.0 57.0 26.0 10.0
## CV residual -8.19 -39.6 -95.3 -7.98 -13.7 -26.8 -72.4 -51.8 -92.1 -60.6 -42.0
## 40428 40430 40431 40432 40433 40436 40439 40442 40444 40451 40452
## Predicted 49.2 44.5 49.8 58.1 54.0 103.9 52.0 114 120.0 116.7 106
## cvpred 48.4 43.8 51.0 57.5 53.4 105.1 53.4 114 120.7 117.4 107
## pm2.5 12.0 21.0 30.0 33.0 28.0 40.0 38.0 13 21.0 55.0 43
## CV residual -36.4 -22.8 -21.0 -24.5 -25.4 -65.1 -15.4 -101 -99.7 -62.4 -64
## 40453 40454 40459 40461 40464 40469 40470 40472 40474 40475 40477
## Predicted 106 112.0 88.4 148 125 118 154 107.9 82.7 114.1 103.6
## cvpred 107 113.3 89.8 147 126 119 155 109.1 84.0 115.3 102.9
## pm2.5 38 26.0 21.0 24 21 16 28 17.0 27.0 26.0 28.0
## CV residual -69 -87.3 -68.8 -123 -105 -103 -127 -92.1 -57.0 -89.3 -74.9
## 40479 40482 40483 40488 40489 40490 40492 40493 40496 40497 40498
## Predicted 88.5 91.8 94.0 138 140 150 112.7 159 145.0 103.6 91.0
## cvpred 87.9 91.2 93.3 140 140 152 114.1 160 146.1 104.3 91.8
## pm2.5 48.0 26.0 35.0 17 32 26 32.0 23 102.0 121.0 114.0
## CV residual -39.9 -65.2 -58.3 -123 -108 -126 -82.1 -137 -44.1 16.7 22.2
## 40500 40505 40507 40511 40512 40515 40520 40524 40529 40530 40531
## Predicted 59.3 60.6 123 141 134 146.6 137 76.4 60.9 71.3 81.7
## cvpred 60.0 60.0 123 140 134 147.8 138 77.6 60.3 70.7 81.1
## pm2.5 47.0 34.0 22 28 33 71.0 33 68.0 52.0 63.0 56.0
## CV residual -13.0 -26.0 -101 -112 -101 -76.8 -105 -9.6 -8.3 -7.7 -25.1
## 40533 40534 40540 40544 40553 40554 40557 40559 40561 40565 40568
## Predicted 108.9 128.2 135 125.1 74.9 73.3 105.0 92.4 134.3 125.6 84.1
## cvpred 110.1 127.5 134 126.2 74.2 72.6 104.3 93.1 133.5 126.7 85.4
## pm2.5 74.0 80.0 19 33.0 23.0 20.0 44.0 73.0 93.0 56.0 27.0
## CV residual -36.1 -47.5 -115 -93.2 -51.2 -52.6 -60.3 -20.1 -40.5 -70.7 -58.4
## 40569 40571 40574 40580 40581 40584 40586 40587 40589 40590 40591
## Predicted 81.0 95.0 88.6 92.4 98.7 95.2 128.5 136.0 143 134.4 145.2
## cvpred 81.6 96.2 88.0 91.8 98.0 94.4 127.8 137.1 142 135.5 144.5
## pm2.5 26.0 35.0 69.0 71.0 71.0 60.0 61.0 66.0 88 94.0 97.0
## CV residual -55.6 -61.2 -19.0 -20.8 -27.0 -34.4 -66.8 -71.1 -54 -41.5 -47.5
## 40594 40596 40597 40605 40608 40610 40611 40614 40617 40619 40620
## Predicted 59.3 86.00 81.90 98.2 110.7 117.0 129.6 142.2 116.59 106.36 93.35
## cvpred 60.6 87.22 83.09 97.5 110.1 116.3 128.9 141.5 117.75 105.76 94.61
## pm2.5 123.0 93.00 78.00 80.0 70.0 71.0 68.0 104.0 112.00 107.00 99.00
## CV residual 62.4 5.78 -5.09 -17.5 -40.1 -45.3 -60.9 -37.5 -5.75 1.24 4.39
## 40624 40635 40637 40639 40640 40641 40643 40644 40653 40656 40662
## Predicted 60.9 131.8 138.6 109.3 131.85 134.3 115.5 98.8 69.9 78.0 107.3
## cvpred 60.3 133.1 137.9 110.1 133.06 135.5 116.7 100.0 70.8 79.4 108.6
## pm2.5 77.0 112.0 122.0 133.0 140.00 153.0 169.0 163.0 145.0 26.0 24.0
## CV residual 16.7 -21.1 -15.9 22.9 6.94 17.5 52.3 63.0 74.2 -53.4 -84.6
## 40665 40667 40672 40675 40676 40677 40684 40689 40697 40698 40703
## Predicted 95.6 111.9 104.2 116.7 115.0 127.2 143.9 133.472 90.7 88.47 123.2
## cvpred 96.4 113.1 105.5 116.1 114.5 128.4 145.1 134.699 90.1 87.98 122.7
## pm2.5 23.0 22.0 72.0 91.0 97.0 110.0 142.0 134.000 108.0 95.00 171.0
## CV residual -73.4 -91.1 -33.5 -25.1 -17.5 -18.4 -3.1 -0.699 17.9 7.02 48.3
## 40705 40706 40709 40713 40714 40716 40729 40731 40737 40739 40742
## Predicted 89.5 109.0 146 86.2 52.6 15.1 132 108.8 70.3 15.50 -9.94
## cvpred 90.9 109.7 147 87.6 54.0 16.5 131 109.5 70.9 16.72 -8.72
## pm2.5 26.0 20.0 35 3.0 6.0 5.0 25 27.0 17.0 10.00 9.00
## CV residual -64.9 -89.7 -112 -84.6 -48.0 -11.5 -106 -82.5 -53.9 -6.72 17.72
## 40745 40747 40748 40755 40756 40757 40762 40764 40765 40766 40768
## Predicted 29.5 46.2 50.9 135.1 95.4 91.3 28.9 29.2 20.40 -22.9 -11.1
## cvpred 28.7 45.4 50.0 134.2 96.5 92.4 30.1 30.2 21.39 -22.4 -10.1
## pm2.5 6.0 8.0 11.0 35.0 39.0 40.0 19.0 17.0 13.00 10.0 8.0
## CV residual -22.7 -37.4 -39.0 -99.2 -57.5 -52.4 -11.1 -13.2 -8.39 32.4 18.1
## 40771 40772 40775 40777 40778 40779 40782 40788 40791 40801 40811
## Predicted 26.3 33.1 53.9 116.8 126.8 133 137.4 33.27 24.4 110.2 100.3
## cvpred 25.4 32.2 53.0 115.9 127.7 134 138.3 34.28 23.6 109.5 101.3
## pm2.5 13.0 19.0 29.0 57.0 71.0 68 45.0 25.00 48.0 89.0 62.0
## CV residual -12.4 -13.2 -24.0 -58.9 -56.7 -66 -93.3 -9.28 24.4 -20.5 -39.3
## 40815 40820 40821 40823 40825 40827 40830 40836 40838 40839 40844
## Predicted 78.9 127 103.3 100.6 113.3 138.7 102.2 96.5 98.1 102.6 119.3
## cvpred 80.0 126 104.6 101.8 113.8 137.9 103.5 97.5 99.2 101.9 118.6
## pm2.5 73.0 99 129.0 74.0 79.0 80.0 78.0 59.0 62.0 74.0 95.0
## CV residual -7.0 -27 24.4 -27.8 -34.8 -57.9 -25.5 -38.5 -37.2 -27.9 -23.6
## 40848 40855 40857 40859 40861 40862 40863 40864 40865 40868
## Predicted 134.4 101.0 89.9 117.2 87.8 89.4 120.4 119.92 130.3 138.79
## cvpred 133.6 101.6 91.2 118.3 88.5 90.2 119.7 121.09 131.5 139.92
## pm2.5 111.0 163.0 152.0 160.0 196.0 181.0 183.0 130.00 158.0 141.00
## CV residual -22.6 61.4 60.8 41.7 107.5 90.8 63.3 8.91 26.5 1.08
## 40869 40878 40880 40883 40884 40886 40889 40890 40892 40897
## Predicted 135.12 101.09 141.0 103.645 93.3 110.0 111.6 107.5 109.9 116.8
## cvpred 134.39 102.42 142.1 104.373 94.0 109.3 110.9 108.2 110.7 117.4
## pm2.5 143.00 97.00 85.0 105.000 61.0 55.0 79.0 71.0 75.0 103.0
## CV residual 8.61 -5.42 -57.1 0.627 -33.0 -54.3 -31.9 -37.2 -35.7 -14.4
## 40898 40899 40901 40904 40905 40908 40915 40916 40918 40919 40921
## Predicted 146.1 143.5 143.5 139.4 133.5 114.6 111.0 100.0 104.9 145 146
## cvpred 145.3 144.6 144.6 140.4 132.8 113.9 111.8 101.4 106.2 144 148
## pm2.5 96.0 95.0 96.0 106.0 109.0 139.0 157.0 163.0 84.0 25 36
## CV residual -49.3 -49.6 -48.6 -34.4 -23.8 25.1 45.2 61.6 -22.2 -119 -112
## 40926 40927 40928 40929 40933 40934 40936 40943 40945 40946 40947
## Predicted 120.8 114.4 114.4 148 142 112.9 142 103.0 145 113 113
## cvpred 121.5 115.8 115.8 148 143 113.6 141 104.2 146 114 114
## pm2.5 28.0 27.0 21.0 21 39 36.0 23 6.0 10 9 9
## CV residual -93.5 -88.8 -94.8 -127 -104 -77.6 -118 -98.2 -136 -105 -105
## 40951 40955 40960 40961 40964 40966 40968 40970 40974 40976 40979
## Predicted 115 57.1 46.8 59.3 86.3 97.3 149 132.2 131.3 112.7 94.1
## cvpred 116 58.3 47.9 58.5 85.6 96.5 150 132.9 132.6 114.1 95.2
## pm2.5 6 16.0 12.0 11.0 11.0 21.0 23 51.0 54.0 56.0 44.0
## CV residual -110 -42.3 -35.9 -47.5 -74.6 -75.5 -127 -81.9 -78.6 -58.1 -51.2
## 40981 40983 40986 40988 40989 40991 40994 41010 41013 41014 41017
## Predicted 66.5 43.09 61.7 99.7 139 121.6 136.4 99.8 125.2 119.5 107.5
## cvpred 67.7 42.44 61.1 99.1 139 120.9 135.6 99.1 124.6 118.8 108.2
## pm2.5 31.0 33.00 27.0 31.0 38 49.0 61.0 68.0 143.0 155.0 148.0
## CV residual -36.7 -9.44 -34.1 -68.1 -101 -71.9 -74.6 -31.1 18.4 36.2 39.8
## 41029 41030 41043 41054 41058 41059 41061 41062 41063 41066
## Predicted 105.3 101 124.9 107.13 99.99 116.66 125.56 90.3 102.9 95.8
## cvpred 104.6 100 124.3 106.54 99.41 116.09 126.78 91.8 104.3 97.1
## pm2.5 138.0 132 143.0 111.00 105.00 110.00 124.00 129.0 140.0 2.0
## CV residual 33.4 32 18.7 4.46 5.59 -6.09 -2.78 37.2 35.7 -95.1
## 41067 41068 41070 41071 41073 41083 41084 41089 41091 41097 41099
## Predicted 77.5 90.1 78.1 72.4 40.9 79.3 81.5 144 127.6 71.5 88.9
## cvpred 78.6 91.2 79.2 73.4 42.0 78.4 80.5 145 128.1 72.7 88.0
## pm2.5 2.0 6.0 5.0 6.0 3.0 15.0 12.0 30 39.0 17.0 19.0
## CV residual -76.6 -85.2 -74.2 -67.4 -39.0 -63.4 -68.5 -115 -89.1 -55.7 -69.0
## 41104 41105 41107 41108 41109 41111 41112 41116 41117 41129 41134
## Predicted 68.9 68.9 85.6 98.1 134.0 118 101.8 139.3 144 72.8 106.7
## cvpred 68.1 68.1 84.8 97.4 133.2 117 100.9 140.3 143 72.0 105.9
## pm2.5 45.0 44.0 41.0 46.0 47.0 80 52.0 54.0 59 38.0 65.0
## CV residual -23.1 -24.1 -43.8 -51.4 -86.2 -37 -48.9 -86.3 -84 -34.0 -40.9
## 41137 41145 41146 41149 41152 41154 41155 41170 41174 41175 41176
## Predicted 119.3 117.2 111.4 101.89 68.4 113.3 120.07 128.3 106.6 108.2 104.5
## cvpred 118.4 118.2 110.5 102.96 69.0 114.5 119.35 127.5 107.6 109.2 103.7
## pm2.5 82.0 91.0 94.0 93.00 91.0 88.0 116.00 59.0 65.0 68.0 45.0
## CV residual -36.4 -27.2 -16.5 -9.96 22.0 -26.5 -3.35 -68.5 -42.6 -41.2 -58.7
## 41178 41184 41186 41189 41190 41199 41200 41203 41205 41207 41213
## Predicted 104.5 131.7 142.5 142.1 142.1 75.0 75.0 89.2 93.8 135.5 110.8
## cvpred 103.7 132.7 141.7 143.1 143.1 74.1 74.1 88.3 93.0 136.5 111.4
## pm2.5 63.0 51.0 50.0 64.0 108.0 39.0 38.0 48.0 67.0 73.0 78.0
## CV residual -40.7 -81.7 -91.7 -79.1 -35.1 -35.1 -36.1 -40.3 -26.0 -63.5 -33.4
## 41219 41222 41224 41241 41249 41250 41256 41257 41258 41260 41263
## Predicted 48.511 30.5 18.89 63.5 -40.2 16.80 116.7 129.7 131.8 142.2 104.5
## cvpred 48.863 30.7 19.83 64.4 -39.3 15.62 117.4 128.6 132.5 142.9 105.4
## pm2.5 49.000 10.0 11.00 15.0 6.0 11.00 26.0 30.0 34.0 53.0 18.0
## CV residual 0.137 -20.7 -8.83 -49.4 45.3 -4.62 -91.4 -98.6 -98.5 -89.9 -87.4
## 41265 41267 41268 41269 41273 41275 41276 41280 41287 41295 41298
## Predicted 61.0 59.5 59.5 98.6 110.4 116.7 123.5 121.8 131 96.8 92.6
## cvpred 61.9 59.8 59.8 97.5 111.3 117.6 122.5 120.8 130 97.6 91.6
## pm2.5 15.0 25.0 19.0 22.0 90.0 93.0 64.0 68.0 19 60.0 38.0
## CV residual -46.9 -34.8 -40.8 -75.5 -21.3 -24.6 -58.5 -52.8 -111 -37.6 -53.6
## 41300 41301 41303 41309 41311 41314 41320 41323 41326 41327 41331
## Predicted 122.4 108.2 137.5 114 107.8 60 33.49 64.4 102.4 89.8 116.0
## cvpred 121.3 107.1 136.4 115 108.7 61 32.45 63.3 101.3 88.8 116.4
## pm2.5 32.0 41.0 49.0 104 97.0 119 41.00 27.0 51.0 61.0 78.0
## CV residual -89.3 -66.1 -87.4 -11 -11.7 58 8.55 -36.3 -50.3 -27.8 -38.4
## 41334 41337 41340 41342 41352 41353 41354 41358 41359 41362
## Predicted 126.1 142.5 120.5 101.19 119.5 148.31 119.5 156.2 114.7 98.3
## cvpred 126.4 141.6 121.5 100.37 120.1 149.32 120.1 157.2 115.9 99.6
## pm2.5 110.0 110.0 150.0 91.00 140.0 144.00 141.0 136.0 128.0 123.0
## CV residual -16.4 -31.6 28.5 -9.37 19.9 -5.32 20.9 -21.2 12.1 23.4
## 41363 41364 41366 41369 41373 41377 41379 41380 41383 41385
## Predicted 125.631 123.443 102.1 86.76 138.2 119 119.8 125.70 125.1 121.3
## cvpred 126.701 124.547 103.2 87.85 139.3 118 118.9 126.62 124.1 120.3
## pm2.5 127.000 124.000 117.0 95.00 159.0 229 146.0 133.00 80.0 59.0
## CV residual 0.299 -0.547 13.8 7.15 19.7 111 27.1 6.38 -44.1 -61.3
## 41387 41389 41401 41402 41403 41409 41410 41419 41425 41426 41427
## Predicted 106.6 96.1 115.3 125.2 125.2 121 124.03 92.7 108.4 108.38 97.3
## cvpred 107.5 95.2 114.4 126.2 126.2 122 123.12 93.9 108.9 108.93 98.5
## pm2.5 64.0 67.0 75.0 77.0 70.0 112 118.00 107.0 123.0 114.00 109.0
## CV residual -43.5 -28.2 -39.4 -49.2 -56.2 -10 -5.12 13.1 14.1 5.07 10.5
## 41428 41431 41437 41439 41443 41447 41448 41455 41456 41457 41462
## Predicted 98.97 103.6 95.4 137 143 145.3 114.4 145 107.4 103.3 92.6
## cvpred 100.18 104.8 96.6 138 144 144.4 114.9 146 108.6 104.5 93.6
## pm2.5 96.00 81.0 36.0 24 42 68.0 88.0 9 11.0 17.0 16.0
## CV residual -4.18 -23.8 -60.6 -114 -102 -76.4 -26.9 -137 -97.6 -87.5 -77.6
## 41466 41471 41473 41474 41477 41478 41481 41482 41487 41494 41495
## Predicted 100.4 143.7 139.6 143.7 151.7 125.0 116.9 108.9 124.2 140.1 140.06
## cvpred 99.6 142.7 138.6 142.7 152.6 125.5 117.4 109.4 123.4 139.2 139.22
## pm2.5 10.0 64.0 111.0 82.0 91.0 81.0 105.0 121.0 157.0 157.0 145.00
## CV residual -89.6 -78.7 -27.6 -60.7 -61.6 -44.5 -12.4 11.6 33.6 17.8 5.78
## 41497 41502 41504 41507 41508 41510 41512 41517 41518 41523 41527
## Predicted 136.0 151.8 151.8 139.2 134.54 125.21 129 105 155.5 119 115.9
## cvpred 135.1 150.9 150.9 138.4 133.72 124.44 130 106 156.5 120 116.9
## pm2.5 60.0 96.0 111.0 126.0 130.00 129.00 155 219 196.0 61 43.0
## CV residual -75.1 -54.9 -39.9 -12.4 -3.72 4.56 25 113 39.5 -59 -73.9
## 41529 41534 41536 41540 41545 41550 41552 41557 41559 41561 41564
## Predicted 79.0 61.7 59.3 126.3 137.7 116.8 137.8 114.4 111.4 113.0 125.6
## cvpred 80.1 62.6 60.1 127.1 136.6 117.2 138.6 113.5 110.5 112.1 124.7
## pm2.5 28.0 6.0 10.0 32.0 77.0 49.0 61.0 98.0 69.0 45.0 57.0
## CV residual -52.1 -56.6 -50.1 -95.1 -59.6 -68.2 -77.6 -15.5 -41.5 -67.1 -67.7
## 41565 41566 41569 41574 41579 41580 41581 41582 41584 41594 41595
## Predicted 140.6 144.3 127.7 119 50.4 38.4 36.5 32.4 51.9 102.3 106
## cvpred 139.7 145.3 128.2 120 50.8 38.8 36.8 32.7 50.7 100.9 105
## pm2.5 53.0 51.0 75.0 107 85.0 77.0 17.0 13.0 10.0 20.0 24
## CV residual -86.7 -94.3 -53.2 -13 34.2 38.2 -19.8 -19.7 -40.7 -80.9 -81
## 41610 41616 41617 41620 41621 41623 41624 41625 41629 41630 41631
## Predicted 85.0 123.5 133.9 138.8 142.9 140.3 136.2 141.9 102.1 103 119.7
## cvpred 83.6 122.2 132.6 137.5 141.7 140.9 136.8 142.5 102.4 104 120.7
## pm2.5 20.0 60.0 78.0 89.0 80.0 69.0 58.0 62.0 91.0 96 71.0
## CV residual -63.6 -62.2 -54.6 -48.5 -61.7 -71.9 -78.8 -80.5 -11.4 -8 -49.7
## 41640 41642 41646 41647 41651 41652 41653 41654 41655 41656 41658
## Predicted 125.5 123 130.9 131.5 89.3 122.9 72.10 105.7 122.2 111.4 120.6
## cvpred 126.4 124 131.9 132.4 90.4 123.8 73.22 106.6 121.4 112.4 119.7
## pm2.5 86.0 69 73.0 80.0 61.0 75.0 64.00 39.0 31.0 27.0 27.0
## CV residual -40.4 -55 -58.9 -52.4 -29.4 -48.8 -9.22 -67.6 -90.4 -85.4 -92.7
## 41662 41664 41665 41673 41674 41675 41680 41681 41685 41686 41688
## Predicted 147.2 147.8 147.3 98.5 142.5 92.2 126.7 130.8 141.3 139.7 146.42
## cvpred 146.2 146.7 148.1 99.4 143.2 93.1 125.7 129.8 142.2 140.5 145.41
## pm2.5 93.0 132.0 121.0 57.0 53.0 59.0 172.0 182.0 177.0 161.0 152.00
## CV residual -53.2 -14.7 -27.1 -42.4 -90.2 -34.1 46.3 52.2 34.8 20.5 6.59
## 41689 41690 41692 41696 41699 41700 41703 41707 41709 41710 41719
## Predicted 143.9 148 148 148.6 116.1 115.5 140.1 142.7 143.7 142 109.2
## cvpred 142.9 147 147 147.6 116.4 115.9 139.1 143.5 142.7 141 110.1
## pm2.5 130.0 94 81 55.0 61.0 75.0 105.0 109.0 112.0 101 63.0
## CV residual -12.9 -53 -66 -92.6 -55.4 -40.9 -34.1 -34.5 -30.7 -40 -47.1
## 41721 41724 41726 41727 41728 41736 41745 41747 41757 41772
## Predicted 74.2 26.4 28.0 21.7 24.0 102.9 87.9 51.1 129.5 110.2
## cvpred 75.1 27.2 28.8 22.6 24.2 103.4 88.7 51.2 128.3 110.9
## pm2.5 50.0 10.0 7.0 10.0 12.0 34.0 25.0 22.0 61.0 82.0
## CV residual -25.1 -17.2 -21.8 -12.6 -12.2 -69.4 -63.7 -29.2 -67.3 -28.9
## 41773 41775 41776 41783 41784 41787 41789 41791 41792 41795
## Predicted 103.3718 92.4 88.2 149 149 149 111 118.0 103 123
## cvpred 104.0957 93.2 87.1 150 150 150 112 118.2 104 123
## pm2.5 104.0000 140.0 158.0 284 326 269 232 217.0 215 236
## CV residual -0.0957 46.8 70.9 134 176 119 120 98.8 111 113
## 41796 41804 41807 41809 41810 41813 41820 41823 41834 41835 41836
## Predicted 118 117 147 114 149 151 87.1 104 102 142 144
## cvpred 117 118 147 114 149 150 87.5 105 103 141 145
## pm2.5 256 396 432 388 368 353 337.0 364 396 386 375
## CV residual 139 278 285 274 219 203 249.5 259 293 245 230
## 41837 41840 41842 41849 41850 41851 41853 41860 41861 41862 41874
## Predicted 115 117 134 103 116 99.1 127 141 143 149 80.2
## cvpred 115 118 135 102 115 99.6 126 142 142 148 81.3
## pm2.5 344 319 323 261 243 263.0 331 317 314 269 253.0
## CV residual 229 201 188 159 128 163.4 205 175 172 121 171.7
## 41877 41879 41884 41885 41886 41889 41890 41892 41893 41896 41899
## Predicted 36.8 43.6 87.3 76.2 76.2 17.8 39.5 18.7 5.83 -6.05 6.53
## cvpred 37.6 44.4 87.4 77.0 77.0 18.3 39.4 18.6 5.71 -5.53 7.02
## pm2.5 18.0 6.0 9.0 9.0 9.0 4.0 3.0 6.0 3.00 6.00 6.00
## CV residual -19.6 -38.4 -78.4 -68.0 -68.0 -14.3 -36.4 -12.6 -2.71 11.53 -1.02
## 41900 41901 41908 41910 41911 41923 41924 41926 41930 41933 41934
## Predicted 31.4 37.7 75.7 96.5 108 110.2 122.7 141 126.8 111.4 117.7
## cvpred 31.9 38.2 76.1 96.9 107 108.7 121.3 142 126.8 111.9 118.2
## pm2.5 7.0 13.0 3.0 9.0 7 13.0 24.0 35 47.0 47.0 33.0
## CV residual -24.9 -25.2 -73.1 -87.9 -100 -95.7 -97.3 -107 -79.8 -64.9 -85.2
## 41935 41938 41942 41945 41956 41958 41960 41961 41962 41964 41969
## Predicted 151 67.4 53.47 50.4 173.8 176.0 167.5 104.9 99.3 9.26 -35.6
## cvpred 152 68.0 52.17 49.2 174.4 176.5 168.1 105.8 99.5 10.06 -35.0
## pm2.5 20 17.0 46.00 31.0 125.0 110.0 84.0 95.0 62.0 11.00 8.0
## CV residual -132 -51.0 -6.17 -18.2 -49.4 -66.5 -84.1 -10.8 -37.5 0.94 43.0
## 41971 41977 41978 41979 41982 41990 41991 41995 41999 42002 42003
## Predicted 4.94 128.3 124.6 145 150 23.4 25.06 80.8 138.6 147 121.4
## cvpred 5.52 128.6 123.1 145 150 22.0 23.64 79.4 139.1 147 122.1
## pm2.5 8.00 40.0 27.0 27 37 27.0 29.00 59.0 70.0 88 91.0
## CV residual 2.48 -88.6 -96.1 -118 -113 5.0 5.36 -20.4 -69.1 -59 -31.1
## 42008 42009 42014 42015 42017 42021 42022 42024 42025 42026 42031
## Predicted 163.2 108.6 61.7 57.5 61.6 126.7 137.6 148.2 114.6 104 118.94
## cvpred 163.7 109.3 62.4 56.4 60.5 125.6 136.5 148.8 115.4 105 119.75
## pm2.5 99.0 95.0 82.0 105.0 103.0 144.0 189.0 225.0 211.0 197 117.00
## CV residual -64.7 -14.3 19.6 48.6 42.5 18.4 52.5 76.2 95.6 92 -2.75
## 42038 42041 42044 42049 42051 42056 42057 42064 42070 42073 42075
## Predicted 74.3 76.4 114 145 120 153 143 115 140.9 139.3 145.6
## cvpred 75.1 75.4 114 146 120 154 142 114 139.9 138.3 144.6
## pm2.5 186.0 215.0 272 406 389 356 344 183 197.0 161.0 171.0
## CV residual 110.9 139.6 158 260 269 202 202 69 57.1 22.7 26.4
## 42081 42086 42091 42095 42100 42101 42110 42112 42113 42114 42120
## Predicted 152.0 136 139 121.9 122.7 110.4 71.6 64.5 68.6 81.2 117.3
## cvpred 152.8 135 139 120.7 121.4 109.1 70.1 63.0 67.1 79.7 117.2
## pm2.5 203.0 285 256 143.0 33.0 31.0 37.0 35.0 33.0 41.0 97.0
## CV residual 50.2 150 117 22.3 -88.4 -78.1 -33.1 -28.0 -34.1 -38.7 -20.2
## 42126 42129 42133 42135 42139 42142 42145 42146 42162 42163 42164
## Predicted 135.2 127.3 126.6 121.3 99.95 132.90 110 144.9 137.8 147.8 152.5
## cvpred 135.6 127.7 125.2 120.1 100.12 133.51 110 145.5 136.8 148.6 153.2
## pm2.5 111.0 84.0 104.0 101.0 97.00 127.00 126 119.0 164.0 170.0 174.0
## CV residual -24.6 -43.7 -21.2 -19.1 -3.12 -6.51 16 -26.5 27.2 21.4 20.8
## 42165 42167 42168 42169 42177 42183 42185 42186 42187 42189 42192
## Predicted 165.0 167.7 138.4 129.0 122.7 132 140 151 129 135 166
## cvpred 165.8 166.5 138.6 129.9 123.6 131 139 150 129 135 167
## pm2.5 191.0 195.0 214.0 227.0 185.0 294 318 323 339 346 363
## CV residual 25.2 28.5 75.4 97.1 61.4 163 179 173 210 211 196
## 42196 42202 42203 42206 42207 42208 42211 42212 42213 42215 42216
## Predicted 144 116 114 135 130 130 153 162 156 165 161
## cvpred 144 117 115 134 129 129 154 161 155 166 162
## pm2.5 310 324 330 346 352 376 440 449 472 413 396
## CV residual 166 207 215 212 223 247 286 288 317 247 234
## 42219 42227 42234 42235 42238 42241 42244 42245 42247 42248 42250
## Predicted 120 12.3 -8.75 2.20 7.43 6.37 21.4 35.9 119 119.2 53.0
## cvpred 121 12.1 -9.03 1.88 7.04 5.92 21.0 35.5 119 119.3 53.1
## pm2.5 341 10.0 8.00 9.00 15.00 10.00 9.0 13.0 12 24.0 31.0
## CV residual 220 -2.1 17.03 7.12 7.96 4.08 -12.0 -22.5 -107 -95.3 -22.1
## 42252 42259 42261 42264 42270 42275 42277 42278 42282 42287 42288
## Predicted 30.1 70.1 84.6 107.2 147 110.4 98.85 94.2 93.8 129.6 140.0
## cvpred 30.1 68.4 82.9 107.1 145 110.7 99.29 94.6 92.4 128.2 138.6
## pm2.5 43.0 40.0 68.0 26.0 78 83.0 90.00 68.0 52.0 59.0 74.0
## CV residual 12.9 -28.4 -14.9 -81.1 -67 -27.7 -9.29 -26.6 -40.4 -69.2 -64.6
## 42293 42296 42298 42299 42303 42304 42309 42315 42318 42322 42324
## Predicted 116.1 110 93.4 76.7 90.6 90.6 134.8 134.8 102.4 97.6 116.0
## cvpred 116.7 111 94.1 77.4 91.1 91.1 133.5 133.5 103.1 97.7 116.6
## pm2.5 129.0 98 106.0 111.0 107.0 113.0 176.0 214.0 198.0 137.0 161.0
## CV residual 12.3 -13 11.9 33.6 15.9 21.9 42.5 80.5 94.9 39.3 44.4
## 42326 42338 42339 42341 42342 42344 42345 42351 42353 42355 42356
## Predicted 88.2 144.1 105 146 105.9 111 113 128.4 124.3 130.2 136.4
## cvpred 88.4 144.8 105 145 106.7 111 113 127.3 123.2 130.8 137.1
## pm2.5 178.0 216.0 232 229 206.0 211 225 143.0 152.0 176.0 209.0
## CV residual 89.6 71.2 127 84 99.3 100 112 15.7 28.8 45.2 71.9
## 42357 42358 42359 42361 42362 42369 42370 42377 42380 42382 42384
## Predicted 140.5 133.1 133.1 100.7 157.5 154 135 11.79 28.8 37.5 29.9
## cvpred 141.2 131.9 131.9 101.6 158.1 154 136 12.31 29.3 38.1 30.4
## pm2.5 224.0 200.0 188.0 180.0 189.0 29 22 9.00 15.0 18.0 16.0
## CV residual 82.8 68.1 56.1 78.4 30.9 -125 -114 -3.31 -14.3 -20.1 -14.4
## 42386 42387 42388 42389 42394 42402 42403 42405 42406 42408 42412
## Predicted 32.6 28.5 30.7 34.8 24.0 -0.712 9.677 15.97 55.9 129 116.4
## cvpred 33.0 28.9 31.1 35.2 24.3 -0.324 10.077 16.35 56.3 129 116.2
## pm2.5 9.0 6.0 8.0 6.0 7.0 10.000 11.000 7.00 8.0 10 28.0
## CV residual -24.0 -22.9 -23.1 -29.2 -17.3 10.324 0.923 -9.35 -48.3 -119 -88.2
## 42416 42419 42420 42422 42423 42427 42429 42433 42440 42441 42453
## Predicted 164 30.18 61.6 39.8 31.1 24.770 128.3 159.4 180 140.9 133.5
## cvpred 164 30.69 61.9 38.3 29.6 23.303 128.8 159.8 180 140.9 133.6
## pm2.5 11 38.00 14.0 18.0 8.0 23.000 40.0 61.0 66 64.0 196.0
## CV residual -153 7.31 -47.9 -20.3 -21.6 -0.303 -88.8 -98.8 -114 -76.9 62.4
## 42454 42457 42460 42462 42463 42465 42466 42469 42471 42474 42476
## Predicted 168.6 125 127 129.6 123.3 119.8 92.4 -7.64 -16.4 -6.01 26.6
## cvpred 169.1 126 128 130.2 123.9 120.4 93.2 -7.04 -15.8 -5.40 27.2
## pm2.5 208.0 239 184 164.0 147.0 136.0 137.0 8.00 11.0 6.00 10.0
## CV residual 38.9 113 56 33.8 23.1 15.6 43.8 15.04 26.8 11.40 -17.2
## 42478 42482 42485 42488 42490 42498 42500 42502 42503 42505 42507
## Predicted 19.8 71.5 79.3 69.8 41.9 24.7 101.7 119.1 125.5 134.1 120.8
## cvpred 20.3 71.9 79.0 69.4 41.6 24.2 101.7 117.3 125.5 132.4 120.9
## pm2.5 6.0 5.0 8.0 7.0 11.0 6.0 33.0 40.0 48.0 41.0 45.0
## CV residual -14.3 -66.9 -71.0 -62.4 -30.6 -18.2 -68.7 -77.3 -77.5 -91.4 -75.9
## 42510 42511 42512 42515 42516 42519 42524 42528 42533 42536 42543
## Predicted 148.3 103.9 96.0 90.5 85.8 80.6 97.2 147 117.0 108.8 86.69
## cvpred 146.6 104.2 96.3 90.5 85.9 80.7 95.5 146 117.3 109.1 85.17
## pm2.5 79.0 90.0 73.0 59.0 62.0 38.0 51.0 41 76.0 74.0 84.00
## CV residual -67.6 -14.2 -23.3 -31.5 -23.9 -42.7 -44.5 -105 -41.3 -35.1 -1.17
## 42544 42545 42549 42554 42556 42557 42560 42563 42566 42567 42568
## Predicted 82.03 88.32 147.0 124.9 126.5 124.6 114.2 30.54 -0.135 45.91 54.1
## cvpred 80.53 86.81 147.2 125.3 126.9 124.9 114.5 30.94 0.343 44.35 52.6
## pm2.5 87.00 91.00 89.0 98.0 113.0 101.0 50.0 38.00 34.000 40.00 48.0
## CV residual 6.47 4.19 -58.2 -27.3 -13.9 -23.9 -64.5 7.06 33.657 -4.35 -4.6
## 42576 42585 42586 42593 42601 42602 42607 42619 42627 42637 42638
## Predicted 129.8 85.4 62.5 62.8 172.8 168.7 103 53.6 35.7 -5.81 -6.38
## cvpred 129.6 85.9 62.9 61.3 173.2 169.1 104 54.1 35.9 -5.80 -6.32
## pm2.5 101.0 53.0 47.0 68.0 144.0 200.0 12 9.0 2.0 5.00 4.00
## CV residual -28.6 -32.9 -15.9 6.7 -29.2 30.9 -92 -45.1 -33.9 10.80 10.32
## 42646 42647 42649 42651 42654 42658 42663 42667 42670 42672 42673
## Predicted 48.0 53.4 36.0 128 148 92.2 -2.06 60.7 75.7 83.8 100.5
## cvpred 48.2 52.8 36.1 128 148 90.4 -1.78 58.9 74.0 84.1 100.8
## pm2.5 12.0 15.0 12.0 12 13 40.0 25.00 31.0 45.0 44.0 43.0
## CV residual -36.2 -37.8 -24.1 -116 -135 -50.4 26.78 -27.9 -29.0 -40.1 -57.8
## 42675 42677 42680 42681 42682 42689 42691 42692 42693 42694 42695
## Predicted 101.1 107.3 105.7 89.3 59.1 41.6 69.2 93.7 105.1 125.8 115.4
## cvpred 101.3 107.6 105.9 89.6 58.7 39.8 67.4 93.7 103.3 124.1 113.7
## pm2.5 52.0 54.0 49.0 40.0 41.0 21.0 32.0 35.0 50.0 74.0 64.0
## CV residual -49.3 -53.6 -56.9 -49.6 -17.7 -18.8 -35.4 -58.7 -53.3 -50.1 -49.7
## 42701 42703 42705 42708 42712 42716 42717 42719 42721 42723 42729
## Predicted 98.4 105 100.6 87.7 99.5 88.5 82.2 86.9 145 137 114
## cvpred 98.7 105 100.8 87.8 97.9 88.9 82.6 87.3 145 137 114
## pm2.5 152.0 87 52.0 96.0 206.0 239.0 238.0 261.0 273 218 266
## CV residual 53.3 -18 -48.8 8.2 108.1 150.1 155.4 173.7 128 81 152
## 42735 42739 42741 42748 42750 42766 42768 42770 42774 42777 42781
## Predicted 33.2 34.4 41.5 48.9 116 126.3 126.8 107.4 103.3 86.9 61.45
## cvpred 33.7 34.7 41.9 49.2 116 126.3 126.8 107.6 103.5 87.2 61.57
## pm2.5 21.0 17.0 24.0 13.0 11 62.0 72.0 138.0 63.0 40.0 52.00
## CV residual -12.7 -17.7 -17.9 -36.2 -105 -64.3 -54.8 30.4 -40.5 -47.2 -9.57
## 42782 42784 42788 42790 42791 42794 42795 42806 42807 42810 42813
## Predicted 56.79 54.180 116.4 134.0 133.6 148 149 124 130 142 133
## cvpred 56.93 52.518 116.5 132.3 133.7 148 150 123 128 142 132
## pm2.5 61.00 53.000 106.0 158.0 189.0 257 333 311 372 327 362
## CV residual 4.07 0.482 -10.5 25.7 55.3 109 183 188 244 185 230
## 42814 42816 42817 42818 42824 42835 42836 42837 42851 42852 42858
## Predicted 168 171 135 131 183 159 158 164 92.2 122 -3.48
## cvpred 168 172 136 132 183 160 157 164 92.8 122 -3.14
## pm2.5 394 384 393 380 360 342 338 375 177.0 133 16.00
## CV residual 226 212 257 248 177 182 181 211 84.2 11 19.14
## 42859 42862 42869 42873 42877 42888 42891 42893 42894 42895 42902
## Predicted 5.29 50.5 106.0 87.7 12.5 144 157.3 161.2 161.2 167.4 125.3
## cvpred 5.62 50.7 106.3 88.0 12.8 142 157.6 161.4 161.4 167.7 125.7
## pm2.5 19.00 37.0 8.0 29.0 31.0 127 116.0 91.0 91.0 99.0 114.0
## CV residual 13.38 -13.7 -98.3 -59.0 18.2 -15 -41.6 -70.4 -70.4 -68.7 -11.7
## 42908 42910 42911 42915 42920 42922 42923 42924 42928 42930 42931
## Predicted 163.1 162.4 135.3 110 110.7 64.5 52.8 32.02 43.2 89.4 99.8
## cvpred 163.4 160.8 135.1 111 110.9 64.8 52.4 31.63 41.5 87.7 98.1
## pm2.5 174.0 181.0 186.0 282 100.0 41.0 30.0 28.00 22.0 31.0 44.0
## CV residual 10.6 20.2 50.9 171 -10.9 -23.8 -22.4 -3.63 -19.5 -56.7 -54.1
## 42943 42948 42952 42953 42960 42964 42965 42970 42974 42977 42978
## Predicted 138.0 132.7 137.1 138.8 174 186.3 185.9 179.9 144 143 153
## cvpred 137.7 132.9 135.7 137.4 173 184.8 186.2 180.2 143 141 152
## pm2.5 112.0 143.0 192.0 189.0 342 258.0 239.0 201.0 250 330 350
## CV residual -25.7 10.1 56.3 51.6 169 73.2 52.8 20.8 107 189 198
## 42980 42981 42986 42992 42993 42995 42996 42997 43003 43004 43005
## Predicted 160 161 124 29.9 24.2 29.5 35.3 20.13 46.7 54.8 52.6
## cvpred 159 159 124 30.1 24.4 29.0 34.8 20.24 46.3 55.1 52.9
## pm2.5 388 379 439 11.0 11.0 14.0 16.0 13.00 20.0 30.0 24.0
## CV residual 229 220 315 -19.1 -13.4 -15.0 -18.8 -7.24 -26.3 -25.1 -28.9
## 43008 43010 43011 43013 43014 43015 43020 43021 43022 43027 43029
## Predicted 50.5 77.0 80.8 99.1 103.2 113.6 99.6 105 104.2 125.4 146.7
## cvpred 50.7 77.3 81.1 99.4 103.5 113.9 99.8 105 104.5 123.9 145.2
## pm2.5 39.0 39.0 49.0 52.0 70.0 83.0 66.0 77 74.0 99.0 168.0
## CV residual -11.7 -38.3 -32.1 -47.4 -33.5 -30.9 -33.8 -28 -30.5 -24.9 22.8
## 43031 43035 43037 43038 43042 43047 43048 43051 43055 43057 43059
## Predicted 149.2 177 147 149 131 159 160 134 121 162.7 126.9
## cvpred 147.7 175 147 149 131 158 161 134 122 163.1 127.6
## pm2.5 214.0 248 254 252 295 369 380 343 312 242.0 204.0
## CV residual 66.3 73 107 103 164 211 219 209 190 78.9 76.4
## 43060 43067 43068 43069 43070 43071 43072 43074 43076 43081 43085
## Predicted 125.3 72.0 41.1 16.52 6.41 8.59 6.68 7.81 4.84 46.19 68.9
## cvpred 125.9 72.5 41.5 16.72 6.51 8.66 6.69 7.72 4.64 45.97 68.7
## pm2.5 194.0 16.0 24.0 23.00 36.00 43.00 30.00 14.00 27.00 48.00 13.0
## CV residual 68.1 -56.5 -17.5 6.28 29.49 34.34 23.31 6.28 22.36 2.03 -55.7
## 43087 43089 43093 43099 43105 43108 43109 43110 43111 43113 43114
## Predicted 63.2 61.5 34.8 44.9 87.0 90.9 98.8 94.7 107.3 81.5 77.6
## cvpred 63.0 61.3 34.6 44.7 86.8 90.1 98.0 93.8 106.4 81.3 77.5
## pm2.5 12.0 12.0 14.0 9.0 15.0 11.0 13.0 11.0 12.0 11.0 26.0
## CV residual -51.0 -49.3 -20.6 -35.7 -71.8 -79.1 -85.0 -82.8 -94.4 -70.3 -51.5
## 43119 43122 43125 43131 43136 43140 43142 43143 43153 43158
## Predicted 81.3 99.8 122.9 112.27 59.3 38.8 17.14272 22.9 49.7 63.4
## cvpred 81.1 97.8 122.7 112.25 59.1 38.7 17.00655 22.8 49.6 63.3
## pm2.5 66.0 81.0 99.0 111.00 9.0 11.0 17.00000 9.0 11.0 5.0
## CV residual -15.1 -16.8 -23.7 -1.25 -50.1 -27.7 -0.00655 -13.8 -38.6 -58.3
## 43164 43168 43173 43175 43177 43180 43182 43188 43201 43202 43204
## Predicted 48.6 19.05 56.1 39.3 53.8 72.7 117 18.28 152.4 117.2 125.1
## cvpred 48.5 18.98 55.3 39.2 53.7 72.5 116 18.19 152.2 117.2 125.1
## pm2.5 6.0 10.00 17.0 18.0 6.0 8.0 8 17.00 140.0 150.0 109.0
## CV residual -42.5 -8.98 -38.3 -21.2 -47.7 -64.5 -108 -1.19 -12.2 32.8 -16.1
## 43207 43210 43215 43216 43217 43219 43224 43229 43232 43235 43236
## Predicted 109 78.5 68.9 71.1 85.6 88.1 115.0 147.2 170 147.2 45.6
## cvpred 109 77.9 66.9 69.1 83.6 86.1 114.9 147.2 169 147.4 45.7
## pm2.5 38 31.0 19.0 33.0 71.0 61.0 93.0 63.0 59 77.0 96.0
## CV residual -71 -46.9 -47.9 -36.1 -12.6 -25.1 -21.9 -84.2 -110 -70.4 50.3
## 43248 43253 43255 43258 43259 43272 43286 43294 43296 43298 43308
## Predicted 58.8 96.5 107.5 68.4 51.7 125.8 130 101 101 151 41.8
## cvpred 58.8 96.5 107.4 68.4 51.8 125.6 130 101 101 149 41.9
## pm2.5 17.0 19.0 22.0 32.0 20.0 145.0 355 367 350 319 57.0
## CV residual -41.8 -77.5 -85.4 -36.4 -31.8 19.4 225 266 249 170 15.1
## 43309 43312 43313 43316 43318 43320 43321 43322 43326 43331 43332
## Predicted 28.9 20.69 29.46 49.7 56.3 59.4 59.4 59.4 70.3 68.8 42.7
## cvpred 29.0 20.76 29.53 49.7 56.3 59.3 59.3 59.3 70.3 68.1 42.7
## pm2.5 63.0 19.00 21.00 17.0 13.0 18.0 18.0 20.0 14.0 16.0 14.0
## CV residual 34.0 -1.76 -8.53 -32.7 -43.3 -41.3 -41.3 -39.3 -56.3 -52.1 -28.7
## 43333 43336 43340 43344 43345 43348 43359 43366 43368 43371 43375
## Predicted 29.3 23.7 93.0 49.7 60.1 63.9 25.1 120.4 137 154 160
## cvpred 29.3 23.8 91.1 49.7 60.1 63.9 25.1 118.3 136 152 160
## pm2.5 14.0 12.0 76.0 12.0 8.0 9.0 14.0 47.0 15 15 10
## CV residual -15.3 -11.8 -15.1 -37.7 -52.1 -54.9 -11.1 -71.3 -121 -137 -150
## 43380 43381 43389 43391 43393 43395 43396 43400 43402 43406 43407
## Predicted 106.5 91.0 125.7 136.1 159.0 130.2 121.3 129.8 97.1 60.009 57.53
## cvpred 104.5 90.8 125.5 135.9 158.9 129.6 121.3 129.8 96.6 59.906 57.42
## pm2.5 53.0 58.0 82.0 98.0 126.0 212.0 144.0 95.0 76.0 59.000 49.00
## CV residual -51.5 -32.8 -43.5 -37.9 -32.9 82.4 22.7 -34.8 -20.6 -0.906 -8.42
## 43416 43419 43421 43422 43424 43429 43430 43444 43449 43451 43454
## Predicted 127 114 160 120 59.8 33.6 25.4 73.8 71.6 55.0 41.5
## cvpred 125 114 160 120 59.9 33.7 25.4 73.7 71.6 54.9 41.5
## pm2.5 160 291 307 293 47.0 10.0 9.0 5.0 8.0 15.0 25.0
## CV residual 35 177 147 173 -12.9 -23.7 -16.4 -68.7 -63.6 -39.9 -16.5
## 43456 43459 43461 43465 43472 43475 43476 43478 43479 43480 43482
## Predicted 43.7 58.8 75.5 72.7 143.2 87.8 75.3 84.8 78 67.6 94.8
## cvpred 43.6 58.7 75.4 72.7 142.9 87.2 74.6 82.8 76 65.6 94.6
## pm2.5 13.0 11.0 14.0 9.0 65.0 96.0 121.0 172.0 128 77.0 79.0
## CV residual -30.6 -47.7 -61.4 -63.7 -77.9 8.8 46.4 89.2 52 11.4 -15.6
## 43485 43486 43488 43491 43495 43496 43499 43506 43508 43511 43512
## Predicted 122.4 131 103.9 114.3 108.5 121.1 96.3 151.6 151.6 136 173.7
## cvpred 122.2 131 103.9 114.3 108.5 121.1 95.8 151.7 151.7 136 173.8
## pm2.5 202.0 245 180.0 160.0 138.0 147.0 124.0 189.0 228.0 252 254.0
## CV residual 79.8 114 76.1 45.7 29.5 25.9 28.2 37.3 76.3 116 80.2
## 43515 43516 43517 43519 43520 43526 43530 43533 43535 43541 43542
## Predicted 141 135.2 137.4 135.2 85.7 33.8 35.5 57.7 62.3 73.3 77.1
## cvpred 142 135.4 137.6 135.4 85.9 33.9 35.5 57.6 62.3 73.2 77.0
## pm2.5 248 219.0 199.0 204.0 66.0 15.0 7.0 10.0 12.0 11.0 12.0
## CV residual 106 83.6 61.4 68.6 -19.9 -18.9 -28.5 -47.6 -50.3 -62.2 -65.0
## 43544 43555 43562 43566 43574 43578 43586 43587 43590 43593 43595
## Predicted 74.9 47.3 63.4 75.5 49.9 51.0 140.6 157.3 132.5 139.7 70.4
## cvpred 74.8 47.2 63.3 75.4 50.0 51.1 140.5 157.2 132.5 139.1 70.6
## pm2.5 12.0 14.0 7.0 6.0 12.0 14.0 72.0 85.0 105.0 126.0 136.0
## CV residual -62.8 -33.2 -56.3 -69.4 -38.0 -37.1 -68.5 -72.2 -27.5 -13.1 65.4
## 43598 43603 43604 43608 43610 43612 43616 43620 43621 43625 43628
## Predicted 67.1 85.82 114.6 154.8 136.1 131.4 139.3 67.9 48.7 25.5 68.2
## cvpred 67.1 84.02 114.7 154.8 135.6 131.5 139.4 68.2 49.0 25.8 68.4
## pm2.5 51.0 75.00 87.0 123.0 178.0 162.0 102.0 88.0 95.0 57.0 118.0
## CV residual -16.1 -9.02 -27.7 -31.8 42.4 30.5 -37.4 19.8 46.0 31.2 49.6
## 43629 43635 43640 43641 43642 43647 43648 43649 43650 43662 43665
## Predicted 39.5 62.8 96.5 77.9 72.3 27.4 27.4 27.4 37.7 103.7 93.6
## cvpred 39.7 62.9 96.5 78.0 71.7 27.4 27.4 27.4 37.8 103.6 93.0
## pm2.5 108.0 10.0 12.0 11.0 18.0 14.0 12.0 16.0 16.0 14.0 18.0
## CV residual 68.3 -52.9 -84.5 -67.0 -53.7 -13.4 -15.4 -11.4 -21.8 -89.6 -75.0
## 43666 43667 43670 43675 43677 43679 43681 43686 43687 43688 43690
## Predicted 69.1 56.5 18.87 113 128.1 128.7 132.8 119.2 119.2 113 117.96
## cvpred 68.4 55.9 19.01 113 126.1 126.6 130.8 119.3 119.3 113 117.43
## pm2.5 27.0 38.0 16.00 38 52.0 51.0 93.0 153.0 133.0 127 111.00
## CV residual -41.4 -17.9 -3.01 -75 -74.1 -75.6 -37.8 33.7 13.7 14 -6.43
## 43694 43696 43697 43699 43700 43702 43704 43705 43711 43713 43718
## Predicted 112.3 114.0 114.0 121 144 150 153.9 114.0 128.2 124 102.1
## cvpred 112.3 113.9 113.9 120 144 150 153.8 114.1 128.3 124 102.2
## pm2.5 152.0 171.0 198.0 260 271 242 194.0 163.0 207.0 259 194.0
## CV residual 39.7 57.1 84.1 140 127 92 40.2 48.9 78.7 135 91.8
## 43721 43723 43729 43730 43732 43736 43739 43740 43741 43743 43744
## Predicted 104 108 172 133 117 125 72.0 50.66 59.2 33.13 35.31
## cvpred 102 108 172 132 117 125 72.3 51.01 58.9 33.48 35.64
## pm2.5 224 317 385 393 444 221 92.0 59.00 69.0 32.00 33.00
## CV residual 122 209 213 261 327 96 19.7 7.99 10.1 -1.48 -2.64
## 43745 43750 43754 43755 43759 43762 43763 43768 43772 43776 43778
## Predicted 39.41 125 177 174 146.5 161.0 125.4 27.81 114.76 115.9 105.55
## cvpred 39.76 125 177 174 146.7 161.1 125.6 28.26 114.87 116.2 105.81
## pm2.5 45.00 293 372 373 171.0 141.0 132.0 28.00 109.00 159.0 97.00
## CV residual 5.24 168 195 199 24.3 -20.1 6.4 -0.26 -5.87 42.8 -8.81
## 43779 43789 43793 43794 43797 43802 43808 43809 43813 43814 43816
## Predicted 118.1 76.2 87.8 63.588 60.0 59.3 58.3 58.3 28.5 9.59 7.40
## cvpred 118.4 74.4 87.9 63.223 60.3 59.3 58.1 58.1 28.3 9.34 7.19
## pm2.5 81.0 49.0 60.0 63.000 26.0 11.0 8.0 8.0 17.0 11.00 11.00
## CV residual -37.4 -25.4 -27.9 -0.223 -34.3 -48.3 -50.1 -50.1 -11.3 1.66 3.81
##
## Sum of squares = 88853291 Mean square = 6384 n = 13919
##
## fold 2
## Observations in test set: 13919
## 28 29 33 36 37 39 41 46 47 49 51 52
## Predicted 179.60 179.6 178.5 169 169 166.52 164.9 171.5 172.0 177.8 182 183
## cvpred 179.16 179.2 178.2 169 169 166.41 164.9 171.6 172.2 177.8 181 183
## pm2.5 181.00 138.0 120.0 152 148 158.00 159.0 164.0 156.0 90.0 65 55
## CV residual 1.84 -41.2 -58.2 -17 -21 -8.41 -5.9 -7.6 -16.2 -87.8 -116 -128
## 58 59 60 61 65 69 71 74 75 78 82 88
## Predicted 187 187 188.3 190 192 152.1 146.4 125.9 126.5 123.5 116.7 94.0
## cvpred 186 186 187.5 189 191 150.2 144.6 124.1 124.6 121.7 115.1 92.9
## pm2.5 86 78 98.0 107 86 71.0 76.0 58.0 25.0 26.0 27.0 29.0
## CV residual -100 -108 -89.5 -82 -105 -79.2 -68.6 -66.1 -99.6 -95.7 -88.1 -63.9
## 90 93 97 98 100 103 104 109 119 126 128
## Predicted 107.5 94.1 115.7 122.0 117.9 120.5 118.0 101.0 108.6 111.1 115.8
## cvpred 106.4 93.2 114.4 120.6 116.5 119.8 117.2 100.6 107.6 110.4 115.1
## pm2.5 30.0 31.0 30.0 34.0 25.0 27.0 27.0 27.0 66.0 28.0 25.0
## CV residual -76.4 -62.2 -84.4 -86.6 -91.5 -92.8 -90.2 -73.6 -41.6 -82.4 -90.1
## 130 132 133 143 144 145 146 150 153 154 156
## Predicted 105.7 97.2 92.6 125.8 129.94 129.94 169.8 107.3 103.4 95.0 94.7
## cvpred 105.3 97.0 92.4 124.6 128.76 128.76 168.4 106.1 102.5 94.2 94.2
## pm2.5 29.0 42.0 28.0 93.0 131.00 127.00 130.0 28.0 24.0 27.0 42.0
## CV residual -76.3 -55.0 -64.4 -31.6 2.24 -1.76 -38.4 -78.1 -78.5 -67.2 -52.2
## 157 160 162 165 167 169 171 174 177 178 181 182
## Predicted 85.9 82.3 99.0 147.8 162.1 143 152 185.6 175 173.7 158.1 159.2
## cvpred 85.4 81.6 98.1 146.9 160.6 141 151 183.6 175 173.5 157.9 158.8
## pm2.5 42.0 51.0 50.0 106.0 198.0 210 275 100.0 66 92.0 198.0 250.0
## CV residual -43.4 -30.6 -48.1 -40.9 37.4 69 124 -83.6 -109 -81.5 40.1 91.2
## 190 191 194 196 199 202 204 210 212 213 216 217
## Predicted 142.7 119 140.5 153.0 149 119.0 102.6 87.2 98.2 102.8 147.4 126.3
## cvpred 140.8 118 138.7 151.1 147 118.4 102.4 86.6 97.5 102.2 146.5 125.4
## pm2.5 225.0 168 159.0 196.0 119 84.0 66.0 37.0 44.0 54.0 66.0 75.0
## CV residual 84.2 50 20.3 44.9 -28 -34.4 -36.4 -49.6 -53.5 -48.2 -80.5 -50.4
## 219 221 222 228 239 242 243 248 250 251 253
## Predicted 124.4 130.4 128 101.2 76.6 136 105.1 105.4 86.5 80.2 71.2
## cvpred 123.4 129.1 127 100.7 76.5 135 104.5 104.5 86.0 79.8 70.9
## pm2.5 66.0 62.0 40 70.0 24.0 27 23.0 20.0 18.0 25.0 27.0
## CV residual -57.4 -67.1 -87 -30.7 -52.5 -108 -81.5 -84.5 -68.0 -54.8 -43.9
## 254 255 256 257 266 267 273 274 275 278 279
## Predicted 70.6 72.2 68.1 69.7 131 119.8 105.0 94.9 88.6 104.1 100.0
## cvpred 70.3 71.8 67.7 69.2 130 118.3 103.4 93.6 87.4 102.7 98.6
## pm2.5 28.0 15.0 24.0 13.0 21 37.0 16.0 13.0 15.0 22.0 22.0
## CV residual -42.3 -56.8 -43.7 -56.2 -109 -81.3 -87.4 -80.6 -72.4 -80.7 -76.6
## 281 285 292 294 298 301 315 318 322 323 330
## Predicted 98.4 101.5 102.0 91.6 93.5 86.1 144.0 154.1 143.4 122.4 141.9
## cvpred 97.1 100.3 100.9 90.6 92.6 85.2 141.8 151.6 141.2 120.5 141.8
## pm2.5 19.0 31.0 11.0 11.0 34.0 26.0 174.0 137.0 87.0 84.0 89.0
## CV residual -78.1 -69.3 -89.9 -79.6 -58.6 -59.2 32.2 -14.6 -54.2 -36.5 -52.8
## 332 335 336 339 344 345 348 349 354 362 363
## Predicted 81.7 99.4 93.6 104.5 101.9 94.0 83.9 77.6 124.1 141.0 163.5
## cvpred 80.8 99.4 93.7 103.9 102.2 94.5 84.7 78.5 125.1 140.8 162.7
## pm2.5 69.0 27.0 20.0 30.0 26.0 27.0 26.0 26.0 64.0 211.0 242.0
## CV residual -11.8 -72.4 -73.7 -73.9 -76.2 -67.5 -58.7 -52.5 -61.1 70.2 79.3
## 365 366 368 370 373 375 377 381 386 390 391
## Predicted 140 122.5 124.72 116.25 96.8 131.47 137.2 161.3 172.0 129.0 135.3
## cvpred 140 121.8 123.94 115.65 96.5 130.91 136.5 160.4 170.8 127.9 134.1
## pm2.5 249 200.0 114.00 108.00 148.0 128.00 148.0 235.0 241.0 148.0 208.0
## CV residual 109 78.2 -9.94 -7.65 51.5 -2.91 11.5 74.6 70.2 20.1 73.9
## 399 403 406 408 411 413 414 415 417 420 422 429 436
## Predicted 133.6 159.2 171 147 138 143 155 138.6 138.57 108.8 93.1 162 121
## cvpred 132.8 159.3 170 146 137 141 154 137.1 137.12 108.1 92.5 161 120
## pm2.5 154.0 212.0 317 313 303 407 361 234.0 147.00 137.0 144.0 435 274
## CV residual 21.2 52.7 147 167 166 266 207 96.9 9.88 28.9 51.5 274 154
## 444 447 448 451 453 454 455 456 457 460 461 462 465 468
## Predicted 111 131 158 164 121 126 126 121 130 133 116.3 121.0 85.8 65.4
## cvpred 110 131 157 163 120 125 125 120 129 132 115.5 120.2 85.4 65.5
## pm2.5 339 305 313 485 403 374 333 343 364 267 71.0 81.0 44.0 29.0
## CV residual 229 174 156 322 283 249 208 223 235 135 -44.5 -39.2 -41.4 -36.5
## 470 471 488 491 492 493 494 496 498 499 502
## Predicted 82.7 73.3 64.6 62.7 75.4 53.4 71.8 64.9 49.2 47.62 107.1
## cvpred 83.3 73.2 64.4 62.8 75.9 53.5 72.2 65.4 49.1 47.62 107.2
## pm2.5 29.0 16.0 18.0 26.0 26.0 25.0 24.0 17.0 21.0 40.00 61.0
## CV residual -54.3 -57.2 -46.4 -36.8 -49.9 -28.5 -48.2 -48.4 -28.1 -7.62 -46.2
## 509 511 513 515 517 521 522 524 528 535 538
## Predicted 75.8 77.4 79.9 61.1 56.4 59.1 59.1 80.4 94.6 92.1 60.7
## cvpred 75.6 77.1 79.7 61.1 56.4 58.9 58.9 80.1 94.0 91.4 60.4
## pm2.5 15.0 22.0 19.0 25.0 26.0 30.0 32.0 49.0 48.0 22.0 41.0
## CV residual -60.6 -55.1 -60.7 -36.1 -30.4 -28.9 -26.9 -31.1 -46.0 -69.4 -19.4
## 539 542 614 615 616 617 619 620 621 631 632
## Predicted 58.5 33.8 99.8 90.600 92.1 102.5 144.0 143.6 137 134.2 127.9
## cvpred 58.3 33.4 100.0 89.461 92.1 102.4 143.6 141.9 136 131.9 125.7
## pm2.5 23.0 19.0 85.0 90.000 127.0 144.0 199.0 231.0 274 153.0 140.0
## CV residual -35.3 -14.4 -15.0 0.539 34.9 41.6 55.4 89.1 138 21.1 14.3
## 635 636 638 639 640 643 648 650 651 654 658
## Predicted 115.7 92.1 76.5 49.15 43.43 61.5 79.1 90.7 89.1 100.1 69.7
## cvpred 114.6 90.6 75.0 47.69 42.07 60.2 78.0 90.2 88.7 99.6 69.0
## pm2.5 153.0 154.0 90.0 55.00 52.00 37.0 28.0 22.0 27.0 32.0 17.0
## CV residual 38.4 63.4 15.0 7.31 9.93 -23.2 -50.0 -68.2 -61.7 -67.6 -52.0
## 660 661 667 668 672 674 677 679 682 686 693
## Predicted 55.2 36.0 38.2 52.7 50.8 67.5 134 162 26.97 6.68 38.9
## cvpred 54.6 35.5 37.6 52.0 50.0 66.5 132 160 26.21 5.96 37.8
## pm2.5 18.0 16.0 14.0 23.0 25.0 24.0 24 10 20.00 12.00 24.0
## CV residual -36.6 -19.5 -23.6 -29.0 -25.0 -42.5 -108 -150 -6.21 6.04 -13.8
## 695 697 698 701 704 705 707 708 710 717 718 719
## Predicted 41.39 65.98 65.98 80.5 105.6 154 45.49 22.2 7.18 38.3 30.4 49.3
## cvpred 40.41 64.62 64.62 79.0 103.8 152 44.52 21.3 6.32 37.2 29.5 48.1
## pm2.5 43.00 61.00 66.00 36.0 24.0 29 35.00 33.0 25.00 71.0 67.0 69.0
## CV residual 2.59 -3.62 1.38 -43.0 -79.8 -123 -9.52 11.7 18.68 33.8 37.5 20.9
## 722 723 726 727 728 730 732 736 739 740 741
## Predicted 58.1 89.8 58.9 73.4 57.9 47.8 27.0 61.6 68.3 87.5 124.5
## cvpred 56.9 88.4 58.0 72.4 57.1 47.3 26.7 61.1 68.1 87.2 123.5
## pm2.5 35.0 26.0 16.0 18.0 19.0 17.0 11.0 17.0 24.0 54.0 71.0
## CV residual -21.9 -62.4 -42.0 -54.4 -38.1 -30.3 -15.7 -44.1 -44.1 -33.2 -52.5
## 744 747 748 751 753 754 757 758 760 763 766
## Predicted 153 127.7 156.6 152.9 134.6 149.1 127.7 121.2 114.6 146.0 159.2
## cvpred 153 127.4 155.5 153.1 134.2 149.5 128.3 121.6 114.9 146.3 159.3
## pm2.5 101 67.0 76.0 73.0 64.0 53.0 72.0 56.0 40.0 66.0 65.0
## CV residual -52 -60.4 -79.5 -80.1 -70.2 -96.5 -56.3 -65.6 -74.9 -80.3 -94.3
## 768 772 775 788 790 791 795 796 800 801 806
## Predicted 168 155.6 178.2 57.9 114.6 68.9 123.7 156.6 154.7 158.80 27.8
## cvpred 168 154.8 176.7 57.3 114.2 68.2 123.1 155.3 153.2 157.34 27.3
## pm2.5 64 72.0 96.0 83.0 70.0 80.0 62.0 73.0 132.0 161.00 14.0
## CV residual -104 -82.8 -80.7 25.7 -44.2 11.8 -61.1 -82.3 -21.2 3.66 -13.3
## 808 809 814 815 820 822 824 828 829 830 831
## Predicted 14.954 27.26 76.2 78.4 151.7 164 139 68.4 38.2 35.17 46.2
## cvpred 14.392 26.72 75.3 77.4 150.1 162 137 68.3 37.6 34.43 46.0
## pm2.5 15.000 23.00 95.0 105.0 104.0 33 27 29.0 31.0 28.00 28.0
## CV residual 0.608 -3.72 19.7 27.6 -46.1 -129 -110 -39.3 -6.6 -6.43 -18.0
## 837 840 841 844 847 848 851 854 856 857 858
## Predicted 69.7 86.7 86.7 91.4 155.8 158.2 129.6 116.9 118.5 122.6 127.2
## cvpred 69.3 86.3 86.3 91.0 154.6 157.2 128.9 117.6 119.1 123.2 127.9
## pm2.5 48.0 63.0 48.0 47.0 90.0 101.0 103.0 72.0 72.0 71.0 80.0
## CV residual -21.3 -23.3 -38.3 -44.0 -64.6 -56.2 -25.9 -45.6 -47.1 -52.2 -47.9
## 860 867 874 883 884 886 889 890 892 896 899 900
## Predicted 134.1 164 147.5 145.0 147 174.0 176 173 174 143.9 135.5 175.3
## cvpred 134.7 165 148.2 145.4 148 174.2 176 173 173 142.5 134.2 173.9
## pm2.5 63.0 54 65.0 82.0 100 99.0 64 68 65 88.0 88.0 80.0
## CV residual -71.7 -111 -83.2 -63.4 -48 -75.2 -112 -105 -108 -54.5 -46.2 -93.9
## 901 908 909 910 912 916 920 927 932 935 936
## Predicted 169.1 181.2 181.2 177.4 153.6 155.7 140.3 138.9 163.7 174.2 180.5
## cvpred 167.7 180.7 180.7 177.1 152.4 154.5 138.7 137.5 163.5 172.7 178.9
## pm2.5 100.0 147.0 162.0 157.0 160.0 185.0 166.0 184.0 196.0 233.0 258.0
## CV residual -67.7 -33.7 -18.7 -20.1 7.6 30.5 27.3 46.5 32.5 60.3 79.1
## 937 938 942 951 957 964 965 967 968 969 970 984
## Predicted 137 175 143.4 85.9 147 56.4 58.6 63.2 61.6 62.2 60.6 59.2
## cvpred 135 175 141.9 85.2 146 56.5 58.6 63.3 61.7 62.3 60.8 59.8
## pm2.5 247 230 241.0 50.0 181 6.0 8.0 8.0 10.0 9.0 20.0 10.0
## CV residual 112 55 99.1 -35.2 35 -50.5 -50.6 -55.3 -51.7 -53.3 -40.8 -49.8
## 989 993 998 1002 1003 1004 1005 1007 1008 1011 1021
## Predicted 58.9 53.4 27.98 44.7 55.1 57.6 59.1 61.6 66.9 69.1 79.9
## cvpred 59.3 53.5 28.16 45.4 55.7 58.3 59.1 61.7 67.7 69.7 79.7
## pm2.5 12.0 9.0 21.00 17.0 19.0 22.0 20.0 19.0 13.0 16.0 19.0
## CV residual -47.3 -44.5 -7.16 -28.4 -36.7 -36.3 -39.1 -42.7 -54.7 -53.7 -60.7
## 1023 1029 1031 1033 1036 1038 1040 1042 1046 1054 1060
## Predicted 30.7 114 144.9 98.4 114.8 114.8 114.8 136 78.8 132.0 104
## cvpred 30.6 113 143.9 97.6 113.6 113.6 113.6 135 79.5 130.8 103
## pm2.5 13.0 50 60.0 108.0 38.0 23.0 28.0 26 49.0 213.0 599
## CV residual -17.6 -63 -83.9 10.4 -75.6 -90.6 -85.6 -109 -30.5 82.2 496
## 1064 1076 1079 1081 1082 1084 1089 1092 1094 1095 1100
## Predicted 71.6 99.8 71.72 82.8 77.0 112.2 82.7 43.0 27.4 35.4 93.9
## cvpred 71.3 99.2 71.47 83.1 77.5 111.7 82.4 43.2 27.6 36.0 94.7
## pm2.5 7.0 21.0 67.00 45.0 27.0 18.0 16.0 17.0 11.0 14.0 26.0
## CV residual -64.3 -78.2 -4.47 -38.1 -50.5 -93.7 -66.4 -26.2 -16.6 -22.0 -68.7
## 1103 1105 1106 1107 1108 1113 1115 1122 1123 1124 1134
## Predicted 125.2 116.5 102.0 108.3 110.5 114.0 103.3 102.6 123.3 125.8 106.77
## cvpred 124.5 115.7 101.3 107.5 109.6 113.1 102.7 103.1 123.7 126.3 105.86
## pm2.5 96.0 146.0 113.0 91.0 70.0 26.0 24.0 140.0 159.0 161.0 113.00
## CV residual -28.5 30.3 11.7 -16.5 -39.6 -87.1 -78.7 36.9 35.3 34.7 7.14
## 1135 1136 1137 1144 1146 1148 1151 1157 1160 1161 1163
## Predicted 76.4 81.1 69.4 10.854 21.2 92.7 112 140.0 165.3 150.5 100.2
## cvpred 75.6 80.3 68.5 10.283 20.6 92.9 112 138.8 163.4 148.9 99.3
## pm2.5 46.0 18.0 13.0 11.000 9.0 27.0 49 80.0 77.0 87.0 54.0
## CV residual -29.6 -62.3 -55.5 0.717 -11.6 -65.9 -63 -58.8 -86.4 -61.9 -45.3
## 1168 1171 1176 1178 1181 1182 1184 1185 1186 1189 1195
## Predicted 14.3 73.1 131 155.9 171.72 171.7 138.1 138 109.23 74.9 67.9
## cvpred 13.6 71.9 130 153.8 169.23 169.2 135.7 137 108.07 73.7 67.6
## pm2.5 27.0 41.0 296 119.0 177.00 191.0 157.0 114 117.00 96.0 44.0
## CV residual 13.4 -30.9 166 -34.8 7.77 21.8 21.3 -23 8.93 22.3 -23.6
## 1197 1199 1202 1204 1206 1212 1214 1216 1223 1228 1230
## Predicted 115.9 147.1 136.7 131.8 138.05 113.3 105.9 106.9 172.4 142.4 140.5
## cvpred 113.9 144.8 134.5 129.3 135.53 112.9 105.5 106.5 169.9 139.9 137.9
## pm2.5 65.0 146.0 191.0 190.0 144.00 184.0 185.0 165.0 213.0 235.0 205.0
## CV residual -48.9 1.2 56.5 60.7 8.47 71.1 79.5 58.5 43.1 95.1 67.1
## 1233 1234 1235 1243 1245 1246 1247 1258 1260 1261 1264
## Predicted 132.8 106.1 79.0 71.3 107.7 110.6 158.5 154.4 127.4 120.2 112.5
## cvpred 130.7 104.4 77.6 69.9 106.1 110.4 158.3 154.4 127.6 120.3 112.4
## pm2.5 191.0 189.0 109.0 20.0 69.0 99.0 117.0 92.0 56.0 60.0 79.0
## CV residual 60.3 84.6 31.4 -49.9 -37.1 -11.4 -41.3 -62.4 -71.6 -60.3 -33.4
## 1265 1267 1269 1270 1272 1277 1279 1282 1283 1289 1293 1296
## Predicted 120.4 142.8 167.0 161.1 173 197.0 165.0 182 133.0 139.1 130 187
## cvpred 120.1 142.3 164.8 160.3 171 194.1 162.1 179 130.6 137.6 127 184
## pm2.5 84.0 100.0 81.0 95.0 86 117.0 112.0 136 142.0 191.0 246 282
## CV residual -36.1 -42.3 -83.8 -65.3 -85 -77.1 -50.1 -43 11.4 53.4 119 98
## 1297 1298 1303 1306 1308 1309 1311 1313 1314 1322 1328 1330
## Predicted 149 143 159.5 126 112 105 91.6 134 145 179.5 149.8 176.5
## cvpred 146 140 156.1 124 109 103 89.4 132 144 177.4 147.7 176.2
## pm2.5 283 242 237.0 296 302 311 312.0 292 299 153.0 218.0 266.0
## CV residual 137 102 80.9 172 193 208 222.6 160 155 -24.4 70.3 89.8
## 1331 1332 1333 1336 1337 1341 1345 1346 1354 1356 1360 1364
## Predicted 153.5 140.9 137 144.8 144.8 143.7 145 151 145.5 133 124.1 130.9
## cvpred 153.5 141.1 137 144.7 144.7 143.8 145 151 144.4 132 124.3 131.1
## pm2.5 241.0 235.0 237 176.0 165.0 130.0 52 46 75.0 82 90.0 70.0
## CV residual 87.5 93.9 100 31.3 20.3 -13.8 -93 -105 -69.4 -50 -34.3 -61.1
## 1365 1367 1369 1371 1375 1382 1386 1387 1390 1398 1402 1406
## Predicted 133.1 125.5 140 131 183 171.6 164 164 162.8 131.9 104.7 47.0
## cvpred 133.2 125.5 139 131 183 171.2 164 164 162.4 130.4 104.5 46.9
## pm2.5 84.0 95.0 38 30 31 88.0 102 103 124.0 145.0 78.0 20.0
## CV residual -49.2 -30.5 -101 -101 -152 -83.2 -62 -61 -38.4 14.6 -26.5 -26.9
## 1410 1412 1416 1423 1424 1426 1441 1445 1446 1451 1452 1458
## Predicted 110.3 131.9 175.3 175 177 169 173.8 189.8 152 93.6 74.48 38.6
## cvpred 109.4 131.1 175.6 175 177 169 173.3 187.6 150 92.9 73.79 38.2
## pm2.5 15.0 72.0 161.0 25 23 25 101.0 115.0 111 169.0 82.00 27.0
## CV residual -94.4 -59.1 -14.6 -150 -154 -144 -72.3 -72.6 -39 76.1 8.21 -11.2
## 1461 1469 1474 1476 1478 1480 1485 1488 1489 1492 1495
## Predicted 92.5 147.1 137.1 130.7 129.6 122 140.73 142.92 148.6 158.2 178.1
## cvpred 91.9 147.2 136.3 131.3 130.1 123 140.83 142.92 148.5 157.8 177.3
## pm2.5 44.0 178.0 126.0 146.0 202.0 247 150.00 134.00 98.0 126.0 123.0
## CV residual -47.9 30.8 -10.3 14.7 71.9 124 9.17 -8.92 -50.5 -31.8 -54.3
## 1496 1497 1498 1500 1504 1505 1507 1509 1512 1514 1518 1520
## Predicted 178.1 174.3 163.9 153.0 129.4 107 164 121 122 79.9 74 73.5
## cvpred 177.3 173.7 163.4 152.5 129.2 106 162 119 121 78.9 73 72.6
## pm2.5 126.0 131.0 126.0 187.0 226.0 231 246 256 269 89.0 13 19.0
## CV residual -51.3 -42.7 -37.4 34.5 96.8 125 84 137 148 10.1 -60 -53.6
## 1528 1530 1532 1536 1537 1539 1542 1545 1546 1547 1549
## Predicted 22.74 21.12 36.17 52.1 52.1 60.8 65.2 67.7 53.5 43.1 67.2
## cvpred 22.97 21.45 36.44 52.5 52.5 61.3 65.5 68.1 54.2 43.9 68.4
## pm2.5 16.00 18.00 30.00 14.0 19.0 12.0 11.0 27.0 23.0 29.0 39.0
## CV residual -6.97 -3.45 -6.44 -38.5 -33.5 -49.3 -54.5 -41.1 -31.2 -14.9 -29.4
## 1556 1559 1564 1570 1572 1576 1579 1581 1585 1586 1593 1595
## Predicted 130 145.6 152.5 130.4 119.4 112.3 114 118.98 156 156 154.5 147
## cvpred 131 146.6 153.4 131.8 120.9 113.6 114 119.17 157 157 156.1 148
## pm2.5 103 69.0 68.0 67.0 69.0 108.0 134 124.00 76 68 65.0 29
## CV residual -28 -77.6 -85.4 -64.8 -51.9 -5.6 20 4.83 -81 -89 -91.1 -119
## 1596 1599 1600 1601 1603 1611 1613 1618 1620 1623 1625
## Predicted 140 128.6 133 92.8 95.0 72.1 73.4 62.5 61.3 42.4 21.327
## cvpred 142 129.1 133 93.5 95.6 72.6 73.6 62.8 61.6 42.4 21.244
## pm2.5 28 32.0 33 43.0 56.0 8.0 13.0 18.0 20.0 20.0 21.000
## CV residual -114 -97.1 -100 -50.5 -39.6 -64.6 -60.6 -44.8 -41.6 -22.4 -0.244
## 1627 1629 1630 1632 1633 1637 1638 1643 1646 1647 1648 1654
## Predicted 41.5 66.4 102.2 112 153 122.9 118.3 59.2 56.0 48.8 50.5 131
## cvpred 41.3 66.0 101.6 113 154 121.6 116.9 58.5 56.4 49.2 50.7 131
## pm2.5 16.0 26.0 22.0 51 46 58.0 85.0 70.0 44.0 33.0 37.0 62
## CV residual -25.3 -40.0 -79.6 -62 -108 -63.6 -31.9 11.5 -12.4 -16.2 -13.7 -69
## 1655 1660 1668 1669 1674 1684 1685 1689 1691 1694 1700
## Predicted 114.7 141.87 122 117.6 116.8 75.7 68.0 56.4 28.24 11.00 83.6
## cvpred 114.5 139.57 122 116.8 114.4 73.9 66.3 55.2 27.44 10.36 83.8
## pm2.5 68.0 142.00 224 193.0 154.0 38.0 29.0 19.0 19.00 12.00 32.0
## CV residual -46.5 2.43 102 76.2 39.6 -35.9 -37.3 -36.2 -8.44 1.64 -51.8
## 1701 1704 1705 1713 1714 1717 1720 1722 1723 1725 1726
## Predicted 108.9 145.2 149.9 116.3 105.9 86.47 88.6 90.2 90.8 107 112.1
## cvpred 107.9 145.7 150.3 117.1 106.7 87.58 89.5 91.0 91.5 108 112.7
## pm2.5 53.0 91.0 79.0 69.0 82.0 78.00 68.0 61.0 58.0 78 64.0
## CV residual -54.9 -54.7 -71.3 -48.1 -24.7 -9.58 -21.5 -30.0 -33.5 -30 -48.7
## 1730 1736 1741 1743 1745 1747 1749 1754 1756 1757 1760
## Predicted 118.4 130.5 134 137 137 150.0 137 135.68 161.5 94.4 87.3
## cvpred 118.9 129.4 133 136 136 149.1 136 134.47 161.4 93.3 86.2
## pm2.5 44.0 105.0 68 78 86 112.0 116 129.00 220.0 175.0 60.0
## CV residual -74.9 -24.4 -65 -58 -50 -37.1 -20 -5.47 58.6 81.7 -26.2
## 1762 1768 1769 1778 1781 1784 1786 1787 1792 1793 1794
## Predicted 73.7 69.3 63.0 153.5 176 147.3 101.1 77.79 47.1 36.7 44.933
## cvpred 72.9 68.7 62.5 152.3 176 146.4 100.2 77.03 46.5 36.2 44.385
## pm2.5 43.0 22.0 22.0 63.0 55 71.0 72.0 73.00 64.0 53.0 45.000
## CV residual -29.9 -46.7 -40.5 -89.3 -121 -75.4 -28.2 -4.03 17.5 16.8 0.615
## 1797 1798 1801 1802 1804 1806 1808 1809 1815 1816
## Predicted 93.6 96.5 75.895 129.1 85.0150 79.3 71.7 70.0 62.9 28.97
## cvpred 92.9 96.3 75.448 129.7 85.0271 79.4 71.8 70.3 63.9 29.39
## pm2.5 63.0 67.0 76.000 41.0 85.0000 18.0 33.0 34.0 20.0 21.00
## CV residual -29.9 -29.3 0.552 -88.7 -0.0271 -61.4 -38.8 -36.3 -43.9 -8.39
## 1820 1822 1824 1827 1833 1834 1838 1840 1841 1844 1847
## Predicted 103.5 118.5 150.4 162.4 163.5 163.5 148.9 119 138.2 129 143.0
## cvpred 102.8 117.8 150.9 162.7 163.7 163.7 149.1 118 137.1 127 141.7
## pm2.5 39.0 67.0 76.0 96.0 110.0 135.0 201.0 219 208.0 206 222.0
## CV residual -63.8 -50.8 -74.9 -66.7 -53.7 -28.7 51.9 101 70.9 79 80.3
## 1848 1850 1852 1860 1861 1862 1865 1866 1867 1868 1869
## Predicted 173.5 174.6 190.5 196 160.9 191.4 174.7 174.7 174.7 181.4 179.8
## cvpred 171.3 172.2 189.3 193 158.7 188.3 171.8 171.8 171.8 179.7 178.2
## pm2.5 239.0 249.0 247.0 249 245.0 250.0 239.0 234.0 240.0 224.0 206.0
## CV residual 67.7 76.8 57.7 56 86.3 61.7 67.2 62.2 68.2 44.3 27.8
## 1873 1875 1883 1887 1890 1891 1894 1900 1901 1902 1904 1907
## Predicted 196 198.1 98.0 12.0 31.42 44.3 59.6 147.8 162 160 164 82.7
## cvpred 193 196.2 95.8 10.6 30.25 43.2 58.7 147.5 161 159 162 83.0
## pm2.5 183 216.0 381.0 51.0 26.00 22.0 21.0 60.0 47 50 41 55.0
## CV residual -10 19.8 285.2 40.4 -4.25 -21.2 -37.7 -87.5 -114 -109 -121 -28.0
## 1908 1909 1910 1916 1917 1918 1924 1925 1927 1928
## Predicted 68.2 58.59 53.49 112.946 119.23 123.90 150.5 148 165.2 161.4
## cvpred 68.5 58.67 52.28 112.581 118.78 123.46 148.6 146 164.2 160.6
## pm2.5 56.0 52.00 49.00 113.000 121.00 116.00 90.0 100 96.0 102.0
## CV residual -12.5 -6.67 -3.28 0.419 2.22 -7.46 -58.6 -46 -68.2 -58.6
## 1931 1935 1936 1939 1940 1941 1950 1960 1963 1966 1967
## Predicted 49.2 26.8 4.07 21.6 24.65 35.6 123.0 68.8 81.4 84.4 111.5
## cvpred 48.1 26.0 3.38 21.0 24.14 35.0 122.5 69.6 82.0 85.1 111.9
## pm2.5 784.0 158.0 226.00 47.0 27.00 25.0 46.0 55.0 64.0 57.0 63.0
## CV residual 735.9 132.0 222.62 26.0 2.86 -10.0 -76.5 -14.6 -18.0 -28.1 -48.9
## 1972 1975 1980 1985 1986 1988 1989 1993 1994 1997 2004 2007
## Predicted 101.1 92.5 19.4 82.79 99.8 123.6 88.2 156 161 154 5.43 3.45
## cvpred 100.7 91.7 20.0 83.62 100.6 124.4 88.2 157 162 155 5.61 3.38
## pm2.5 73.0 68.0 44.0 92.00 134.0 64.0 52.0 48 52 51 12.00 16.00
## CV residual -27.7 -23.7 24.0 8.38 33.4 -60.4 -36.2 -109 -110 -104 6.39 12.62
## 2009 2014 2020 2025 2030 2032 2036 2037 2038 2042 2044 2047
## Predicted 6.13 96.1 137.6 130.5 46.4 36.5 85.80 63.2 77.2 65.8 56.8 137.0
## cvpred 5.83 95.5 136.2 129.4 47.0 37.1 84.79 62.2 77.0 65.7 57.1 137.4
## pm2.5 20.00 33.0 72.0 38.0 64.0 72.0 84.00 85.0 98.0 89.0 46.0 99.0
## CV residual 14.17 -62.5 -64.2 -91.4 17.0 34.9 -0.79 22.8 21.0 23.3 -11.1 -38.4
## 2051 2052 2057 2058 2060 2061 2063 2070 2074 2077 2082
## Predicted 92.5 75.80 69.7 73.8 99.3 110.2 117.1 125.8 73.7902 76.7 29.5
## cvpred 93.7 77.21 70.9 75.0 100.3 111.1 117.9 125.8 74.0166 76.9 31.1
## pm2.5 81.0 74.00 50.0 54.0 59.0 62.0 57.0 67.0 74.0000 96.0 57.0
## CV residual -12.7 -3.21 -20.9 -21.0 -41.3 -49.1 -60.9 -58.8 -0.0166 19.1 25.9
## 2088 2089 2096 2107 2109 2112 2113 2115 2117 2144 2155 2159
## Predicted 99.3 117.8 111.5 119 151 151 159 160.7 163.9 123.81 28.1 39.1
## cvpred 100.3 118.8 111.7 120 152 150 160 161.2 164.3 122.73 27.5 38.5
## pm2.5 82.0 92.0 169.0 275 296 297 288 254.0 248.0 124.00 187.0 71.0
## CV residual -18.3 -26.8 57.3 155 144 147 128 92.8 83.7 1.27 159.5 32.5
## 2161 2162 2171 2177 2178 2180 2183 2187 2191 2192
## Predicted 24.15 30.44 -0.159 -2.14 0.0458 2.23 111.0 81.0 54.7 50.9
## cvpred 23.77 29.97 -0.370 -2.61 -0.5177 1.57 109.8 79.8 53.7 50.1
## pm2.5 31.00 39.00 21.000 16.00 18.0000 17.00 54.0 41.0 40.0 27.0
## CV residual 7.23 9.03 21.370 18.61 18.5177 15.43 -55.8 -38.8 -13.7 -23.1
## 2200 2203 2205 2206 2208 2209 2219 2221 2222 2223 2225
## Predicted -17.7 -15.5 97.8 110.7 117.0 103.7 70.49 52.4 59.7 73.7 72.0
## cvpred -18.0 -15.9 98.2 111.1 117.3 102.7 71.29 53.1 60.3 74.1 72.4
## pm2.5 16.0 12.0 30.0 69.0 49.0 48.0 67.00 82.0 89.0 110.0 132.0
## CV residual 34.0 27.9 -68.2 -42.1 -68.3 -54.7 -4.29 28.9 28.7 35.9 59.6
## 2228 2238 2243 2247 2248 2252 2253 2254 2258 2259 2262
## Predicted 104.5 154.1 52.5 12.2 22.4 53.86 77.11 74.9 129.6 129.6 138.1
## cvpred 104.3 152.1 52.3 11.4 22.8 53.77 76.98 74.9 129.5 129.5 137.8
## pm2.5 119.0 180.0 167.0 41.0 34.0 61.00 70.00 87.0 177.0 169.0 161.0
## CV residual 14.7 27.9 114.7 29.6 11.2 7.23 -6.98 12.1 47.5 39.5 23.2
## 2263 2266 2267 2270 2271 2276 2280 2282 2283 2293 2294
## Predicted 153.2 73.5 103.0 98.2 98.2 149 142 77.0 58.9 30.8 -6.85
## cvpred 152.8 72.7 102.1 98.5 98.5 150 143 76.8 58.9 31.1 -5.77
## pm2.5 169.0 185.0 166.0 186.0 142.0 47 18 14.0 12.0 15.0 16.00
## CV residual 16.2 112.3 63.9 87.5 43.5 -103 -125 -62.8 -46.9 -16.1 21.77
## 2296 2298 2300 2301 2303 2309 2312 2314 2317 2319 2321
## Predicted -37.0 -30.7 21.71 -11.6 88.4 119.3 111.5 90.22 55.2 28.9 33.7
## cvpred -36.5 -30.3 21.81 -11.2 88.3 118.7 111.7 91.41 56.7 30.3 34.8
## pm2.5 15.0 12.0 17.00 23.0 24.0 102.0 68.0 101.00 140.0 108.0 94.0
## CV residual 51.5 42.3 -4.81 34.2 -64.3 -16.7 -43.7 9.59 83.3 77.7 59.2
## 2324 2328 2335 2336 2344 2347 2349 2350 2354 2362 2364
## Predicted 43.8 92.0 144 138.1 82.8 86.0 109.4 78.3 92.4 71.7 134.59
## cvpred 44.6 92.6 144 137.8 82.8 85.9 107.9 77.0 91.8 71.4 134.72
## pm2.5 80.0 104.0 69 75.0 122.0 127.0 158.0 141.0 137.0 58.0 131.00
## CV residual 35.4 11.4 -75 -62.8 39.2 41.1 50.1 64.0 45.2 -13.4 -3.72
## 2368 2371 2372 2374 2375 2376 2377 2385 2387 2389 2395
## Predicted 150.4 152.6 151.0 147 116.8 105.8 104.2 49.7 57.2 7.97 42.8
## cvpred 150.1 152.2 150.7 146 116.4 104.8 103.3 49.8 56.7 7.63 43.3
## pm2.5 67.0 71.0 94.0 85 75.0 79.0 91.0 22.0 16.0 19.00 24.0
## CV residual -83.1 -81.2 -56.7 -61 -41.4 -25.8 -12.3 -27.8 -40.7 11.37 -19.3
## 2399 2401 2409 2410 2413 2415 2416 2420 2423 2424 2431
## Predicted 106.8 118.8 154.4 154.4 154.4 144.6 146 116.2 112 122.5 126.6
## cvpred 107.3 119.1 154.6 154.6 154.6 143.5 145 115.1 111 121.3 125.4
## pm2.5 53.0 39.0 84.0 91.0 75.0 63.0 57 78.0 86 86.0 95.0
## CV residual -54.3 -80.1 -70.6 -63.6 -79.6 -80.5 -88 -37.1 -25 -35.3 -30.4
## 2432 2434 2435 2437 2439 2443 2450 2458 2459 2460 2465
## Predicted 124.9 92.4 82.0 41.0 37.2 40.3 51.6 0.766 -9.62 -20.0 -15.4
## cvpred 123.9 91.5 81.2 40.1 36.5 39.7 51.3 0.928 -9.38 -19.7 -15.2
## pm2.5 44.0 23.0 22.0 88.0 25.0 14.0 11.0 12.000 13.00 15.0 13.0
## CV residual -79.9 -68.5 -59.2 47.9 -11.5 -25.7 -40.3 11.072 22.38 34.7 28.2
## 2466 2469 2471 2473 2475 2480 2481 2482 2484 2487 2488
## Predicted -9.13 93.8 66.252 126.0 136.4 77.6 62.1 55.8 14.0 20.1 30.1
## cvpred -9.02 94.7 67.545 125.6 135.9 77.6 63.0 56.8 15.1 20.3 31.2
## pm2.5 13.00 31.0 68.000 100.0 55.0 24.0 25.0 30.0 42.0 41.0 54.0
## CV residual 22.02 -63.7 0.455 -25.6 -80.9 -53.6 -38.0 -26.8 26.9 20.7 22.8
## 2489 2495 2497 2501 2502 2504 2507 2508 2510 2516 2518 2519
## Predicted 29.1 110.4 127.1 151.7 151.7 155.8 143.2 143.2 140.2 103 119 125
## cvpred 28.9 111.4 127.9 152.2 152.2 156.3 143.9 143.9 140.7 102 119 125
## pm2.5 50.0 70.0 79.0 106.0 121.0 142.0 198.0 206.0 204.0 206 220 237
## CV residual 21.1 -41.4 -48.9 -46.2 -31.2 -14.3 54.1 62.1 63.3 104 101 112
## 2521 2527 2528 2529 2530 2537 2541 2544 2546 2548 2549 2551
## Predicted 161.9 130 126 118 110 104.6 137.7 145.4 147.6 149.8 152.0 150.4
## cvpred 160.6 129 125 117 109 105.4 138.5 146.4 148.5 150.6 152.7 151.2
## pm2.5 235.0 242 244 235 249 185.0 123.0 92.0 107.0 129.0 130.0 128.0
## CV residual 74.4 113 119 118 140 79.6 -15.5 -54.4 -41.5 -21.6 -22.7 -23.2
## 2554 2559 2562 2564 2568 2571 2572 2573 2574 2575 2576
## Predicted 142.45 115.3 134.7 134.67 101 114.3 118.4 120.0 122.2 138.9 159.9
## cvpred 143.44 116.4 135.4 135.37 100 113.5 117.6 119.1 121.2 138.4 158.8
## pm2.5 151.00 143.0 161.0 134.00 212 209.0 198.0 192.0 184.0 177.0 183.0
## CV residual 7.56 26.6 25.6 -1.37 112 95.5 80.4 72.9 62.8 38.6 24.2
## 2578 2579 2583 2585 2586 2588 2590 2591 2592 2594 2604 2605
## Predicted 144.8 92.4 99.4 96.8 96.8 116 134 144 139 110 87.6 82.9
## cvpred 143.8 91.8 98.8 97.3 97.3 115 134 144 140 110 87.9 83.2
## pm2.5 195.0 209.0 229.0 255.0 268.0 257 309 331 351 385 36.0 22.0
## CV residual 51.2 117.2 130.2 157.7 170.7 142 175 187 211 275 -51.9 -61.2
## 2607 2610 2616 2617 2623 2626 2629 2633 2635 2638 2639
## Predicted 78.2 126.1 147.0 147.0 160.1 131.2 82.581 69.15 78.916 75.95 74.3
## cvpred 78.6 126.9 147.7 147.7 160.7 132.3 82.649 69.17 80.246 77.29 75.8
## pm2.5 17.0 175.0 152.0 110.0 82.0 92.0 83.000 66.00 80.000 71.00 55.0
## CV residual -61.6 48.1 4.3 -37.7 -78.7 -40.3 0.351 -3.17 -0.246 -6.29 -20.8
## 2640 2643 2646 2648 2652 2653 2656 2657 2660 2665 2667
## Predicted 76.5 105.5 52.9 67.6 88.7 73.7 75.6 64.6 81.9 104.5 121.9
## cvpred 77.9 106.7 53.0 67.9 89.0 74.0 76.3 64.7 82.5 104.4 122.2
## pm2.5 53.0 46.0 26.0 47.0 51.0 49.0 23.0 16.0 35.0 34.0 49.0
## CV residual -24.9 -60.7 -27.0 -20.9 -38.0 -25.0 -53.3 -48.7 -47.5 -70.4 -73.2
## 2669 2672 2673 2676 2677 2679 2683 2684 2687 2690 2696
## Predicted 112.5 112.5 106 99.9 104.0 95.2 80.7 127 85.9 117.4 108.9
## cvpred 112.1 112.1 106 99.8 103.9 95.1 80.7 128 85.9 116.9 108.6
## pm2.5 27.0 44.0 53 46.0 42.0 38.0 35.0 26 41.0 41.0 65.0
## CV residual -85.1 -68.1 -53 -53.8 -61.9 -57.1 -45.7 -102 -44.9 -75.9 -43.6
## 2701 2704 2705 2706 2710 2714 2717 2719 2723 2728 2732
## Predicted -22.3 -38.2 -42.3 -19.6 42.0 85.8 119 131.4 64.4 57.5 86.19
## cvpred -21.8 -37.8 -41.9 -19.3 43.3 86.6 119 131.9 65.8 58.8 87.17
## pm2.5 19.0 10.0 16.0 23.0 32.0 53.0 65 70.0 107.0 111.0 79.00
## CV residual 40.8 47.8 57.9 42.3 -11.3 -33.6 -54 -61.9 41.2 52.2 -8.17
## 2737 2738 2742 2746 2747 2751 2752 2759 2760 2762 2765 2769
## Predicted 112 124.8 137.4 128.9 122.6 81.5 91.9 119 111 113 81.8 56.3
## cvpred 113 125.4 137.8 129.5 123.3 82.5 92.8 118 110 112 80.7 55.4
## pm2.5 98 93.0 98.0 140.0 142.0 110.0 120.0 7 7 8 20.0 16.0
## CV residual -15 -32.4 -39.8 10.5 18.7 27.5 27.2 -111 -103 -104 -60.7 -39.4
## 2770 2771 2780 2781 2782 2784 2786 2787 2790 2792 2796
## Predicted 52.2 39.3 86.1 82.0 63.9 62.0 53.5 65.5 87.9 69.1 53.18
## cvpred 51.3 38.4 84.7 80.6 62.6 60.6 51.9 63.7 85.8 67.2 51.59
## pm2.5 10.0 11.0 10.0 14.0 11.0 16.0 16.0 15.0 22.0 22.0 46.00
## CV residual -41.3 -27.4 -74.7 -66.6 -51.6 -44.6 -35.9 -48.7 -63.8 -45.2 -5.59
## 2801 2802 2803 2805 2811 2814 2815 2818 2827 2835 2842
## Predicted 43.9 48.5 40.3 52.1 92.1 75.7 74.0 41.5 23.72 88.2 38.5
## cvpred 42.2 46.9 38.7 50.6 90.4 73.9 72.4 40.5 22.84 86.8 37.8
## pm2.5 31.0 16.0 14.0 15.0 15.0 11.0 13.0 15.0 14.00 19.0 19.0
## CV residual -11.2 -30.9 -24.7 -35.6 -75.4 -62.9 -59.4 -25.5 -8.84 -67.8 -18.8
## 2845 2847 2850 2858 2862 2864 2868 2874 2885 2887 2888
## Predicted 7.33 -3.62 -1.14 46.5 56.6 32.008 -18.6 -29.9 111.4 115.5 84.1
## cvpred 6.84 -4.04 -1.44 46.1 55.9 31.711 -18.4 -30.0 109.8 113.9 82.9
## pm2.5 15.00 22.00 18.00 21.0 36.0 32.000 19.0 20.0 82.0 86.0 94.0
## CV residual 8.16 26.04 19.44 -25.1 -19.9 0.289 37.4 50.0 -27.8 -27.9 11.1
## 2893 2894 2902 2903 2904 2906 2916 2917 2923 2926 2929
## Predicted 20.6 5.40 60.8699 79.17 83.27 97.5 43.6 16.1 -52.5 20.72 81.0
## cvpred 20.3 6.45 61.0672 79.08 83.19 97.1 43.5 15.5 -53.0 21.06 79.7
## pm2.5 79.0 80.00 61.0000 74.00 74.00 68.0 115.0 59.0 39.0 31.00 36.0
## CV residual 58.7 73.55 -0.0672 -5.08 -9.19 -29.1 71.5 43.5 92.0 9.94 -43.7
## 2930 2932 2938 2939 2940 2941 2942 2946 2952 2959 2961
## Predicted 112.7 112.7 63.6 70.3 68.1 77.9 79.5 88.1 90.8 163.7 117.33
## cvpred 111.2 111.2 63.2 71.1 69.0 78.7 80.2 87.2 89.8 163.2 116.08
## pm2.5 56.0 69.0 102.0 133.0 151.0 149.0 141.0 151.0 160.0 133.0 119.00
## CV residual -55.2 -42.2 38.8 61.9 82.0 70.3 60.8 63.8 70.2 -30.2 2.92
## 2963 2966 2969 2970 2973 2974 2979 2987 2988 2989 2992
## Predicted 109.3 97.2 124.77 131.06 168.5 162.8 178.3 170 161 144 43.9
## cvpred 109.5 97.5 124.64 130.84 167.9 162.3 177.2 169 161 142 42.5
## pm2.5 132.0 123.0 121.00 136.00 228.0 201.0 158.0 283 282 260 13.0
## CV residual 22.5 25.5 -3.64 5.16 60.1 38.7 -19.2 114 121 118 -29.5
## 2996 2998 3000 3005 3010 3011 3013 3014 3020 3029 3032
## Predicted 59.1 56.4 67.3 83.8 46.4 35.4 9.39 4.73 -10.1 127.0 133.2
## cvpred 57.3 54.8 65.7 82.4 45.7 34.8 8.95 4.26 -10.7 126.5 131.5
## pm2.5 14.0 14.0 10.0 11.0 19.0 20.0 20.00 17.00 25.0 64.0 72.0
## CV residual -43.3 -40.8 -55.7 -71.4 -26.7 -14.8 11.05 12.74 35.7 -62.5 -59.5
## 3040 3041 3045 3049 3051 3053 3054 3056 3057 3061 3062
## Predicted -4.89 -11.2 38.36 43.59 137.3 134.0 146.1 133.8 85.4 65.1 68.6
## cvpred -5.62 -11.8 37.33 42.59 135.8 133.9 144.6 132.7 84.8 65.8 69.4
## pm2.5 173.00 126.0 45.00 50.00 49.0 59.0 78.0 159.0 191.0 163.0 135.0
## CV residual 178.62 137.8 7.67 7.41 -86.8 -74.9 -66.6 26.3 106.2 97.2 65.6
## 3063 3064 3071 3076 3077 3087 3088 3089 3090 3091 3092
## Predicted 74.3 80.0 109.6 119.01 104.5 14.3 54.3 16.5 -8.08 -1.79 2.87
## cvpred 75.0 80.6 109.6 117.62 103.2 13.7 54.1 15.8 -8.87 -2.67 2.01
## pm2.5 119.0 107.0 144.0 120.00 129.0 31.0 39.0 28.0 56.00 53.00 59.00
## CV residual 44.0 26.4 34.4 2.38 25.8 17.3 -15.1 12.2 64.87 55.67 56.99
## 3096 3099 3103 3108 3109 3111 3114 3117 3122 3125 3130
## Predicted 111.5 126.9 178 -10.1 -1.86 6.90 22.246 42.5 63.1 67.8 35.6
## cvpred 111.4 125.1 176 -11.1 -2.89 5.91 21.405 41.7 62.4 67.1 35.7
## pm2.5 126.0 96.0 58 43.0 63.00 58.00 21.000 8.0 8.0 5.0 13.0
## CV residual 14.6 -29.1 -118 54.1 65.89 52.09 -0.405 -33.7 -54.4 -62.1 -22.7
## 3132 3133 3135 3136 3142 3146 3150 3151 3154 3155 3156
## Predicted 22.4 28.8 13.08 28.2 76.8 118.3 143 140 105.6 95.6 80.1
## cvpred 22.7 29.6 13.35 29.1 76.8 119.4 144 141 105.8 97.2 80.5
## pm2.5 12.0 16.0 18.00 16.0 39.0 43.0 33 31 55.0 49.0 42.0
## CV residual -10.7 -13.6 4.65 -13.1 -37.8 -76.4 -111 -110 -50.8 -48.2 -38.5
## 3161 3162 3164 3168 3169 3170 3174 3180 3181 3182 3188
## Predicted 57.8 64.1 72.6 113.6 119.9 121.7 126.8 67.5 60.69 48.25 78.57
## cvpred 59.4 65.6 73.8 114.7 120.9 121.3 127.7 68.1 61.33 50.13 79.97
## pm2.5 45.0 41.0 38.0 54.0 52.0 54.0 73.0 74.0 60.00 43.00 83.00
## CV residual -14.4 -24.6 -35.8 -60.7 -68.9 -67.3 -54.7 5.9 -1.33 -7.13 3.03
## 3189 3194 3203 3204 3206 3207 3212 3215 3218 3224 3225
## Predicted 75.03 90.1 93.6 97.7 90.9 96.6 89.4 107 142 106 93.7
## cvpred 76.43 90.5 95.0 99.1 92.3 97.9 89.7 107 141 106 93.6
## pm2.5 68.00 65.0 130.0 138.0 157.0 140.0 173.0 209 224 221 223.0
## CV residual -8.43 -25.5 35.0 38.9 64.7 42.1 83.3 102 83 115 129.4
## 3236 3241 3243 3244 3246 3250 3254 3258 3264 3266 3267 3269
## Predicted 84.8 102.88 117.6 121.7 128.0 116 101 121.2 155 158 158 160
## cvpred 85.9 104.11 118.6 122.7 128.9 117 102 122.1 155 159 157 160
## pm2.5 117.0 107.00 98.0 115.0 144.0 185 136 33.0 47 49 36 41
## CV residual 31.1 2.89 -20.6 -7.7 15.1 68 34 -89.1 -108 -110 -121 -119
## 3271 3275 3276 3279 3280 3284 3286 3289 3290 3292 3294 3295
## Predicted 160 151 145.2 140.0 131 141.3 146.0 155.5 157.1 158.8 120.6 125
## cvpred 159 152 145.8 140.5 130 141.5 146.2 155.4 156.9 158.4 119.1 124
## pm2.5 51 74 82.0 79.0 84 90.0 96.0 86.0 86.0 105.0 79.0 13
## CV residual -108 -78 -63.8 -61.5 -46 -51.5 -50.2 -69.4 -70.9 -53.4 -40.1 -111
## 3296 3299 3310 3314 3318 3321 3323 3329 3335 3341 3344
## Predicted 123 91.1 86.1 166 178 79.6 67.4 -44.9 0.83129 160.8 107.23
## cvpred 121 89.7 84.5 163 176 78.3 67.6 -45.5 0.00471 158.9 106.28
## pm2.5 12 16.0 31.0 38 23 43.0 47.0 30.0 33.00000 103.0 103.00
## CV residual -109 -73.7 -53.5 -125 -153 -35.3 -20.6 75.5 32.99529 -55.9 -3.28
## 3347 3349 3353 3354 3356 3359 3360 3363 3372 3374 3380
## Predicted 63.21 19.6 -22.2 -11.8 11.7 66.11 74.31 103.86 83.1 74.9 86.6
## cvpred 62.91 20.8 -20.9 -10.6 12.6 66.77 74.99 104.39 84.2 76.0 87.3
## pm2.5 67.00 51.0 36.0 34.0 40.0 68.00 78.00 96.00 134.0 78.0 65.0
## CV residual 4.09 30.2 56.9 44.6 27.4 1.23 3.01 -8.39 49.8 2.0 -22.3
## 3381 3382 3391 3398 3405 3408 3416 3420 3422 3431 3433
## Predicted 107.4 119.5 105.4 62.6 90.4 133.7 101 39.6 45.3 125.6 138
## cvpred 107.9 118.6 104.3 62.3 90.9 132.5 100 39.0 44.6 125.3 136
## pm2.5 93.0 148.0 124.0 167.0 115.0 118.0 138 135.0 100.0 139.0 100
## CV residual -14.9 29.4 19.7 104.7 24.1 -14.5 38 96.0 55.4 13.7 -36
## 3436 3439 3446 3448 3451 3454 3456 3457 3459 3464 3465
## Predicted 127.8 88.7 10.5 7.99 7.99 30.2 39.2 73.4 50.7 46.5 22.91
## cvpred 126.5 87.9 10.3 7.73 7.73 29.6 38.4 72.5 49.9 47.1 23.08
## pm2.5 73.0 47.0 42.0 23.00 23.00 45.0 18.0 20.0 18.0 24.0 29.00
## CV residual -53.5 -40.9 31.7 15.27 15.27 15.4 -20.4 -52.5 -31.9 -23.1 5.92
## 3466 3474 3478 3479 3481 3484 3487 3488 3489 3490 3496 3498
## Predicted 16.6 25.1 55.2 61.5 109.9 63.3 80.30 95.6 87.7 69.2 45.4 47.6
## cvpred 16.9 26.6 56.5 62.7 110.7 63.1 80.16 95.6 87.9 71.0 47.3 49.3
## pm2.5 45.0 48.0 35.0 37.0 47.0 139.0 81.00 65.0 131.0 137.0 58.0 72.0
## CV residual 28.1 21.4 -21.5 -25.7 -63.7 75.9 0.84 -30.6 43.1 66.0 10.7 22.7
## 3499 3503 3504 3505 3506 3507 3509 3515 3532 3533 3536
## Predicted 58.007 86.5 50.3 107 88.681 95.0 109.0 64.76 150 118.4 153
## cvpred 59.649 88.1 50.8 107 90.204 96.4 109.1 65.25 151 118.6 154
## pm2.5 59.000 59.0 78.0 90 91.000 98.0 81.0 71.00 86 83.0 133
## CV residual -0.649 -29.1 27.2 -17 0.796 1.6 -28.1 5.75 -65 -35.6 -21
## 3540 3541 3542 3553 3554 3562 3563 3564 3565 3568 3571
## Predicted 141.890 91.2 114.3 129.0 157.8 110 127.5 115 93.54 9.04 10.67
## cvpred 142.521 90.8 115.1 128.7 156.8 110 126.8 114 93.18 8.66 10.18
## pm2.5 142.000 127.0 132.0 175.0 181.0 234 187.0 220 92.00 16.00 17.00
## CV residual -0.521 36.2 16.9 46.3 24.2 124 60.2 106 -1.18 7.34 6.82
## 3572 3573 3578 3579 3582 3584 3586 3594 3595 3597 3604
## Predicted 90.9 117.6 91.4 81.0 64.9 63.0 44.7 64.5 45.5 85.5 134
## cvpred 91.3 116.4 90.2 79.9 64.0 62.4 44.4 64.8 45.5 85.2 135
## pm2.5 22.0 34.0 26.0 30.0 17.0 29.0 19.0 29.0 59.0 30.0 75
## CV residual -69.3 -82.4 -64.2 -49.9 -47.0 -33.4 -25.4 -35.8 13.5 -55.2 -60
## 3606 3609 3613 3615 3619 3625 3629 3632 3636 3638 3642
## Predicted 138.7 93.0 69.4 54.33 83.45 129.2 135.5 124.6 99.36 88.4 97.4
## cvpred 139.7 93.9 69.9 54.92 84.94 130.5 136.7 124.7 101.02 90.1 98.8
## pm2.5 91.0 105.0 85.0 50.00 92.00 189.0 87.0 87.0 107.00 120.0 178.0
## CV residual -48.7 11.1 15.1 -4.92 7.06 58.5 -49.7 -37.7 5.98 29.9 79.2
## 3643 3645 3667 3669 3673 3675 3678 3679 3680 3683 3684
## Predicted 99.6 120.34 88.97 115.6 137.9 137.9 136.0 115.51 119.2 85.9 85.3
## cvpred 100.9 121.48 90.71 115.8 139.3 139.3 137.3 116.27 119.6 86.6 86.0
## pm2.5 80.0 115.00 97.00 128.0 190.0 156.0 94.0 109.00 140.0 114.0 121.0
## CV residual -20.9 -6.48 6.29 12.2 50.7 16.7 -43.3 -7.27 20.4 27.4 35.0
## 3686 3687 3692 3693 3696 3700 3706 3781 3786 3788 3790
## Predicted 64.4 68.0 72.0 91.2 113 131.4 93.20 78.8 53.1 86.4 91.7
## cvpred 66.5 68.9 73.7 92.8 114 132.6 93.69 80.7 54.9 87.9 93.2
## pm2.5 113.0 104.0 83.0 85.0 86 63.0 85.00 151.0 113.0 172.0 142.0
## CV residual 46.5 35.1 9.3 -7.8 -28 -69.6 -8.69 70.3 58.1 84.1 48.8
## 3792 3796 3835 3838 3842 3846 3847 3850 3854 3856 3858
## Predicted 92.2 92.2 64.02 77.7 102.3 83.1 87.7 87.7 74.3 105.9 99.6
## cvpred 93.7 92.8 65.78 79.3 103.5 83.3 87.9 87.9 74.5 107.1 100.9
## pm2.5 131.0 191.0 60.00 32.0 38.0 62.0 60.0 42.0 47.0 40.0 38.0
## CV residual 37.3 98.2 -5.78 -47.3 -65.5 -21.3 -27.9 -45.9 -27.5 -67.1 -62.9
## 3861 3863 3864 3867 3868 3871 3890 3892 3899 3901
## Predicted 127.2 133.5 139.8 143.4 143.4 143.4 135.60 141.890 105.91 94.96
## cvpred 128.3 134.5 140.6 143.1 143.1 143.1 136.32 142.521 105.72 94.84
## pm2.5 53.0 78.0 80.0 77.0 72.0 97.0 144.00 142.000 104.00 100.00
## CV residual -75.3 -56.5 -60.6 -66.1 -71.1 -46.1 7.68 -0.521 -1.72 5.16
## 3909 3911 3912 3914 3916 3918 3919 3921 3922 3927
## Predicted 109.0 64.9 86.0 132 134.2 140.472 138.85 142.95 136.660 107.9
## cvpred 109.9 64.9 85.6 133 134.7 140.861 139.35 143.46 137.261 108.7
## pm2.5 129.0 127.0 104.0 19 153.0 140.000 131.00 149.00 137.000 151.0
## CV residual 19.1 62.1 18.4 -114 18.3 -0.861 -8.35 5.54 -0.261 42.3
## 3928 3931 3935 3937 3940 3942 3943 3944 3945 3953 3958
## Predicted 99.1 117.4 106.4 123.8 122.3 158.0 158.3 152.5 144.1 94.5 134.11
## cvpred 99.9 117.9 105.7 123.5 121.1 156.7 157.2 152.7 143.3 95.2 134.45
## pm2.5 165.0 157.0 42.0 57.0 80.0 74.0 77.0 67.0 78.0 82.0 142.00
## CV residual 65.1 39.1 -63.7 -66.5 -41.1 -82.7 -80.2 -85.7 -65.3 -13.2 7.55
## 3961 3962 3964 3969 3976 3978 3979 3983 3984 3987 3989
## Predicted 142.88 152.5 126 128.0 87.3 67.74 84.3 118 107.4 149.5 109.6
## cvpred 143.24 151.3 125 127.1 88.0 67.16 84.8 118 106.4 148.2 108.5
## pm2.5 151.00 191.0 229 199.0 108.0 66.00 89.0 99 91.0 129.0 139.0
## CV residual 7.76 39.7 104 71.9 20.0 -1.16 4.2 -19 -15.4 -19.2 30.5
## 3992 3993 3997 4009 4010 4011 4016 4017 4024 4025 4026 4028
## Predicted 137.5 125 68.4 129.7 117.0 129.7 109.1 156 121 163 114.6 147
## cvpred 136.3 124 68.5 128.9 115.8 128.9 108.1 156 119 162 113.2 147
## pm2.5 67.0 62 109.0 33.0 37.0 45.0 51.0 44 16 26 36.0 40
## CV residual -69.3 -62 40.5 -95.9 -78.8 -83.9 -57.1 -112 -103 -136 -77.2 -107
## 4029 4030 4031 4033 4045 4046 4049 4052 4053 4055 4065 4066
## Predicted 153 151 156 109.7 118.1 107.2 111.7 139.1 135.0 149.6 134 93.9
## cvpred 151 150 155 108.7 117.4 106.5 112.3 139.2 135.1 148.4 133 94.0
## pm2.5 37 39 50 41.0 96.0 81.0 63.0 100.0 100.0 65.0 99 106.0
## CV residual -114 -111 -105 -67.7 -21.4 -25.5 -49.3 -39.2 -35.1 -83.4 -34 12.0
## 4070 4071 4073 4078 4083 4084 4086 4093 4095 4100 4102
## Predicted 82.45 78.4 92.3 139.2 106 105 106.7 -8.89 -11.9 85.5 94.5
## cvpred 83.43 79.3 93.2 138.5 106 104 106.2 -8.19 -11.4 86.6 95.5
## pm2.5 87.00 93.0 82.0 104.0 227 240 77.0 15.00 11.0 41.0 62.0
## CV residual 3.57 13.7 -11.2 -34.5 121 136 -29.2 23.19 22.4 -45.6 -33.5
## 4103 4109 4111 4112 4113 4118 4120 4121 4122 4123 4125
## Predicted 100.8 134 98.2 111.1 105.2 88.31 85.83 92.0 73.4 37.2 104.1
## cvpred 101.7 133 97.5 110.3 105.8 87.92 85.33 92.7 74.1 36.9 103.3
## pm2.5 48.0 55 48.0 52.0 59.0 91.00 89.00 78.0 64.0 69.0 89.0
## CV residual -53.7 -78 -49.5 -58.3 -46.8 3.08 3.67 -14.7 -10.1 32.1 -14.3
## 4126 4129 4133 4136 4137 4138 4164 4170 4173 4180 4184
## Predicted 114.5 119.19 127.53 119.5 111.6 105.3 49.24 57.6 86.5 129.6 112.8
## cvpred 113.6 118.33 127.75 118.8 111.1 104.9 50.86 58.9 86.1 130.2 112.5
## pm2.5 79.0 124.00 135.00 131.0 135.0 136.0 48.00 48.0 61.0 69.0 109.0
## CV residual -34.6 5.67 7.25 12.2 23.9 31.1 -2.86 -10.9 -25.1 -61.2 -3.5
## 4186 4189 4193 4196 4197 4209 4210 4212 4219 4222 4223
## Predicted 87.3 53.8 44.50 69.7 65.56 114.7 104.7 82.9 75.7 111.5 112
## cvpred 87.2 55.3 45.96 70.7 66.64 114.5 105.9 83.0 76.9 112.5 113
## pm2.5 104.0 96.0 38.00 60.0 64.00 140.0 149.0 159.0 170.0 195.0 215
## CV residual 16.8 40.7 -7.96 -10.7 -2.64 25.5 43.1 76.0 93.1 82.5 102
## 4224 4232 4239 4243 4246 4261 4268 4269 4273 4288 4289
## Predicted 118 128.3 78.8 78.9 98.4 85.2 123.72 93.8 142 87.6 93.9
## cvpred 119 127.8 78.7 79.9 99.1 86.1 124.15 93.1 141 88.5 94.7
## pm2.5 227 211.0 160.0 115.0 124.0 131.0 131.00 118.0 111 174.0 159.0
## CV residual 108 83.2 81.3 35.1 24.9 44.9 6.85 24.9 -30 85.5 64.3
## 4293 4302 4304 4308 4315 4326 4327 4331 4333 4334 4335
## Predicted 115.2 147.3 143.0 99.0 96.4 138.3 138.8 124.6 119.5 109.5 115.2
## cvpred 115.9 147.4 142.1 98.7 97.3 137.4 139.1 125.2 118.8 110.2 115.9
## pm2.5 184.0 247.0 198.0 184.0 175.0 175.0 172.0 164.0 156.0 162.0 152.0
## CV residual 68.1 99.6 55.9 85.3 77.7 37.6 32.9 38.8 37.2 51.8 36.1
## 4338 4340 4342 4345 4351 4352 4355 4356 4358 4359 4363
## Predicted 110.6 116.9 132 138.2 151.8 149.8 156.08 116.2 111.5 111.5 109.6
## cvpred 111.2 117.4 132 138.6 151.9 148.7 154.87 115.2 110.5 110.5 108.5
## pm2.5 154.0 184.0 235 209.0 204.0 163.0 150.00 126.0 124.0 121.0 46.0
## CV residual 42.8 66.6 103 70.4 52.1 14.3 -4.87 10.8 13.5 10.5 -62.5
## 4364 4372 4374 4378 4379 4381 4383 4385 4390 4391 4397
## Predicted 103.3 115.6 120 89.8 97.3 63.9 44.8 31.9 99.9 110 153.6
## cvpred 102.3 114.2 119 89.7 96.6 63.6 44.5 31.6 100.4 109 152.3
## pm2.5 32.0 40.0 17 29.0 34.0 23.0 14.0 13.0 35.0 33 94.0
## CV residual -70.3 -74.2 -102 -60.7 -62.6 -40.6 -30.5 -18.6 -65.4 -76 -58.3
## 4402 4403 4405 4406 4411 4413 4416 4417 4424 4427 4428
## Predicted 114.7 97.57 74.0 64.1 52.84 78.0 110.0 120.4 120.53 64.0 118.3
## cvpred 115.3 97.08 73.8 65.2 53.81 78.6 110.6 120.9 119.78 63.6 117.7
## pm2.5 77.0 89.00 100.0 95.0 57.00 37.0 59.0 79.0 127.00 100.0 78.0
## CV residual -38.3 -8.08 26.2 29.8 3.19 -41.6 -51.6 -41.9 7.22 36.4 -39.7
## 4429 4433 4443 4450 4451 4453 4454 4460 4463 4465 4466
## Predicted 82.51 56.94 110.5 6.58 -4.37 -44.3 -49.0 -12.4 82.2 72.5 51.4
## cvpred 82.09 57.92 110.3 6.51 -4.37 -44.1 -48.8 -12.7 81.1 72.2 50.3
## pm2.5 77.00 66.00 122.0 31.00 15.00 13.0 11.0 21.0 32.0 62.0 34.0
## CV residual -5.09 8.08 11.7 24.49 19.37 57.1 59.8 33.7 -49.1 -10.2 -16.3
## 4467 4468 4469 4472 4477 4480 4487 4493 4495 4499 4500
## Predicted 28.97 33.1 45.6 21.35 -7.96 -19.0 96.1 84.2 109.9 95.6 89.3
## cvpred 28.19 32.3 44.7 20.99 -7.93 -17.7 96.8 83.4 109.2 96.4 90.2
## pm2.5 24.00 25.0 28.0 22.00 2.00 7.0 44.0 45.0 46.0 54.0 57.0
## CV residual -4.19 -7.3 -16.7 1.01 9.93 24.7 -52.8 -38.4 -63.2 -42.4 -33.2
## 4501 4502 4503 4504 4505 4506 4509 4510 4514 4528 4530
## Predicted 89.3 83 86.69 87.12 57.83 90.8 76.99 105.2 113.7 25.97 21.87
## cvpred 90.2 84 86.41 88.12 58.33 90.5 77.43 106.3 114.6 26.09 21.98
## pm2.5 59.0 69 79.00 79.00 61.00 65.0 79.00 80.0 55.0 21.00 23.00
## CV residual -31.2 -15 -7.41 -9.12 2.67 -25.5 1.57 -26.3 -59.6 -5.09 1.02
## 4533 4534 4536 4537 4541 4545 4548 4551 4555 4557 4559
## Predicted 49.9 81.4 94.8 107.4 81.9 101.1 88.538 93.7 137.7 146 152.8
## cvpred 51.1 82.5 96.0 108.4 81.5 102.2 89.776 94.8 138.2 147 153.2
## pm2.5 32.0 33.0 73.0 69.0 69.0 79.0 90.000 112.0 70.0 91 74.0
## CV residual -19.1 -49.5 -23.0 -39.4 -12.5 -23.2 0.224 17.2 -68.2 -56 -79.2
## 4565 4567 4568 4582 4583 4584 4586 4588 4589 4590 4591
## Predicted 154.4 155.0 155.0 142.4 148.1 144.0 144.0 151.9 145.6 150 148.1
## cvpred 154.7 155.3 155.3 142.9 148.5 144.4 144.4 152.1 145.9 150 148.5
## pm2.5 73.0 108.0 106.0 80.0 71.0 72.0 99.0 107.0 110.0 110 130.0
## CV residual -81.7 -47.3 -49.3 -62.9 -77.5 -72.4 -45.4 -45.1 -35.9 -40 -18.5
## 4597 4599 4601 4602 4605 4606 4609 4612 4614 4622 4623
## Predicted 145.92 118.3 116.1 146.5 141.3 139.6 146.2 119.4 152 138.0 113
## cvpred 146.42 118.1 116.1 145.6 141.7 140.2 146.5 119.3 151 138.7 113
## pm2.5 154.00 193.0 192.0 223.0 231.0 219.0 164.0 45.0 49 104.0 188
## CV residual 7.58 74.9 75.9 77.4 89.3 78.8 17.5 -74.3 -102 -34.7 75
## 4627 4628 4632 4634 4638 4645 4647 4649 4651 4656 4658
## Predicted 108.7 138 144.7 138.99 145.7 118.5 78.6 80.2 80.2 131 131.08
## cvpred 108.9 137 144.3 138.66 146.6 118.6 78.9 80.4 80.4 131 130.95
## pm2.5 181.0 211 173.0 148.00 62.0 84.0 99.0 107.0 114.0 112 139.00
## CV residual 72.1 74 28.7 9.34 -84.6 -34.6 20.1 26.6 33.6 -19 8.05
## 4660 4664 4667 4668 4673 4675 4682 4683 4690 4694
## Predicted 101.58 93.7 127.14 116.3 112.65 120.56 138.4 138.4 140.5 142.1
## cvpred 101.57 93.9 128.48 116.5 114.07 121.78 138.1 138.1 141.3 142.8
## pm2.5 111.00 118.0 134.00 143.0 105.00 118.00 176.0 152.0 208.0 193.0
## CV residual 9.43 24.1 5.52 26.5 -9.07 -3.78 37.9 13.9 66.7 50.2
## 4699 4701 4702 4705 4706 4707 4708 4713 4721 4722 4725
## Predicted 143.7 143.7 144 143.7 150.0 149.6 149.6 148 107.1 108.7 124.3
## cvpred 144.3 144.3 144 144.3 150.5 148.8 148.8 148 108.1 109.6 125.2
## pm2.5 220.0 235.0 286 213.0 196.0 185.0 199.0 259 188.0 169.0 139.0
## CV residual 75.7 90.7 142 68.7 45.5 36.2 50.2 111 79.9 59.4 13.8
## 4729 4731 4732 4738 4743 4747 4754 4756 4758 4760 4766
## Predicted 103.5 137.0 103.4 125.7 106.3 95.61 134 139.9 104.5 136.4 102
## cvpred 103.7 136.4 102.9 126.8 107.7 96.84 135 140.7 104.1 137.2 103
## pm2.5 50.0 55.0 47.0 196.0 177.0 91.00 245 203.0 164.0 98.0 140
## CV residual -53.7 -81.4 -55.9 69.2 69.3 -5.84 110 62.3 59.9 -39.2 37
## 4769 4771 4772 4774 4776 4779 4790 4792 4794 4798 4801
## Predicted 82.5 103.2 109.5 120.5 126.8 129.0 130 132.1 97.7 102.1 149.3
## cvpred 83.9 104.5 110.7 121.6 127.8 129.8 131 131.9 97.3 101.5 148.3
## pm2.5 113.0 177.0 165.0 142.0 141.0 188.0 286 75.0 76.0 63.0 63.0
## CV residual 29.1 72.5 54.3 20.4 13.2 58.2 155 -56.9 -21.3 -38.5 -85.3
## 4802 4804 4805 4806 4807 4808 4810 4813 4817 4819 4820 4822
## Predicted 107 107 107 107 107 99.0 81.8 56.6 105.1 117.7 118 133
## cvpred 106 106 106 106 106 98.3 81.2 56.5 106.1 118.5 119 134
## pm2.5 60 54 58 46 49 35.0 35.0 34.0 45.0 40.0 31 44
## CV residual -46 -52 -48 -60 -57 -63.3 -46.2 -22.5 -61.1 -78.5 -88 -90
## 4826 4828 4832 4833 4834 4836 4837 4839 4840 4843 4847
## Predicted 144.3 144.3 100.2 127.5 81.299 102.3 98.1 87.7 93.4 106.0 127.5
## cvpred 144.9 144.9 99.9 127.2 81.325 102.4 99.4 89.1 94.8 107.1 127.2
## pm2.5 77.0 109.0 88.0 96.0 81.000 59.0 60.0 47.0 54.0 51.0 79.0
## CV residual -67.9 -35.9 -11.9 -31.2 -0.325 -43.4 -39.4 -42.1 -40.8 -56.1 -48.2
## 4848 4853 4858 4872 4875 4877 4880 4884 4885 4890 4893
## Predicted 132.6 138.86 122.0 126.0 134.5 107 132 94.7 90.5 77.6 105.2
## cvpred 133.6 139.79 122.1 127.3 135.6 108 132 95.2 92.2 79.3 106.7
## pm2.5 64.0 147.00 202.0 169.0 202.0 247 255 239.0 201.0 114.0 117.0
## CV residual -69.6 7.21 79.9 41.7 66.4 139 123 143.8 108.8 34.7 10.3
## 4897 4900 4904 4905 4909 4910 4913 4918 4920 4922 4924
## Predicted 109.9 127.1 123.32 114.8 81.49 80.93 70.2 100.36 117.0 124.9 120.8
## cvpred 111.4 128.5 124.88 116.6 83.59 83.02 72.2 102.18 118.7 126.4 122.3
## pm2.5 84.0 101.0 118.00 114.0 88.00 82.00 77.0 96.00 145.0 196.0 204.0
## CV residual -27.4 -27.5 -6.88 -2.6 4.41 -1.02 4.8 -6.18 26.3 69.6 81.7
## 4925 4929 4931 4935 4946 4951 4955 4958 4961 4964 4967
## Predicted 127.1 117 102.3 72.2 116.2 132.4 80.9 106 96.8 104.2 121.3
## cvpred 128.5 117 104.2 74.2 117.6 132.4 82.1 107 98.4 104.4 122.6
## pm2.5 201.0 228 199.0 106.0 159.0 225.0 251.0 234 240.0 202.0 195.0
## CV residual 72.5 111 94.8 31.8 41.4 92.6 168.9 127 141.6 97.6 72.4
## 4971 4979 4980 4996 4998 4999 5003 5006 5007 5010 5012
## Predicted 131.4 116.1 99.4 145.848 144.2 144.2 124.8 94.2 83.7 93.3 114.6
## cvpred 132.4 117.4 100.9 146.202 144.7 144.7 125.5 93.8 84.7 93.9 115.1
## pm2.5 196.0 201.0 199.0 147.000 185.0 189.0 180.0 177.0 165.0 183.0 184.0
## CV residual 63.6 83.6 98.1 0.798 40.3 44.3 54.5 83.2 80.3 89.1 68.9
## 5018 5020 5022 5026 5027 5029 5032 5035 5036 5037 5043
## Predicted 139.2 145.49 151.78 130.9 131 124.4 123.9 99.2 133 145 144.4
## cvpred 139.3 145.48 151.68 129.9 131 124.8 124.2 99.1 134 145 144.5
## pm2.5 151.0 151.00 142.00 169.0 171 215.0 197.0 278.0 257 277 224.0
## CV residual 11.7 5.52 -9.68 39.1 40 90.2 72.8 178.9 123 132 79.5
## 5044 5047 5048 5053 5057 5064 5066 5067 5078 5079 5080
## Predicted 144.4 118.2 147.5 114 134 109.1 145.9 106.0 86.7 74.4 64.1
## cvpred 144.5 117.9 147.7 114 134 109.1 144.9 105.2 86.9 74.6 64.3
## pm2.5 210.0 179.0 190.0 219 280 155.0 201.0 197.0 22.0 22.0 20.0
## CV residual 65.5 61.1 42.3 105 146 45.9 56.1 91.8 -64.9 -52.6 -44.3
## 5084 5086 5087 5088 5089 5093 5099 5100 5103 5105 5106
## Predicted 57.5 97.6 118.9 127.1 135.8 142.1 61.94 89.2 56.3 57.9 57.9
## cvpred 57.8 97.3 119.6 127.8 136.6 142.8 62.37 89.7 57.9 59.4 59.4
## pm2.5 13.0 13.0 30.0 34.0 44.0 46.0 66.00 45.0 27.0 26.0 22.0
## CV residual -44.8 -84.3 -89.6 -93.8 -92.6 -96.8 3.63 -44.7 -30.9 -33.4 -37.4
## 5110 5112 5113 5117 5119 5120 5122 5130 5131 5133 5134
## Predicted 110.4 119.2 125.5 102.5 125.1 125.1 106.76 66.9 69.1 96.2 111
## cvpred 111.5 120.3 126.5 102.9 124.8 124.8 106.81 68.1 70.2 97.0 112
## pm2.5 37.0 70.0 85.0 38.0 91.0 90.0 114.00 29.0 38.0 48.0 50
## CV residual -74.5 -50.3 -41.5 -64.9 -33.8 -34.8 7.19 -39.1 -32.2 -49.0 -62
## 5136 5143 5146 5150 5155 5156 5157 5160 5161 5164 5166
## Predicted 119.1 113.9 128.5 111.1 121.0 121.0 125.2 131.5 102.6 110.5 113.0
## cvpred 119.7 113.5 127.7 111.8 121.5 121.5 124.5 130.7 102.6 110.3 112.9
## pm2.5 64.0 154.0 179.0 144.0 195.0 176.0 171.0 198.0 198.0 202.0 203.0
## CV residual -55.7 40.5 51.3 32.2 73.5 54.5 46.5 67.3 95.4 91.7 90.1
## 5168 5170 5172 5174 5176 5178 5185 5190 5192 5197 5203
## Predicted 148.17 111.4 92.5 111.3 111.3 102.6 107.9 103.1 93.6 9.98 0.157
## cvpred 147.16 111.4 92.1 110.6 110.6 101.9 107.8 102.4 93.2 10.40 0.674
## pm2.5 155.00 170.0 202.0 86.0 35.0 41.0 45.0 35.0 28.0 13.00 20.000
## CV residual 7.84 58.6 109.9 -24.6 -75.6 -60.9 -62.8 -67.4 -65.2 2.60 19.326
## 5204 5205 5208 5209 5210 5212 5214 5217 5219 5220 5221
## Predicted 4.82 15.78 25.1 35.5 41.8 83.9 99.0 53.3 35.1 24.7 49.3
## cvpred 5.36 16.24 25.6 35.9 42.1 83.9 98.9 54.0 36.7 26.4 51.5
## pm2.5 9.00 18.00 11.0 11.0 12.0 15.0 14.0 21.0 16.0 12.0 10.0
## CV residual 3.64 1.76 -14.6 -24.9 -30.1 -68.9 -84.9 -33.0 -20.7 -14.4 -41.5
## 5222 5225 5229 5230 5234 5235 5246 5247 5248 5249 5250
## Predicted 53.4 40.0 102 102.9 119.1 120.8 102.26 97.6 109.6 105.50 109.3
## cvpred 55.6 42.1 104 104.6 119.3 120.9 103.76 99.1 110.9 106.79 110.4
## pm2.5 11.0 16.0 27 46.0 65.0 78.0 107.00 119.0 108.0 101.00 91.0
## CV residual -44.6 -26.1 -77 -58.6 -54.3 -42.9 3.24 19.9 -2.9 -5.79 -19.4
## 5256 5259 5262 5263 5273 5275 5277 5279 5282 5283 5284
## Predicted 135 108.4 149.9 149.9 94.2 117.16 134.40 136.9 137.0 116 146.5
## cvpred 134 107.7 148.9 148.9 95.2 117.88 134.96 137.6 136.4 115 145.6
## pm2.5 38 44.0 62.0 63.0 119.0 115.00 141.00 187.0 221.0 218 231.0
## CV residual -96 -63.7 -86.9 -85.9 23.8 -2.88 6.04 49.4 84.6 103 85.4
## 5307 5310 5312 5328 5329 5331 5332 5337 5339 5343 5344
## Predicted 137 81.3 67.36 133.6 137.9 139.92 146.21 139.9 133.6 131.2 126.5
## cvpred 137 80.9 67.04 134.5 137.5 140.73 146.92 140.7 134.5 131.9 127.3
## pm2.5 263 145.0 65.00 183.0 182.0 132.00 141.00 94.0 166.0 117.0 97.0
## CV residual 126 64.1 -2.04 48.5 44.5 -8.73 -5.92 -46.7 31.5 -14.9 -30.3
## 5347 5348 5351 5355 5358 5363 5365 5367 5369 5370 5372
## Predicted 128.7 135.0 137.2 157 157.6 74.9 105.77 90.7 98.50 100.68 126.1
## cvpred 129.3 135.5 137.6 156 157.7 74.5 105.29 90.3 99.14 101.23 126.5
## pm2.5 61.0 66.0 81.0 74 94.0 96.0 113.00 115.0 94.00 99.00 53.0
## CV residual -68.3 -69.5 -56.6 -82 -63.7 21.5 7.71 24.7 -5.14 -2.23 -73.5
## 5374 5377 5378 5381 5384 5473 5474 5478 5480 5483 5486 5488
## Predicted 135.5 140 140 147.5 116.6 110 126.6 135 128.6 101.7 61.8 59.3
## cvpred 135.9 140 140 147.7 116.4 111 127.5 134 128.4 103.2 63.5 60.9
## pm2.5 83.0 100 84 75.0 96.0 76 81.0 158 182.0 194.0 121.0 122.0
## CV residual -52.9 -40 -56 -72.7 -20.4 -35 -46.5 24 53.6 90.8 57.5 61.1
## 5490 5491 5493 5497 5504 5506 5507 5517 5520 5521 5528
## Predicted 67.2 77.6 97.3 130.9 133 119 119 137.7 98.05 98.05 95.86
## cvpred 68.6 78.9 98.6 132.1 135 121 121 137.7 98.04 98.04 95.95
## pm2.5 123.0 127.0 144.0 199.0 337 311 291 173.0 103.00 104.00 102.00
## CV residual 54.4 48.1 45.4 66.9 202 190 170 35.3 4.96 5.96 6.05
## 5529 5532 5533 5536 5541 5543 5548 5555 5556 5568 5569
## Predicted 98.34 75.4 62.8 113.50 125.64 130.7 88.8 62 89.3 133.2 125.0
## cvpred 98.55 75.9 63.5 115.15 125.84 132.2 89.3 63 90.3 134.8 126.6
## pm2.5 93.00 100.0 78.0 123.00 134.00 154.0 164.0 79 65.0 64.0 45.0
## CV residual -5.55 24.1 14.5 7.85 8.16 21.8 74.7 16 -25.3 -70.8 -81.6
## 5571 5572 5573 5574 5580 5582 5583 5587 5588 5589 5593
## Predicted 132.9 132.9 134.1 140.4 96.4 100.2 102.4 100.2 102.4 100.8 108.3
## cvpred 134.3 134.3 134.1 140.3 96.5 100.1 102.2 100.1 102.2 100.7 108.8
## pm2.5 60.0 39.0 47.0 45.0 46.0 38.0 34.0 12.0 26.0 46.0 9.0
## CV residual -74.3 -95.3 -87.1 -95.3 -50.5 -62.1 -68.2 -88.1 -76.2 -54.7 -99.8
## 5594 5598 5599 5602 5603 5608 5614 5615 5617 5618 5623
## Predicted 97.3 105.2 103.6 85.6 64.2 78.5 125.3 125.3 135.8 137.4 99.7
## cvpred 97.2 104.9 103.4 86.6 64.7 80.2 126.7 126.7 135.8 137.4 99.8
## pm2.5 9.0 15.0 23.0 32.0 30.0 21.0 44.0 48.0 49.0 61.0 83.0
## CV residual -88.2 -89.9 -80.4 -54.6 -34.7 -59.2 -82.7 -78.7 -86.8 -76.4 -16.8
## 5624 5626 5629 5633 5634 5638 5642 5646 5651 5654 5659
## Predicted 95.9 83.4 93.4 88.62 99.0 125.0 133.5 135.1 112.4 101.5 101.8
## cvpred 96.2 83.8 94.0 90.43 100.7 126.6 134.9 136.4 114.2 103.3 103.4
## pm2.5 82.0 61.0 70.0 84.00 76.0 149.0 166.0 211.0 169.0 186.0 60.0
## CV residual -14.2 -22.8 -24.0 -6.43 -24.7 22.4 31.1 74.6 54.8 82.7 -43.4
## 5662 5663 5664 5667 5669 5673 5677 5680 5683 5685 5686
## Predicted 113.3 125.4 132.1 138.4 140 83.4 91.8 75.0 95.5 122.7 127.34
## cvpred 114.9 125.5 133.4 139.6 140 83.8 92.5 77.1 97.2 122.9 127.57
## pm2.5 47.0 45.0 39.0 73.0 69 97.0 77.0 97.0 70.0 90.0 132.00
## CV residual -67.9 -80.5 -94.4 -66.6 -71 13.2 -15.5 19.9 -27.2 -32.9 4.43
## 5688 5691 5694 5696 5702 5704 5705 5706 5712 5713 5716
## Predicted 130.0 95.9 94.0 85.54 68.3 32.83 63.6 82.3 60.1 66.4 74.3
## cvpred 131.4 96.2 94.1 85.86 69.2 34.41 64.5 84.2 60.6 66.8 74.5
## pm2.5 115.0 133.0 62.0 81.00 31.0 27.00 33.0 35.0 25.0 33.0 33.0
## CV residual -16.4 36.8 -32.1 -4.86 -38.2 -7.41 -31.5 -49.2 -35.6 -33.8 -41.5
## 5717 5721 5724 5725 5726 5729 5731 5735 5741 5743 5744
## Predicted 97.3 80.9 45.98 37.21 41.3 65.2 82.3 50.8 104.6 106.8 90.4
## cvpred 97.2 81.2 47.38 38.59 42.7 65.6 83.8 51.2 104.3 106.4 90.4
## pm2.5 43.0 64.0 46.00 35.00 26.0 17.0 30.0 54.0 69.0 51.0 33.0
## CV residual -54.2 -17.2 -1.38 -3.59 -16.7 -48.6 -53.8 2.8 -35.3 -55.4 -57.4
## 5747 5748 5749 5758 5759 5765 5768 5770 5771 5778 5779
## Predicted 52.7 48.0 32.96 125.5 123.3 141.6 103.5 78.3 107.69 79.2 85.5
## cvpred 53.2 48.5 33.54 126.5 124.4 142.5 103.2 78.4 108.87 80.4 86.6
## pm2.5 37.0 20.0 24.00 49.0 65.0 157.0 195.0 121.0 102.00 54.0 62.0
## CV residual -16.2 -28.5 -9.54 -77.5 -59.4 14.5 91.8 42.6 -6.87 -26.4 -24.6
## 5782 5784 5786 5790 5792 5794 5797 5807 5808 5809 5810
## Predicted 121.9 111.5 140.33 107.30 143.4 83.1 84.3 122.2 122.2 78.3 139.0
## cvpred 122.8 111.6 139.66 106.75 142.8 83.8 84.5 123.3 123.3 78.4 138.7
## pm2.5 93.0 95.0 145.00 114.00 111.0 67.0 54.0 176.0 165.0 116.0 73.0
## CV residual -29.8 -16.6 5.34 7.25 -31.8 -16.8 -30.5 52.7 41.7 37.6 -65.7
## 5817 5818 5819 5827 5828 5831 5835 5836 5839 5841 5848
## Predicted 133 117.0 115.4 85.55 96.5 102.8 96.4 139.2 136.9 93.2 59.3
## cvpred 133 118.2 116.7 86.37 97.2 103.4 96.5 140.5 136.8 93.5 59.9
## pm2.5 105 93.0 81.0 95.00 85.0 115.0 108.0 116.0 82.0 78.0 44.0
## CV residual -28 -25.2 -35.7 8.63 -12.2 11.6 11.5 -24.5 -54.8 -15.5 -15.9
## 5852 5856 5858 5860 5865 5869 5871 5872 5873 5874 5875
## Predicted 78.1 129.5 131.1 91.3 75.4 50.3 84.9 80.84 85.4 95.8 102.05
## cvpred 78.5 129.7 131.2 91.5 76.1 51.3 85.7 81.59 87.4 97.7 103.91
## pm2.5 59.0 81.0 81.0 105.0 46.0 39.0 46.0 77.00 104.0 80.0 112.00
## CV residual -19.5 -48.7 -50.2 13.5 -30.1 -12.3 -39.7 -4.59 16.6 -17.7 8.09
## 5880 5886 5888 5891 5894 5895 5898 5899 5900 5904 5906
## Predicted 91.6 133.1 91.55 83.4 67.7 82.9 103.0 84.49 130 133.2 139.5
## cvpred 92.0 133.2 91.99 83.8 68.2 83.9 103.2 85.43 130 134.4 140.6
## pm2.5 249.0 101.0 97.00 56.0 51.0 46.0 79.0 90.00 103 157.0 159.0
## CV residual 157.0 -32.2 5.01 -27.8 -17.2 -37.9 -24.2 4.57 -27 22.6 18.4
## 5907 5909 5913 5914 5917 5921 5925 5927 5928 5929 5932
## Predicted 118.1 141.7 82.50 68.3 90.9 84.23 118.2 128.11 134.40 132.6 115.9
## cvpred 118.5 142.7 82.69 68.8 91.4 85.81 119.4 127.99 134.19 133.8 116.4
## pm2.5 82.0 105.0 81.00 58.0 81.0 78.00 93.0 135.00 125.00 112.0 91.0
## CV residual -36.5 -37.7 -1.69 -10.8 -10.4 -7.81 -26.4 7.01 -9.19 -21.8 -25.4
## 5937 5941 5942 5943 5947 5950 5957 5966 5970 5971 5972
## Predicted 130.6 106.5 96.5 95.5 107.7 117.02 121.4 81.0 95.40 112.1 120.6
## cvpred 130.6 106.7 98.1 95.9 108.9 118.24 121.5 81.4 96.99 113.5 121.8
## pm2.5 185.0 125.0 131.0 123.0 95.0 128.00 152.0 103.0 104.00 128.0 182.0
## CV residual 54.4 18.3 32.9 27.1 -13.9 9.76 30.5 21.6 7.01 14.5 60.2
## 5975 5982 5983 5985 5986 5988 5990 5991 5996 6003 6009
## Predicted 98.4 127.8 134.6 130.3 118.3 58.8 46.54 50.4 121.2 140 99.62
## cvpred 99.3 127.9 135.8 130.5 118.7 60.3 47.96 51.6 122.6 140 100.63
## pm2.5 216.0 161.0 203.0 226.0 197.0 148.0 52.00 38.0 70.0 61 96.00
## CV residual 116.7 33.1 67.2 95.5 78.3 87.7 4.04 -13.6 -52.6 -79 -4.63
## 6012 6016 6019 6021 6025 6026 6041 6044 6046 6056 6058
## Predicted 70.38 64.6 87.6 112.6 136 135.96 93.8 123.0 133.98 121 39.8
## cvpred 72.19 66.4 89.1 112.6 137 137.05 95.0 123.9 134.81 121 39.9
## pm2.5 63.00 97.0 102.0 123.0 115 140.00 121.0 152.0 144.00 73 57.0
## CV residual -9.19 30.6 12.9 10.4 -22 2.95 26.0 28.1 9.19 -48 17.1
## 6059 6061 6069 6071 6072 6073 6075 6076 6097 6099 6104
## Predicted 24.7 9.69 86.9 80.5 81.1 81.1 93.6 99.9 109.1 98.0 102.99
## cvpred 24.9 9.90 86.9 80.0 80.6 80.6 93.0 99.2 109.2 97.6 102.79
## pm2.5 45.0 62.00 111.0 181.0 212.0 174.0 133.0 50.0 72.0 240.0 96.00
## CV residual 20.1 52.10 24.1 101.0 131.4 93.4 40.0 -49.2 -37.2 142.4 -6.79
## 6106 6107 6109 6112 6115 6118 6121 6123 6124 6125 6129 6131
## Predicted 64.0 51.4 52.6 43.7 87.5 107 138.21 136.6 103 103 76.2 90.9
## cvpred 64.9 52.5 53.2 45.5 88.8 108 137.79 136.3 103 103 76.5 91.4
## pm2.5 110.0 107.0 71.0 87.0 123.0 120 142.00 218.0 261 269 114.0 134.0
## CV residual 45.1 54.5 17.8 41.5 34.2 12 4.21 81.7 158 166 37.5 42.6
## 6132 6135 6137 6141 6143 6150 6152 6153 6155 6159 6161
## Predicted 68.0 52.4 54.4 90.5 122.3 104 93.5 78.7 41.5 47.1 45.2
## cvpred 68.7 53.1 56.3 92.0 123.5 103 93.6 79.1 42.5 49.2 47.2
## pm2.5 131.0 159.0 150.0 139.0 167.0 206 166.0 175.0 179.0 153.0 165.0
## CV residual 62.3 105.9 93.7 47.0 43.5 103 72.4 95.9 136.5 103.8 117.8
## 6163 6166 6167 6170 6172 6173 6179 6180 6182 6184 6189 6191
## Predicted 76.3 121 126.9 137 106 106 110 105 85.6 87.2 119 119
## cvpred 78.1 122 128.2 137 106 106 112 107 87.3 88.8 120 120
## pm2.5 152.0 225 227.0 358 411 374 455 440 215.0 236.0 281 293
## CV residual 73.9 103 98.8 221 305 268 343 333 127.7 147.2 161 173
## 6201 6203 6205 6210 6216 6220 6221 6223 6227 6228 6229 6231
## Predicted 129.9 124 120 125 140.27 148.7 155.0 124.1 120.9 123.1 123 125
## cvpred 131.1 126 121 126 141.01 149.3 155.5 124.2 121.2 123.3 123 125
## pm2.5 219.0 238 225 262 136.00 71.0 89.0 70.0 26.0 43.0 21 24
## CV residual 87.9 112 104 136 -5.01 -78.3 -66.5 -54.2 -95.2 -80.3 -102 -101
## 6234 6239 6246 6247 6248 6250 6256 6257 6259 6260 6264 6265 6268
## Predicted 149 124 128 128 126 120 130 128 136 140.5 143 145 152.9
## cvpred 150 124 128 128 126 120 131 129 137 140.1 144 146 153.6
## pm2.5 26 6 14 12 5 5 6 27 35 48.0 24 34 55.0
## CV residual -124 -118 -114 -116 -121 -115 -125 -102 -102 -92.1 -120 -112 -98.6
## 6270 6274 6291 6293 6305 6306 6307 6311 6313 6316 6550
## Predicted 112.6 89.9 153 148.9 109.92 112.1 110.5 121.4 119.8 124 141.9
## cvpred 112.2 90.0 154 148.2 110.28 112.4 110.9 121.7 120.2 124 141.8
## pm2.5 55.0 73.0 82 129.0 101.00 57.0 48.0 56.0 28.0 1 209.0
## CV residual -57.2 -17.0 -72 -19.2 -9.28 -55.4 -62.9 -65.7 -92.2 -123 67.2
## 6552 6553 6559 6564 6565 6567 6569 6573 6578 6580 6583 6588
## Predicted 119 128 124.3 109 109 101.8 107 124 119.8 150.3 110.4 60.1
## cvpred 120 128 124.6 109 110 103.6 108 126 120.2 149.8 110.1 60.1
## pm2.5 222 231 156.0 266 225 203.0 234 237 74.0 80.0 47.0 9.0
## CV residual 102 103 31.4 157 115 99.4 126 111 -46.2 -69.8 -63.1 -51.1
## 6592 6593 6597 6599 6601 6604 6609 6610 6611 6617 6623
## Predicted 55.7 62.0 80.1 96.8 94.8 80.4 47.6 31.5 31.5 3.26 54.7
## cvpred 55.5 61.7 79.9 96.4 94.3 79.9 47.5 31.6 31.6 3.62 54.8
## pm2.5 7.0 3.0 10.0 16.0 12.0 12.0 10.0 12.0 13.0 6.00 8.0
## CV residual -48.5 -58.7 -69.9 -80.4 -82.3 -67.9 -37.5 -19.6 -18.6 2.38 -46.8
## 6634 6635 6643 6645 6648 6653 6656 6659 6662 6667 6674
## Predicted 64.4 76.6 95.2 144 146 120.3 120.3 67.8 70.7 120.6 157
## cvpred 65.4 77.0 96.5 144 147 119.6 119.6 68.0 70.9 121.5 156
## pm2.5 14.0 19.0 25.0 38 42 57.0 52.0 38.0 43.0 80.0 260
## CV residual -51.4 -58.0 -71.5 -106 -105 -62.6 -67.6 -30.0 -27.9 -41.5 104
## 6675 6680 6685 6686 6687 6694 6695 6696 6700 6701 6702 6703
## Predicted 134.3 125.5 99.7 97.9 93.3 153 128 128 128 163 155 133
## cvpred 134.2 124.7 99.7 99.4 94.7 154 128 128 128 162 155 133
## pm2.5 217.0 144.0 243.0 217.0 256.0 503 534 506 449 418 405 374
## CV residual 82.8 19.3 143.3 117.6 161.3 349 406 378 321 256 250 241
## 6705 6709 6714 6716 6724 6729 6734 6736 6738 6739 6740 6742 6745
## Predicted 149 107 107 141 160 127 107 89.7 109 131 143.7 156 157
## cvpred 149 108 109 141 159 128 109 91.1 110 131 143.1 156 157
## pm2.5 384 369 279 287 436 332 406 310.0 253 263 223.0 470 290
## CV residual 235 261 170 146 277 204 297 218.9 143 132 79.9 314 133
## 6747 6748 6750 6754 6755 6757 6762 6771 6772 6774 6775 6781 6784
## Predicted 161 166 162 154 141 128 135 122 134 139 168 143 144
## cvpred 161 165 161 153 141 128 136 121 134 139 169 144 143
## pm2.5 287 283 337 335 324 323 412 416 417 380 376 428 391
## CV residual 126 118 176 182 183 195 276 295 283 241 207 284 248
## 6785 6786 6787 6789 6792 6794 6799 6803 6807 6808 6812 6813
## Predicted 155 153 130 153 110.1 117.0 107.4 82.1 55.1 55.1 60.2 82.2
## cvpred 154 154 130 152 109.6 116.4 106.7 82.8 56.0 56.0 60.6 83.0
## pm2.5 393 415 395 414 74.0 17.0 8.0 7.0 7.0 7.0 17.0 9.0
## CV residual 239 261 265 262 -35.6 -99.4 -98.7 -75.8 -49.0 -49.0 -43.6 -74.0
## 6814 6822 6827 6829 6830 6833 6834 6843 6844 6853 6854
## Predicted 86.9 160 61.6 82.1 81.2 81.1 99.4 157.49 163.8 53.9 87.3
## cvpred 87.7 160 62.2 82.7 81.6 82.8 100.8 156.88 163.1 54.1 88.8
## pm2.5 11.0 51 29.0 22.0 24.0 40.0 32.0 163.00 143.0 67.0 70.0
## CV residual -76.7 -109 -33.2 -60.7 -57.6 -42.8 -68.8 6.12 -20.1 12.9 -18.8
## 6855 6860 6866 6870 6876 6877 6878 6880 6892 6894 6895
## Predicted 82.67 140.18 94.1 70.6 6.37 12.09 11.53 14.78 60.2 78.5 68.1
## cvpred 84.07 139.58 93.9 70.4 7.00 12.63 12.05 15.07 60.1 78.1 67.8
## pm2.5 91.00 148.00 17.0 5.0 11.00 16.00 18.00 17.00 18.0 38.0 18.0
## CV residual 6.93 8.42 -76.9 -65.4 4.00 3.37 5.95 1.93 -42.1 -40.1 -49.8
## 6897 6898 6901 6904 6905 6906 6907 6911 6912 6914 6915
## Predicted 51.5 49.3 58.9 67.3 68.9 79.3 85.6 115.0 121.3 165.9 130.67
## cvpred 51.3 49.2 60.1 68.1 69.6 80.0 86.1 113.9 120.1 164.5 129.51
## pm2.5 37.0 19.0 23.0 31.0 46.0 67.0 73.0 77.0 71.0 125.0 133.00
## CV residual -14.3 -30.2 -37.1 -37.1 -23.6 -13.0 -13.1 -36.9 -49.1 -39.5 3.49
## 6917 6918 6921 6923 6928 6929 6931 6933 6935 6936 6937
## Predicted 132.9 126.6 94.4 101.6 98.9 98.9 116.1 120 115.1 111.0 105.3
## cvpred 131.6 125.4 94.0 102.9 100.2 100.2 117.3 121 116.6 112.5 106.8
## pm2.5 143.0 123.0 37.0 63.0 46.0 45.0 49.0 49 32.0 32.0 23.0
## CV residual 11.4 -2.4 -57.0 -39.9 -54.2 -55.2 -68.3 -72 -84.6 -80.5 -83.8
## 6938 6941 6943 6946 6947 6949 6951 6953 6958 6963 6965
## Predicted 105.8 97.9 92.2 97.2 97.2 86.8 94.1 94.1 114.7 120.5 124.6
## cvpred 107.4 99.3 93.6 98.8 98.8 88.5 95.7 95.7 115.1 120.7 124.8
## pm2.5 31.0 20.0 34.0 41.0 39.0 40.0 47.0 51.0 73.0 92.0 90.0
## CV residual -76.4 -79.3 -59.6 -57.8 -59.8 -48.5 -48.7 -44.7 -42.1 -28.7 -34.8
## 6966 6968 6970 6971 6972 6979 6989 6999 7002 7004 7005
## Predicted 124.6 120.5 115.2 124.6 90.4 118.5 153 129.5 127.8 108 137.0
## cvpred 124.8 120.7 116.8 124.8 90.7 118.5 154 129.8 128.3 109 138.8
## pm2.5 80.0 83.0 69.0 64.0 66.0 50.0 52 93.0 84.0 89 88.0
## CV residual -44.8 -37.7 -47.8 -60.8 -24.7 -68.5 -102 -36.8 -44.3 -20 -50.8
## 7006 7007 7008 7009 7010 7011 7017 7018 7019 7031 7032
## Predicted 137.6 137.6 133.5 135.1 138.8 145.1 110.5 137.2 104.2 142.0 142.0
## cvpred 139.3 139.3 135.2 136.8 139.2 145.4 111.6 137.6 105.5 142.2 142.2
## pm2.5 82.0 92.0 91.0 83.0 80.0 82.0 84.0 75.0 82.0 86.0 84.0
## CV residual -57.3 -47.3 -44.2 -53.8 -59.2 -63.4 -27.6 -62.6 -23.5 -56.2 -58.2
## 7033 7034 7036 7038 7039 7051 7055 7057 7058 7061 7064
## Predicted 147.8 118.9 109.5 122.1 151.0 137.4 116.9 116.9 116.9 107.5 112.2
## cvpred 147.8 119.7 109.6 122.7 150.8 138.5 117.5 117.5 117.5 107.4 112.1
## pm2.5 88.0 92.0 98.0 102.0 95.0 96.0 179.0 184.0 176.0 143.0 145.0
## CV residual -59.8 -27.7 -11.6 -20.7 -55.8 -42.5 61.5 66.5 58.5 35.6 32.9
## 7065 7071 7072 7079 7082 7083 7084 7086 7088 7089 7090
## Predicted 116.9 111.7 140.5 103.7 105.3 145 153.1 106.9 117.3 149.3 120
## cvpred 117.5 112.2 140.3 103.8 105.3 145 152.7 106.8 117.1 149.1 121
## pm2.5 146.0 162.0 182.0 174.0 164.0 158 158.0 160.0 167.0 173.0 179
## CV residual 28.5 49.8 41.7 70.2 58.7 13 5.3 53.2 49.9 23.9 58
## 7092 7094 7095 7100 7112 7120 7124 7125 7126 7129 7130 7133
## Predicted 104.8 131 133 148 125.6 111 86.9 91.5 93.7 71.9 94.9 47.3
## cvpred 104.7 131 133 148 126.1 112 87.2 91.9 94.0 72.4 95.1 47.8
## pm2.5 194.0 252 257 273 212.0 9 17.0 11.0 12.0 12.0 10.0 6.0
## CV residual 89.3 121 124 125 85.9 -103 -70.2 -80.9 -82.0 -60.4 -85.1 -41.8
## 7145 7152 7153 7154 7159 7160 7167 7169 7171 7175 7177
## Predicted 10.33 54.9 59.5 37.4 63.1 81.7 42.7 46.5 88.0 123.2 143
## cvpred 11.03 56.5 61.2 39.1 64.2 82.7 43.9 47.5 89.9 124.9 145
## pm2.5 6.00 11.0 8.0 9.0 4.0 5.0 9.0 11.0 19.0 29.0 41
## CV residual -5.03 -45.5 -53.2 -30.1 -60.2 -77.7 -34.9 -36.5 -70.9 -95.9 -104
## 7178 7180 7181 7184 7189 7196 7198 7200 7202 7211 7217 7218
## Predicted 153 153 125.9 154 86.3 141.5 110 154.67 114.8 56.6 59.4 69.7
## cvpred 153 153 126.5 154 86.8 141.4 110 154.35 114.7 57.4 61.4 71.7
## pm2.5 42 68 80.0 88 71.0 101.0 124 164.00 189.0 83.0 38.0 59.0
## CV residual -111 -85 -46.5 -66 -15.8 -40.4 14 9.65 74.3 25.6 -23.4 -12.7
## 7219 7220 7221 7224 7226 7231 7233 7234 7236 7237 7239
## Predicted 82.3 87.0 87.0 137.1 109.8 154.1 95.64 76.8 24.6 5.40 -1.746
## cvpred 84.1 88.8 88.8 137.2 109.9 153.8 96.01 77.4 25.8 6.72 -0.557
## pm2.5 34.0 48.0 48.0 50.0 67.0 72.0 93.00 66.0 60.0 40.00 21.000
## CV residual -50.1 -40.8 -40.8 -87.2 -42.9 -81.8 -3.01 -11.4 34.2 33.28 21.557
## 7241 7243 7244 7247 7250 7256 7257 7259 7260 7261 7263
## Predicted -0.123 57.4 67.8 82.2 109.8 114.2 89.4 37.13 18.0 7.02 19.5
## cvpred 0.955 59.4 69.7 82.5 109.9 114.1 89.8 38.22 19.1 8.24 20.6
## pm2.5 20.000 31.0 31.0 44.0 69.0 48.0 45.0 34.00 39.0 38.00 12.0
## CV residual 19.045 -28.4 -38.7 -38.5 -40.9 -66.1 -44.8 -4.22 19.9 29.76 -8.6
## 7269 7273 7275 7276 7281 7283 7287 7296 7297 7300 7304
## Predicted 105.28 100.509 102.7 112.8 94.2 42.0 11.3 103.8 105.9 106.5 91.3
## cvpred 106.84 100.543 102.6 112.4 94.3 42.8 12.2 103.6 105.7 106.2 91.4
## pm2.5 101.00 101.000 129.0 123.0 47.0 53.0 42.0 92.0 84.0 64.0 60.0
## CV residual -5.84 0.457 26.4 10.6 -47.3 10.2 29.8 -11.6 -21.7 -42.2 -31.4
## 7361 7369 7370 7371 7373 7376 7380 7382 7383 7384 7388
## Predicted 54.6 111.4 121.8 116.0 113.6 95.3 39.31 46.3 48.31 52.41 109.3
## cvpred 56.1 110.8 121.1 115.5 112.9 94.8 40.37 46.7 49.91 54.01 110.3
## pm2.5 42.0 127.0 94.0 86.0 95.0 56.0 39.00 34.0 43.00 52.00 53.0
## CV residual -14.1 16.2 -27.1 -29.5 -17.9 -38.8 -1.37 -12.7 -6.91 -2.01 -57.3
## 7390 7397 7398 7401 7403 7406 7408 7410 7411 7412 7414 7417
## Predicted 112 119.3 119.3 92.5 65.2 55.95 52.9 75.87 125.9 143.2 143 124
## cvpred 112 118.5 118.5 92.2 65.3 57.55 54.4 77.07 126.6 143.7 142 123
## pm2.5 91 70.0 95.0 52.0 53.0 52.00 83.0 86.00 95.0 129.0 172 238
## CV residual -21 -48.5 -23.5 -40.2 -12.3 -5.55 28.6 8.93 -31.6 -14.7 30 115
## 7418 7424 7426 7429 7431 7432 7435 7436 7440 7441 7447 7451
## Predicted 170.1 180.2 113.22 108 103 97.1 156 160 128 131 118.1 48.1
## cvpred 168.8 178.6 112.58 108 104 98.0 156 159 127 130 117.1 47.6
## pm2.5 227.0 124.0 122.00 272 314 307.0 366 381 481 466 20.0 13.0
## CV residual 58.2 -54.6 9.42 164 210 209.0 210 222 354 336 -97.1 -34.6
## 7460 7466 7467 7468 7469 7473 7478 7480 7482 7487 7491
## Predicted 47.1 76.4 63.8 63.8 70.1 81.6 17.4 13.28 21.8 70.8 117
## cvpred 46.9 75.8 63.4 63.4 69.6 81.5 17.7 13.55 21.8 71.1 117
## pm2.5 10.0 15.0 14.0 13.0 12.0 7.0 6.0 8.00 10.0 23.0 16
## CV residual -36.9 -60.8 -49.4 -50.4 -57.6 -74.5 -11.7 -5.55 -11.8 -48.1 -101
## 7493 7498 7499 7501 7504 7505 7511 7512 7514 7515 7521
## Predicted 134 135 131 114 101.4 101.4 144.80 131.3 133.77 129.7 135
## cvpred 133 135 132 114 100.4 100.4 144.05 129.9 132.45 128.3 134
## pm2.5 12 25 31 75 62.0 57.0 146.00 140.0 142.00 143.0 89
## CV residual -121 -110 -101 -39 -38.4 -43.4 1.95 10.1 9.55 14.7 -45
## 7525 7526 7531 7532 7535 7536 7540 7543 7548 7551 7561
## Predicted 111.5 110.97 154 163 134.5 128 154.502 166.1 91.2 91.2 128
## cvpred 110.6 110.02 154 161 132.7 126 153.803 163.9 89.7 89.7 126
## pm2.5 97.0 116.00 142 184 201.0 227 154.000 177.0 16.0 16.0 8
## CV residual -13.6 5.98 -12 23 68.3 101 0.197 13.1 -73.7 -73.7 -118
## 7562 7563 7570 7571 7572 7573 7575 7576 7579 7582 7584
## Predicted 128 128 132.1 132.1 132.1 132.1 132.1 132.1 33.5 33.5 33.5
## cvpred 126 126 130.3 130.3 130.3 130.3 130.3 130.3 33.1 33.1 33.1
## pm2.5 11 10 35.0 48.0 81.0 92.0 77.0 88.0 114.0 121.0 85.0
## CV residual -115 -116 -95.3 -82.3 -49.3 -38.3 -53.3 -42.3 80.9 87.9 51.9
## 7585 7588 7591 7592 7593 7597 7599 7602 7604 7609 7610
## Predicted 33.49 39.8 49.1 53.8 45.9 52.1 52.1 52.1 74.7 82.6 82.6
## cvpred 33.14 39.3 48.7 53.4 45.7 51.9 51.9 51.9 74.7 83.0 83.0
## pm2.5 42.00 10.0 3.0 5.0 10.0 11.0 17.0 10.0 26.0 17.0 26.0
## CV residual 8.86 -29.3 -45.7 -48.4 -35.7 -40.9 -34.9 -41.9 -48.7 -66.0 -57.0
## 7611 7612 7615 7618 7619 7623 7625 7626 7629 7630 7631
## Predicted 82.6 82.6 82.6 82.6 82.6 82.6 82.6 82.6 82.6 82.6 82.6
## cvpred 83.0 83.0 83.0 83.0 83.0 83.0 83.0 83.0 83.0 83.0 83.0
## pm2.5 23.0 25.0 27.0 34.0 35.0 22.0 19.0 11.0 12.0 10.0 11.0
## CV residual -60.0 -58.0 -56.0 -49.0 -48.0 -61.0 -64.0 -72.0 -71.0 -73.0 -72.0
## 7637 7638 7639 7643 7649 7653 7670 7675 7680 7681 7694 7697
## Predicted 82.6 82.6 82.6 82.6 103.8 124.8 124.8 124.8 125 125 114 113
## cvpred 83.0 83.0 83.0 83.0 103.3 123.8 123.8 123.8 124 124 115 113
## pm2.5 10.0 9.0 9.0 32.0 60.0 107.0 78.0 142.0 227 264 288 472
## CV residual -73.0 -74.0 -74.0 -51.0 -43.3 -16.8 -45.8 18.2 103 140 173 359
## 7698 7701 7702 7704 7706 7710 7711 7713 7715 7722 7723 7730 7732
## Predicted 110 122 120 168 130 151 134 134 111 147 154 128 145
## cvpred 109 121 120 167 129 150 132 133 110 146 154 127 143
## pm2.5 467 525 504 504 446 354 353 339 336 361 438 569 485
## CV residual 358 404 384 337 317 204 221 206 226 215 284 442 342
## 7744 7748 7749 7755 7756 7759 7762 7770 7772 7776 7782 7786
## Predicted 104.8 140.8 155.36 142 150 145 126.0 141 169 179 144 35.52
## cvpred 104.8 139.6 154.89 140 148 142 124.4 141 167 176 142 34.36
## pm2.5 185.0 123.0 159.00 389 328 286 224.0 241 306 438 316 31.00
## CV residual 80.2 -16.6 4.11 249 180 144 99.6 100 139 262 174 -3.36
## 7788 7791 7799 7803 7806 7808 7809 7818 7819 7820 7821
## Predicted 46.2 35.8 93.1 143 179 132.7 116.3 99.5 104.1 129.0 134.9
## cvpred 45.2 34.9 91.9 142 177 131.1 115.1 99.7 104.4 129.1 133.6
## pm2.5 19.0 10.0 11.0 23 68 73.0 69.0 73.0 69.0 74.0 91.0
## CV residual -26.2 -24.9 -80.9 -119 -109 -58.1 -46.1 -26.7 -35.4 -55.1 -42.6
## 7822 7823 7826 7830 7832 7835 7836 7839 7840 7841 7845 7846
## Predicted 149 125.2 153.7 164.1 157.8 126.4 114 100 106.0 110.2 85.4 104
## cvpred 148 124.6 152.2 162.5 156.3 125.3 114 101 106.2 109.1 84.5 103
## pm2.5 123 181.0 249.0 238.0 244.0 213.0 241 214 201.0 208.0 235.0 240
## CV residual -25 56.4 96.8 75.5 87.7 87.7 127 113 94.8 98.9 150.5 137
## 7847 7849 7851 7853 7854 7857 7858 7864 7866 7871 7875
## Predicted 96.3 121 123 115.2 155.1 46.1 32.4 24.2 33.0 70.6 149
## cvpred 95.3 120 122 113.9 153.6 45.5 32.2 24.0 32.8 70.8 148
## pm2.5 253.0 256 223 194.0 181.0 19.0 17.0 12.0 16.0 22.0 24
## CV residual 157.7 136 101 80.1 27.4 -26.5 -15.2 -12.0 -16.8 -48.8 -124
## 7876 7877 7881 7882 7887 7888 7891 7896 7897 7898 7899
## Predicted 107.4 96.5 106.8 98.4 73.8 75.4 94.6 111 109.0 131.6 127.0
## cvpred 106.6 95.8 106.1 97.8 74.5 76.0 94.2 110 107.9 130.1 125.4
## pm2.5 20.0 28.0 62.0 63.0 57.0 54.0 105.0 168 142.0 120.0 94.0
## CV residual -86.6 -67.8 -44.1 -34.8 -17.5 -22.0 10.8 58 34.1 -10.1 -31.4
## 7903 7905 7908 7913 7916 7918 7919 7924 7928 7933 7934
## Predicted 134.9 180.5 93.26 78.4 93.5 175.470 175.5 32.3 62.7 22.6 17.9
## cvpred 133.2 178.5 91.72 76.6 91.6 173.056 173.1 31.1 61.6 22.0 17.3
## pm2.5 70.0 94.0 96.00 135.0 159.0 174.000 156.0 49.0 20.0 8.0 7.0
## CV residual -63.2 -84.5 4.28 58.4 67.4 0.944 -17.1 17.9 -41.6 -14.0 -10.3
## 7937 7939 7941 7944 7945 7947 7950 7952 7953 7959 7960
## Predicted 32.4 103.9 117.3 141.8 157 139.7 148.8 165.4 136 88.3 71.8
## cvpred 31.8 104.1 117.5 140.6 157 139.7 147.2 164.8 135 87.2 71.4
## pm2.5 12.0 32.0 41.0 46.0 47 83.0 74.0 79.0 97 148.0 184.0
## CV residual -19.8 -72.1 -76.5 -94.6 -110 -56.7 -73.2 -85.8 -38 60.8 112.6
## 7963 7964 7968 7976 7978 7982 7985 7994 7995 7997 8000 8002
## Predicted 131 143 156 129.9 157.0 109.7 155.3 142 143.9 146.1 192.2 151.1
## cvpred 131 142 154 128.4 155.6 108.6 153.9 141 142.2 144.3 190.2 150.2
## pm2.5 268 281 379 159.0 124.0 130.0 111.0 267 237.0 198.0 170.0 170.0
## CV residual 137 139 225 30.6 -31.6 21.4 -42.9 126 94.8 53.7 -20.2 19.8
## 8003 8007 8009 8011 8013 8016 8017 8022 8025 8032 8036
## Predicted 180.23 166.1 174.0 172.4 170.3 172.4 178.2 177.4 183.7 185.5 183.9
## cvpred 178.84 165.9 173.6 172.1 168.9 172.1 176.6 175.5 181.7 183.1 181.6
## pm2.5 182.00 247.0 237.0 247.0 245.0 249.0 259.0 238.0 235.0 268.0 271.0
## CV residual 3.16 81.1 63.4 74.9 76.1 76.9 82.4 62.5 53.3 84.9 89.4
## 8037 8042 8044 8048 8049 8050 8053 8059 8060 8064 8066 8067
## Predicted 142 145 142.9 46.5 38.6 38.6 44.9 51.6 81.8 81.7 87.4 134
## cvpred 140 142 140.9 45.2 37.5 37.5 43.9 50.9 81.6 80.8 86.5 132
## pm2.5 264 259 218.0 85.0 71.0 61.0 26.0 13.0 17.0 23.0 23.0 22
## CV residual 124 117 77.1 39.8 33.5 23.5 -17.9 -37.9 -64.6 -57.8 -63.5 -110
## 8068 8072 8075 8092 8105 8106 8107 8109 8110 8111 8114
## Predicted 104 116.7 129.1 127.39 118.8 135.5 159.4 171.9 178 143 129
## cvpred 103 116.1 129.3 125.16 116.6 133.1 158.1 169.3 176 141 127
## pm2.5 16 36.0 72.0 128.00 127.0 173.0 216.0 248.0 281 273 271
## CV residual -87 -80.1 -57.3 2.84 10.4 39.9 57.9 78.7 105 132 144
## 8115 8119 8122 8126 8128 8129 8131 8132 8134 8136 8137
## Predicted 128.7 133.4 82.9 25.23 22.255 37.3 45.6 46.1 41.0 39.9 46.2
## cvpred 126.6 131.3 81.9 25.15 22.195 37.2 45.6 46.2 41.1 40.2 46.4
## pm2.5 204.0 153.0 35.0 27.00 22.000 11.0 10.0 10.0 11.0 9.0 11.0
## CV residual 77.4 21.7 -46.9 1.85 -0.195 -26.2 -35.6 -36.2 -30.1 -31.2 -35.4
## 8138 8144 8147 8149 8151 8152 8153 8158 8167 8169 8171
## Predicted 52.5 59.4 35.3 21.90 14.76 16.38 13.908 82.4 144.0 153.9 36.2
## cvpred 52.6 59.4 35.7 22.26 14.98 16.49 13.897 83.0 143.6 153.4 35.1
## pm2.5 9.0 17.0 19.0 15.00 16.00 14.00 13.000 40.0 76.0 127.0 74.0
## CV residual -43.6 -42.4 -16.7 -7.26 1.02 -2.49 -0.897 -43.0 -67.6 -26.4 38.9
## 8173 8174 8179 8181 8185 8189 8192 8195 8199 8201 8202
## Predicted 20.25 67.9 102.3 91.9 154.3 104.1 116.3 64.0 54.7 42.4 42.9
## cvpred 19.08 67.6 101.5 91.2 153.1 102.4 115.1 62.8 53.5 41.1 41.7
## pm2.5 23.00 83.0 41.0 49.0 93.0 40.0 28.0 38.0 16.0 9.0 18.0
## CV residual 3.92 15.4 -60.5 -42.2 -60.1 -62.4 -87.1 -24.8 -37.5 -32.1 -23.7
## 8207 8208 8211 8212 8213 8214 8216 8217 8225 8228 8230
## Predicted 161 151.9 163.9 174.3 169.6 175.9 175.9 175.9 139.1 163.3 128
## cvpred 160 151.1 162.9 173.2 168.6 174.8 174.8 174.8 137.9 160.4 125
## pm2.5 52 77.0 132.0 151.0 158.0 152.0 155.0 185.0 220.0 257.0 254
## CV residual -108 -74.1 -30.9 -22.2 -10.6 -22.8 -19.8 10.2 82.1 96.6 129
## 8231 8235 8242 8243 8244 8246 8249 8252 8253 8254 8272
## Predicted 135 151.3 90.6 83.2 78.1 53.7 63.1 72.3 66.5 76.9 101.1
## cvpred 133 147.9 88.0 80.9 75.9 51.7 61.3 70.8 65.2 75.5 100.7
## pm2.5 246 215.0 180.0 38.0 29.0 28.0 19.0 10.0 11.0 14.0 47.0
## CV residual 113 67.1 92.0 -42.9 -46.9 -23.7 -42.3 -60.8 -54.2 -61.5 -53.7
## 8274 8277 8279 8281 8290 8293 8294 8298 8299 8309 8310
## Predicted 128.1 144.8 159.3 171.3 122.5 90.78 88.6 101.0 109.2 85.1 95.5
## cvpred 127.6 144.1 158.5 170.3 120.6 89.13 87.0 100.3 107.8 84.8 95.1
## pm2.5 34.0 82.0 122.0 109.0 94.0 95.00 101.0 113.0 109.0 6.0 7.0
## CV residual -93.6 -62.1 -36.5 -61.3 -26.6 5.87 14.0 12.7 1.2 -78.8 -88.1
## 8313 8314 8318 8320 8324 8325 8326 8328 8330 8331 8333
## Predicted 82.1 70.1 62.9 56.7 74.8 78.9 78.9 83.5 90.4 89.7 97.6
## cvpred 81.8 70.0 62.7 56.5 74.7 78.8 78.8 83.5 90.3 89.0 96.7
## pm2.5 13.0 19.0 20.0 18.0 19.0 22.0 27.0 15.0 24.0 17.0 20.0
## CV residual -68.8 -51.0 -42.7 -38.5 -55.7 -56.8 -51.8 -68.5 -66.3 -72.0 -76.7
## 8334 8337 8339 8343 8344 8347 8348 8351 8353 8355 8357
## Predicted 93.5 98.5 57.2 49.5 51.1 60.5 56.4 60.0 70.4 64.4 72.8
## cvpred 92.6 97.8 57.1 49.2 50.7 60.1 56.0 59.7 70.0 63.9 72.2
## pm2.5 17.0 23.0 20.0 16.0 15.0 17.0 15.0 8.0 11.0 14.0 13.0
## CV residual -75.6 -74.8 -37.1 -33.2 -35.7 -43.1 -41.0 -51.7 -59.0 -49.9 -59.2
## 8358 8360 8361 8363 8365 8366 8368 8371 8374 8378 8379
## Predicted 72.8 82.7 82.7 63.8 60.8 61.8 56.6 57.6 116.3 98.1 108.4
## cvpred 72.2 81.9 81.9 63.3 60.2 61.1 55.8 56.8 116.2 96.4 106.7
## pm2.5 15.0 13.0 18.0 23.0 22.0 25.0 21.0 15.0 50.0 28.0 30.0
## CV residual -57.2 -68.9 -63.9 -40.3 -38.2 -36.1 -34.8 -41.8 -66.2 -68.4 -76.7
## 8380 8383 8394 8395 8398 8402 8405 8406 8407 8410 8414
## Predicted 64.1 130.7 107.0 119.3 143.4 66.7 108.8 108.8 159 155.0 67.06
## cvpred 62.8 129.9 105.8 118.1 140.6 64.4 106.2 106.2 156 152.5 66.51
## pm2.5 22.0 40.0 74.0 55.0 82.0 41.0 34.0 34.0 42 69.0 73.00
## CV residual -40.8 -89.9 -31.8 -63.1 -58.6 -23.4 -72.2 -72.2 -114 -83.5 6.49
## 8415 8423 8426 8427 8428 8429 8431 8432 8437 8439 8440 8442
## Predicted 64.9 155 134 147 159 177.6 135.6 163 80.6 67.2 111 133
## cvpred 64.4 153 131 145 157 174.7 132.9 161 78.7 65.2 109 132
## pm2.5 79.0 325 363 319 265 247.0 215.0 210 206.0 230.0 246 269
## CV residual 14.6 172 232 174 108 72.3 82.1 49 127.3 164.8 137 137
## 8452 8453 8459 8463 8465 8466 8467 8469 8470 8473 8480 8482
## Predicted 140 160 32.8 27.89 34.2 30.6 26.55 24.9 81.9 104.8 181.8 159
## cvpred 138 158 31.9 27.16 33.4 29.8 25.71 24.2 82.1 103.2 179.5 157
## pm2.5 404 299 52.0 35.00 16.0 10.0 34.00 59.0 104.0 161.0 230.0 311
## CV residual 266 141 20.1 7.84 -17.4 -19.8 8.29 34.8 21.9 57.8 50.5 154
## 8492 8493 8496 8498 8500 8501 8504 8505 8515 8516 8517 8520
## Predicted 116.0 139.01 159 149 167 186 135 181.9 180 178 181 190
## cvpred 115.5 138.22 157 148 165 183 133 180.4 178 176 178 187
## pm2.5 138.0 147.00 311 405 397 396 340 266.0 548 584 607 587
## CV residual 22.5 8.78 154 257 232 213 207 85.6 370 408 429 400
## 8521 8523 8526 8527 8528 8531 8534 8536 8544 8547 8551 8555
## Predicted 194 148 125 130 128.2 60.8 40.0 42.2 61.5 89.8 51.7 35.1
## cvpred 191 146 123 128 126.2 59.8 39.2 41.3 61.5 89.9 51.3 35.0
## pm2.5 570 513 295 263 87.0 38.0 24.0 17.0 11.0 10.0 11.0 18.0
## CV residual 379 367 172 135 -39.2 -21.8 -15.2 -24.3 -50.5 -79.9 -40.3 -17.0
## 8558 8563 8564 8565 8568 8569 8570 8579 8582 8583 8588
## Predicted 38.6 102.5 121.2 114.9 78.7 78.7 80.9 57.3 38.6 34.0 102.4
## cvpred 38.5 103.2 120.6 114.4 79.2 79.2 81.3 57.3 38.5 33.9 102.1
## pm2.5 25.0 21.0 42.0 46.0 42.0 32.0 35.0 34.0 20.0 20.0 71.0
## CV residual -13.5 -82.2 -78.6 -68.4 -37.2 -47.2 -46.3 -23.3 -18.5 -13.9 -31.1
## 8589 8592 8595 8598 8599 8600 8602 8606 8609 8611 8612
## Predicted 80.97 110.22 72.2 69.7 81.7 103.1 101.0 56.2 80.9 145.7 145.3
## cvpred 80.19 109.08 71.4 68.8 80.6 101.8 100.4 55.1 80.0 144.9 143.2
## pm2.5 76.00 111.00 35.0 18.0 17.0 19.0 21.0 19.0 20.0 93.0 104.0
## CV residual -4.19 1.92 -36.4 -50.8 -63.6 -82.8 -79.4 -36.1 -60.0 -51.9 -39.2
## 8615 8619 8624 8629 8631 8640 8647 8650 8654 8655 8656 8658
## Predicted 157 173 111.1 63.7 60.7 163 142.9 180.9 62.50 60.0 60.0 71.0
## cvpred 155 170 108.9 61.9 58.7 160 139.6 177.7 60.51 57.9 57.9 68.8
## pm2.5 111 41 25.0 30.0 51.0 60 108.0 106.0 62.00 47.0 38.0 28.0
## CV residual -44 -129 -83.9 -31.9 -7.7 -100 -31.6 -71.7 1.49 -10.9 -19.9 -40.8
## 8660 8664 8665 8670 8676 8680 8684 8689 8690 8692 8701
## Predicted 54.1 87.2 89.4 100.4 69.8 49.0 129.8 102.1 116.3 148 89.7
## cvpred 52.0 85.2 87.2 98.1 68.2 47.6 129.3 100.3 114.2 146 88.2
## pm2.5 16.0 21.0 16.0 15.0 21.0 21.0 31.0 73.0 65.0 31 69.0
## CV residual -36.0 -64.2 -71.2 -83.1 -47.2 -26.6 -98.3 -27.3 -49.2 -115 -19.2
## 8702 8705 8708 8709 8710 8720 8724 8727 8728 8730 8731
## Predicted 79.6 75.3 78.9 81.1 83.6 87.7 77.3 76.1 69.9 75.1 73.5
## cvpred 78.0 74.0 77.7 79.8 82.4 86.1 75.8 74.6 68.4 73.7 72.2
## pm2.5 40.0 20.0 18.0 22.0 14.0 12.0 18.0 27.0 28.0 15.0 17.0
## CV residual -38.0 -54.0 -59.7 -57.8 -68.4 -74.1 -57.8 -47.6 -40.4 -58.7 -55.2
## 8738 8742 8746 8747 8748 8750 8755 8758 8787 8791 8793
## Predicted 89.1 93.7 79.5 73.3 72.7 65.8 73.0 73.5 97.5 90.3 93.4
## cvpred 87.7 92.4 78.5 72.3 71.8 65.0 72.3 72.8 98.0 90.0 93.9
## pm2.5 21.0 13.0 15.0 19.0 14.0 21.0 28.0 19.0 20.0 14.0 22.0
## CV residual -66.7 -79.4 -63.5 -53.3 -57.8 -44.0 -44.3 -53.8 -78.0 -76.0 -71.9
## 8794 8797 8799 8800 8803 8807 8817 8818 8819 8823 8832
## Predicted 85.5 74.0 93.5 95.1 108 134.8 115.4 126.71 138.9 109.8 120
## cvpred 86.2 74.7 93.4 94.9 109 134.1 114.6 126.68 138.3 109.2 119
## pm2.5 22.0 31.0 35.0 32.0 52 76.0 155.0 124.00 105.0 164.0 226
## CV residual -64.2 -43.7 -58.4 -62.9 -57 -58.1 40.4 -2.68 -33.3 54.8 107
## 8838 8839 8844 8849 8857 8859 8864 8874 8882 8883 8884
## Predicted 130.4 128.2 134.4 55.1 78.7 80.9 86.1 61.3 74.2 72.6 72.6
## cvpred 128.9 126.8 133.4 54.4 77.9 80.0 85.2 61.0 74.1 72.6 72.6
## pm2.5 64.0 67.0 96.0 61.0 28.0 24.0 21.0 16.0 17.0 10.0 12.0
## CV residual -64.9 -59.8 -37.4 6.6 -49.9 -56.0 -64.2 -45.0 -57.1 -62.6 -60.6
## 8886 8888 8890 8892 8894 8896 8897 8901 8902 8905 8907
## Predicted 78.9 79.4 61.4 54.6 45.2 44.7 51.0 63.5 72 76.1 79.9
## cvpred 78.8 79.3 61.8 55.1 45.7 45.1 51.3 63.7 72 76.1 79.7
## pm2.5 13.0 6.0 14.0 13.0 15.0 13.0 13.0 27.0 21 18.0 16.0
## CV residual -65.8 -73.3 -47.8 -42.1 -30.7 -32.1 -38.3 -36.7 -51 -58.1 -63.7
## 8912 8916 8918 8920 8924 8930 8933 8935 8936 8938 8939
## Predicted 107 63.7 100.0 88.6 114.9 149.8 115.8 101.6 97.5 81.7 76.0
## cvpred 106 63.6 99.5 89.2 114.9 149.5 114.3 100.4 96.3 80.8 75.2
## pm2.5 27 40.0 51.0 56.0 79.0 126.0 173.0 118.0 79.0 19.0 16.0
## CV residual -79 -23.6 -48.5 -33.2 -35.9 -23.5 58.7 17.6 -17.3 -61.8 -59.2
## 8940 8941 8943 8944 8993 8996 9004 9010 9021 9027 9028
## Predicted 69.7 65.0 63.4 59.3 43.080 122.5 104.3 76.4 108.7 98.1 159
## cvpred 69.0 64.3 62.8 58.7 42.136 122.1 102.4 75.1 107.2 96.4 157
## pm2.5 21.0 20.0 26.0 17.0 43.000 69.0 29.0 15.0 20.0 35.0 30
## CV residual -48.0 -44.3 -36.8 -41.7 0.864 -53.1 -73.4 -60.1 -87.2 -61.4 -127
## 9031 9033 9034 9036 9037 9039 9043 9044 9046 9050 9051 9057
## Predicted 123.2 170 108.7 73.2 97.5 90.7 113.7 134 147.6 116 124 157.6
## cvpred 121.2 169 107.2 72.1 96.2 90.7 113.4 134 146.9 115 122 155.5
## pm2.5 49.0 59 74.0 86.0 71.0 79.0 55.0 49 96.0 252 244 168.0
## CV residual -72.2 -110 -33.2 13.9 -25.2 -11.7 -58.4 -85 -50.9 137 122 12.5
## 9058 9060 9063 9064 9067 9068 9069 9073 9076 9078 9079
## Predicted 109.2 117.67 34.8 34.8 52.3 73.68 105.65 71.3 76.5 81.7 80.1
## cvpred 107.6 116.27 33.7 33.7 51.3 72.48 104.45 70.5 75.8 81.1 79.5
## pm2.5 165.0 125.00 51.0 69.0 62.0 74.00 95.00 27.0 18.0 17.0 14.0
## CV residual 57.4 8.73 17.3 35.3 10.7 1.52 -9.45 -43.5 -57.8 -64.1 -65.5
## 9080 9082 9083 9084 9085 9092 9093 9097 9102 9104 9109
## Predicted 87.0 71.2 58.6 52.3 47.6 45.2 52.1 61.4 65.8 64.2 42.5
## cvpred 86.3 70.9 58.5 52.3 47.6 45.2 52.0 61.4 65.6 64.0 42.8
## pm2.5 15.0 19.0 20.0 21.0 20.0 20.0 13.0 11.0 9.0 11.0 12.0
## CV residual -71.3 -51.9 -38.5 -31.3 -27.6 -25.2 -39.0 -50.4 -56.6 -53.0 -30.8
## 9112 9119 9123 9127 9129 9130 9131 9134 9137 9138 9145
## Predicted 37.3 82.0 92.4 83.0 87.6 72.8 73.8 88.1 53.9 105.2 100.98
## cvpred 37.5 82.2 92.5 82.4 87.1 72.6 74.4 87.9 53.8 106.1 100.37
## pm2.5 17.0 29.0 16.0 13.0 11.0 17.0 26.0 37.0 39.0 56.0 107.00
## CV residual -20.5 -53.2 -76.5 -69.4 -76.1 -55.6 -48.4 -50.9 -14.8 -50.1 6.63
## 9153 9154 9156 9161 9162 9165 9173 9175 9176 9178 9179
## Predicted 95.3 76.4 55.3 55.5 55.5 62.4 96.6 109.2 102.9 84.0 75.5
## cvpred 94.7 76.2 55.5 55.3 55.3 62.1 95.8 108.1 101.9 83.4 75.1
## pm2.5 30.0 36.0 26.0 18.0 17.0 26.0 13.0 18.0 17.0 31.0 31.0
## CV residual -64.7 -40.2 -29.5 -37.3 -38.3 -36.1 -82.8 -90.1 -84.9 -52.4 -44.1
## 9181 9182 9188 9191 9194 9196 9198 9200 9205 9211 9212
## Predicted 56.1 57.7 59.3 81.0 91.9 96.0 93.5 143 46.8 44.3 63.7
## cvpred 55.9 57.4 58.9 80.2 91.1 95.2 92.6 143 46.5 43.9 63.1
## pm2.5 31.0 23.0 21.0 21.0 24.0 26.0 17.0 23 21.0 16.0 18.0
## CV residual -24.9 -34.4 -37.9 -59.2 -67.1 -69.2 -75.6 -120 -25.5 -27.9 -45.1
## 9213 9216 9219 9225 9226 9232 9246 9248 9250 9258 9261
## Predicted 82.6 87.6 96.0 101.7 93.9 28.39 109.9 108.2 68.9 41.7 63.4
## cvpred 81.7 87.6 95.2 100.8 93.8 27.87 108.4 106.8 68.2 41.1 62.8
## pm2.5 24.0 24.0 20.0 15.0 26.0 25.00 39.0 20.0 32.0 67.0 144.0
## CV residual -57.7 -63.6 -75.2 -85.8 -67.8 -2.87 -69.4 -86.8 -36.2 25.9 81.2
## 9274 9275 9277 9278 9281 9282 9284 9304 9305 9307 9308
## Predicted 105.8 91.7 73.8 69.1 56.23 65.0 59.8 54.1 52.5 57.2 57.2
## cvpred 104.7 91.5 73.1 68.4 55.55 64.3 59.3 53.7 52.2 56.8 56.8
## pm2.5 91.0 54.0 50.0 48.0 48.00 45.0 23.0 18.0 16.0 16.0 21.0
## CV residual -13.7 -37.5 -23.1 -20.4 -7.55 -19.3 -36.3 -35.7 -36.2 -40.8 -35.8
## 9309 9317 9322 9329 9334 9336 9337 9338 9340 9342 9344
## Predicted 61.8 127 124 84.3 92.8 115.7 113.84 106.9 92.7 107.5 99.6
## cvpred 61.5 127 123 85.3 92.7 115.4 113.33 105.8 91.9 106.4 98.7
## pm2.5 16.0 21 33 63.0 78.0 95.0 109.00 95.0 69.0 47.0 16.0
## CV residual -45.5 -106 -90 -22.3 -14.7 -20.4 -4.33 -10.8 -22.9 -59.4 -82.7
## 9346 9349 9354 9362 9366 9367 9372 9374 9376 9380 9381
## Predicted 56.7 48.2 41.9 81.6 90.4 98.9 54.56 85.1 78.7 87.7 119.0
## cvpred 56.5 48.2 42.0 81.4 90.2 98.5 55.05 85.4 80.3 88.3 118.9
## pm2.5 12.0 23.0 17.0 37.0 21.0 26.0 61.00 46.0 71.0 103.0 132.0
## CV residual -44.5 -25.2 -25.0 -44.4 -69.2 -72.5 5.95 -39.4 -9.3 14.7 13.1
## 9384 9386 9389 9390 9398 9401 9402 9404 9410 9416 9418
## Predicted 84.4 78.1 89.0 82.8 40.9 51.1 51.1 51.7 69.9 79.4 58.4
## cvpred 84.5 78.3 89.2 83.0 41.7 52.2 52.2 52.8 70.1 79.3 58.7
## pm2.5 117.0 161.0 24.0 20.0 17.0 13.0 12.0 11.0 18.0 31.0 19.0
## CV residual 32.5 82.7 -65.2 -63.0 -24.7 -39.2 -40.2 -41.8 -52.1 -48.3 -39.7
## 9419 9422 9424 9427 9432 9433 9438 9439 9440 9447 9451
## Predicted 52.1 42.8 37.2 52.6 63.8 61.9 80.5 84.6 89.2 37.80 54.8
## cvpred 52.5 43.1 37.3 52.4 63.8 61.7 79.8 83.9 88.6 37.89 54.5
## pm2.5 21.0 16.0 14.0 13.0 15.0 3.0 2.0 7.0 11.0 42.00 9.0
## CV residual -31.5 -27.1 -23.3 -39.4 -48.8 -58.7 -77.8 -76.9 -77.6 4.11 -45.5
## 9459 9462 9463 9467 9468 9474 9477 9481 9482 9484 9486
## Predicted 65.4 67.6 71.7 50.7 38.1 18.57 33.6 65.4 73.3 79.6 102.2
## cvpred 65.3 67.4 71.5 50.8 38.4 18.58 33.6 65.1 72.8 79.0 101.2
## pm2.5 10.0 8.0 8.0 21.0 24.0 13.00 46.0 21.0 15.0 12.0 13.0
## CV residual -55.3 -59.4 -63.5 -29.8 -14.4 -5.58 12.4 -44.1 -57.8 -67.0 -88.2
## 9497 9499 9501 9502 9504 9510 9511 9512 9514 9516 9518 9524
## Predicted 3.45 11.9 20.4 37.1 76.7 88.7 90.4 93.5 80.9 37.16 2.31 16.5
## cvpred 3.38 11.7 19.9 36.4 75.6 87.5 89.0 92.9 80.5 37.17 1.78 15.7
## pm2.5 18.00 24.0 61.0 69.0 55.0 37.0 34.0 27.0 37.0 43.00 20.00 30.0
## CV residual 14.62 12.3 41.1 32.6 -20.6 -50.5 -55.0 -65.9 -43.5 5.83 18.22 14.3
## 9525 9526 9527 9531 9534 9539 9542 9544 9547 9552 9558 9560
## Predicted 29.1 22.8 29.1 98.0 87.0 48.24 15.4 29.87 49.6 88.2 109.2 120.2
## cvpred 28.1 21.9 28.1 96.2 85.3 47.18 14.5 28.95 48.6 86.9 107.6 118.4
## pm2.5 42.0 49.0 49.0 70.0 47.0 45.00 55.0 33.00 18.0 61.0 29.0 24.0
## CV residual 13.9 27.1 20.9 -26.2 -38.3 -2.18 40.5 4.05 -30.6 -25.9 -78.6 -94.4
## 9568 9572 9573 9574 9577 9578 9581 9583 9585 9587 9588 9593
## Predicted 59.8 89.1 95.3 135 129 120 105 94.67 76.65 54.3 56.5 85.3
## cvpred 60.0 88.9 95.1 133 127 118 103 92.94 75.43 53.3 55.8 85.8
## pm2.5 47.0 143.0 167.0 250 299 378 234 100.00 77.00 102.0 77.0 32.0
## CV residual -13.0 54.1 71.9 117 172 260 131 7.06 1.57 48.7 21.2 -53.8
## 9599 9600 9601 9602 9603 9607 9608 9614 9621 9622 9625 9632
## Predicted 152 145.7 161 164 166 179 177.4 143.4 125.8 169.75 120 138
## cvpred 152 145.8 160 163 164 177 176.6 142.8 123.6 167.43 119 137
## pm2.5 99 64.0 43 53 46 82 87.0 109.0 155.0 158.00 220 34
## CV residual -53 -81.8 -117 -110 -118 -95 -89.6 -33.8 31.4 -9.43 101 -103
## 9633 9637 9638 9639 9644 9650 9651 9652 9660 9662 9668
## Predicted 100.2 45.2 42.2 77.4 101.1 151.1 157.0 163.3 118.2 121.21 151.6
## cvpred 99.2 44.9 41.7 76.7 101.2 150.7 155.2 161.4 117.2 120.57 149.3
## pm2.5 31.0 25.0 27.0 21.0 20.0 106.0 110.0 110.0 131.0 129.00 101.0
## CV residual -68.2 -19.9 -14.7 -55.7 -81.2 -44.7 -45.2 -51.4 13.8 8.43 -48.3
## 9671 9672 9673 9680 9686 9689 9697 9698 9699 9700 9704
## Predicted 175 175.2 189.4 141.59 68.2 83.5 118 155.8 157.9 135.6 180.0
## cvpred 173 172.5 186.5 139.06 67.7 83.6 117 155.6 156.5 135.1 179.9
## pm2.5 295 263.0 208.0 148.00 43.0 27.0 84 78.0 132.0 163.0 209.0
## CV residual 122 90.5 21.5 8.94 -24.7 -56.6 -33 -77.6 -24.5 27.9 29.1
## 9708 9709 9714 9718 9720 9722 9728 9731 9734 9735 9738 9745
## Predicted 152.9 135.7 137.0 146 157 173 176 170 175 169 171.2 136.2
## cvpred 153.5 136.4 137.4 147 158 174 176 171 176 169 171.5 136.1
## pm2.5 212.0 225.0 79.0 38 35 30 41 70 68 62 79.0 107.0
## CV residual 58.5 88.6 -58.4 -109 -123 -144 -135 -101 -108 -107 -92.5 -29.1
## 9746 9748 9749 9753 9756 9757 9760 9762 9763 9764 9766
## Predicted 171.3 133.6 139.4 170 73.0 77.1 64.2 64.8 69.5 91.4 85.6
## cvpred 170.4 132.8 138.4 169 72.7 76.8 63.9 64.5 69.2 91.7 85.3
## pm2.5 100.0 103.0 96.0 82 66.0 41.0 8.0 12.0 7.0 7.0 8.0
## CV residual -70.4 -29.8 -42.4 -87 -6.7 -35.8 -55.9 -52.5 -62.2 -84.7 -77.3
## 9771 9774 9777 9778 9783 9790 9795 9802 9803 9805 9809
## Predicted 109.8 101.1 105.2 92.6 105.1 135.7 181 142 171 133.5 139.1
## cvpred 109.9 101.1 105.2 92.8 105.9 136.2 181 142 170 133.7 138.6
## pm2.5 11.0 10.0 16.0 21.0 34.0 41.0 59 69 82 87.0 82.0
## CV residual -98.9 -91.1 -89.2 -71.8 -71.9 -95.2 -122 -73 -88 -46.7 -56.6
## 9810 9812 9828 9829 9832 9837 9839 9840 9841 9850 9851
## Predicted 143.6 154.6 79.4 97.3 78.0 119.0 154.6 165.0 167.2 168.6 162.2
## cvpred 144.4 155.2 79.8 97.0 79.1 119.7 154.8 165.1 167.2 167.5 162.4
## pm2.5 92.0 108.0 30.0 26.0 46.0 46.0 77.0 89.0 102.0 152.0 181.0
## CV residual -52.4 -47.2 -49.8 -71.0 -33.1 -73.7 -77.8 -76.1 -65.2 -15.5 18.6
## 9852 9859 9860 9863 9865 9868 9871 9873 9884 9889 9892 9903
## Predicted 153.3 122.5 127 148 135 186 160 153 160 146 139 94.7
## cvpred 152.5 122.1 126 147 133 184 158 152 160 146 138 94.5
## pm2.5 214.0 213.0 254 331 335 294 267 258 211 294 316 53.0
## CV residual 61.5 90.9 128 184 202 110 109 106 51 148 178 -41.5
## 9904 9906 9908 9909 9913 9914 9915 9918 9920 9921 9922 9923
## Predicted 48.26 94.9 114.0 118.7 157 163 141 136 109.0 109.3 76.0 55.19
## cvpred 48.07 95.7 114.7 119.4 158 162 140 134 108.2 108.7 75.7 55.05
## pm2.5 50.00 42.0 80.0 188.0 411 345 353 282 41.0 51.0 46.0 48.00
## CV residual 1.93 -53.7 -34.7 68.6 253 183 213 148 -67.2 -57.7 -29.7 -7.05
## 9926 9928 9929 9932 9949 9950 9957 9959 9961 9963 9966 9969
## Predicted 34.9 80.7 88.6 111.8 44.2 69.0 121 149 166 138 126.5 125.4
## cvpred 34.8 81.7 89.5 112.7 44.0 68.6 122 149 166 137 125.5 124.6
## pm2.5 50.0 127.0 140.0 203.0 113.0 92.0 264 273 288 300 202.0 113.0
## CV residual 15.2 45.3 50.5 90.3 69.0 23.4 142 124 122 163 76.5 -11.6
## 9972 9975 9976 9983 9987 9990 9991 9992 9998 10002 10005 10006
## Predicted 111 104 93.3 158 168 164 170 131 134 118 152 157
## cvpred 111 105 94.6 157 167 163 169 130 135 118 151 156
## pm2.5 282 477 510.0 477 493 563 563 528 430 425 492 492
## CV residual 171 372 415.4 320 326 400 394 398 295 307 341 336
## 10011 10014 10018 10021 10022 10027 10031 10032 10037 10039 10041
## Predicted 135 139 136 122 123 92.7 165 162 154 143 135
## cvpred 134 138 135 121 122 91.6 163 161 153 141 133
## pm2.5 494 431 391 343 322 335.0 401 406 455 406 420
## CV residual 360 293 256 222 200 243.4 238 245 302 265 287
## 10042 10043 10044 10048 10051 10052 10053 10054 10055 10062 10064
## Predicted 128 127 105 123 101.1 116 114 113 117 141 123.7
## cvpred 127 126 103 122 99.7 114 113 111 115 140 122.2
## pm2.5 393 389 401 409 396.0 436 470 451 436 285 136.0
## CV residual 266 263 298 287 296.3 322 357 340 321 145 13.8
## 10068 10070 10071 10073 10075 10082 10084 10085 10090 10091 10095
## Predicted 20.91 19.07 -2.35 -10.5 61.1 158 164 164.0 128.2 116.1 83.5
## cvpred 20.75 19.45 -2.46 -10.7 60.5 159 165 163.3 128.3 117.6 85.1
## pm2.5 13.00 23.00 29.00 28.0 21.0 53 72 77.0 100.0 98.0 75.0
## CV residual -7.75 3.55 31.46 38.7 -39.5 -106 -93 -86.3 -28.3 -19.6 -10.1
## 10101 10103 10106 10109 10111 10114 10116 10123 10128 10130
## Predicted 97.7 106.2 117.1 106.9 174 175 171 163.5 117.74 168.6
## cvpred 99.0 107.3 118.1 106.5 174 176 171 163.7 117.18 167.7
## pm2.5 78.0 62.0 42.0 36.0 44 71 77 122.0 116.00 127.0
## CV residual -21.0 -45.3 -76.1 -70.5 -130 -105 -94 -41.7 -1.18 -40.7
## 10132 10139 10140 10143 10144 10147 10150 10157 10160 10161 10163
## Predicted 124.029 124.5 135 117 112.7 102 106.6 100.0 106.3 100.8 69.1
## cvpred 123.376 124.8 135 117 112.9 102 106.7 99.3 105.5 100.4 68.9
## pm2.5 123.000 35.0 35 31 34.0 28 29.0 25.0 32.0 37.0 18.0
## CV residual -0.376 -89.8 -100 -86 -78.9 -74 -77.7 -74.3 -73.5 -63.4 -50.9
## 10166 10167 10177 10178 10182 10184 10186 10193 10196 10197 10198
## Predicted 49.4 39.0 88.0 101.2 98.6 90.4 65.3 22.81 43.6 54.5 75.9
## cvpred 49.2 38.9 87.5 101.2 97.9 89.6 64.8 22.33 42.9 53.8 75.0
## pm2.5 12.0 12.0 12.0 9.0 9.0 12.0 20.0 17.00 28.0 80.0 87.0
## CV residual -37.2 -26.9 -75.5 -92.2 -88.9 -77.6 -44.8 -5.33 -14.9 26.2 12.0
## 10199 10200 10201 10203 10208 10213 10216 10218 10226 10232 10239
## Predicted 74.3 68.5 49.9 77.0 155 33.0 10.79 22.8 61.2 75.7 10.02
## cvpred 73.5 67.9 49.3 76.2 154 32.8 10.51 22.3 60.7 75.2 10.08
## pm2.5 51.0 37.0 9.0 14.0 44 18.0 16.00 49.0 8.0 10.0 16.00
## CV residual -22.5 -30.9 -40.3 -62.2 -110 -14.8 5.49 26.7 -52.7 -65.2 5.92
## 10240 10243 10245 10246 10251 10254 10256 10257 10259 10260 10264
## Predicted 5.36 21.5 36.5 34.9 141.5 109.5 149.8 112.1 51.02 72.0 47.23
## cvpred 5.40 21.3 36.3 34.8 140.5 108.5 149.9 111.8 50.73 71.8 48.08
## pm2.5 15.00 9.0 11.0 37.0 46.0 52.0 105.0 83.0 43.00 57.0 46.00
## CV residual 9.60 -12.3 -25.3 2.2 -94.5 -56.5 -44.9 -28.8 -7.73 -14.8 -2.08
## 10265 10269 10272 10273 10274 10281 10283 10292 10293 10298 10302
## Predicted 55.1 101.4 113.4 112.8 112.8 143.4 120.0 96.9 126.30 44.9 57.8
## cvpred 55.8 101.7 113.5 112.9 112.9 143.3 118.9 96.4 125.08 44.4 57.3
## pm2.5 42.0 91.0 66.0 69.0 56.0 79.0 96.0 108.0 122.00 20.0 12.0
## CV residual -13.8 -10.7 -47.5 -43.9 -56.9 -64.3 -22.9 11.6 -3.08 -24.4 -45.3
## 10311 10328 10334 10336 10339 10341 10344 10348 10350 10355 10357
## Predicted 0.129 51.9 16.24 19.49 13.48 34.3 45.2 39.2 62.5 51.4 54.8
## cvpred 0.138 51.4 16.06 19.09 12.96 33.6 44.5 38.3 61.5 51.5 54.3
## pm2.5 11.000 16.0 15.00 22.00 9.00 23.0 33.0 11.0 14.0 20.0 17.0
## CV residual 10.862 -35.4 -1.06 2.91 -3.96 -10.6 -11.5 -27.3 -47.5 -31.5 -37.3
## 10363 10375 10376 10377 10381 10383 10387 10395 10397 10399 10402
## Predicted 43.7 78.7 77.5 63.0 -1.134 -15.1 -10.3 80.0 94.5 90.4 49.5
## cvpred 43.7 78.3 78.0 63.6 -0.651 -14.7 -10.2 79.1 93.5 89.4 49.9
## pm2.5 16.0 19.0 31.0 35.0 15.000 16.0 12.0 58.0 80.0 72.0 61.0
## CV residual -27.7 -59.3 -47.0 -28.6 15.651 30.7 22.2 -21.1 -13.5 -17.4 11.1
## 10404 10408 10409 10410 10411 10417 10418 10424 10425 10426 10432
## Predicted 36.20 -16.6 -16.6 -19.1 -1.85 33.2 106.4 84.9 70.1 91.11 58.3
## cvpred 36.22 -16.6 -16.6 -19.2 -2.10 32.6 105.3 83.7 69.2 90.26 58.6
## pm2.5 46.00 26.0 22.0 14.0 9.00 48.0 47.0 30.0 85.0 92.00 95.0
## CV residual 9.78 42.6 38.6 33.2 11.10 15.4 -58.3 -53.7 15.8 1.74 36.4
## 10436 10437 10444 10445 10446 10452 10454 10455 10457 10458 10460
## Predicted 114 126.2 160.6 168.5 178.9 108 99.2 88.3 82 88.3 122
## cvpred 112 124.4 158.4 166.1 176.4 106 99.0 88.2 82 88.2 122
## pm2.5 132 156.0 258.0 263.0 266.0 243 241.0 236.0 225 228.0 272
## CV residual 20 31.6 99.6 96.9 89.6 137 142.0 147.8 143 139.8 150
## 10464 10467 10468 10469 10473 10474 10477 10482 10487 10492 10496
## Predicted 152 124 126 168 110 89.6 19.1 40.0 26.1 32.2 35.3
## cvpred 150 122 124 165 108 88.2 18.6 40.1 26.0 32.4 35.5
## pm2.5 360 400 368 351 332 318.0 42.0 20.0 11.0 9.0 8.0
## CV residual 210 278 244 186 224 229.8 23.4 -20.1 -15.0 -23.4 -27.5
## 10497 10504 10510 10512 10514 10522 10524 10525 10526 10528 10529
## Predicted 29.0 -6.09 7.34 12.57 28.7 25.15 7.05 12.78 4.01 0.406 -4.26
## cvpred 29.3 -5.84 7.63 12.89 28.8 25.29 7.12 12.75 3.95 0.205 -4.48
## pm2.5 12.0 23.00 17.00 14.00 17.0 16.00 18.00 21.00 22.00 16.000 21.00
## CV residual -17.3 28.84 9.37 1.11 -11.8 -9.29 10.88 8.25 18.05 15.795 25.48
## 10531 10535 10537 10540 10542 10544 10546 10547 10550 10551 10552
## Predicted 6.13 37.1 39.3 72.1 102.3 138 63.2 75.2 59.6 60.7 56.0
## cvpred 5.83 36.9 39.0 71.4 102.1 138 63.5 76.2 60.6 61.6 56.9
## pm2.5 19.00 23.0 18.0 7.0 15.0 24 33.0 32.0 45.0 40.0 37.0
## CV residual 13.17 -13.9 -21.0 -64.4 -87.1 -114 -30.5 -44.2 -15.6 -21.6 -19.9
## 10554 10555 10556 10557 10560 10565 10570 10574 10579 10580 10675
## Predicted 63.9 70.2 85.25 101.9 110.5 107.54 122.4 81.1 62 97.96 -8.85
## cvpred 64.6 70.8 85.77 102.3 109.4 106.28 122.8 81.9 61 97.81 -8.95
## pm2.5 27.0 44.0 79.00 117.0 90.0 110.00 101.0 135.0 90 99.00 28.00
## CV residual -37.6 -26.8 -6.77 14.7 -19.4 3.72 -21.8 53.1 29 1.19 36.95
## 10676 10677 10679 10682 10684 10687 10691 10694 10695 10698 10699
## Predicted -1.71 2.95 -1.64 10.94 10.94 89.0 -2.48 -10.8 -9.13 -13.8 -7.51
## cvpred -1.67 3.02 -1.45 10.94 10.94 89.9 -2.10 -10.5 -9.02 -13.7 -7.50
## pm2.5 33.00 14.00 23.00 12.00 9.00 15.0 13.00 18.0 11.00 14.0 12.00
## CV residual 34.67 10.98 24.45 1.06 -1.94 -74.9 15.10 28.5 20.02 27.7 19.50
## 10700 10701 10704 10707 10709 10719 10721 10736 10737 10741 10742
## Predicted 13.55 9.74 33.3 52.4 33.27 3.38 47.5 27.5 23.7 -1.99 -12.9
## cvpred 13.17 9.57 32.8 51.9 32.85 3.16 48.2 27.2 23.6 -1.74 -12.6
## pm2.5 17.00 24.00 21.0 20.0 24.00 16.00 22.0 10.0 12.0 12.00 11.0
## CV residual 3.83 14.43 -11.8 -31.9 -8.85 12.84 -26.2 -17.2 -11.6 13.74 23.6
## 10747 10748 10749 10753 10759 10761 10765 10768 10770 10771 10777
## Predicted -19.5 -4.46 -1.42 3.24 40.7 18.02 33.8 1.35 36.9 36.9 103.8
## cvpred -19.3 -4.33 -1.16 3.52 40.6 18.45 34.3 2.45 38.4 38.4 103.3
## pm2.5 6.0 7.00 6.00 8.00 27.0 25.00 22.0 13.00 18.0 17.0 36.0
## CV residual 25.3 11.33 7.16 4.48 -13.6 6.55 -12.3 10.55 -20.4 -21.4 -67.3
## 10778 10780 10781 10784 10787 10788 10790 10792 10797 10800 10803
## Predicted 97.9 99.5 112.1 122.92 70.7 11.7 15.8 29.64 13.28 -4.18 18.2
## cvpred 98.8 99.4 112.7 122.41 70.8 12.0 16.9 29.96 13.55 -3.82 18.3
## pm2.5 46.0 66.0 78.0 126.00 157.0 130.0 38.0 36.00 16.00 11.00 20.0
## CV residual -52.8 -33.4 -34.7 3.59 86.2 118.0 21.1 6.04 2.45 14.82 1.7
## 10804 10806 10807 10808 10809 10818 10822 10826 10827 10828 10829
## Predicted 18.2 22.0 20.41 14.1 1.55 26.2 29.11 89.4 95.7 67.0 73.3
## cvpred 18.3 21.9 20.39 14.2 1.80 27.4 28.97 90.5 96.7 67.5 73.7
## pm2.5 13.0 12.0 17.00 27.0 21.00 13.0 22.00 40.0 38.0 37.0 39.0
## CV residual -5.3 -9.9 -3.39 12.8 19.20 -14.4 -6.97 -50.5 -58.7 -30.5 -34.7
## 10830 10831 10832 10833 10835 10837 10842 10846 10847 10848 10849
## Predicted 78.9 77.3 73.5 38.0 17.5 42.167 38.84 106.1 110.8 117.1 123.4
## cvpred 78.6 77.1 73.5 38.4 18.3 44.137 40.46 107.5 112.2 118.4 124.6
## pm2.5 45.0 50.0 44.0 58.0 48.0 44.000 35.00 65.0 61.0 56.0 69.0
## CV residual -33.6 -27.1 -29.5 19.6 29.7 -0.137 -5.46 -42.5 -51.2 -62.4 -55.6
## 10862 10863 10864 10865 10868 10872 10873 10876 10877 10878 10879
## Predicted 37.3 3.35 3.79 5.41 24.3 45.6 102 132.4 96.6 101 97.17
## cvpred 38.0 4.02 5.73 7.24 25.8 46.1 101 131.4 95.8 100 96.42
## pm2.5 94.0 70.00 49.00 59.00 55.0 64.0 75 103.0 115.0 112 95.00
## CV residual 56.0 65.98 43.27 51.76 29.2 17.9 -26 -28.4 19.2 12 -1.42
## 10884 10906 10924 10926 10932 10933 10934 10935 10936 10937 10938
## Predicted 59.4 113.2 48.0 51.6 15.3 7.14 3.04 4.67 18.24 35.2 49.7
## cvpred 59.7 112.5 48.5 52.3 16.5 8.28 4.18 5.69 18.74 35.8 50.2
## pm2.5 143.0 204.0 51.0 19.0 18.0 20.00 17.00 15.00 16.00 23.0 34.0
## CV residual 83.3 91.5 2.5 -33.3 1.5 11.72 12.82 9.31 -2.74 -12.8 -16.2
## 10940 10941 10946 10947 10952 10955 10956 10961 10962 10964 10966
## Predicted 89.9 141 103.3 109.1 103.3 72.7 68.03 32.7 42.9 74.1 106
## cvpred 90.4 142 103.9 109.5 103.9 73.5 68.81 33.1 44.6 75.5 107
## pm2.5 25.0 33 30.0 48.0 54.0 45.0 68.00 92.0 127.0 5.0 5
## CV residual -65.4 -109 -73.9 -61.5 -49.9 -28.5 -0.81 58.9 82.4 -70.5 -102
## 10974 10982 10983 10987 10992 10994 10996 10999 11000 11002 11003
## Predicted 107.6 13.0 -33.2 18.3 64.8 114.4 83.0 93.9 69.3 50.7 -3.38
## cvpred 107.4 13.5 -32.4 19.7 66.1 113.9 82.5 93.4 69.2 51.1 -2.51
## pm2.5 184.0 50.0 167.0 108.0 86.0 88.0 125.0 174.0 241.0 159.0 138.00
## CV residual 76.6 36.5 199.4 88.3 19.9 -25.9 42.5 80.6 171.8 107.9 140.51
## 11005 11006 11010 11014 11016 11019 11024 11026 11027 11028 11031
## Predicted 15.0 12.6 9.22 51.908 67.0 96.2 138 67.5 44.6 48.7 35.0
## cvpred 17.1 14.5 10.84 53.211 68.2 97.1 139 69.2 46.5 50.6 36.6
## pm2.5 149.0 192.0 170.00 54.000 150.0 166.0 254 254.0 277.0 207.0 227.0
## CV residual 131.9 177.5 159.16 0.789 81.8 68.9 115 184.8 230.5 156.4 190.4
## 11033 11036 11038 11039 11041 11044 11047 11048 11104 11127
## Predicted 52.1 68.5 71.0 77.3 94.0 81.4 125.75 130.3 17.3 0.0249
## cvpred 53.5 69.5 72.1 78.3 94.8 82.4 124.94 130.8 18.4 1.1081
## pm2.5 253.0 143.0 246.0 279.0 220.0 96.0 120.00 77.0 27.0 107.0000
## CV residual 199.5 73.5 173.9 200.7 125.2 13.6 -4.94 -53.8 8.6 105.8919
## 11130 11131 11141 11147 11148 11149 11156 11159 11163 11167 11168
## Predicted 15.8 26.2 32.43 -15.1 7.51 -26.0 -42.8 -10.5 13.0 79.9 44.7
## cvpred 16.5 26.8 32.71 -14.0 7.90 -24.9 -42.7 -10.7 12.6 79.5 44.5
## pm2.5 102.0 100.0 28.00 8.0 10.00 12.0 11.0 22.0 8.0 14.0 29.0
## CV residual 85.5 73.2 -4.71 22.0 2.10 36.9 53.7 32.7 -4.6 -65.5 -15.5
## 11174 11178 11179 11180 11181 11189 11190 11191 11193 11196 11198
## Predicted -3.08 1.23 7.51 28.86 28.86 71.4 100.6 127.9 94.29 45.6 21.7
## cvpred -1.49 2.47 8.67 29.86 29.86 70.4 99.3 126.6 93.52 45.5 22.8
## pm2.5 12.00 13.00 18.00 26.00 27.00 85.0 91.0 88.0 103.00 91.0 94.0
## CV residual 13.49 10.53 9.33 -3.86 -2.86 14.6 -8.3 -38.6 9.48 45.5 71.2
## 11200 11204 11205 11207 11208 11211 11216 11218 11220 11224 11226
## Predicted 16.4 64.5 72.7 104.5 110.8 127.0 98.4 105 79.9 77.9 77.9
## cvpred 17.5 65.0 73.2 104.7 110.9 125.7 97.4 104 81.0 78.7 78.7
## pm2.5 91.0 104.0 145.0 184.0 202.0 184.0 225.0 163 136.0 138.0 145.0
## CV residual 73.5 39.0 71.8 79.3 91.1 58.3 127.6 59 55.0 59.3 66.3
## 11229 11232 11235 11236 11237 11238 11239 11243 11245 11246 11247
## Predicted 98.7 119.3 102.1 102.1 137.3 141.4 120.4 23.9 -34.9 -39.6 -32.2
## cvpred 99.3 118.3 100.8 100.8 135.8 139.9 118.8 23.4 -35.4 -40.1 -32.9
## pm2.5 170.0 168.0 137.0 133.0 158.0 162.0 158.0 159.0 27.0 21.0 21.0
## CV residual 70.7 49.7 36.2 32.2 22.2 22.1 39.2 135.6 62.4 61.1 53.9
## 11257 11281 11297 11298 11300 11301 11303 11307 11310 11311 11312
## Predicted 49.52 100 38.8 50.8 83.6 75.4 81.7 37.3 42.2 51.0 43.1
## cvpred 48.07 101 39.7 51.5 83.9 75.7 81.9 36.4 41.1 49.9 42.2
## pm2.5 53.00 36 87.0 146.0 121.0 79.0 53.0 65.0 20.0 12.0 13.0
## CV residual 4.93 -65 47.3 94.5 37.1 3.3 -28.9 28.6 -21.1 -37.9 -29.2
## 11319 11320 11324 11327 11333 11336 11349 11351 11352 11354 11365
## Predicted 29.5 19.3 14.8 -0.795 89.1 22.5 67.7 86.9 83.6 127.6 45.3
## cvpred 28.9 18.7 14.2 -1.160 88.0 22.0 68.4 86.4 84.5 128.3 46.7
## pm2.5 90.0 74.0 120.0 15.000 7.0 6.0 32.0 65.0 54.0 63.0 73.0
## CV residual 61.1 55.3 105.8 16.160 -81.0 -16.0 -36.4 -21.4 -30.5 -65.3 26.3
## 11366 11380 11383 11385 11389 11390 11391 11394 11398 11399 11400
## Predicted 23.6 133.3 147.5 124.7 92.7 81.7 87.5 94.8 119.2 96.2 92.1
## cvpred 25.0 131.9 145.8 124.8 93.2 82.3 88.0 95.1 119.4 95.9 91.7
## pm2.5 52.0 97.0 97.0 136.0 153.0 165.0 135.0 137.0 189.0 165.0 195.0
## CV residual 27.0 -34.9 -48.8 11.2 59.8 82.7 47.0 41.9 69.6 69.1 103.3
## 11402 11406 11410 11411 11412 11425 11439 11464 11467 11469 11475
## Predicted 116.8 103.0 114.08 120.4 120.9 161.9 80.7 61 45.9 38.2 65.9
## cvpred 115.7 102.6 114.16 120.4 120.9 161.1 81.6 61 45.3 37.7 65.1
## pm2.5 157.0 160.0 113.00 69.0 44.0 74.0 70.0 16 12.0 14.0 8.0
## CV residual 41.3 57.4 -1.16 -51.4 -76.9 -87.1 -11.6 -45 -33.3 -23.7 -57.1
## 11487 11489 11496 11503 11505 11510 11511 11512 11514 11515 11518
## Predicted 8.89 -0.444 136 145.1 136.2 122.9 118.3 118.25 124.5 137.4 148.4
## cvpred 8.14 -1.227 135 144.2 134.2 122.4 117.7 117.71 123.9 136.8 147.7
## pm2.5 15.00 23.000 41 91.0 122.0 167.0 155.0 126.00 97.0 95.0 100.0
## CV residual 6.86 24.227 -94 -53.2 -12.2 44.6 37.3 8.29 -26.9 -41.8 -47.7
## 11519 11521 11522 11529 11531 11532 11540 11549 11550 11553 11554
## Predicted 165.0 165.6 167.2 138.0 110.5 47.33 78.9 138.5 126.5 115.7 45.2
## cvpred 164.2 164.8 166.3 137.4 108.9 45.98 77.6 136.6 124.7 116.1 45.2
## pm2.5 83.0 103.0 138.0 151.0 86.0 51.00 18.0 54.0 43.0 29.0 29.0
## CV residual -81.2 -61.8 -28.3 13.6 -22.9 5.02 -59.6 -82.6 -81.7 -87.1 -16.2
## 11556 11557 11558 11560 11566 11568 11569 11572 11575 11580 11593
## Predicted 38.3 60.7 27.35 51.4 114.3 135.6 135.6 136.7 151.5 93.59 141.1
## cvpred 38.4 61.4 27.53 52.1 114.5 135.7 135.7 136.6 151.1 92.51 139.2
## pm2.5 20.0 19.0 25.00 27.0 73.0 60.0 61.0 63.0 75.0 84.00 165.0
## CV residual -18.4 -42.4 -2.53 -25.1 -41.5 -75.7 -74.7 -73.6 -76.1 -8.51 25.8
## 11608 11611 11612 11614 11615 11621 11622 11623 11625 11626
## Predicted 131.0 174.8 173.167 172.11 150.7 181.64 181.64 181.6 181.6 173.7
## cvpred 130.4 173.7 172.192 171.26 149.2 180.48 180.48 180.5 180.5 172.8
## pm2.5 152.0 171.0 172.000 168.00 172.0 176.00 183.00 194.0 200.0 218.0
## CV residual 21.6 -2.7 -0.192 -3.26 22.8 -4.48 2.52 13.5 19.5 45.2
## 11628 11630 11638 11642 11643 11645 11647 11649 11654 11656 11662
## Predicted 92.6 42.9 49.9 40.1 46.3 38.4 39.3 24.5 -19.8 -20.4 50.1
## cvpred 90.8 41.4 48.8 39.1 45.3 37.5 38.6 24.1 -19.7 -20.3 51.1
## pm2.5 187.0 76.0 238.0 136.0 108.0 65.0 96.0 99.0 38.0 42.0 40.0
## CV residual 96.2 34.6 189.2 96.9 62.7 27.5 57.4 74.9 57.7 62.3 -11.1
## 11664 11667 11671 11676 11677 11680 11682 11683 11685 11694 11700
## Predicted 28.62 33.56 98.1 -37.3 -41.9 -44.4 -40.6 -33.7 2.38 24.9 35.5
## cvpred 28.26 33.01 96.9 -37.1 -41.8 -44.4 -40.8 -34.0 1.65 24.4 35.7
## pm2.5 33.00 26.00 15.0 14.0 12.0 24.0 31.0 23.0 34.00 7.0 14.0
## CV residual 4.74 -7.01 -81.9 51.1 53.8 68.4 71.8 57.0 32.35 -17.4 -21.7
## 11701 11702 11703 11714 11717 11718 11719 11722 11728 11729 11731
## Predicted 33.8 28.7 30.7 107.2 119.3 130 123.4 119.5 138 144 154
## cvpred 35.3 28.9 32.1 107.8 119.7 130 123.8 120.2 138 144 154
## pm2.5 13.0 15.0 16.0 79.0 79.0 81 93.0 63.0 53 43 58
## CV residual -22.3 -13.9 -16.1 -28.8 -40.7 -49 -30.8 -57.2 -85 -101 -96
## 11732 11733 11734 11736 11743 11745 11751 11753 11755 11756 11757
## Predicted 157.8 172.0 154 171 176.5 178.0 13.7 1.384 3.57 75.0 111.2
## cvpred 156.4 170.3 154 170 175.4 175.7 12.5 0.138 2.23 74.1 110.6
## pm2.5 63.0 80.0 95 94 130.0 147.0 118.0 59.000 39.00 35.0 63.0
## CV residual -93.4 -90.3 -59 -76 -45.4 -28.7 105.5 58.862 36.77 -39.1 -47.6
## 11763 11764 11765 11769 11770 11772 11776 11780 11781 11783 11798
## Predicted 116.79 156.7 129 41.6 46.35 6.34 -13.4 32.28 97.6 71.1 51.8
## cvpred 114.65 154.3 127 40.4 45.76 5.33 -14.3 30.99 96.0 69.8 51.2
## pm2.5 111.00 98.0 97 55.0 39.00 34.00 32.0 28.00 37.0 30.0 16.0
## CV residual -3.65 -56.3 -30 14.6 -6.76 28.67 46.3 -2.99 -59.0 -39.8 -35.2
## 11799 11806 11813 11814 11815 11817 11820 11823 11824 11826 11827
## Predicted 51.2 92.7 129.2 128.0 128.0 107.0 76.9 96.8 141 162 122.6
## cvpred 50.6 93.2 128.3 128.5 128.5 107.8 77.8 97.3 141 161 121.4
## pm2.5 20.0 53.0 54.0 66.0 64.0 82.0 54.0 39.0 40 46 44.0
## CV residual -30.6 -40.2 -74.3 -62.5 -64.5 -25.8 -23.8 -58.3 -101 -115 -77.4
## 11830 11831 11837 11840 11841 11843 11844 11845 11850 11860 11863
## Predicted 175 175 135.4 132 121.5 83.75 60.8 88.8 19.78 142 98.3
## cvpred 173 173 133.6 130 120.2 83.04 60.3 89.4 19.25 140 97.2
## pm2.5 63 65 83.0 82 84.0 75.00 40.0 33.0 18.00 16 33.0
## CV residual -110 -108 -50.6 -48 -36.2 -8.04 -20.3 -56.4 -1.25 -124 -64.2
## 11864 11866 11868 11872 11873 11875 11876 11877 11879 11882 11883
## Predicted 84.1 42.0 40.3 63.92 59.8 80.6 93.2 108 141.3 161.8 157.7
## cvpred 83.3 41.5 40.0 64.68 60.6 81.2 93.6 108 141.5 161.6 157.5
## pm2.5 32.0 76.0 24.0 70.00 41.0 23.0 24.0 27 46.0 83.0 86.0
## CV residual -51.3 34.5 -16.0 5.32 -19.6 -58.2 -69.6 -81 -95.5 -78.6 -71.5
## 11884 11885 11888 11889 11890 11897 11901 11909 11910 11917 11918
## Predicted 170.3 170.3 163.8 145.0 111.46 -26.7 -24.8 8.38 18.8 22.041 21.48
## cvpred 169.9 169.9 162.5 143.9 111.14 -27.2 -25.4 7.34 17.6 21.552 20.98
## pm2.5 92.0 98.0 106.0 111.0 117.00 183.0 44.0 72.00 69.0 22.000 17.00
## CV residual -77.9 -71.9 -56.5 -32.9 5.86 210.2 69.4 64.66 51.4 0.448 -3.98
## 11919 11923 11924 11925 11930 11931 11932 11939 11941 11942 11944
## Predicted 19.29 6.42 11.1 6.99 28.33 34.6 32.1 -7.21 -22.3 -22.3 -20.6
## cvpred 18.89 5.99 10.7 6.56 27.75 33.9 31.3 -7.34 -22.3 -22.3 -20.8
## pm2.5 12.00 32.00 34.0 32.00 22.00 20.0 18.0 27.00 27.0 31.0 25.0
## CV residual -6.89 26.01 23.3 25.44 -5.75 -13.9 -13.3 34.34 49.3 53.3 45.8
## 11946 11951 11953 11954 11959 11960 11961 11964 11970 11971 11973
## Predicted -20.1 -14.3 -3.9 -3.9 13.84 49.8 45.4 -41.1 25.891 36.28 57.058
## cvpred -20.2 -14.4 -4.1 -4.1 13.33 50.5 46.4 -40.9 26.551 36.86 57.467
## pm2.5 32.0 72.0 44.0 27.0 21.00 27.0 32.0 25.0 27.000 40.00 58.000
## CV residual 52.2 86.4 48.1 31.1 7.67 -23.5 -14.4 65.9 0.449 3.14 0.533
## 11974 11976 11978 11979 11980 11983 11990 11992 11994 11996 11998
## Predicted 61.7 69.6 123.9 72.0 145.2 38.80 18.47 4.11 37.49 58.84 76.9
## cvpred 62.2 69.9 122.3 70.8 143.5 38.77 18.43 4.77 38.66 59.85 78.0
## pm2.5 50.0 46.0 55.0 50.0 58.0 34.00 16.00 18.00 48.00 50.00 44.0
## CV residual -12.2 -23.9 -67.3 -20.8 -85.5 -4.77 -2.43 13.23 9.34 -9.85 -34.0
## 11999 12001 12003 12006 12009 12014 12016 12021 12024 12025 12028
## Predicted 99.9 111.4 132.2 146 55.8 21.1 9.3 65.3 93.5 99.7 127.1
## cvpred 100.7 112.2 132.8 145 55.7 22.7 10.7 65.9 93.6 99.8 125.4
## pm2.5 40.0 68.0 37.0 40 66.0 156.0 24.0 45.0 42.0 45.0 62.0
## CV residual -60.7 -44.2 -95.8 -105 10.3 133.3 13.3 -20.9 -51.6 -54.8 -63.4
## 12030 12031 12038 12041 12042 12043 12049 12052 12053 12055 12056
## Predicted 141.51 149.3 122 127.5 127.5 133.3 159 155.4 167.5 170.0 154
## cvpred 140.91 147.4 122 127.1 127.1 131.6 157 154.5 165.2 167.8 153
## pm2.5 134.00 107.0 160 155.0 174.0 184.0 264 206.0 204.0 219.0 227
## CV residual -6.91 -40.4 38 27.9 46.9 52.4 107 51.5 38.8 51.2 74
## 12058 12059 12066 12067 12074 12081 12083 12084 12089 12091 12100
## Predicted 137 124.3 122 41 70.7 35.8 31.7 29.5 69.2 73.8 74.6
## cvpred 137 122.9 122 40 69.8 35.5 32.1 30.1 69.9 74.6 74.1
## pm2.5 205 209.0 222 205 6.0 11.0 8.0 7.0 15.0 11.0 26.0
## CV residual 68 86.1 100 165 -63.8 -24.5 -24.1 -23.1 -54.9 -63.6 -48.1
## 12101 12104 12114 12120 12122 12124 12125 12126 12127 12132 12135
## Predicted 16.88 13.91 63.8 85.7 122.6 97 99.5 82.8 66.1 -11.5 -35.3
## cvpred 16.51 13.55 64.6 86.4 122.9 96 98.6 82.1 65.6 -11.3 -35.1
## pm2.5 20.00 17.00 69.0 27.0 34.0 44 56.0 52.0 47.0 53.0 15.0
## CV residual 3.49 3.45 4.4 -59.4 -88.9 -52 -42.6 -30.1 -18.6 64.3 50.1
## 12137 12138 12140 12142 12147 12148 12150 12151 12154 12157 12158
## Predicted 10.3 -28 52.3 67.3 125.7 147 154.9 117.6 83.6 10.1 1.38
## cvpred 10.2 -28 53.1 68.1 124.7 147 153.6 117.3 83.4 11.8 3.00
## pm2.5 43.0 16 30.0 55.0 55.0 47 58.0 74.0 67.0 76.0 55.00
## CV residual 32.8 44 -23.1 -13.1 -69.7 -100 -95.6 -43.3 -16.4 64.2 52.00
## 12160 12164 12166 12167 12174 12176 12177 12184 12186 12187 12188
## Predicted -11.8 40.2 65.6 82.9 140.0 125.6 115.0 59.6 55.5 57.7 51.7
## cvpred -10.4 41.1 66.4 83.5 140.3 126.3 114.8 61.2 57.1 59.1 53.0
## pm2.5 24.0 116.0 89.0 49.0 81.0 123.0 149.0 114.0 109.0 90.0 70.0
## CV residual 34.4 74.9 22.6 -34.5 -59.3 -3.3 34.2 52.8 51.9 30.9 17.0
## 12192 12195 12197 12199 12212 12214 12216 12217 12218 12220 12222
## Predicted 81.8 113.0 134.3 132 58.8 88.4 90.9 98.8 105.1 121.7 132
## cvpred 83.0 113.9 135.1 133 60.3 89.7 92.3 100.0 106.2 122.7 133
## pm2.5 41.0 58.0 59.0 71 35.0 53.0 53.0 78.0 46.0 51.0 58
## CV residual -42.0 -55.9 -76.1 -62 -25.3 -36.7 -39.3 -22.0 -60.2 -71.7 -75
## 12224 12226 12234 12235 12242 12245 12246 12286 12288 12292 12293
## Predicted 113.3 88.12 51.14 55.24 117 114.6 119.3 111.01 129.9 144.1 149.9
## cvpred 114.4 89.63 52.44 56.54 118 115.4 120.1 112.11 130.7 144.6 149.1
## pm2.5 66.0 80.00 55.00 55.00 96 100.0 100.0 122.00 132.0 190.0 186.0
## CV residual -48.4 -9.63 2.56 -1.54 -22 -15.4 -20.1 9.89 1.3 45.4 36.9
## 12295 12299 12301 12309 12310 12312 12313 12316 12321 12324
## Predicted 146.1 103 65.1 101.12 99.49 103.59 110 135 127 109.447
## cvpred 145.5 104 66.7 102.17 100.66 104.77 111 134 128 109.257
## pm2.5 153.0 253 113.0 109.00 110.00 100.00 99 99 99 109.000
## CV residual 7.5 149 46.3 6.83 9.34 -4.77 -12 -35 -29 -0.257
## 12327 12328 12329 12331 12333 12337 12338 12356 12357 12361 12368
## Predicted 98.9 106.84 106.40 100.1 90.1 81.0 81.0 92.5 105 97.3 53.1
## cvpred 100.1 107.79 106.08 99.9 90.4 80.4 80.4 92.8 104 95.9 52.0
## pm2.5 112.0 104.00 112.00 139.0 150.0 96.0 107.0 39.0 49 29.0 9.0
## CV residual 11.9 -3.79 5.92 39.1 59.6 15.6 26.6 -53.8 -55 -66.9 -43.0
## 12373 12377 12378 12383 12384 12387 12391 12397 12403 12405 12409
## Predicted 31.4 56.9 61.6 58.6 62.7 57.0 69.8 34.5 38.8 66.4 98.1
## cvpred 30.8 56.1 60.8 57.8 61.9 56.3 69.2 34.6 39.9 67.3 98.8
## pm2.5 9.0 12.0 16.0 20.0 10.0 12.0 17.0 20.0 28.0 28.0 33.0
## CV residual -21.8 -44.1 -44.8 -37.8 -51.9 -44.3 -52.2 -14.6 -11.9 -39.3 -65.8
## 12410 12411 12414 12436 12444 12449 12451 12458 12459 12462 12464
## Predicted 120.1 123 137.2 59.1 -9.76 39.5 -23.5 91.0 97.2 122.3 97.7
## cvpred 119.2 123 137.4 58.2 -10.15 40.3 -23.7 90.6 96.8 121.3 97.1
## pm2.5 33.0 31 48.0 37.0 28.00 8.0 15.0 53.0 70.0 68.0 44.0
## CV residual -86.2 -92 -89.4 -21.2 38.15 -32.3 38.7 -37.6 -26.8 -53.3 -53.1
## 12472 12473 12482 12484 12485 12486 12492 12495 12501 12502 12503
## Predicted 40.12 27.8 130.5 135.2 135.2 146.1 60.1 37.9 66.62 72.91 97.9
## cvpred 41.34 29.0 129.5 134.2 134.2 145.1 61.5 39.3 67.57 73.77 97.4
## pm2.5 37.00 40.0 40.0 78.0 100.0 109.0 142.0 57.0 59.00 64.00 69.0
## CV residual -4.34 11.0 -89.5 -56.2 -34.2 -36.1 80.5 17.7 -8.57 -9.77 -28.4
## 12505 12508 12509 12511 12518 12519 12520 12524 12525 12529 12530
## Predicted 106.3 103.2 104.8 142.4 43.2 124.5 52.4 125.7 137 157.56 159.31
## cvpred 106.8 102.7 104.2 141.1 42.5 124.6 51.7 124.4 137 157.07 157.45
## pm2.5 75.0 41.0 44.0 92.0 100.0 100.0 93.0 114.0 123 163.00 166.00
## CV residual -31.8 -61.7 -60.2 -49.1 57.5 -24.6 41.3 -10.4 -14 5.93 8.55
## 12531 12534 12535 12537 12539 12540 12541 12543 12545 12547 12548
## Predicted 165.60 171.9 129.8 138 98.5 81.4 70.9 67.8 54.9 91.52 160
## cvpred 163.65 169.8 128.1 137 98.7 80.5 71.3 68.1 55.2 90.32 160
## pm2.5 167.00 204.0 217.0 241 231.0 177.0 160.0 102.0 69.0 82.00 37
## CV residual 3.35 34.2 88.9 104 132.3 96.5 88.7 33.9 13.8 -8.32 -123
## 12549 12551 12554 12555 12557 12559 12561 12562 12564 12567 12569
## Predicted 160 129.3 97.3 126 125 166 103.0 76 42.6 74.5 69.8
## cvpred 160 128.2 96.2 124 123 164 101.8 75 42.0 75.1 70.4
## pm2.5 47 58.0 61.0 35 7 7 20.0 13 24.0 33.0 26.0
## CV residual -113 -70.2 -35.2 -89 -116 -157 -81.8 -62 -18.0 -42.1 -44.4
## 12570 12577 12578 12579 12582 12584 12585 12592 12595 12596 12597
## Predicted 82.4 142.6 153.5 159.40 120 137.3 131.0 56.7 70.9 91.7 91.7
## cvpred 82.8 142.7 153.6 158.11 119 136.5 130.3 57.6 71.5 92.1 92.1
## pm2.5 22.0 53.0 86.0 151.00 176 190.0 196.0 106.0 92.0 62.0 75.0
## CV residual -60.8 -89.7 -67.6 -7.11 57 53.5 65.7 48.4 20.5 -30.1 -17.1
## 12598 12599 12602 12604 12605 12608 12610 12611 12614 12615 12617
## Predicted 112.5 127.53 139.5 147.6 152 129.3 122.4 110.3 59.4 50.6 52.3
## cvpred 112.8 127.75 139.6 146.1 152 128.1 121.4 110.7 60.1 51.3 52.8
## pm2.5 96.0 123.00 121.0 108.0 117 185.0 172.0 141.0 117.0 91.0 71.0
## CV residual -16.8 -4.75 -18.6 -38.1 -35 56.9 50.6 30.3 56.9 39.7 18.2
## 12623 12629 12630 12632 12634 12637 12639 12641 12643 12649 12650
## Predicted 113.9 151.2 161.6 143.3 126.9 111.7 93.7 132 130.4 82.1 88.4
## cvpred 113.5 149.9 160.2 142.2 126.2 112.3 93.0 132 129.3 81.5 87.7
## pm2.5 74.0 57.0 87.0 109.0 91.0 81.0 74.0 29 39.0 20.0 16.0
## CV residual -39.5 -92.9 -73.2 -33.2 -35.2 -31.3 -19.0 -103 -90.3 -61.5 -71.7
## 12653 12654 12655 12656 12657 12665 12669 12673 12674 12676 12687
## Predicted 96.3 155 114 67.9 61.6 24.6 71.3 123.8 123.8 144.7 64.3
## cvpred 95.4 154 114 67.6 61.4 24.6 72.3 124.4 124.4 143.8 64.3
## pm2.5 12.0 18 10 19.0 15.0 14.0 49.0 52.0 63.0 85.0 88.0
## CV residual -83.4 -136 -104 -48.6 -46.4 -10.6 -23.3 -72.4 -61.4 -58.8 23.7
## 12688 12689 12690 12694 12703 12704 12707 12708 12710 12714 12716
## Predicted 49.7 49.7 47.2 107.9 133.3 120.8 82.6 78.4 71.5 66.5 85.3
## cvpred 51.0 51.0 48.4 108.7 133.6 121.2 82.3 79.3 72.6 67.4 84.8
## pm2.5 83.0 69.0 65.0 63.0 94.0 94.0 187.0 195.0 234.0 175.0 151.0
## CV residual 32.0 18.0 16.6 -45.7 -39.6 -27.2 104.7 115.7 161.4 107.6 66.2
## 12720 12721 12722 12723 12725 12729 12734 12738 12739 12740 12742
## Predicted 100.6 123.7 153 154.7 155.2 135 96.4 102 96.4 122.6 137
## cvpred 99.8 123.3 153 153.4 155.1 135 97.3 103 96.8 122.3 136
## pm2.5 78.0 54.0 71 106.0 124.0 171 164.0 144 142.0 135.0 198
## CV residual -21.8 -69.3 -82 -47.4 -31.1 36 66.7 41 45.2 12.7 62
## 12748 12750 12753 12755 12759 12764 12766 12767 12776 12782 12784
## Predicted 97.7 158.9 144.7 134.7 133.6 137.85 132.6 130.5 93.1 95.1 86.4
## cvpred 96.9 157.7 143.8 135.2 134.1 137.07 133.2 129.9 92.8 96.5 87.7
## pm2.5 120.0 80.0 69.0 80.0 124.0 135.00 113.0 117.0 115.0 85.0 67.0
## CV residual 23.1 -77.7 -74.8 -55.2 -10.1 -2.07 -20.2 -12.9 22.2 -11.5 -20.7
## 12786 12787 12788 12791 12794 12795 12796 12797 12800 12803 12807
## Predicted 88.0 98.4 110.9 126.56 145.0 145.4 146.6 151.3 137 106.7 74.4
## cvpred 89.2 99.5 111.9 127.46 144.3 146.1 145.9 150.5 136 106.6 74.5
## pm2.5 69.0 79.0 89.0 135.00 179.0 190.0 194.0 212.0 257 180.0 95.0
## CV residual -20.2 -20.5 -22.9 7.54 34.7 43.9 48.1 61.5 121 73.4 20.5
## 12809 12816 12817 12819 12824 12837 12838 12839 12840 12842 12847
## Predicted 58.4 136.9 143 145.4 147.5 106.3 113 119.4 121.6 128 148.2
## cvpred 59.8 137.8 144 146.1 146.9 107.2 114 120.2 122.3 128 147.4
## pm2.5 110.0 237.0 221 201.0 209.0 203.0 209 206.0 217.0 236 214.0
## CV residual 50.2 99.2 77 54.9 62.1 95.8 95 85.8 94.7 108 66.6
## 12850 12851 12852 12856 12857 12860 12861 12863 12866 12868 12879
## Predicted 127.2 121.3 103.7 77.5 50.7 65.5 86.3 111.7 107.6 118.0 52.3
## cvpred 126.7 122.2 103.4 78.7 51.9 66.4 87.0 112.3 108.2 118.5 53.5
## pm2.5 184.0 174.0 185.0 134.0 104.0 139.0 173.0 181.0 183.0 160.0 120.0
## CV residual 57.3 51.8 81.6 55.3 52.1 72.6 86.0 68.7 74.8 41.5 66.5
## 12881 12889 12893 12895 12898 12900 12904 12906 12912 12916 12917
## Predicted 58.1 116.6 128.6 134.4 132.7 132.7 132 134 154.7 167 163.0
## cvpred 59.1 116.9 128.7 133.2 132.8 132.8 132 134 153.2 165 162.6
## pm2.5 106.0 166.0 145.0 204.0 187.0 204.0 432 459 136.0 150 152.0
## CV residual 46.9 49.1 16.3 70.8 54.2 71.2 300 325 -17.2 -15 -10.6
## 12919 12922 12923 12926 12929 12935 12937 12939 12940 12945 12950
## Predicted 161.38 155.1 155.10 148.8 144.7 158 127 132 115 107.9 99.6
## cvpred 161.11 154.9 154.91 148.7 144.6 158 127 131 114 107.3 99.5
## pm2.5 166.00 166.0 160.00 184.0 179.0 36 49 22 25 8.0 25.0
## CV residual 4.89 11.1 5.09 35.3 34.4 -122 -78 -109 -89 -99.3 -74.5
## 12953 12955 12956 12959 12964 12965 12967 12968 12975 12978 12982
## Predicted 85.0 89.2 55.6 104.9 103.0 143 96.7 72.1 58.9 58.5 99.9
## cvpred 86.2 89.2 55.7 104.8 102.8 142 96.6 72.4 59.4 60.0 99.6
## pm2.5 25.0 34.0 36.0 48.0 31.0 34 22.0 20.0 18.0 25.0 43.0
## CV residual -61.2 -55.2 -19.7 -56.8 -71.8 -108 -74.6 -52.4 -41.4 -35.0 -56.6
## 12983 12984 12990 12993 12995 12999 13003 13005 13010 13015 13016
## Predicted 117.3 117.3 102.9 71.5 46.0 54.5 47.4 66.2 75.684 137.0 153.3
## cvpred 118.3 118.3 102.1 71.2 45.9 54.6 47.4 66.0 74.459 136.1 151.8
## pm2.5 62.0 77.0 87.0 52.0 29.0 16.0 24.0 27.0 74.000 81.0 125.0
## CV residual -56.3 -41.3 -15.1 -19.2 -16.9 -38.6 -23.4 -39.0 -0.459 -55.1 -26.8
## 13017 13018 13020 13023 13024 13027 13044 13048 13052 13053
## Predicted 134.45 116.1 34.42 78.3 76.4 82.9 84.3 91.7 96.1 98.6
## cvpred 133.17 115.2 33.75 78.7 76.6 83.4 84.6 92.6 96.8 99.4
## pm2.5 127.00 79.0 36.00 16.0 31.0 51.0 149.0 185.0 156.0 132.0
## CV residual -6.17 -36.2 2.25 -62.7 -45.6 -32.4 64.4 92.4 59.2 32.6
## 13054 13055 13057 13062 13064 13066 13067 13071 13072 13076
## Predicted 115.810 114.19 132.6 149.3 139 137 131 109.2 109.2 129.7
## cvpred 116.436 114.92 131.8 148.3 139 138 132 110.2 110.2 130.3
## pm2.5 116.000 113.00 177.0 244.0 266 274 275 204.0 190.0 229.0
## CV residual -0.436 -1.92 45.2 95.7 127 136 143 93.8 79.8 98.7
## 13083 13084 13085 13089 13090 13094 13097 13099 13100 13103 13105
## Predicted 153 126 154.5 155 149 129.3 120.8 98.3 127.5 130.6 139
## cvpred 154 125 153.4 154 148 128.6 120.3 98.4 128.2 131.4 139
## pm2.5 255 238 229.0 35 38 48.0 58.0 113.0 150.0 218.0 245
## CV residual 101 113 75.6 -119 -110 -80.6 -62.3 14.6 21.8 86.6 106
## 13107 13108 13111 13114 13115 13121 13127 13130 13131 13133 13138
## Predicted 144.4 152.3 151.1 149.5 151 141.3 150.1 154.3 153.89 126.7 151.70
## cvpred 143.6 151.3 151.5 149.9 150 140.4 149.2 154.5 152.78 126.2 150.69
## pm2.5 232.0 220.0 226.0 82.0 29 94.0 108.0 141.0 150.00 165.0 160.00
## CV residual 88.4 68.7 74.5 -67.9 -121 -46.4 -41.2 -13.5 -2.78 38.8 9.31
## 13139 13142 13146 13147 13149 13151 13155 13161 13167 13175 13179
## Predicted 105.5 134.89 136.1 136.1 143.4 147.6 153.9 94.1 58.2 94.5 114.16
## cvpred 104.8 135.32 135.1 135.1 143.6 146.6 152.8 93.6 57.9 95.2 114.03
## pm2.5 176.0 128.00 164.0 155.0 164.0 187.0 195.0 238.0 25.0 46.0 108.00
## CV residual 71.2 -7.32 28.9 19.9 20.4 40.4 42.2 144.4 -32.9 -49.2 -6.03
## 13183 13187 13190 13192 13193 13194 13195 13198 13204 13206 13208
## Predicted 104 74.7 61.7 46.19 61.11 81.6 87.902 86.6 115.0 117.1 122.9
## cvpred 103 74.6 62.8 46.13 62.25 82.8 88.986 87.5 115.4 117.4 123.1
## pm2.5 55 36.0 37.0 52.00 71.00 63.0 88.000 63.0 89.0 79.0 112.0
## CV residual -48 -38.6 -25.8 5.87 8.75 -19.8 -0.986 -24.5 -26.4 -38.4 -11.1
## 13213 13216 13219 13223 13229 13233 13236 13237 13240 13242 13245
## Predicted 108.1 83.9 92.5 144.71 123.9 137.98 114.9 102 109.7 114 128.5
## cvpred 108.6 83.1 92.1 144.61 123.1 136.71 115.1 101 109.9 114 128.5
## pm2.5 144.0 142.0 152.0 141.00 193.0 145.00 173.0 164 172.0 167 171.0
## CV residual 35.4 58.9 59.9 -3.61 69.9 8.29 57.9 63 62.1 53 42.5
## 13248 13249 13250 13251 13253 13257 13260 13261 13268 13272 13273
## Predicted 91.2 110.2 107.3 122.5 131 104.7 46.7 42.0 94.4 74.1 120.1
## cvpred 89.8 109.1 105.7 121.4 129 103.3 45.6 40.9 94.2 72.9 119.1
## pm2.5 121.0 66.0 54.0 56.0 48 12.0 11.0 16.0 20.0 28.0 21.0
## CV residual 31.2 -43.1 -51.7 -65.4 -81 -91.3 -34.6 -24.9 -74.2 -44.9 -98.1
## 13278 13279 13282 13284 13286 13290 13291 13294 13295 13302 13306
## Predicted 172 123.5 115.7 38.0 29.19 32.2 28.1 65.1 103.4 106.2 69.4
## cvpred 170 121.9 115.8 37.3 28.49 31.7 27.5 64.3 102.5 105.2 69.8
## pm2.5 32 27.0 32.0 25.0 23.00 7.0 9.0 17.0 17.0 28.0 23.0
## CV residual -138 -94.9 -83.8 -12.3 -5.49 -24.7 -18.5 -47.3 -85.5 -77.2 -46.8
## 13307 13308 13309 13310 13313 13324 13329 13330 13331 13332 13333
## Predicted 41.6 64.8 62.1 57.9 49.1 129.8 114.0 107.7 98.8 95.12 94.1
## cvpred 41.7 64.9 62.2 59.2 50.4 130.5 115.1 108.9 98.9 96.48 94.2
## pm2.5 18.0 18.0 12.0 17.0 18.0 62.0 79.0 83.0 75.0 88.00 90.0
## CV residual -23.7 -46.9 -50.2 -42.2 -32.4 -68.5 -36.1 -25.9 -23.9 -8.48 -4.2
## 13339 13342 13343 13345 13350 13352 13355 13356 13357 13361 13363
## Predicted 92.1 123.4 122.2 132.6 145 138 122 118 105 87.7 98.1
## cvpred 93.3 123.1 123.3 133.6 146 138 124 119 105 89.1 99.4
## pm2.5 73.0 117.0 111.0 146.0 288 274 249 239 218 122.0 118.0
## CV residual -20.3 -6.1 -12.3 12.4 142 136 125 120 113 32.9 18.6
## 13364 13366 13367 13370 13372 13374 13377 13385 13387 13389
## Predicted 102.8 105.5 107.69 127 136.8 136.8 130.95 98.6511 96.17 119.14
## cvpred 104.1 106.8 108.87 128 136.6 136.6 132.08 100.0145 97.42 120.12
## pm2.5 153.0 91.0 102.00 96 118.0 104.0 128.00 100.0000 99.00 113.00
## CV residual 48.9 -15.8 -6.87 -32 -18.6 -32.6 -4.08 -0.0145 1.58 -7.12
## 13392 13394 13402 13406 13407 13409 13411 13414 13417 13421 13424
## Predicted 130.4 135.8 129.5 107.75 95.61 95.04 98.9 122.7 137.4 116.6 135.8
## cvpred 131.5 136.6 130.4 107.53 96.84 96.27 99.9 123.7 138.1 116.6 136.6
## pm2.5 112.0 116.0 92.0 102.00 103.00 89.00 84.0 97.0 80.0 85.0 86.0
## CV residual -19.5 -20.6 -38.4 -5.53 6.16 -7.27 -15.9 -26.7 -58.1 -31.6 -50.6
## 13426 13429 13432 13434 13437 13439 13440 13442 13445 13452 13453
## Predicted 133.6 79.2 105.0 96.2 124.9 138.6 143 143 108.6 117.1 112.9
## cvpred 134.5 80.0 104.9 96.1 125.7 139.3 144 144 108.2 116.9 113.9
## pm2.5 95.0 135.0 133.0 137.0 94.0 71.0 62 39 59.0 66.0 70.0
## CV residual -39.5 55.0 28.1 40.9 -31.7 -68.3 -82 -105 -49.2 -50.9 -43.9
## 13454 13460 13465 13471 13472 13473 13474 13475 13479 13484 13485
## Predicted 110.7 122.4 118.9 147.7 138 127.2 114.6 100.1 105.1 113.1 117.7
## cvpred 111.8 123.1 119.6 146.8 137 126.7 114.3 99.9 106.1 113.8 118.5
## pm2.5 83.0 97.0 72.0 90.0 73 71.0 54.0 52.0 87.0 92.0 96.0
## CV residual -28.8 -26.1 -47.6 -56.8 -64 -55.7 -60.3 -47.9 -19.1 -21.8 -22.5
## 13487 13491 13495 13497 13499 13501 13504 13508 13510 13514 13515
## Predicted 135.5 153.4 111.9 99.31 129.53 124 132.2 137.2 139.2 107.8 107.8
## cvpred 136.1 152.4 111.2 98.83 130.42 124 132.9 137.6 138.5 107.1 107.1
## pm2.5 37.0 67.0 82.0 97.00 137.00 166 200.0 61.0 87.0 77.0 61.0
## CV residual -99.1 -85.4 -29.2 -1.83 6.58 42 67.1 -76.6 -51.5 -30.1 -46.1
## 13516 13522 13526 13533 13535 13537 13540 13543 13544 13545
## Predicted 107.8 139.8 118.576 79.6 140.3 92.5 115 112.9 140.25 98.2
## cvpred 107.1 139.1 119.541 79.2 139.5 92.1 115 112.2 139.45 97.7
## pm2.5 58.0 74.0 119.000 149.0 160.0 165.0 140 130.0 131.00 140.0
## CV residual -49.1 -65.1 -0.541 69.8 20.5 72.9 25 17.8 -8.45 42.3
## 13554 13561 13565 13568 13571 13572 13573 13575 13581 13583 13585
## Predicted 114.7 150.4 163 115 113 107 140 153 124.0 124.0 153.3
## cvpred 115.3 149.2 163 114 112 106 139 153 123.8 123.8 153.5
## pm2.5 72.0 51.0 21 10 11 26 24 14 63.0 84.0 100.0
## CV residual -43.3 -98.2 -142 -104 -101 -80 -115 -139 -60.8 -39.8 -53.5
## 13586 13593 13594 13598 13599 13600 13605 13614 13615 13616 13621
## Predicted 112.95 151.1 151.1 123.3 127.5 127.5 146.4 153.3 152 155.7 136
## cvpred 112.16 151.5 151.5 122.9 128.2 128.2 146.8 153.5 152 156.1 137
## pm2.5 107.00 83.0 103.0 111.0 112.0 87.0 75.0 118.0 65 59.0 161
## CV residual -5.16 -68.5 -48.5 -11.9 -16.2 -41.2 -71.8 -35.5 -87 -97.1 24
## 13622 13624 13627 13629 13632 13636 13645 13648 13649 13650 13656
## Predicted 129.6 129.5 137.4 142 147 148 126 119 114 124.1 136
## cvpred 129.1 130.2 137.9 141 147 147 127 120 115 123.8 137
## pm2.5 170.0 196.0 230.0 271 273 290 302 293 269 206.0 300
## CV residual 40.9 65.8 92.1 130 126 143 175 173 154 82.2 163
## 13659 13664 13678 13686 13694 13696 13697 13698 13702 13706 13709
## Predicted 146 144 125.0 157 115 108.9 106.7 100.4 154.9 133.0 117.8
## cvpred 147 143 124.7 156 114 108.6 106.5 100.3 153.7 132.4 116.7
## pm2.5 330 354 51.0 38 41 34.0 29.0 34.0 111.0 100.0 73.0
## CV residual 183 211 -73.7 -118 -73 -74.6 -77.5 -66.3 -42.7 -32.4 -43.7
## 13713 13715 13716 13717 13722 13724 13725 13729 13730 13731 13734
## Predicted 101.4 78.5 75.0 92.9 102.6 126 130.2 123.4 159 131.3 116.2
## cvpred 100.7 78.0 75.2 92.4 103.3 126 130.6 123.2 159 130.9 115.2
## pm2.5 25.0 22.0 24.0 23.0 33.0 55 60.0 32.0 37 39.0 48.0
## CV residual -75.7 -56.0 -51.2 -69.4 -70.3 -71 -70.6 -91.2 -122 -91.9 -67.2
## 13737 13742 13745 13754 13756 13758 13761 13762 13765 13768 13773
## Predicted 144 125.4 125.4 136.9 147.3 147.3 139.4 136.7 120.3 118 132.8
## cvpred 144 126.1 126.1 137.6 147.9 147.9 140.2 136.4 120.4 119 133.9
## pm2.5 42 72.0 55.0 151.0 179.0 190.0 226.0 220.0 201.0 233 209.0
## CV residual -102 -54.1 -71.1 13.4 31.1 42.1 85.8 83.6 80.6 114 75.1
## 13776 13784 13789 13794 13797 13799 13804 13805 13808 13813 13814
## Predicted 142 143 104 102.8 105.9 109.7 132 121.4 115.1 78.5 116.2
## cvpred 142 144 104 102.4 105.5 109.1 132 120.4 114.2 78.0 115.6
## pm2.5 269 273 42 50.0 56.0 37.0 35 40.0 32.0 18.0 33.0
## CV residual 127 129 -62 -52.4 -49.5 -72.1 -97 -80.4 -82.2 -60.0 -82.6
## 13821 13826 13827 13828 13831 13832 13835 13837 13839 13913 13916
## Predicted 137.1 151.1 125.9 121.8 117.0 104.5 77.7 59.2 57.0 101 126.2
## cvpred 137.4 151.5 125.8 121.7 116.3 103.9 77.6 59.8 57.7 102 126.7
## pm2.5 56.0 77.0 78.0 86.0 72.0 73.0 51.0 38.0 37.0 49 68.0
## CV residual -81.4 -74.5 -47.8 -35.7 -44.3 -30.9 -26.6 -21.8 -20.7 -53 -58.7
## 13917 13919 13921 13923 13924 13926 13927 13930 13935 13938
## Predicted 126.2 130.9 135.0 147.5 147.5 153.4 153.8 124.43 99.14 107.62
## cvpred 126.7 131.4 135.5 147.9 147.9 152.4 154.1 124.03 100.38 108.66
## pm2.5 74.0 81.0 85.0 86.0 101.0 91.0 108.0 119.00 109.00 100.00
## CV residual -52.7 -50.4 -50.5 -61.9 -46.9 -61.4 -46.1 -5.03 8.62 -8.66
## 13944 13946 13951 13953 13960 13966 13969 13970 13993 14023 14028
## Predicted 145.8 146.21 144.6 135.7 110.1 129.5 140.5 142.1 138.9 112.38 70.0
## cvpred 145.2 146.92 145.4 135.4 111.3 130.4 141.3 142.8 139.8 111.59 69.7
## pm2.5 107.0 138.00 166.0 205.0 140.0 142.0 114.0 112.0 105.0 115.00 90.0
## CV residual -38.2 -8.92 20.6 69.6 28.7 11.6 -27.3 -30.8 -34.8 3.41 20.3
## 14029 14034 14039 14047 14050 14052 14054 14088 14091 14094 14096
## Predicted 59.6 98.50 133.3 147.9 127 118.9 106.3 135.7 113.1 121.59 102.1
## cvpred 59.4 99.14 133.8 147.1 127 118.7 106.3 135.4 113.5 121.82 101.9
## pm2.5 91.0 104.00 98.0 226.0 227 212.0 202.0 70.0 82.0 121.00 51.0
## CV residual 31.6 4.86 -35.8 78.9 100 93.3 95.7 -65.4 -31.5 -0.82 -50.9
## 14100 14108 14109 14111 14113 14120 14122 14124 14126 14127
## Predicted 99.6 115.82 122.1 138.79 126.49 141.0 125.8 114.8 106.5 106.5
## cvpred 99.8 116.88 123.1 139.58 127.25 141.7 125.5 114.6 107.5 107.5
## pm2.5 80.0 108.00 113.0 133.00 123.00 125.0 141.0 118.0 153.0 159.0
## CV residual -19.8 -8.88 -10.1 -6.58 -4.25 -16.7 15.5 3.4 45.5 51.5
## 14131 14139 14141 14143 14146 14152 14153 14157 14159 14160
## Predicted 120.7 145.8 152.1 152.1 140 121.8 123.94 138.99 141 137.37
## cvpred 121.4 146.2 152.4 152.4 140 122.4 124.44 139.43 142 137.92
## pm2.5 138.0 98.0 86.0 92.0 110 134.0 134.00 130.00 131 135.00
## CV residual 16.6 -48.2 -66.4 -60.4 -30 11.6 9.56 -9.43 -11 -2.92
## 14163 14165 14166 14167 14170 14171 14174 14175 14178 14181 14186
## Predicted 116.2 114.0 114.0 123.4 140.0 138 135.7 139.8 147.3 154.61 156.80
## cvpred 115.2 113.1 113.1 123.2 139.4 139 136.4 140.5 146.5 154.99 157.08
## pm2.5 153.0 47.0 56.0 46.0 41.0 65 93.0 107.0 120.0 158.00 160.00
## CV residual 37.8 -66.1 -57.1 -77.2 -98.4 -74 -43.4 -33.5 -26.5 3.01 2.92
## 14193 14194 14201 14202 14204 14206 14208 14211 14213 14214 14217
## Predicted 150.5 156.8 114.9 144 150.5 119.60 107.3 124 109 109 94.6
## cvpred 150.9 157.1 114.9 143 150.9 119.58 107.3 124 108 108 94.1
## pm2.5 109.0 107.0 109.0 87 117.0 110.00 38.0 6 8 8 16.0
## CV residual -41.9 -50.1 -5.9 -56 -33.9 -9.58 -69.3 -118 -100 -100 -78.1
## 14218 14220 14228 14229 14231 14232 14233 14236 14237 14245 14247
## Predicted 86.2 55.0 103 122.4 119.1 129.5 141.7 125.4 125.4 90.06 81.3
## cvpred 85.9 54.9 104 123.1 120.1 130.4 141.1 125.4 125.4 90.12 81.3
## pm2.5 17.0 7.0 24 35.0 37.0 45.0 45.0 68.0 66.0 88.00 48.0
## CV residual -68.9 -47.9 -80 -88.1 -83.1 -85.4 -96.1 -57.4 -59.4 -2.12 -33.3
## 14253 14256 14262 14266 14268 14271 14281 14284 14285 14286 14291
## Predicted 90.9 86.8 148 60.6 83.8 67.0 141 142.6 143.0 142.6 82.6
## cvpred 90.8 86.7 148 60.9 84.1 68.7 142 142.4 144.1 142.4 83.9
## pm2.5 31.0 17.0 2 11.0 8.0 22.0 48 56.0 51.0 62.0 67.0
## CV residual -59.8 -69.7 -146 -49.9 -76.1 -46.7 -94 -86.4 -93.1 -80.4 -16.9
## 14294 14295 14296 14298 14307 14313 14314 14319 14320 14321 14325
## Predicted 88.6 86.4 79.9 79.9 143.6 138.8 97.4 75.5 87.49 83.4 119.5
## cvpred 90.4 88.3 81.6 81.6 144.7 138.8 98.3 77.5 89.28 85.2 120.8
## pm2.5 59.0 48.0 54.0 42.0 85.0 120.0 124.0 99.0 97.00 74.0 44.0
## CV residual -31.4 -40.3 -27.6 -39.6 -59.7 -18.8 25.7 21.5 7.72 -11.2 -76.8
## 14326 14327 14330 14331 14332 14335 14339 14341 14343 14345 14348
## Predicted 119.5 134.1 144.7 113.7 113.7 120.0 108.4 97.45 89.1 82.5 106.1
## cvpred 120.8 134.1 145.6 114.3 114.3 120.5 108.8 97.88 90.8 84.1 107.4
## pm2.5 54.0 45.0 61.0 73.0 90.0 102.0 92.0 91.00 79.0 52.0 72.0
## CV residual -66.8 -89.1 -84.6 -41.3 -24.3 -18.5 -16.8 -6.88 -11.8 -32.1 -35.4
## 14350 14360 14361 14363 14401 14413 14415 14417 14418 14422 14425
## Predicted 129.5 104.3 123.7 104.9 136.7 103.1 104.73 94.06 98.2 98.9 103.3
## cvpred 129.4 104.2 123.8 105.2 137.9 104.8 106.36 95.54 99.7 99.1 103.3
## pm2.5 92.0 81.0 53.0 94.0 92.0 134.0 109.00 87.00 88.0 113.0 87.0
## CV residual -37.4 -23.2 -70.8 -11.2 -45.9 29.2 2.64 -8.54 -11.7 13.9 -16.3
## 14428 14429 14430 14431 14432 14434 14439 14440 14441 14442 14443
## Predicted 147.7 141.4 141.4 139.8 137.2 117.1 93.2 97.28 90.99 86.89 97.92
## cvpred 148.8 142.6 142.6 141.1 137.3 118.9 93.5 97.61 91.42 87.31 98.91
## pm2.5 97.0 97.0 103.0 111.0 110.0 125.0 98.0 92.00 93.00 85.00 95.00
## CV residual -51.8 -45.6 -39.6 -30.1 -27.3 6.1 4.5 -5.61 1.58 -2.31 -3.91
## 14444 14447 14449 14452 14453 14462 14466 14469 14476 14479 14480
## Predicted 133.1 137.7 96.2 135.54 135.5 72.98 72.12 83.1 139.8 145.6 103.57
## cvpred 133.2 137.9 96.7 135.78 135.8 73.91 72.83 83.7 141.1 145.6 103.81
## pm2.5 93.0 109.0 121.0 126.00 114.0 70.00 71.00 108.0 103.0 124.0 112.00
## CV residual -40.2 -28.9 24.3 -9.78 -21.8 -3.91 -1.83 24.3 -38.1 -21.6 8.19
## 14483 14485 14486 14488 14491 14494 14496 14497 14498 14500 14501
## Predicted 117.1 108.34 95.5 111.6 113.5 134.8 147.0 147.0 113.4 154.9 117.2
## cvpred 118.9 110.11 97.2 113.1 114.7 135.9 146.6 146.6 113.1 154.3 116.7
## pm2.5 95.0 109.00 71.0 64.0 69.0 52.0 78.0 78.0 86.0 98.0 122.0
## CV residual -23.9 -1.11 -26.2 -49.1 -45.7 -83.9 -68.6 -68.6 -27.1 -56.3 5.3
## 14502 14503 14505 14506 14511 14516 14523 14528 14529 14532
## Predicted 115.0 110.9 104.34 85.5 53.2 120.3 153.8 145.84 133 112.2
## cvpred 114.6 110.5 104.24 85.6 53.6 121.3 153.1 145.43 133 112.4
## pm2.5 100.0 103.0 101.00 98.0 89.0 72.0 98.0 150.00 151 129.0
## CV residual -14.6 -7.5 -3.24 12.4 35.4 -49.3 -55.1 4.57 18 16.6
## 14534 14538 14545 14550 14553 14555 14557 14562 14565 14566 14569
## Predicted 107.98 96.74 114.8 103.2 135.2 126.7 86.9 108.5 130.4 126.3 146.8
## cvpred 109.38 97.99 115.3 103.1 135.1 126.8 87.8 109.7 131.5 127.4 147.5
## pm2.5 102.00 93.00 202.0 178.0 166.0 169.0 152.0 141.0 152.0 148.0 193.0
## CV residual -7.38 -4.99 86.7 74.9 30.9 42.2 64.2 31.3 20.5 20.6 45.5
## 14572 14574 14579 14589 14594 14602 14606 14608 14613 14620 14622
## Predicted 153 154.7 91.1 138 113.4 125 82.6 73.6 115.4 152 154.6
## cvpred 152 155.2 91.1 138 113.6 125 84.3 75.0 116.3 152 153.8
## pm2.5 211 201.0 210.0 316 96.0 16 23.0 22.0 31.0 36 58.0
## CV residual 59 45.8 118.9 178 -17.6 -109 -61.3 -53.0 -85.3 -116 -95.8
## 14629 14632 14636 14640 14649 14654 14656 14659 14660 14664 14665
## Predicted 89.5 80.2 122.5 135.9 130.6 103.7 91.4 112.2 124.7 134.06 142.0
## cvpred 89.7 80.4 123.4 136.8 130.6 105.4 93.1 113.7 126.1 135.47 143.2
## pm2.5 40.0 31.0 57.0 50.0 96.0 69.0 61.0 81.0 105.0 137.00 169.0
## CV residual -49.7 -49.4 -66.4 -86.8 -34.6 -36.4 -32.1 -32.7 -21.1 1.53 25.8
## 14669 14672 14673 14674 14675 14676 14677 14679 14684 14692 14693
## Predicted 143.7 146.2 93.7 74.9 75.5 58.2 83.03 74.1 95.2 147.5 153.8
## cvpred 143.6 146.2 94.1 75.5 76.8 59.0 83.68 76.0 96.7 147.2 153.4
## pm2.5 160.0 111.0 83.0 65.0 66.0 76.0 79.00 58.0 35.0 81.0 93.0
## CV residual 16.4 -35.2 -11.1 -10.5 -10.8 17.0 -4.68 -18.0 -61.7 -66.2 -60.4
## 14697 14698 14703 14705 14708 14710 14711 14712 14714 14715 14719
## Predicted 127.3 115.2 74.7 86.7 104 114.6 137.1 141 137 138.8 145.1
## cvpred 127.6 116.9 76.6 88.4 105 115.9 136.9 141 138 138.4 144.6
## pm2.5 96.0 146.0 101.0 118.0 38 55.0 41.0 36 50 51.0 157.0
## CV residual -31.6 29.1 24.4 29.6 -67 -60.9 -95.9 -105 -88 -87.4 12.4
## 14720 14722 14723 14724 14726 14727 14728 14737 14739 14741
## Predicted 102.99 84.8 103.23 92.7 95.7 97.30 86.35 140.8 152.8 152.8
## cvpred 102.79 85.5 103.27 94.1 97.1 98.57 87.69 141.4 153.2 153.2
## pm2.5 100.00 117.0 95.00 85.0 127.0 108.00 85.00 195.0 221.0 218.0
## CV residual -2.79 31.5 -8.27 -9.1 29.9 9.43 -2.69 53.6 67.8 64.8
## 14743 14746 14750 14753 14756 14763 14765 14767 14772 14773 14778
## Predicted 155.0 140 116.7 81.1 107 95.3 104.0 149 122.7 129 137.6
## cvpred 155.3 139 117.5 82.0 107 94.9 103.7 148 122.4 129 138.6
## pm2.5 228.0 264 202.0 35.0 46 64.0 14.0 11 26.0 23 57.0
## CV residual 72.7 125 84.5 -47.0 -61 -30.9 -89.7 -137 -96.4 -106 -81.6
## 14783 14790 14793 14797 14798 14800 14803 14806 14809 14817 14818
## Predicted 145 102.3 70.1 -0.470 1.15 -5.14 89.2 98.4 73.1 96.9 91.2
## cvpred 145 102.6 70.7 0.674 2.19 -4.01 89.8 100.3 73.9 97.7 92.1
## pm2.5 43 26.0 11.0 16.000 9.00 7.00 14.0 32.0 48.0 11.0 12.0
## CV residual -102 -76.6 -59.7 15.326 6.81 11.01 -75.8 -68.3 -25.9 -86.7 -80.1
## 14820 14821 14835 14837 14839 14840 14841 14845 14851 14854 14855
## Predicted 91.2 96.9 101.2 109.1 151 97.1 96.6 109.1 120.7 131.7 137.5
## cvpred 92.1 97.7 101.6 109.4 151 97.5 97.0 109.8 122.2 133.1 137.6
## pm2.5 22.0 8.0 28.0 30.0 28 27.0 39.0 33.0 47.0 51.0 56.0
## CV residual -70.1 -89.7 -73.6 -79.4 -123 -70.5 -58.0 -76.8 -75.2 -82.1 -81.6
## 14856 14857 14860 14862 14867 14873 14877 14878 14879 14882 14886
## Predicted 146.0 152.7 122 129.4 147.3 129.7 142.3 142.25 146.4 144.2 153.7
## cvpred 145.9 153.8 122 129.7 147.3 130.9 143.2 143.24 147.4 145.3 154.5
## pm2.5 54.0 68.0 83 77.0 128.0 163.0 179.0 135.00 85.0 113.0 117.0
## CV residual -91.9 -85.8 -39 -52.7 -19.3 32.1 35.8 -8.24 -62.4 -32.3 -37.5
## 14890 14892 14895 14897 14900 14908 14911 14913 14915 14918 14920
## Predicted 139.5 133.2 128.5 126.1 142.7 154.89 121.4 146 129.7 119.2 114.5
## cvpred 140.6 134.4 129.7 127.1 143.6 154.29 121.5 146 129.5 120.3 115.6
## pm2.5 124.0 120.0 117.0 118.0 128.0 163.00 170.0 188 188.0 155.0 145.0
## CV residual -16.6 -14.4 -12.7 -9.1 -15.6 8.71 48.5 42 58.5 34.7 29.4
## 14921 14922 14924 14928 14930 14933 14934 14938 14939 14946 14949
## Predicted 110.0 120.84 143.8 152.4 152.4 160.3 121.0 140.1 98.7 120.27 140.0
## cvpred 109.8 121.84 144.5 151.7 151.7 159.4 120.3 139.8 99.3 121.27 140.9
## pm2.5 147.0 113.00 96.0 172.0 188.0 182.0 187.0 195.0 174.0 123.00 124.0
## CV residual 37.2 -8.84 -48.5 20.3 36.3 22.6 66.7 55.2 74.7 1.73 -16.9
## 14951 14955 14957 14959 14967 14974 14980 14981 14983 14984 14985
## Predicted 109.4 120.3 111.5 148 65.4 78.7 104.8 71.7 70.4 57.8 53.7
## cvpred 109.7 120.6 111.1 147 66.1 78.9 105.5 71.8 71.1 58.0 53.8
## pm2.5 70.0 24.0 25.0 26 19.0 28.0 10.0 21.0 8.0 9.0 10.0
## CV residual -39.7 -96.6 -86.1 -121 -47.1 -50.9 -95.5 -50.8 -63.1 -49.0 -43.8
## 14986 14990 14992 14998 15005 15006 15008 15009 15011 15014 15016
## Predicted 47.7 16.3 55.9 56.4 100.3 123.4 69.4 59.9 13.60 10.56 43.6
## cvpred 48.2 17.5 57.5 57.0 101.2 123.7 70.1 61.6 14.94 11.77 44.7
## pm2.5 18.0 6.0 7.0 35.0 29.0 32.0 44.0 17.0 9.00 8.00 8.0
## CV residual -30.2 -11.5 -50.5 -22.0 -72.2 -91.7 -26.1 -44.6 -5.94 -3.77 -36.7
## 15017 15018 15020 15023 15024 15025 15026 15029 15035 15037 15038
## Predicted 43.7 54.1 64.5 116.6 137 112.6 97.5 106.0 43.1 11.337 -1.817
## cvpred 45.9 56.2 66.5 116.9 137 113.5 97.8 106.1 44.1 12.639 -0.771
## pm2.5 8.0 9.0 21.0 24.0 27 48.0 48.0 21.0 23.0 12.000 10.000
## CV residual -37.9 -47.2 -45.5 -92.9 -110 -65.5 -49.8 -85.1 -21.1 -0.639 10.771
## 15042 15044 15048 15054 15058 15060 15061 15067 15068 15077 15078
## Predicted 45.4 104 141.7 110.8 54.2 16.2 7.44 66.8 83.5 112.1 114.3
## cvpred 46.0 106 141.5 110.6 54.9 17.2 8.38 68.2 84.7 111.4 113.5
## pm2.5 12.0 55 43.0 23.0 38.0 42.0 24.00 32.0 26.0 37.0 45.0
## CV residual -34.0 -51 -98.5 -87.6 -16.9 24.8 15.62 -36.2 -58.7 -74.4 -68.5
## 15081 15082 15088 15093 15097 15102 15104 15105 15106 15109 15111
## Predicted 83.1 56.7 -3.52 67.9 126 109.6 103.6 68.1 34.7 -3.02 -15.5
## cvpred 83.0 57.5 -2.43 69.2 126 108.8 103.1 68.0 35.0 -2.14 -14.3
## pm2.5 45.0 30.0 21.00 36.0 92 42.0 32.0 32.0 46.0 33.00 15.0
## CV residual -38.0 -27.5 23.43 -33.2 -34 -66.8 -71.1 -36.0 11.0 35.14 29.3
## 15116 15117 15118 15120 15123 15124 15125 15129 15130 15133
## Predicted 74.2 128.2 134 118.75 111.8 106.1 108.28 93.802 104.4 75.0
## cvpred 75.3 127.8 134 118.85 111.4 105.7 107.82 93.852 104.6 76.9
## pm2.5 56.0 74.0 60 125.00 138.0 137.0 114.00 94.000 74.0 106.0
## CV residual -19.3 -53.8 -74 6.15 26.6 31.3 6.18 0.148 -30.6 29.1
## 15134 15136 15143 15144 15147 15150 15151 15157 15158 15161 15163
## Predicted 61.6 59.1 140.3 146.6 155 117.0 123.3 79.2 62.7 62.1 85.6
## cvpred 63.4 60.8 141.2 147.4 154 116.4 122.6 79.6 64.3 63.8 87.0
## pm2.5 104.0 100.0 208.0 225.0 162 125.0 119.0 134.0 125.0 153.0 139.0
## CV residual 40.6 39.2 66.8 77.6 8 8.6 -3.6 54.4 60.7 89.2 52.0
## 15170 15171 15175 15177 15178 15179 15181 15183 15184 15187 15189
## Predicted 146.8 147 127 117 133 112 106 95.0 92.5 113 131
## cvpred 146.3 146 127 117 133 113 108 96.8 94.2 114 133
## pm2.5 209.0 252 231 273 275 274 284 277.0 260.0 269 255
## CV residual 62.7 106 104 156 142 161 176 180.2 165.8 155 122
## 15190 15195 15196 15197 15200 15202 15203 15208 15212 15215 15217
## Predicted 144 150 150 146 118 122 103 53.7 120.4 135.47 137.7
## cvpred 145 150 150 146 118 122 104 55.7 121.7 136.69 138.8
## pm2.5 289 299 295 298 247 290 282 108.0 112.0 139.00 159.0
## CV residual 144 149 145 152 129 168 178 52.3 -9.7 2.31 20.2
## 15218 15219 15223 15224 15226 15234 15237 15241 15244 15245 15246
## Predicted 141.8 144 148 126 132 86.5 118.2 145.0 148.7 150.7 150.3
## cvpred 142.9 145 148 126 133 88.1 119.6 145.9 148.3 151.5 149.8
## pm2.5 200.0 219 250 253 290 140.0 167.0 177.0 239.0 246.0 244.0
## CV residual 57.1 74 102 127 157 51.9 47.4 31.1 90.7 94.5 94.2
## 15247 15249 15257 15263 15264 15265 15267 15268 15275 15281 15283
## Predicted 120 146 129 146 107 109 112 111.0 17.82 -10.38 0.576
## cvpred 120 146 130 146 107 109 111 110.7 18.25 -9.71 1.169
## pm2.5 280 278 300 386 350 339 241 80.0 14.00 18.00 13.000
## CV residual 160 132 170 240 243 230 130 -30.7 -4.25 27.71 11.831
## 15288 15291 15293 15296 15298 15299 15300 15302 15304 15308 15313
## Predicted 57.3 54.4 61.2 60.2 35.0 26.53 57.0 41.4 47.1 78.7 117.0
## cvpred 57.6 55.4 62.1 61.2 36.4 28.12 57.7 42.2 47.8 80.4 117.7
## pm2.5 27.0 19.0 26.0 20.0 18.0 20.00 21.0 13.0 21.0 26.0 62.0
## CV residual -30.6 -36.4 -36.1 -41.2 -18.4 -8.12 -36.7 -29.2 -26.8 -54.4 -55.7
## 15315 15317 15320 15321 15333 15338 15339 15342 15343 15346 15350
## Predicted 129.2 101.3 100.2 64.69 54.94 69.1 98.8 86.7 88.9 24.35 29.5
## cvpred 129.3 101.4 100.5 65.38 56.37 69.8 99.9 87.4 89.4 25.97 31.0
## pm2.5 85.0 59.0 59.0 60.00 53.00 24.0 20.0 36.0 22.0 23.00 13.0
## CV residual -44.3 -42.4 -41.5 -5.38 -3.37 -45.8 -79.9 -51.4 -67.4 -2.97 -18.0
## 15351 15356 15357 15359 15361 15363 15364 15369 15373 15475 15481
## Predicted -1.873 77.4 98.2 65.4 125.4 85.5 106.6 62.6 19.84 129.5 146.8
## cvpred 0.309 79.6 100.2 67.8 125.9 86.2 106.9 63.5 21.11 130.6 146.5
## pm2.5 11.000 23.0 29.0 53.0 63.0 61.0 32.0 40.0 14.00 104.0 164.0
## CV residual 10.691 -56.6 -71.2 -14.8 -62.9 -25.2 -74.9 -23.5 -7.11 -26.6 17.5
## 15484 15486 15487 15488 15490 15494 15496 15497 15499 15502 15504
## Predicted 115.4 113 106.9 109.1 86.5 105.8 111.5 118 124 146 146
## cvpred 115.1 113 106.8 108.9 86.7 106.1 111.7 120 124 147 147
## pm2.5 103.0 138 144.0 150.0 113.0 150.0 181.0 230 258 324 347
## CV residual -12.1 25 37.2 41.1 26.3 43.9 69.3 110 134 177 200
## 15505 15511 15512 15515 15517 15520 15530 15533 15537 15538 15541
## Predicted 148 148 112 79.6 56.4 91.4 117.7 99.2 64.14 42.7 16.6
## cvpred 149 147 112 80.4 57.9 93.3 118.3 100.5 65.25 44.5 17.9
## pm2.5 351 274 269 360.0 378.0 271.0 153.0 71.0 69.00 75.0 49.0
## CV residual 202 127 157 279.6 320.1 177.7 34.7 -29.5 3.75 30.5 31.1
## 15542 15544 15547 15553 15558 15560 15561 15562 15563 15565 15568
## Predicted 60.42 51.93 89.7 111.9 97.6 84.9 74.5 98.3 87.34 83.74 85.2
## cvpred 62.82 54.09 91.7 112.6 99.0 85.9 75.6 99.3 88.43 84.68 87.3
## pm2.5 69.00 56.00 62.0 42.0 64.0 102.0 86.0 89.0 81.00 93.00 139.0
## CV residual 6.18 1.91 -29.7 -70.6 -35.0 16.1 10.4 -10.3 -7.43 8.32 51.7
## 15571 15576 15577 15579 15585 15587 15591 15595 15601 15605 15606
## Predicted 108 142 142 116 111 125.5 84.3 113.3 148.8 155 160
## cvpred 110 143 143 117 112 125.8 85.1 114.4 149.5 155 159
## pm2.5 155 199 212 221 216 220.0 313.0 149.0 225.0 279 280
## CV residual 45 56 69 104 104 94.2 227.9 34.6 75.5 124 121
## 15607 15611 15623 15635 15640 15647 15651 15653 15657 15659 15661
## Predicted 114 99.2 74.6 33.3 30.5 78.7 80.8 107.6 92.9 56.7 45.8
## cvpred 113 98.8 74.1 32.9 29.8 77.8 79.9 106.2 91.7 56.0 45.1
## pm2.5 258 11.0 30.0 6.0 11.0 10.0 14.0 15.0 32.0 15.0 8.0
## CV residual 145 -87.8 -44.1 -26.9 -18.8 -67.8 -65.9 -91.2 -59.7 -41.0 -37.1
## 15665 15667 15668 15670 15673 15677 15680 15682 15683 15684 15686
## Predicted 58.4 63.0 63.0 71.8 95.4 105.8 119 55.6 34.1 21.6 14.42
## cvpred 57.5 62.2 62.2 71.0 95.9 105.3 119 55.9 34.0 21.6 14.35
## pm2.5 9.0 7.0 8.0 13.0 16.0 35.0 16 12.0 10.0 8.0 8.00
## CV residual -48.5 -55.2 -54.2 -58.0 -79.9 -70.3 -103 -43.9 -24.0 -13.6 -6.35
## 15689 15692 15693 15695 15697 15698 15705 15706 15707 15715 15721
## Predicted 6.78 49.5 47.3 61.4 128 143 47.7 66.8 62.7 90.7 114.5
## cvpred 6.71 49.1 47.0 61.8 128 143 48.4 67.4 63.3 92.2 115.1
## pm2.5 4.00 10.0 33.0 26.0 23 20 22.0 12.0 11.0 30.0 83.0
## CV residual -2.71 -39.1 -14.0 -35.8 -105 -123 -26.4 -55.4 -52.3 -62.2 -32.1
## 15724 15727 15729 15731 15734 15736 15744 15745 15750 15751 15753
## Predicted 145.8 112.8 103.1 83.6 86.49 71.6 148.8 118.0 113.3 113.3 104.83
## cvpred 145.8 112.9 104.3 85.1 87.35 73.6 148.7 118.6 113.2 113.2 104.95
## pm2.5 96.0 93.0 72.0 69.0 86.00 86.0 129.0 141.0 103.0 100.0 96.00
## CV residual -49.8 -19.9 -32.3 -16.1 -1.35 12.4 -19.7 22.4 -10.2 -13.2 -8.95
## 15755 15759 15760 15763 15764 15765 15766 15767 15769 15771 15776
## Predicted 77.48 116.1 120.2 141 145 145 148 152 154 154 148
## cvpred 78.07 117.7 121.8 143 145 145 148 152 154 154 149
## pm2.5 88.00 170.0 187.0 253 254 275 292 315 280 255 258
## CV residual 9.93 52.3 65.2 110 109 130 144 163 126 101 109
## 15778 15780 15782 15784 15792 15794 15800 15803 15807 15810 15813
## Predicted 144 138 129 124 154 152 121 137.0 113 129.7 149
## cvpred 144 139 130 125 154 152 120 137.2 115 131.1 150
## pm2.5 278 339 304 284 302 266 227 202.0 224 222.0 285
## CV residual 134 200 174 159 148 114 107 64.8 109 90.9 135
## 15814 15816 15820 15823 15824 15828 15829 15830 15831 15835 15836
## Predicted 128 124 117 123.3 117.0 79.0 74.9 76.6 122 145 151
## cvpred 129 125 117 122.8 116.6 79.4 75.3 76.8 122 145 151
## pm2.5 298 313 261 212.0 215.0 285.0 287.0 297.0 318 416 399
## CV residual 169 188 144 89.2 98.4 205.6 211.7 220.2 196 271 248
## 15837 15843 15845 15851 15858 15859 15860 15861 15862 15864 15871
## Predicted 152 152 160 93 94.3 88.6 84.5 78.8 93.8 146 114.8
## cvpred 153 152 159 93 95.1 89.4 85.3 79.7 94.7 145 114.7
## pm2.5 389 418 414 291 12.0 13.0 13.0 18.0 17.0 9 15.0
## CV residual 236 266 255 198 -83.1 -76.4 -72.3 -61.7 -77.7 -136 -99.7
## 15874 15876 15879 15880 15882 15883 15889 15892 15897 15898 15900
## Predicted 35.8 14.71 48.8 51.4 71.8 126.8 72.2 135 74.4 56.1 55.5
## cvpred 36.8 15.65 49.5 53.3 72.2 126.9 72.5 135 75.0 57.0 56.4
## pm2.5 18.0 8.00 16.0 9.0 24.0 35.0 8.0 19 27.0 15.0 21.0
## CV residual -18.8 -7.65 -33.5 -44.3 -48.2 -91.9 -64.5 -116 -48.0 -42.0 -35.4
## 15901 15903 15913 15915 15918 15922 15925 15926 15928 15951 15954
## Predicted 55.3 48.2 141.0 146.7 156.2 138.2 116.86 127.1 118.36 92.1 120
## cvpred 57.5 50.3 140.8 146.4 155.6 138.1 116.95 128.4 119.59 93.7 121
## pm2.5 27.0 27.0 127.0 158.0 114.0 80.0 110.00 110.0 110.00 237.0 145
## CV residual -30.5 -23.3 -13.8 11.6 -41.6 -58.1 -6.95 -18.4 -9.59 143.3 24
## 15956 15957 15958 15959 15970 15971 15972 15974 15976 15989 15999
## Predicted 149.5 143.2 147.5 153.8 73.8 83.79 92.0 82.7 80.6 127.8 119
## cvpred 150.5 144.3 147.3 153.5 75.0 84.46 92.7 83.3 82.4 127.2 120
## pm2.5 184.0 208.0 224.0 235.0 109.0 92.00 82.0 118.0 106.0 218.0 282
## CV residual 33.5 63.7 76.7 81.5 34.0 7.54 -10.7 34.7 23.6 90.8 162
## 16002 16004 16005 16006 16010 16012 16013 16017 16018 16020 16027
## Predicted 132.8 156.31 154 156.9 164 136 171 159.6 163.3 157 138.3
## cvpred 133.8 157.07 155 157.6 164 136 170 160.3 162.7 156 139.6
## pm2.5 216.0 167.00 193 220.0 329 302 297 257.0 248.0 354 206.0
## CV residual 82.2 9.93 38 62.4 165 166 127 96.7 85.3 198 66.4
## 16030 16031 16035 16036 16037 16039 16040 16042 16048 16052 16062
## Predicted 143.0 147.1 143 147 144 118 147 143 131.3 136 151
## cvpred 144.2 148.4 143 148 144 119 147 143 131.6 136 152
## pm2.5 207.0 233.0 255 258 257 257 256 264 202.0 245 259
## CV residual 62.8 84.6 112 110 113 138 109 121 70.4 109 107
## 16063 16064 16065 16070 16073 16074 16075 16076 16080 16082 16086
## Predicted 146 146 142 130 89.8 83.8 92.5 95.0 104.3 104.9 116
## cvpred 146 146 142 130 90.4 84.3 93.1 95.7 104.6 105.2 116
## pm2.5 252 256 283 312 288.0 102.0 48.0 43.0 38.0 44.0 33
## CV residual 106 110 141 182 197.6 17.7 -45.1 -52.7 -66.6 -61.2 -83
## 16088 16089 16090 16093 16094 16097 16098 16099 16101 16103 16105
## Predicted 101.4 70.5 56.0 35.3 22.07 48.6 58.97 71.83 114.2 114.6 127
## cvpred 101.6 71.2 56.8 36.9 23.23 49.5 59.76 72.67 114.9 116.7 128
## pm2.5 44.0 32.0 17.0 20.0 27.00 33.0 55.00 66.00 70.0 67.0 27
## CV residual -57.6 -39.2 -39.8 -16.9 3.77 -16.5 -4.76 -6.67 -44.9 -49.7 -101
## 16107 16108 16109 16112 16120 16129 16132 16134 16135 16136 16137
## Predicted 126.2 126.6 128.4 134.1 98.2 96.91 102.6 144.1 102.6 113.7 109.9
## cvpred 126.8 128.5 128.9 134.5 100.0 97.24 102.9 144.1 102.9 114.5 110.9
## pm2.5 27.0 46.0 34.0 60.0 54.0 102.00 76.0 107.0 91.0 90.0 87.0
## CV residual -99.8 -82.5 -94.9 -74.5 -46.0 4.76 -26.9 -37.1 -11.9 -24.5 -23.9
## 16138 16139 16145 16147 16149 16150 16151 16152 16157 16161 16165
## Predicted 99.5 82.15 62.1 117.08 79.7 84.3 69.8 76.1 58.1 78.1 118.0
## cvpred 100.6 82.76 62.6 117.25 80.2 84.8 70.4 76.6 58.7 78.9 118.5
## pm2.5 90.0 85.00 106.0 121.00 143.0 123.0 102.0 55.0 18.0 27.0 33.0
## CV residual -10.6 2.24 43.4 3.75 62.8 38.2 31.6 -21.6 -40.7 -51.9 -85.5
## 16166 16177 16178 16179 16187 16190 16193 16195 16201 16203 16210
## Predicted 78.1 137.0 138.2 134.1 77.4 38.19 98.6 130.3 147.5 105.7 64.8
## cvpred 78.9 138.8 138.6 134.5 78.7 39.15 98.9 130.4 147.5 105.8 65.6
## pm2.5 32.0 85.0 77.0 66.0 39.0 45.00 46.0 60.0 111.0 87.0 27.0
## CV residual -46.9 -53.8 -61.6 -68.5 -39.7 5.85 -52.9 -70.4 -36.5 -18.8 -38.6
## 16211 16212 16214 16221 16222 16223 16232 16235 16240 16245 16246
## Predicted 53.8 53.9 74.0 124.0 103.9 133.2 57.6 61.4 69.7 60.6 73.2
## cvpred 54.7 55.4 74.7 124.2 104.9 134.7 58.3 62.4 71.7 61.3 73.7
## pm2.5 31.0 36.0 36.0 71.0 79.0 90.0 42.0 27.0 11.0 45.0 56.0
## CV residual -23.7 -19.4 -38.7 -53.2 -25.9 -44.7 -16.3 -35.4 -60.7 -16.3 -17.7
## 16248 16263 16271 16273 16274 16276 16279 16286 16287 16289 16301
## Predicted 113.7 53.7 143.4 109.5 123.96 130.0 128.0 64.0 65.6 76.4 176
## cvpred 113.5 54.0 142.7 108.7 123.16 128.8 126.8 63.7 65.2 77.2 174
## pm2.5 77.0 23.0 69.0 84.0 115.00 91.0 29.0 42.0 48.0 59.0 139
## CV residual -36.5 -31.0 -73.7 -24.7 -8.16 -37.8 -97.8 -21.7 -17.2 -18.2 -35
## 16304 16308 16311 16320 16323 16326 16331 16333 16335 16337 16339
## Predicted 176 119.2 110 168.1 114.6 96.5 27.1 9.61 -1.07 5.22 9.88
## cvpred 174 118.2 110 166.6 113.6 95.6 27.2 9.59 -1.23 4.97 9.65
## pm2.5 115 90.0 114 252.0 73.0 16.0 39.0 34.00 41.00 41.00 50.00
## CV residual -59 -28.2 4 85.4 -40.6 -79.6 11.8 24.41 42.23 36.03 40.35
## 16341 16344 16352 16353 16360 16363 16365 16366 16368 16374 16375
## Predicted 31.2 28.3 51.6 37.4 49.2 109.9 132.7 145.8 139 134.65 105.2
## cvpred 30.8 27.9 51.3 37.4 50.3 110.6 132.1 146.2 140 133.72 104.3
## pm2.5 65.0 17.0 9.0 10.0 19.0 34.0 74.0 89.0 78 127.00 124.0
## CV residual 34.2 -10.9 -42.3 -27.4 -31.3 -76.6 -58.1 -57.2 -62 -6.72 19.7
## 16376 16378 16388 16390 16391 16393 16403 16404 16405 16406 16409
## Predicted 164.2 78.66 140.4 116 117 139 79.2 74.3 109.5 113.6 133.5
## cvpred 163.1 78.55 139.8 116 117 139 79.6 74.8 109.8 113.9 133.5
## pm2.5 134.0 84.00 178.0 242 235 314 185.0 185.0 194.0 195.0 165.0
## CV residual -29.1 5.45 38.2 126 118 175 105.4 110.2 84.2 81.1 31.5
## 16413 16416 16419 16422 16423 16424 16431 16436 16438 16445 16446
## Predicted 152 154.9 106.8 159.3 121.6 128 125.8 134 131.0 120.72 116.06
## cvpred 152 154.6 106.7 158.8 121.2 128 127.4 134 132.6 120.58 115.89
## pm2.5 205 206.0 195.0 186.0 177.0 193 224.0 380 166.0 113.00 111.00
## CV residual 53 51.4 88.3 27.2 55.8 65 96.6 246 33.4 -7.58 -4.89
## 16449 16450 16453 16454 16462 16463 16465 16467 16474 16479 16481
## Predicted 121.78 134.4 124 130.8 123.0 127.71 133.1 135.3 106 94.5 134.3
## cvpred 121.52 134.6 124 130.9 122.3 126.99 132.1 134.2 106 93.8 134.7
## pm2.5 126.00 121.0 99 107.0 144.0 136.00 139.0 157.0 78 53.0 43.0
## CV residual 4.48 -13.6 -25 -23.9 21.7 9.01 6.9 22.8 -28 -40.8 -91.7
## 16485 16486 16488 16491 16492 16495 16496 16500 16502 16504 16506
## Predicted 155.2 154 164.5 163.1 172 90.6 80.8 44.2 35.4 41.7 48.8
## cvpred 155.5 154 164.8 163.4 172 89.7 80.0 44.0 35.2 41.4 48.6
## pm2.5 77.0 91 99.0 72.0 71 7.0 3.0 9.0 13.0 10.0 7.0
## CV residual -78.5 -63 -65.8 -91.4 -101 -82.7 -77.0 -35.0 -22.2 -31.4 -41.6
## 16507 16510 16513 16517 16518 16523 16526 16529 16534 16535 16539
## Predicted 55.7 83.3 67.8 103.7 94.8 56.3 80.5 97.1 122.6 120.9 120
## cvpred 55.4 82.8 67.4 103.8 94.3 56.6 81.9 98.4 122.8 121.3 120
## pm2.5 8.0 12.0 9.0 17.0 25.0 30.0 53.0 47.0 113.0 172.0 154
## CV residual -47.4 -70.8 -58.4 -86.8 -69.3 -26.6 -28.9 -51.4 -9.8 50.7 34
## 16545 16547 16549 16554 16557 16562 16564 16566 16568 16569 16571
## Predicted 151.7 85.0 90.14 130.7 152.1 152 159 128 161.4 165.9 147.0
## cvpred 151.4 85.4 90.43 131.7 152.9 152 159 127 160.2 166.1 147.5
## pm2.5 91.0 73.0 99.00 165.0 190.0 358 363 315 227.0 197.0 198.0
## CV residual -60.4 -12.4 8.57 33.3 37.1 206 204 188 66.8 30.9 50.5
## 16577 16580 16583 16587 16593 16596 16597 16600 16601 16602 16603
## Predicted 46.8 53.8 59.0 57.9 58.0 31.0 23.8 15.050 27.1 43.7 117
## cvpred 46.4 53.4 58.7 57.7 58.4 31.6 24.3 15.489 27.3 43.8 118
## pm2.5 17.0 9.0 9.0 9.0 12.0 14.0 14.0 15.000 13.0 13.0 18
## CV residual -29.4 -44.4 -49.7 -48.7 -46.4 -17.6 -10.3 -0.489 -14.3 -30.8 -100
## 16608 16611 16613 16615 16618 16621 16622 16624 16626 16631
## Predicted 128.7 131.3 121.90 129.81 148.9 131.27 130.8 101 123 119
## cvpred 128.2 131.1 121.06 128.77 148.3 131.83 130.1 101 123 119
## pm2.5 72.0 99.0 118.00 134.00 90.0 135.00 151.0 211 278 323
## CV residual -56.2 -32.1 -3.06 5.23 -58.3 3.17 20.9 110 155 204
## 16639 16646 16649 16650 16658 16660 16662 16665 16666 16667 16673
## Predicted 122.19 121.5 130.6 143.0 136 125 126 131 116 103.7 123.1
## cvpred 121.57 122.5 130.1 143.6 135 124 125 129 115 103.1 122.1
## pm2.5 128.00 206.0 193.0 229.0 311 227 229 234 223 203.0 210.0
## CV residual 6.43 83.5 62.9 85.4 176 103 104 105 108 99.9 87.9
## 16675 16683 16684 16687 16689 16693 16694 16701 16702 16704 16706
## Predicted 144 174 132 130.2 124.2 98.75 96.7 131 170 122 122
## cvpred 143 173 131 128.9 123.2 98.35 97.5 130 169 121 121
## pm2.5 250 306 295 176.0 135.0 106.00 86.0 313 350 391 289
## CV residual 107 133 164 47.1 11.8 7.65 -11.5 183 181 270 168
## 16711 16713 16714 16715 16717 16718 16723 16727 16728 16729 16732
## Predicted 120.4 90.4 71.5 61.8 36.9 86.4 135.7 124.4 115.0 121.3 127.7
## cvpred 119.6 90.3 71.7 62.7 38.0 87.8 136.9 124.5 116.5 122.7 127.8
## pm2.5 148.0 124.0 127.0 143.0 96.0 34.0 93.0 48.0 39.0 40.0 50.0
## CV residual 28.4 33.7 55.3 80.3 58.0 -53.8 -43.9 -76.5 -77.5 -82.7 -77.8
## 16733 16734 16736 16737 16741 16742 16745 16747 16750 16751 16752
## Predicted 130 130 132.2 97.1 90.9 88.4 90.9 111.6 120.76 125 125.0
## cvpred 131 131 133.6 97.4 92.4 89.8 92.4 111.8 122.32 127 125.3
## pm2.5 49 50 45.0 40.0 45.0 39.0 63.0 78.0 115.00 145 155.0
## CV residual -82 -81 -88.6 -57.4 -47.4 -50.8 -29.4 -33.8 -7.32 18 29.7
## 16758 16762 16766 16768 16773 16775 16776 16783 16784 16785 16789
## Predicted 115 48.36 12.9 14.57 80.3 124.1 134.0 122.5 120.4 113.5 112.3
## cvpred 115 50.02 14.1 15.57 82.3 125.6 134.2 122.3 120.2 113.4 112.3
## pm2.5 229 43.00 32.0 25.00 97.0 111.0 99.0 107.0 73.0 87.0 75.0
## CV residual 114 -7.02 17.9 9.43 14.7 -14.6 -35.2 -15.3 -47.2 -26.4 -37.3
## 16791 16795 16805 16816 16817 16819 16821 16822 16824 16832 16842
## Predicted 94.8 154.1 174 173 173 173 171 171 169 133 112.7
## cvpred 94.7 153.3 174 173 173 173 170 171 168 133 113.3
## pm2.5 116.0 238.0 284 278 281 307 431 494 473 37 42.0
## CV residual 21.3 84.7 110 105 108 134 261 323 305 -96 -71.3
## 16844 16847 16848 16856 16857 16860 16861 16862 16865 16867 16874
## Predicted 137.85 166.7 167.1 175.7 132.0 138.3 139.9 139.3 161 172 131
## cvpred 138.53 165.7 167.4 174.6 131.3 137.9 139.4 138.8 162 173 130
## pm2.5 137.00 184.0 195.0 203.0 222.0 63.0 65.0 100.0 406 498 392
## CV residual -1.53 18.3 27.6 28.4 90.7 -74.9 -74.4 -38.8 244 325 262
## 16879 16880 16884 16885 16886 16888 16890 16893 16894 16897 16899
## Predicted 127 132 159 164 164 158 158 127 156 116 122
## cvpred 127 132 160 164 164 158 159 128 156 116 122
## pm2.5 395 370 270 283 269 268 270 324 318 226 247
## CV residual 268 238 110 119 105 110 111 196 162 110 125
## 16900 16902 16903 16905 16908 16911 16912 16914 16920 16924 16925
## Predicted 118 119 118 120.3 151.7 150.3 144.6 157.6 165 134 158
## cvpred 118 119 118 120.4 151.8 150.2 144.5 158.6 164 134 158
## pm2.5 247 229 225 211.0 211.0 215.0 201.0 189.0 420 284 287
## CV residual 129 110 107 90.6 59.2 64.8 56.5 30.4 256 150 129
## 16927 16928 16936 16938 16940 16952 16958 16961 16963 16965 16976
## Predicted 160 131 54.7 52.8 47.6 92.7 49.6 47.7 52.4 57.0 103.0
## cvpred 160 132 55.1 53.1 48.1 93.5 50.3 48.3 53.0 57.6 103.8
## pm2.5 265 232 17.0 15.0 13.0 16.0 17.0 12.0 15.0 9.0 12.0
## CV residual 105 100 -38.1 -38.1 -35.1 -77.5 -33.3 -36.3 -38.0 -48.6 -91.8
## 16977 16978 16983 16985 16988 16990 16991 16993 16995 16997 17001
## Predicted 100.9 73.2 43.2 44.9 59.4 64.0 71.9 78.2 79.8 94.1 73.0
## cvpred 101.7 73.6 43.4 45.0 59.4 64.1 71.8 78.0 79.5 93.4 72.7
## pm2.5 22.0 32.0 18.0 17.0 20.0 17.0 19.0 18.0 16.0 14.0 15.0
## CV residual -79.7 -41.6 -25.4 -28.0 -39.4 -47.1 -52.8 -60.0 -63.5 -79.4 -57.7
## 17004 17005 17010 17014 17015 17016 17018 17019 17021 17022 17024
## Predicted 43.2 42.6 54.1 129.4 136 125 151.9 156 164.5 172.9 150.38
## cvpred 43.2 42.7 53.9 129.8 136 124 150.8 155 163.2 171.5 149.59
## pm2.5 27.0 23.0 63.0 85.0 77 76 82.0 87 113.0 135.0 153.00
## CV residual -16.2 -19.7 9.1 -44.8 -59 -48 -68.8 -68 -50.2 -36.5 3.41
## 17033 17036 17037 17039 17052 17055 17057 17059 17061 17064 17065
## Predicted 34.06 45.02 49.68 79.580 83.5 80.5 93.0 122.3 147.5 147.5 155.4
## cvpred 34.16 45.04 49.73 79.915 85.1 81.9 94.3 123.2 148.4 148.4 156.1
## pm2.5 30.00 47.00 55.00 79.000 26.0 38.0 65.0 82.0 79.0 71.0 82.0
## CV residual -4.16 1.96 5.27 -0.915 -59.1 -43.9 -29.3 -41.2 -69.4 -77.4 -74.1
## 17069 17071 17072 17073 17076 17077 17081 17085 17086 17089 17092
## Predicted 133.4 155.9 155.9 157 156.9 158.1 160.2 177 179 68.0 75.2
## cvpred 133.5 156.5 156.5 158 157.4 157.2 160.4 176 178 67.3 74.8
## pm2.5 88.0 87.0 90.0 83 147.0 175.0 223.0 304 320 16.0 14.0
## CV residual -45.5 -69.5 -66.5 -75 -10.4 17.8 62.6 128 142 -51.3 -60.8
## 17101 17102 17104 17106 17107 17112 17115 17117 17118 17119 17120
## Predicted 44.9 34.5 30.4 49.5 54.2 61.9 76.1 124 84.0 84.0 84.0
## cvpred 45.0 34.7 30.5 49.6 54.3 62.2 76.1 123 83.8 83.8 83.8
## pm2.5 19.0 13.0 14.0 10.0 16.0 23.0 15.0 22 21.0 19.0 28.0
## CV residual -26.0 -21.7 -16.5 -39.6 -38.3 -39.2 -61.1 -101 -62.8 -64.8 -55.8
## 17121 17122 17126 17130 17131 17133 17134 17135 17138 17142 17143
## Predicted 73.9 63.5 39.1 40.3 51.2 54.3 60.6 62.7 67.4 63.3 67.4
## cvpred 74.0 63.7 39.3 40.5 51.4 54.5 60.7 62.8 67.5 63.4 67.5
## pm2.5 11.0 13.0 12.0 11.0 11.0 9.0 10.0 11.0 11.0 8.0 7.0
## CV residual -63.0 -50.7 -27.3 -29.5 -40.4 -45.5 -50.7 -51.8 -56.5 -55.4 -60.5
## 17149 17150 17151 17154 17159 17166 17167 17173 17176 17177 17179
## Predicted 33.5 28.8 24.16 99.0 116.1 118.71 106.1 38.6 65 75.4 99.08
## cvpred 33.9 29.2 24.56 98.8 116.1 117.81 105.4 38.8 65 75.3 99.29
## pm2.5 15.0 16.0 20.00 18.0 74.0 109.00 92.0 75.0 129 107.0 108.00
## CV residual -18.9 -13.2 -4.56 -80.8 -42.1 -8.81 -13.4 36.2 64 31.7 8.71
## 17181 17188 17189 17192 17195 17199 17200 17201 17203 17207 17208
## Predicted 134.79 87.6 83.5 90.4 65.2 60.9 21.1 59.1 101.0 83.9 73.6
## cvpred 134.15 87.3 83.9 90.7 65.9 60.9 21.2 59.6 100.9 83.6 73.3
## pm2.5 128.00 28.0 14.0 19.0 33.0 40.0 44.0 45.0 88.0 116.0 105.0
## CV residual -6.15 -59.3 -69.9 -71.7 -32.9 -20.9 22.8 -14.6 -12.9 32.4 31.7
## 17210 17212 17215 17216 17218 17222 17225 17227 17228 17229 17232
## Predicted 69.5 73.3 86.5 90.5 68.5 21.4 68.6 112.6 92.5 138.0 96.5
## cvpred 69.2 72.8 86.5 89.8 69.0 22.0 68.1 111.9 92.6 137.2 96.0
## pm2.5 31.0 26.0 13.0 21.0 30.0 39.0 42.0 58.0 150.0 152.0 142.0
## CV residual -38.2 -46.8 -73.5 -68.8 -39.0 17.0 -26.1 -53.9 57.4 14.8 46.0
## 17234 17235 17236 17238 17242 17243 17244 17245 17248 17251 17255
## Predicted 102.8 110.7 110.7 118.6 75.2 53.84 49.2 38.2 43.4 96.28 144.8
## cvpred 102.2 109.9 109.9 117.6 74.8 53.61 48.9 38.0 43.1 96.87 143.7
## pm2.5 191.0 188.0 123.0 69.0 42.0 48.00 66.0 66.0 85.0 105.00 100.0
## CV residual 88.8 78.1 13.1 -48.6 -32.8 -5.61 17.1 28.0 41.9 8.13 -43.7
## 17261 17263 17264 17273 17277 17278 17281 17285 17293 17299 17301
## Predicted 96.7 157 86.3 20.76 43.0 64.0 62.1 66.2 23.53 85.4 86.9
## cvpred 95.8 156 85.5 20.67 42.9 63.6 62.0 66.1 23.77 86.2 86.1
## pm2.5 21.0 13 13.0 14.00 12.0 18.0 19.0 13.0 19.00 38.0 51.0
## CV residual -74.8 -143 -72.5 -6.67 -30.9 -45.6 -43.0 -53.1 -4.77 -48.2 -35.1
## 17302 17304 17307 17310 17311 17313 17314 17320 17321 17322 17326
## Predicted 114.6 120.9 166.3 125.1 133.6 161.2 104.37 42.5 47.2 43.1 56.5
## cvpred 114.2 120.4 166.1 123.6 131.9 159.7 103.47 42.0 46.7 42.6 56.1
## pm2.5 64.0 70.0 117.0 98.0 73.0 87.0 98.00 18.0 16.0 18.0 15.0
## CV residual -50.2 -50.4 -49.1 -25.6 -58.9 -72.7 -5.47 -24.0 -30.7 -24.6 -41.1
## 17330 17331 17335 17338 17339 17340 17342 17343 17344 17348 17355
## Predicted 67.5 67.5 124 109.8 49.2 38.2 35.18 39.280 35.18 95.19 156.3
## cvpred 66.9 66.9 123 109.2 48.9 38.0 34.87 38.978 34.87 95.04 155.2
## pm2.5 10.0 11.0 13 19.0 21.0 27.0 27.00 38.000 30.00 90.00 99.0
## CV residual -56.9 -55.9 -110 -90.2 -27.9 -11.0 -7.87 -0.978 -4.87 -5.04 -56.2
## 17357 17363 17371 17372 17374 17377 17379 17380 17381 17382
## Predicted 122.7 57.17 93.65 122.5 133.5 120.2 151.4 146.884 128.1 121.77
## cvpred 121.7 57.29 94.18 122.3 133.1 120.6 152.4 146.623 127.6 121.42
## pm2.5 64.0 48.00 90.00 136.0 193.0 77.0 79.0 146.000 139.0 124.00
## CV residual -57.7 -9.29 -4.18 13.7 59.9 -43.6 -73.4 -0.623 11.4 2.58
## 17388 17390 17392 17396 17397 17405 17406 17408 17410 17411 17419
## Predicted 80.9 91.6 99.97 114 110 119.8 121.4 123.59 102.8 91.9 151.6
## cvpred 81.9 91.9 101.27 115 111 119.2 120.7 122.79 102.6 91.7 152.1
## pm2.5 60.0 57.0 92.00 221 268 146.0 150.0 116.00 122.0 132.0 204.0
## CV residual -21.9 -34.9 -9.27 106 157 26.8 29.3 -6.79 19.4 40.3 51.9
## 17421 17423 17425 17426 17428 17430 17432 17433 17437 17441 17445
## Predicted 158 124 127 127 128.8 128.8 118.4 120.8 82.8 119.1 151.6
## cvpred 159 124 126 126 127.8 127.8 117.5 120.1 82.8 120.2 152.7
## pm2.5 271 324 333 262 169.0 145.0 184.0 187.0 115.0 137.0 228.0
## CV residual 112 200 207 136 41.2 17.2 66.5 66.9 32.2 16.8 75.3
## 17447 17450 17452 17453 17462 17463 17469 17470 17471 17472 17480
## Predicted 150.6 159.2 149.1 135.0 122.2 132.6 135.0 135.0 135.0 135.0 149.9
## cvpred 151.8 158.9 149.2 136.4 123.5 133.8 136.4 136.4 136.4 136.4 149.6
## pm2.5 87.0 61.0 52.0 50.0 68.0 72.0 91.0 79.0 64.0 69.0 80.0
## CV residual -64.8 -97.9 -97.2 -86.4 -55.5 -61.8 -45.4 -57.4 -72.4 -67.4 -69.6
## 17483 17485 17487 17497 17500 17501 17504 17509 17511 17512 17517
## Predicted 137.7 140.5 112.7 126.6 128.8 140.77 134.5 65.7 50.6 56.89 124.7
## cvpred 138.9 140.2 113.1 125.7 127.8 139.65 133.5 66.1 51.1 57.28 124.4
## pm2.5 101.0 123.0 150.0 163.0 144.0 137.00 157.0 98.0 71.0 66.00 217.0
## CV residual -37.9 -17.2 36.9 37.3 16.2 -2.65 23.5 31.9 19.9 8.72 92.6
## 17519 17521 17526 17527 17530 17531 17534 17539 17540 17542 17543
## Predicted 123 136 95.8 95.8 78.1 71.8 49.6 111.3 127.9 136.4 132.5
## cvpred 123 135 96.3 96.3 78.8 72.6 50.4 110.9 127.4 135.7 133.2
## pm2.5 251 275 38.0 23.0 16.0 21.0 17.0 55.0 55.0 81.0 80.0
## CV residual 128 140 -58.3 -73.3 -62.8 -51.6 -33.4 -55.9 -72.4 -54.7 -53.2
## 17551 17553 17555 17556 17559 17560 17561 17564 17565 17569 17570
## Predicted 161.7 170 151.1 140.2 47.8 39.6 44.2 62.3 67.0 67.5 73.8
## cvpred 161.9 169 150.4 139.5 47.3 39.0 43.7 61.9 66.6 67.2 73.3
## pm2.5 99.0 104 134.0 169.0 12.0 19.0 14.0 16.0 8.0 14.0 16.0
## CV residual -62.9 -65 -16.4 29.5 -35.3 -20.0 -29.7 -45.9 -58.6 -53.2 -57.3
## 17571 17572 17575 17576 17578 17579 17580 17582 17583 17587 17590
## Predicted 73.8 80.1 80.1 80.1 65.9 65.9 50.3 51.9 43.7 55.5 64.9
## cvpred 73.3 79.5 79.5 79.5 65.6 65.6 50.1 51.6 43.4 55.3 64.7
## pm2.5 17.0 11.0 15.0 17.0 16.0 18.0 24.0 18.0 13.0 8.0 12.0
## CV residual -56.3 -68.5 -64.5 -62.5 -49.6 -47.6 -26.1 -33.6 -30.4 -47.3 -52.7
## 17591 17592 17593 17597 17599 17600 17602 17606 17608 17609 17613
## Predicted 71.2 71.2 71.2 94.7 109.8 133 59.4 22.18 23.80 23.80 91.2
## cvpred 70.9 70.9 70.9 94.2 109.9 133 59.6 22.33 23.84 23.84 91.1
## pm2.5 10.0 16.0 14.0 18.0 13.0 15 19.0 25.00 15.00 21.00 74.0
## CV residual -60.9 -54.9 -56.9 -76.2 -96.9 -118 -40.6 2.67 -8.84 -2.84 -17.1
## 17615 17621 17625 17630 17631 17633 17642 17643 17656 17659 17660
## Predicted 111.9 133.7 129 77.82 73.2 84.5 151.2 143.3 110.2 123.0 123.0
## cvpred 111.8 132.1 128 77.21 72.5 85.1 150.1 142.4 111.7 124.6 124.6
## pm2.5 86.0 150.0 96 69.00 53.0 65.0 161.0 161.0 67.0 56.0 58.0
## CV residual -25.8 17.9 -32 -8.21 -19.5 -20.1 10.9 18.6 -44.7 -68.6 -66.6
## 17661 17671 17672 17674 17675 17677 17679 17680 17682 17689 17691
## Predicted 118.9 143.8 143.8 156.7 154.5 128.43 158.78 159 159 155.9 133.3
## cvpred 120.5 145.2 145.2 158.1 156.1 129.29 160.01 160 160 155.7 133.8
## pm2.5 54.0 49.0 60.0 66.0 68.0 132.00 170.00 172 176 171.0 191.0
## CV residual -66.5 -96.2 -85.2 -92.1 -88.1 2.71 9.99 12 16 15.3 57.2
## 17694 17699 17705 17711 17714 17718 17730 17731 17734 17735 17738
## Predicted 125.5 105.6 124.9 169.5 134 127.7 118.8 141.29 153 136 166
## cvpred 125.2 105.7 124.6 168.6 134 126.9 119.6 140.64 153 136 166
## pm2.5 151.0 124.0 144.0 235.0 284 79.0 175.0 149.00 314 350 358
## CV residual 25.8 18.3 19.4 66.4 150 -47.9 55.4 8.36 161 214 192
## 17743 17749 17750 17756 17759 17760 17766 17768 17772 17778 17781
## Predicted 179 41.6 37.5 46.3 66.6 78.2 136 109.0 98.0 106 124
## cvpred 178 41.7 37.6 46.6 66.9 79.0 136 108.7 98.3 107 125
## pm2.5 501 155.0 21.0 11.0 10.0 18.0 24 32.0 33.0 71 93
## CV residual 323 113.3 -16.6 -35.6 -56.9 -61.0 -112 -76.7 -65.3 -36 -32
## 17787 17788 17789 17792 17799 17803 17804 17810 17814 17816 17820
## Predicted 144.4 146.1 137.2 132.0 88.6 138.7 137.11 113.4 113.4 109.3 44.80
## cvpred 143.7 145.2 135.7 130.4 89.0 137.4 135.88 112.3 112.3 108.2 44.75
## pm2.5 156.0 169.0 156.0 146.0 196.0 174.0 144.00 60.0 41.0 44.0 43.00
## CV residual 12.3 23.8 20.3 15.6 107.0 36.6 8.12 -52.3 -71.3 -64.2 -1.75
## 17823 17824 17825 17827 17829 17832 17838 17840 17841 17917 17920
## Predicted 81.1 87.8 91.9 94.1 123.3 120.8 157 123.5 117.2 104 143
## cvpred 80.7 88.6 92.7 94.8 123.7 119.5 155 122.1 115.9 103 142
## pm2.5 61.0 69.0 66.0 57.0 73.0 101.0 98 42.0 39.0 254 285
## CV residual -19.7 -19.6 -26.7 -37.8 -50.7 -18.5 -57 -80.1 -76.9 151 143
## 17925 17929 17931 17932 17940 17947 17949 17950 17954 17955 17956
## Predicted 147 172 172 126 110 161 167 161 161 161 121
## cvpred 146 172 171 125 109 161 167 161 160 160 120
## pm2.5 416 332 344 353 370 450 469 450 460 503 558
## CV residual 270 160 173 228 261 289 302 289 300 343 438
## 17961 17965 17969 17972 17975 17980 17981 17983 17985 17988 17989
## Predicted 115 138 143 162 127 76.1 76.7 77.2 65.8 57.9 55.4
## cvpred 115 137 143 162 126 76.6 77.2 77.7 66.5 58.8 56.2
## pm2.5 348 373 399 436 494 49.0 52.0 29.0 15.0 21.0 20.0
## CV residual 233 236 256 274 368 -27.6 -25.2 -48.7 -51.5 -37.8 -36.2
## 17997 18003 18006 18008 18010 18013 18015 18016 18019 18023 18024
## Predicted 64.5 80.3 84.2 80.1 64.2 41.7 51.3 55.4 70.2 75.1 79.5
## cvpred 65.1 80.7 84.3 80.2 64.8 41.7 51.6 55.8 70.2 75.4 79.6
## pm2.5 22.0 10.0 9.0 10.0 16.0 18.0 20.0 17.0 15.0 20.0 13.0
## CV residual -43.1 -70.7 -75.3 -70.2 -48.8 -23.7 -31.6 -38.8 -55.2 -55.4 -66.6
## 18025 18026 18028 18033 18036 18037 18038 18039 18041 18042 18044
## Predicted 89.9 85.1 83.5 90.4 66.4 48.5 43.8 36.7 89.0 99.4 84.8
## cvpred 89.9 84.5 83.0 90.5 66.6 48.3 43.6 36.3 89.5 99.8 83.8
## pm2.5 21.0 29.0 14.0 19.0 21.0 22.0 20.0 18.0 35.0 51.0 68.0
## CV residual -68.9 -55.5 -69.0 -71.5 -45.6 -26.3 -23.6 -18.3 -54.5 -48.8 -15.8
## 18045 18046 18051 18052 18053 18055 18056 18058 18067 18070 18073
## Predicted 91.1 124.7 97.4 112 154 126 167.6 131.7 58.7 97.0 80.607
## cvpred 90.0 123.5 96.2 110 152 124 165.7 130.5 57.7 95.5 79.463
## pm2.5 108.0 193.0 972.0 430 296 285 223.0 66.0 24.0 200.0 79.000
## CV residual 18.0 69.5 875.8 320 144 161 57.3 -64.5 -33.7 104.5 -0.463
## 18074 18075 18077 18081 18082 18083 18085 18086 18091 18093 18094
## Predicted 93.2 84.7 80.6 83.1 64.8 58.5 49.2 46.7 65.3 107.6 134.7
## cvpred 91.9 83.6 79.5 82.1 64.0 57.8 48.5 45.9 64.0 106.2 133.1
## pm2.5 14.0 12.0 8.0 9.0 7.0 10.0 13.0 13.0 9.0 25.0 37.0
## CV residual -77.9 -71.6 -71.5 -73.1 -57.0 -47.8 -35.5 -32.9 -55.0 -81.2 -96.1
## 18095 18101 18109 18111 18116 18117 18118 18119 18123 18124 18128
## Predicted 134.7 123.2 104.8 37.0 104.7 108.8 113.4 108.9 165.50 127.8 180.3
## cvpred 133.1 121.2 103.4 35.8 104.5 108.6 113.3 107.1 163.25 125.7 177.7
## pm2.5 85.0 50.0 51.0 51.0 69.0 93.0 127.0 122.0 166.00 151.0 80.0
## CV residual -48.1 -71.2 -52.4 15.2 -35.5 -15.6 13.7 14.9 2.75 25.3 -97.7
## 18130 18133 18134 18136 18138 18143 18146 18149 18152 18155 18156
## Predicted 155 89.2 85.0 86.57 117.7 117 84.7 118.9 98.91 95.6 87.1
## cvpred 153 87.8 84.8 86.34 117.3 115 84.1 117.7 97.48 94.9 86.6
## pm2.5 47 79.0 66.0 77.00 87.0 227 51.0 40.0 95.00 20.0 29.0
## CV residual -106 -8.8 -18.8 -9.34 -30.3 112 -33.1 -77.7 -2.48 -74.9 -57.6
## 18157 18161 18166 18167 18168 18170 18173 18180 18181 18182 18183
## Predicted 83.0 96.6 151.54 158.1 162.2 162 152.4 141.3 145.8 140.7 140.7
## cvpred 82.5 96.9 151.63 158.3 162.4 161 152.7 140.6 146.5 140.1 140.1
## pm2.5 24.0 84.0 158.00 124.0 122.0 51 69.0 79.0 82.0 79.0 76.0
## CV residual -58.5 -12.9 6.37 -34.3 -40.4 -110 -83.7 -61.6 -64.5 -61.1 -64.1
## 18185 18192 18193 18197 18209 18213 18214 18215 18217 18220 18221
## Predicted 140.7 145.6 137 90.1 88.6 115.0 112.8 116.9 144.6 154 154
## cvpred 140.1 145.3 137 90.2 88.2 115.8 113.7 117.8 145.2 155 155
## pm2.5 91.0 164.0 170 25.0 35.0 47.0 69.0 76.0 91.0 109 81
## CV residual -49.1 18.7 33 -65.2 -53.2 -68.8 -44.7 -41.8 -54.2 -46 -74
## 18224 18225 18238 18240 18241 18242 18243 18244 18245 18248
## Predicted 158.0 151.8 139.7 141.34 171.8 131.93 131.9 133.6 143.65 139.6
## cvpred 157.4 151.2 139.2 140.73 170.3 130.64 130.6 132.2 141.95 137.8
## pm2.5 91.0 84.0 151.0 142.00 132.0 139.00 150.0 150.0 143.00 152.0
## CV residual -66.4 -67.2 11.8 1.27 -38.3 8.36 19.4 17.8 1.05 14.2
## 18251 18252 18253 18258 18259 18261 18263 18264 18268 18269 18271
## Predicted 93.5 85.3 70.8 53.3 60.2 65.4 68.5 66.8 86.6 86.6 99.1
## cvpred 92.9 84.7 70.2 52.9 59.6 64.9 68.1 66.6 86.2 86.2 98.6
## pm2.5 135.0 58.0 14.0 17.0 14.0 13.0 8.0 9.0 9.0 11.0 11.0
## CV residual 42.1 -26.7 -56.2 -35.9 -45.6 -51.9 -60.1 -57.6 -77.2 -75.2 -87.6
## 18273 18274 18276 18280 18283 18290 18294 18296 18299 18305 18306
## Predicted 72.3 51.8 43.3 55.4 106.0 63.9 66.1 72.4 48.8 46.1 93.2
## cvpred 71.6 51.5 43.2 55.8 106.7 64.0 66.1 72.3 49.0 46.4 92.5
## pm2.5 13.0 13.0 14.0 16.0 23.0 30.0 7.0 9.0 13.0 18.0 24.0
## CV residual -58.6 -38.5 -29.2 -39.8 -83.7 -34.0 -59.1 -63.3 -36.0 -28.4 -68.5
## 18307 18312 18313 18318 18320 18327 18330 18331 18332 18336 18338
## Predicted 93.2 143.0 104.7 111.8 132 18.7 16.8 63.6 107.99 56.79 61.5
## cvpred 92.5 141.5 103.3 109.9 130 17.8 15.8 63.0 107.74 55.68 60.4
## pm2.5 39.0 92.0 64.0 68.0 63 50.0 72.0 82.0 100.00 50.00 16.0
## CV residual -53.5 -49.5 -39.3 -41.9 -67 32.2 56.2 19.0 -7.74 -5.68 -44.4
## 18342 18345 18347 18350 18354 18355 18356 18366 18367 18368 18370
## Predicted 95.4 85.9 71.1 61.1 89.1 95.4 100 149.5 155.3 115.4 103.43
## cvpred 93.9 85.4 71.0 60.3 89.1 95.3 100 148.7 153.2 113.6 101.73
## pm2.5 9.0 17.0 19.0 22.0 70.0 62.0 60 100.0 92.0 90.0 103.00
## CV residual -84.9 -68.4 -52.0 -38.3 -19.1 -33.3 -40 -48.7 -61.2 -23.6 1.27
## 18373 18380 18383 18384 18387 18388 18389 18390 18395 18398 18400
## Predicted 125.8 146.7 136 161.3 128 128 124 81.0 54.9 32.2 32.76
## cvpred 124.3 146.1 135 159.4 126 126 122 79.6 54.1 31.5 32.04
## pm2.5 100.0 128.0 265 252.0 251 278 263 183.0 11.0 19.0 23.00
## CV residual -24.3 -18.1 130 92.6 125 152 141 103.4 -43.1 -12.5 -9.04
## 18402 18405 18406 18418 18420 18421 18428 18429 18435 18438 18443
## Predicted 46.5 58.3 62.4 64.9 59.6 50.9 60.4 68.6 71.3 79.3 57.1
## cvpred 45.6 57.6 61.7 64.3 59.0 50.2 59.4 67.6 70.3 78.0 56.2
## pm2.5 12.0 32.0 42.0 13.0 15.0 13.0 12.0 12.0 10.0 10.0 11.0
## CV residual -33.6 -25.6 -19.7 -51.3 -44.0 -37.2 -47.4 -55.6 -60.3 -68.0 -45.2
## 18444 18445 18446 18449 18451 18453 18455 18456 18457 18460 18461
## Predicted 52.4 41.5 34.9 23.93 77.1 86.4 126 86.3 90.4 161 125.7
## cvpred 51.5 40.6 33.9 23.04 76.4 85.8 124 85.1 89.2 159 123.8
## pm2.5 27.0 21.0 16.0 17.00 12.0 21.0 18 22.0 18.0 28 28.0
## CV residual -24.5 -19.6 -17.9 -6.04 -64.4 -64.8 -106 -63.1 -71.2 -131 -95.8
## 18462 18463 18465 18466 18467 18474 18476 18477 18480 18481 18482
## Predicted 128.2 117.2 109.0 86.05 116.3 76.5 91.6 57.86 42.9 49.2 53.8
## cvpred 126.4 115.5 107.7 85.02 116.6 76.8 91.7 57.06 42.3 48.5 53.2
## pm2.5 33.0 33.0 77.0 84.00 84.0 51.0 66.0 64.00 21.0 6.0 4.0
## CV residual -93.4 -82.5 -30.7 -1.02 -32.6 -25.8 -25.7 6.94 -21.3 -42.5 -49.2
## 18483 18484 18485 18487 18488 18492 18494 18497 18498 18502 18505
## Predicted 51.6 60.4 62.6 69.4 136 57.4 56.0 59.7 66.0 90.8 111.3
## cvpred 51.1 59.9 62.0 68.7 135 57.3 55.7 60.4 66.6 91.3 111.4
## pm2.5 6.0 8.0 7.0 11.0 13 36.0 23.0 27.0 36.0 54.0 74.0
## CV residual -45.1 -51.9 -55.0 -57.7 -122 -21.3 -32.7 -33.4 -30.6 -37.3 -37.4
## 18512 18513 18514 18519 18521 18524 18527 18528 18532 18535
## Predicted 127.89 124.08 78.4 19.4 15.3 93.0 110.8 152.12 160.2 149.9
## cvpred 126.31 122.71 77.8 19.7 15.6 93.4 111.5 152.65 159.2 149.2
## pm2.5 123.00 126.00 129.0 40.0 40.0 44.0 106.0 147.00 86.0 75.0
## CV residual -3.31 3.29 51.2 20.3 24.4 -49.4 -5.5 -5.65 -73.2 -74.2
## 18538 18539 18541 18542 18543 18546 18553 18555 18561 18563 18564
## Predicted 103 94.56 125.1 139.2 105.23 136.3 132.2 174.28 119.9 112.1 86.0
## cvpred 103 94.19 124.5 139.5 105.06 135.2 130.7 172.48 118.8 111.8 85.2
## pm2.5 77 90.00 97.0 111.0 104.00 105.0 170.0 175.00 170.0 138.0 149.0
## CV residual -26 -4.19 -27.5 -28.5 -1.06 -30.2 39.3 2.52 51.2 26.2 63.8
## 18570 18574 18578 18579 18580 18581 18582 18592 18595 18599 18600
## Predicted 128.6 150 172 136 132 128 119 20.0 93.6 73.6 129.7
## cvpred 127.4 149 170 134 130 127 118 20.3 94.0 73.6 130.1
## pm2.5 224.0 295 380 327 306 248 235 26.0 25.0 41.0 71.0
## CV residual 96.6 146 210 193 176 121 117 5.7 -69.0 -32.6 -59.1
## 18601 18610 18611 18615 18616 18617 18623 18624 18627 18628 18629
## Predicted 159.0 123.4 143.8 118.0 118.4 115.93 58.2 54.1 66.7 66.7 66.7
## cvpred 159.4 123.4 143.2 117.2 118.9 116.33 57.8 53.7 66.1 66.1 66.1
## pm2.5 80.0 92.0 87.0 167.0 134.0 112.00 163.0 16.0 8.0 12.0 11.0
## CV residual -79.4 -31.4 -56.2 49.8 15.1 -4.33 105.2 -37.7 -58.1 -54.1 -55.1
## 18633 18636 18637 18641 18645 18650 18653 18655 18659 18662 18667
## Predicted 56.6 29.53 20.76 30.3 60.4 87.7 79.8 68.4 44.1 30.09 46.8
## cvpred 56.3 29.46 20.67 29.9 59.9 86.7 79.0 67.8 44.1 30.04 46.5
## pm2.5 12.0 24.00 17.00 18.0 13.0 8.0 12.0 9.0 15.0 26.00 9.0
## CV residual -44.3 -5.46 -3.67 -11.9 -46.9 -78.7 -67.0 -58.8 -29.1 -4.04 -37.5
## 18670 18675 18676 18681 18688 18689 18692 18693 18695 18696 18702
## Predicted 66.5 109.1 73.1 77.4 11.4 13.1 72.2 52.6990 120.2 111.7 111.5
## cvpred 66.2 108.6 72.5 77.1 11.3 12.8 72.8 52.0133 119.1 110.8 109.9
## pm2.5 10.0 12.0 9.0 17.0 45.0 40.0 53.0 52.0000 74.0 90.0 98.0
## CV residual -56.2 -96.6 -63.5 -60.1 33.7 27.2 -19.8 -0.0133 -45.1 -20.8 -11.9
## 18709 18711 18715 18720 18721 18725 18733 18738 18747 18749 18750
## Predicted 14.1 52.6 59.0 134.1 129.4 125 56.3 77.8 150.7 125.1 164.9
## cvpred 13.7 51.8 59.2 132.3 127.6 123 56.5 78.0 149.2 123.4 163.1
## pm2.5 73.0 38.0 32.0 56.0 65.0 162 139.0 145.0 73.0 69.0 82.0
## CV residual 59.3 -13.8 -27.2 -76.3 -62.6 39 82.5 67.0 -76.2 -54.4 -81.1
## 18753 18756 18760 18764 18766 18770 18772 18774 18780 18784
## Predicted 110.30 112.16 114.7 141.9 165.3 152.43 178.2 140.3 130.9 151.1
## cvpred 108.95 110.94 114.5 140.2 164.6 151.25 176.2 138.5 129.1 149.1
## pm2.5 117.00 103.00 151.0 134.0 155.0 153.00 158.0 164.0 203.0 219.0
## CV residual 8.05 -7.94 36.5 -6.2 -9.6 1.75 -18.2 25.5 73.9 69.9
## 18788 18792 18797 18800 18801 18807 18810 18811 18815 18816 18817
## Predicted 97.7 90.1 97.8 95.2 87.3 62.2 60.2 83.1 133.4 131.3 147.9
## cvpred 97.1 88.9 96.8 95.0 87.3 61.6 60.8 83.5 133.5 131.4 147.9
## pm2.5 248.0 18.0 8.0 14.0 16.0 19.0 18.0 18.0 70.0 81.0 84.0
## CV residual 150.9 -70.9 -88.8 -81.0 -71.3 -42.6 -42.8 -65.5 -63.5 -50.4 -63.9
## 18819 18820 18826 18827 18828 18838 18839 18840 18841 18848 18851
## Predicted 153.7 153.7 159.2 147.2 142.6 66.9 70.0 72.1 76.2 88.9 51.2
## cvpred 153.5 153.5 157.9 146.1 141.4 66.4 69.5 71.6 75.7 88.3 51.2
## pm2.5 74.0 79.0 98.0 102.0 125.0 11.0 15.0 10.0 9.0 16.0 21.0
## CV residual -79.5 -74.5 -59.9 -44.1 -16.4 -55.4 -54.5 -61.6 -66.7 -72.3 -30.2
## 18853 18855 18859 18862 18865 18867 18870 18873 18874 18875 18876
## Predicted 27.9 18.57 78.9 95.8 100.4 89.4 102.0 73.0 63.2 50.7 70.8
## cvpred 27.9 18.58 78.4 96.5 101.2 88.7 101.1 72.7 63.7 51.3 70.6
## pm2.5 14.0 25.00 30.0 36.0 62.0 78.0 73.0 35.0 37.0 46.0 30.0
## CV residual -13.9 6.42 -48.4 -60.5 -39.2 -10.7 -28.1 -37.7 -26.7 -5.3 -40.6
## 18887 18888 18891 18893 18894 18902 18905 18908 18917 18922 18923
## Predicted 97.4 128.6 140.9 159.2 162.8 115 95.6 131.2 148 148 136
## cvpred 98.0 128.9 141.3 159.3 161.7 115 96.1 131.2 146 146 136
## pm2.5 111.0 140.0 153.0 127.0 134.0 230 193.0 179.0 276 264 299
## CV residual 13.0 11.1 11.7 -32.3 -27.7 115 96.9 47.8 130 118 163
## 18926 18927 18932 18933 18936 18940 18944 18953 18958 18962 18965
## Predicted 109.6 109.0 130.6 147.3 136.9 141.5 143.1 105 133 168 131
## cvpred 109.9 109.3 130.6 147.1 136.8 140.6 141.4 105 132 167 129
## pm2.5 192.0 154.0 106.0 109.0 161.0 190.0 184.0 229 286 293 249
## CV residual 82.1 44.7 -24.6 -38.1 24.2 49.4 42.6 124 154 126 120
## 18966 18968 18970 18972 18973 18974 18979 18981 18985 18988 18994
## Predicted 129 131.4 117.5 130 130 125 161.0 164.7 164 164.1 167.1
## cvpred 128 130.1 117.4 131 131 125 161.5 163.9 164 164.7 167.9
## pm2.5 230 220.0 209.0 262 326 347 200.0 213.0 269 112.0 121.0
## CV residual 102 89.9 91.6 131 195 222 38.5 49.1 105 -52.7 -46.9
## 18995 18997 18998 19001 19003 19004 19005 19010 19015 19016 19017
## Predicted 160.8 160.8 162.6 157.3 156.7 152.6 123.3 169 151 149.7 149.7
## cvpred 161.7 161.7 162.1 156.8 157.6 153.5 123.7 170 152 150.5 150.5
## pm2.5 111.0 121.0 110.0 110.0 100.0 83.0 75.0 93 73 72.0 76.0
## CV residual -50.7 -40.7 -52.1 -46.8 -57.6 -70.5 -48.7 -77 -79 -78.5 -74.5
## 19021 19024 19027 19028 19029 19030 19037 19041 19044 19052 19056
## Predicted 122.6 119.5 129.6 135.9 135.9 142.2 157.0 126.572 90.2 146 144
## cvpred 123.7 120.5 130.3 136.5 136.5 142.7 155.8 126.249 90.1 146 143
## pm2.5 91.0 94.0 108.0 117.0 98.0 112.0 131.0 127.000 149.0 97 189
## CV residual -32.7 -26.5 -22.3 -19.5 -38.5 -30.7 -24.8 0.751 58.9 -49 46
## 19063 19064 19065 19069 19073 19075 19076 19079 19080 19081 19082
## Predicted 150.6 150.6 161.4 102.0 100.5 153.00 130.4 142.7 117.8 103.3 85.3
## cvpred 148.4 148.4 159.9 100.3 98.6 150.72 128.8 140.4 115.7 101.3 83.4
## pm2.5 183.0 179.0 181.0 176.0 137.0 154.00 150.0 180.0 97.0 28.0 24.0
## CV residual 34.6 30.6 21.1 75.7 38.4 3.28 21.2 39.6 -18.7 -73.3 -59.4
## 19084 19087 19091 19094 19096 19099 19101 19103 19107 19109 19110
## Predicted 91.6 77.6 54.2 32.8 22.45 26.3 35 92.9 115.8 90.6 137
## cvpred 89.6 75.7 53.1 31.9 21.61 25.2 34 93.0 115.7 89.3 136
## pm2.5 20.0 12.0 27.0 17.0 14.00 13.0 40 35.0 34.0 26.0 14
## CV residual -69.6 -63.7 -26.1 -14.9 -7.61 -12.2 6 -58.0 -81.7 -63.3 -122
## 19113 19114 19116 19123 19125 19131 19133 19137 19144 19148 19149
## Predicted 54.3 54.3 37.0 16.519 42.5 77.5 79.6 74.5 24.7 28.1 26.49
## cvpred 53.8 53.8 36.7 16.132 42.0 77.6 79.7 74.6 25.0 27.8 26.29
## pm2.5 10.0 21.0 17.0 16.000 14.0 11.0 11.0 13.0 12.0 17.0 18.00
## CV residual -43.8 -32.8 -19.7 -0.132 -28.0 -66.6 -68.7 -61.6 -13.0 -10.8 -8.29
## 19150 19152 19153 19159 19162 19164 19165 19166 19173 19176 19177
## Predicted 83.0 122.4 133 170 147.7 134.164 115.4 97.9 107 127.9 148.7
## cvpred 82.5 121.6 134 169 148.5 133.802 116.4 98.8 107 128.1 148.8
## pm2.5 31.0 26.0 18 93 112.0 133.000 140.0 112.0 69 77.0 89.0
## CV residual -51.5 -95.6 -116 -76 -36.5 -0.802 23.6 13.2 -38 -51.1 -59.8
## 19180 19181 19182 19184 19185 19188 19200 19202 19207 19212 19222
## Predicted 158.7 118.8 127 131.9 68.0 24.23 50.4 54.8 55 17.021 56.4
## cvpred 157.4 117.7 126 130.6 67.3 23.99 50.3 54.9 55 17.283 57.4
## pm2.5 103.0 89.0 93 32.0 28.0 18.00 5.0 7.0 11 18.000 45.0
## CV residual -54.4 -28.7 -33 -98.6 -39.3 -5.99 -45.3 -47.9 -44 0.717 -12.4
## 19225 19230 19234 19237 19239 19242 19244 19249 19257 19258 19261
## Predicted 118.9 99.8 58.6 42.3 37.48 48.6 78.18 109.35 141.7 122.8 69.2
## cvpred 118.1 99.0 59.0 42.1 38.57 49.3 78.71 109.62 140.3 121.8 68.5
## pm2.5 72.0 78.0 49.0 28.0 41.00 78.0 81.00 106.00 180.0 156.0 170.0
## CV residual -46.1 -21.0 -10.0 -14.1 2.43 28.7 2.29 -3.62 39.7 34.2 101.5
## 19262 19266 19269 19271 19274 19277 19281 19282 19284 19286 19290
## Predicted 58.7 46.9 24.4 63.5 58.4 47.0 39.9 25.722 32.0 31.0 38.8
## cvpred 59.3 47.4 23.6 62.5 57.4 46.9 40.3 26.366 33.5 31.2 40.0
## pm2.5 147.0 68.0 81.0 26.0 8.0 9.0 17.0 26.000 15.0 16.0 77.0
## CV residual 87.7 20.6 57.4 -36.5 -49.4 -37.9 -23.3 -0.366 -18.5 -15.2 37.0
## 19292 19294 19295 19297 19306 19308 19310 19313 19315 19316 19325
## Predicted 82.9 92.2 111.3 130.2 110.9 81.23 69.4 98.9 104.6 115.0 183.276
## cvpred 83.8 93.2 112.3 130.9 110.6 82.32 70.4 99.5 105.2 115.5 182.779
## pm2.5 70.0 65.0 59.0 71.0 65.0 76.00 84.0 114.0 135.0 148.0 183.000
## CV residual -13.8 -28.2 -53.3 -59.9 -45.6 -6.32 13.6 14.5 29.8 32.5 0.221
## 19327 19331 19332 19333 19335 19337 19346 19347 19348 19351 19352
## Predicted 183.3 128 159 159 146 139 182.3 184.3 184 186.5 184.900
## cvpred 182.8 127 158 159 145 139 180.5 183.7 182 185.8 184.291
## pm2.5 196.0 286 293 328 345 320 250.0 283.0 268 210.0 185.000
## CV residual 13.2 159 135 169 200 181 69.5 99.3 86 24.2 0.709
## 19358 19360 19362 19365 19375 19376 19377 19399 19400 19412 19415
## Predicted 186.5 184.33 178.6 173.7 128 125 117 137.5 137.5 141.9 146.5
## cvpred 185.8 183.72 178.1 173.6 128 125 117 137.6 137.6 142.4 147.1
## pm2.5 184.0 181.00 245.0 219.0 21 17 17 97.0 102.0 100.0 95.0
## CV residual -1.8 -2.72 66.9 45.4 -107 -108 -100 -40.6 -35.6 -42.4 -52.1
## 19419 19420 19421 19424 19427 19432 19437 19438 19440 19444 19450
## Predicted 148.7 175.4 175.4 130 77.8 89.7 127.1 131.21 147.9 164.3 162.1
## cvpred 148.3 174.3 174.3 129 77.9 90.8 127.9 132.05 148.6 164.6 162.5
## pm2.5 134.0 142.0 172.0 162 166.0 143.0 94.0 126.00 163.0 188.0 252.0
## CV residual -14.3 -32.3 -2.3 33 88.1 52.2 -33.9 -6.05 14.4 23.4 89.5
## 19451 19458 19459 19461 19462 19463 19470 19471 19472 19473 19476
## Predicted 144 90.0 96.3 109 151 106 149 113 156 148 108.81
## cvpred 144 89.4 95.6 108 150 105 148 113 157 149 109.93
## pm2.5 262 338.0 338.0 355 356 393 269 306 306 282 107.00
## CV residual 118 248.6 242.4 247 206 288 121 193 149 133 -2.93
## 19477 19479 19485 19489 19490 19491 19502 19505 19506 19512 19514
## Predicted 96.23 83.08 124.1 117.2 130.8 160 26.20 15.03 15.03 139 91.4
## cvpred 97.54 84.13 124.8 117.6 130.9 160 25.43 14.26 14.26 138 90.1
## pm2.5 94.00 78.00 71.0 37.0 41.0 37 28.00 11.00 8.00 16 18.0
## CV residual -3.54 -6.13 -53.8 -80.6 -89.9 -123 2.57 -3.26 -6.26 -122 -72.1
## 19515 19517 19519 19521 19524 19525 19526 19527 19529 19530
## Predicted 24.9 52 56.7 39.7 0.0580 0.0580 -6.23 -8.71 3.30 9.59
## cvpred 24.2 51 55.7 39.1 -0.0759 -0.0759 -6.27 -8.87 2.95 9.15
## pm2.5 26.0 27 12.0 15.0 16.0000 20.0000 12.00 12.00 10.00 17.00
## CV residual 1.8 -24 -43.7 -24.1 16.0759 20.0759 18.27 20.87 7.05 7.85
## 19531 19533 19534 19537 19538 19539 19546 19549 19550 19556 19559
## Predicted 18.36 45.0 78.5 123.1 119.0 90.7 70.4 -1.77 33.88 78.1 113.954
## cvpred 17.94 45.1 77.9 122.3 118.2 90.6 70.3 -1.44 35.26 78.9 114.535
## pm2.5 8.00 17.0 21.0 31.0 40.0 11.0 21.0 21.00 27.00 68.0 115.000
## CV residual -9.94 -28.1 -56.9 -91.3 -78.2 -79.6 -49.3 22.44 -8.26 -10.9 0.465
## 19561 19563 19567 19568 19569 19570 19572 19578 19585 19588 19592
## Predicted 120.24 140.3 116.1 109.2 88.1 107.2 54.8 62.7 106 108 98.5
## cvpred 120.73 139.1 115.7 108.2 87.6 106.6 55.3 63.7 105 107 97.9
## pm2.5 118.00 118.0 152.0 156.0 148.0 129.0 131.0 135.0 280 261 131.0
## CV residual -2.73 -21.1 36.3 47.8 60.4 22.4 75.7 71.3 175 154 33.1
## 19593 19594 19599 19601 19604 19608 19611 19612 19617 19619 19622
## Predicted 55.1 21.7 -48.3 -55.2 8.66 68.3 17.19 23.47 37.2 43.5 32.0
## cvpred 55.1 22.1 -47.6 -54.4 10.26 68.8 18.31 24.51 38.5 45.6 34.1
## pm2.5 152.0 119.0 26.0 31.0 41.00 131.0 16.00 18.00 97.0 62.0 51.0
## CV residual 96.9 96.9 73.6 85.4 30.74 62.2 -2.31 -6.51 58.5 16.4 16.9
## 19624 19627 19629 19632 19636 19639 19641 19642 19643 19645 19647
## Predicted 41.0 59.0 77.8 100 120.8 136.6 76.25 93.2 80.5 -1.98 -27.2
## cvpred 42.8 60.3 78.9 101 119.7 135.2 75.38 92.4 81.1 -2.08 -27.3
## pm2.5 57.0 41.0 32.0 45 60.0 80.0 77.00 79.0 87.0 64.00 36.0
## CV residual 14.2 -19.3 -46.9 -56 -59.7 -55.2 1.62 -13.4 5.9 66.08 63.3
## 19651 19652 19653 19654 19655 19657 19658 19660 19664 19667
## Predicted -24.7 -9.07 -6.03 0.263 16.17 25.5 30.2 30.7 40.1 12.9954
## cvpred -25.2 -9.59 -6.42 -0.223 15.85 25.2 29.9 30.5 39.8 13.0402
## pm2.5 16.0 13.00 10.00 8.000 10.00 15.0 10.0 10.0 8.0 13.0000
## CV residual 41.2 22.59 16.42 8.223 -5.85 -10.2 -19.9 -20.5 -31.8 -0.0402
## 19668 19674 19697 19699 19701 19703 19708 19714 19715 19716 19721
## Predicted 4.23 -3.20 40.1 54.6 75.9 100.8 127.9 109.0 96.4 83.56 87.9
## cvpred 4.25 -3.54 40.8 55.2 76.4 101.1 127.9 109.3 96.9 84.05 88.0
## pm2.5 20.00 19.00 29.0 27.0 27.0 54.0 71.0 90.0 78.0 76.00 40.0
## CV residual 15.75 22.54 -11.8 -28.2 -49.4 -47.1 -56.9 -19.3 -18.9 -8.05 -48.0
## 19722 19725 19727 19730 19731 19732 19739 19741 19742 19743 19747
## Predicted 104.5 103.5 101.6 114.8 68.6 120.9 96.8 90.3 98.5 96.1 111.4
## cvpred 104.5 103.6 101.6 113.2 67.3 120.5 95.7 90.6 98.8 96.2 111.7
## pm2.5 43.0 43.0 54.0 41.0 31.0 35.0 46.0 52.0 48.0 52.0 55.0
## CV residual -61.5 -60.6 -47.6 -72.2 -36.3 -85.5 -49.7 -38.6 -50.8 -44.2 -56.7
## 19751 19758 19766 19769 19770 19771 19773 19774 19775 19779 19780
## Predicted 19.49 63.5 31.3 -35.9 -29.6 -29.1 -14.0 -19.7 -15.9 56.9 58.5
## cvpred 19.09 62.5 31.8 -36.5 -30.3 -29.8 -14.8 -20.4 -16.8 56.5 58.0
## pm2.5 11.00 15.0 24.0 32.0 27.0 10.0 19.0 15.0 27.0 25.0 9.0
## CV residual -8.09 -47.5 -7.8 68.5 57.3 39.8 33.8 35.4 43.8 -31.5 -49.0
## 19785 19789 19790 19798 19801 19805 19808 19809 19810 19812
## Predicted 2.95 -9.63 -20.0 19.48 19.6942 28.2 26.8 10.16 1.68 -22.1
## cvpred 2.23 -10.17 -20.5 19.15 18.9423 27.2 26.2 9.72 1.44 -22.3
## pm2.5 11.00 21.00 14.0 11.00 19.0000 9.0 8.0 17.00 14.00 13.0
## CV residual 8.77 31.17 34.5 -8.15 0.0577 -18.2 -18.2 7.28 12.56 35.3
## 19815 19818 19825 19827 19829 19833 19838 19842 19844 19846 19847
## Predicted -19.2 -4.97 47.4 47.4 114.2 83.3 -18.6 -27.9 109.8 114.0 110
## cvpred -19.4 -5.48 47.5 47.5 114.4 84.0 -18.4 -27.7 110.2 114.5 111
## pm2.5 25.0 17.00 15.0 20.0 24.0 44.0 35.0 20.0 36.0 18.0 21
## CV residual 44.4 22.48 -32.5 -27.5 -90.4 -40.0 53.4 47.7 -74.2 -96.5 -90
## 19848 19853 19856 19861 19863 19867 19871 19872 19873 19879 19882
## Predicted 106.3 113.6 98.2 69.4 53.7 62.4 117 66.9 67.5 7.12 -30.1
## cvpred 106.9 113.1 97.4 68.8 54.4 62.9 116 66.0 66.6 6.55 -30.1
## pm2.5 23.0 46.0 58.0 63.0 92.0 87.0 151 147.0 160.0 42.00 24.0
## CV residual -83.9 -67.1 -39.4 -5.8 37.6 24.1 35 81.0 93.4 35.45 54.1
## 19885 19888 19891 19892 19893 19894 19897 19902 19904 19914 19916
## Predicted -49.5 -57.2 -55.6 25.0 29.06 47.7 77.2 118.8 96.0 48.4 67.5
## cvpred -49.2 -57.1 -55.6 25.6 29.71 48.2 77.6 118.9 95.8 49.3 68.4
## pm2.5 20.0 23.0 17.0 16.0 27.00 31.0 63.0 148.0 164.0 99.0 90.0
## CV residual 69.2 80.1 72.6 -9.6 -2.71 -17.2 -14.6 29.1 68.2 49.7 21.6
## 19919 19920 19923 19925 19927 19928 19931 19935 19937 19939 19940
## Predicted 114.3 110.2 111.8 126.0 142 146.4 88.9 95.7 103.6 104.1 159
## cvpred 114.9 110.8 112.3 126.2 141 145.1 89.6 96.2 103.9 104.5 159
## pm2.5 79.0 91.0 91.0 107.0 94 72.0 45.0 54.0 56.0 49.0 38
## CV residual -35.9 -19.8 -21.3 -19.2 -47 -73.1 -44.6 -42.2 -47.9 -55.5 -121
## 19953 19956 19957 19958 19960 19963 19964 19969 19979 19982 19983
## Predicted 21.7 -10.9 -7.36 -5.74 -13.4 -16.8 29.8 45.849 -13.0 29.62 -25.0
## cvpred 21.6 -11.0 -7.42 -5.91 -13.8 -17.4 30.1 44.894 -13.4 28.73 -25.4
## pm2.5 10.0 15.0 14.00 14.00 18.0 8.0 43.0 45.000 40.0 22.00 13.0
## CV residual -11.6 26.0 21.42 19.91 31.8 25.4 12.9 0.106 53.4 -6.73 38.4
## 19984 19986 19991 19998 19999 20002 20004 20006 20008 20010 20011
## Predicted -19.3 26.30 63.1 163.3 166 91.339 53.3 20.7 30.27 40.7 51.0
## cvpred -19.8 25.49 63.4 161.3 164 91.769 54.1 21.5 30.73 41.0 51.3
## pm2.5 22.0 18.00 28.0 89.0 63 91.000 85.0 46.0 25.00 14.0 22.0
## CV residual 41.8 -7.49 -35.4 -72.3 -101 -0.769 30.9 24.5 -5.73 -27.0 -29.3
## 20013 20016 20024 20025 20028 20030 20032 20034 20036 20039 20041
## Predicted 85.0 68.6 142.0 102.79 37.7 7.87 -3.94 12.7 38.2 73.4 104.6
## cvpred 84.9 68.9 140.5 103.01 38.5 8.60 -3.36 13.1 38.4 73.5 104.4
## pm2.5 20.0 47.0 92.0 101.00 89.0 49.00 34.00 31.0 22.0 63.0 79.0
## CV residual -64.9 -21.9 -48.5 -2.01 50.5 40.40 37.36 17.9 -16.4 -10.5 -25.4
## 20042 20044 20045 20051 20052 20053 20055 20057 20062 20065 20068
## Predicted 113.4 130.1 115.8 36.0 0.776 7.06 18.67 81.2 106.2 101.0 82.6
## cvpred 113.2 129.7 114.9 36.1 1.085 7.28 18.29 81.8 106.9 101.9 82.2
## pm2.5 86.0 80.0 83.0 84.0 52.000 35.00 27.00 24.0 66.0 56.0 9.0
## CV residual -27.2 -49.7 -31.9 47.9 50.915 27.72 8.71 -57.8 -40.9 -45.9 -73.2
## 20074 20075 20076 20078 20079 20081 20088 20090 20092 20096 20098
## Predicted 15.6 -24.2 8.79 15.57 13.5 18.4 95.5 117.9 125.8 136.2 104.77
## cvpred 15.9 -23.8 9.13 15.69 14.8 19.3 96.1 118.2 125.9 136.2 105.25
## pm2.5 22.0 22.0 22.00 23.00 23.0 40.0 61.0 64.0 80.0 95.0 108.00
## CV residual 6.1 45.8 12.87 7.31 8.2 20.7 -35.1 -54.2 -45.9 -41.2 2.75
## 20102 20107 20109 20111 20113 20115 20118 20122 20125 20126 20127
## Predicted 73.0 79.7 100.8 122.16 128.4 138.8 160.2 133.97 123.6 123.0 123.0
## cvpred 73.5 80.1 101.2 122.41 128.6 138.9 160.1 134.37 124.1 123.5 123.5
## pm2.5 138.0 163.0 164.0 116.00 105.0 121.0 140.0 142.00 160.0 174.0 178.0
## CV residual 64.5 82.9 62.8 -6.41 -23.6 -17.9 -20.1 7.63 35.9 50.5 54.5
## 20134 20135 20138 20141 20146 20147 20148 20150 20151 20155 20156
## Predicted 136 157.8 132 159.5 138.4 138.4 132.1 141.9 135.7 101.1 106
## cvpred 137 158.2 132 158.5 138.8 138.8 132.6 142.3 136.1 100.3 105
## pm2.5 229 73.0 59 61.0 100.0 109.0 102.0 122.0 125.0 158.0 152
## CV residual 92 -85.2 -73 -97.5 -38.8 -29.8 -30.6 -20.3 -11.1 57.7 47
## 20157 20161 20162 20167 20169 20172 20174 20179 20183 20188
## Predicted 104.1 102 102 148.9 145.57 150.2 148.3 154.6 157.1 159.48
## cvpred 103.5 102 102 148.4 146.48 151.2 149.1 155.3 157.9 159.88
## pm2.5 148.0 164 170 183.0 149.00 172.0 205.0 89.0 82.0 151.00
## CV residual 44.5 62 68 34.6 2.52 20.8 55.9 -66.3 -75.9 -8.88
## 20193 20197 20199 20203 20204 20210 20213 20217 20223 20225 20226
## Predicted 157.00 153.5 124.1 145.7 152.0 166.18 165.3 159.6 121.9 121.8 125.9
## cvpred 157.28 152.4 123.7 145.7 151.9 165.78 164.7 159.1 120.6 121.7 125.8
## pm2.5 154.00 181.0 202.0 159.0 185.0 157.00 116.0 115.0 162.0 160.0 195.0
## CV residual -3.28 28.6 78.3 13.3 33.1 -8.78 -48.7 -44.1 41.4 38.3 69.2
## 20227 20228 20229 20230 20231 20232 20235 20243 20245 20247 20248
## Predicted 138.5 151.1 159.8 151.9 154 154.1 154.2 146 139 126 124
## cvpred 138.2 150.6 159.4 151.7 154 153.7 152.6 146 139 125 124
## pm2.5 201.0 216.0 235.0 247.0 257 245.0 203.0 258 281 278 268
## CV residual 62.8 65.4 75.6 95.3 103 91.3 50.4 112 142 153 144
## 20254 20255 20256 20257 20260 20262 20264 20265 20269 20274 20276
## Predicted 100.6 158 143 144 164.5 120.1 152.0 116 123.4 127.8 126.1
## cvpred 99.4 157 143 144 164.1 118.6 150.5 115 122.2 126.4 124.9
## pm2.5 298.0 307 268 157 207.0 174.0 179.0 187 34.0 35.0 41.0
## CV residual 198.6 150 125 13 42.9 55.4 28.5 72 -88.2 -91.4 -83.9
## 20281 20293 20294 20295 20297 20299 20300 20302 20303 20304 20307
## Predicted 111.9 6.97 -3.42 2.31 2.31 21.2 34.0 134.6 155 142.5 178
## cvpred 110.6 6.12 -4.18 1.44 1.44 20.0 32.9 132.9 153 140.6 175
## pm2.5 13.0 15.00 17.00 13.00 12.00 8.0 4.0 37.0 69 120.0 28
## CV residual -97.6 8.88 21.18 11.56 10.56 -12.0 -28.9 -95.9 -84 -20.6 -147
## 20313 20316 20319 20325 20326 20328 20333 20334 20338 20342 20343
## Predicted 143 121.6 119.6 122.8 172.6 165.9 165.9 174 37.1 -15.0 -15.0
## cvpred 141 120.9 119.2 121.3 171.2 163.3 163.3 171 35.5 -16.3 -16.3
## pm2.5 51 65.0 76.0 78.0 144.0 176.0 134.0 112 126.0 41.0 21.0
## CV residual -90 -55.9 -43.2 -43.3 -27.2 12.7 -29.3 -59 90.5 57.3 37.3
## 20349 20350 20352 20354 20358 20365 20368 20370 20375 20387 20388
## Predicted 0.108 5.34 24.5 25.7 38.8 41.4 54.7 46.5 99.9 30.3 59.2
## cvpred -1.093 4.17 23.3 25.1 38.1 42.0 55.3 47.1 100.3 30.0 58.8
## pm2.5 30.000 28.00 39.0 46.0 135.0 83.0 136.0 98.0 183.0 205.0 220.0
## CV residual 31.093 23.83 15.7 20.9 96.9 41.0 80.7 50.9 82.7 175.0 161.2
## 20389 20392 20396 20400 20401 20402 20404 20407 20411 20412 20413
## Predicted 56.8 56.1 99.3 127.2 154.0 164.4 165.5 174.0 151.2 138.2 133.5
## cvpred 56.2 56.7 99.5 127.4 154.1 164.4 164.2 172.5 151.4 137.3 132.7
## pm2.5 200.0 142.0 130.0 168.0 121.0 112.0 108.0 122.0 174.0 183.0 179.0
## CV residual 143.8 85.3 30.5 40.6 -33.1 -52.4 -56.2 -50.5 22.6 45.7 46.3
## 20418 20421 20426 20427 20429 20430 20431 20441 20442 20446 20451
## Predicted 123.0 109 117 120 121.8 121.8 120.2 105.6 109.7 109.9 140.5
## cvpred 123.5 109 117 119 120.9 120.9 119.4 106.6 110.7 110.7 140.6
## pm2.5 162.0 227 257 259 210.0 204.0 215.0 156.0 137.0 121.0 72.0
## CV residual 38.5 118 140 140 89.1 83.1 95.6 49.4 26.3 10.3 -68.6
## 20456 20463 20465 20468 20472 20474 20477 20479 20481 20484 20488
## Predicted 150.8 -20.1 34.1 71.6 135.0 107.8 143.6 110.6 48.3 -10.23 13.9
## cvpred 149.7 -20.0 35.2 72.3 135.3 106.9 142.5 109.6 48.2 -9.63 15.2
## pm2.5 119.0 85.0 90.0 98.0 119.0 146.0 112.0 80.0 61.0 64.00 49.0
## CV residual -30.7 105.0 54.8 25.7 -16.3 39.1 -30.5 -29.6 12.8 73.63 33.8
## 20493 20510 20513 20518 20519 20521 20522 20530 20535 20540 20541
## Predicted 72.1 46.7 45.3 86.6 73.8 123.7 94.9 0.859 8.86 51.1 59.8
## cvpred 72.9 48.0 46.4 87.3 74.6 122.9 94.9 1.741 9.00 51.8 60.6
## pm2.5 19.0 152.0 126.0 217.0 116.0 50.0 77.0 72.000 39.00 121.0 46.0
## CV residual -53.9 104.0 79.6 129.7 41.4 -72.9 -17.9 70.259 30.00 69.2 -14.6
## 20542 20545 20546 20551 20556 20557 20560 20566 20569 20570 20573
## Predicted 66.1 88.5 111.5 119.4 76.2 61.2 66.3 100.5 74.6 100.9 138.4
## cvpred 66.8 88.9 111.6 118.4 77.0 62.0 67.1 100.7 74.2 99.6 136.8
## pm2.5 43.0 68.0 61.0 104.0 132.0 110.0 113.0 79.0 57.0 57.0 73.0
## CV residual -23.8 -20.9 -50.6 -14.4 55.0 48.0 45.9 -21.7 -17.2 -42.6 -63.8
## 20579 20580 20582 20583 20588 20590 20592 20595 20596 20605 20606
## Predicted 62.7 36.0 33.2 67.79 76.8 76.2 66.7 131.0 97.4 5.59 34.5
## cvpred 61.9 35.9 33.2 66.94 75.8 76.6 66.9 129.6 96.1 5.79 34.6
## pm2.5 76.0 64.0 75.0 76.00 146.0 113.0 84.0 59.0 77.0 100.00 81.0
## CV residual 14.1 28.1 41.8 9.06 70.2 36.4 17.1 -70.6 -19.1 94.21 46.4
## 20607 20612 20614 20624 20626 20627 20628 20637 20640 20642 20648
## Predicted 26.3 66.4 70.01 109.0 78.1 67.6 61.3 85.06 110.5 128.4 136.9
## cvpred 26.4 67.3 71.02 108.7 78.3 69.1 62.9 86.01 111.3 127.6 136.3
## pm2.5 83.0 57.0 80.00 125.0 154.0 124.0 146.0 91.00 125.0 142.0 195.0
## CV residual 56.6 -10.3 8.98 16.3 75.7 54.9 83.1 4.99 13.7 14.4 58.7
## 20653 20655 20656 20657 20658 20661 20662 20663 20670 20675 20681
## Predicted 69.7 75.5 73.0 81.2 83.4 92.4 97.1 101 122.8 129.38 102.1
## cvpred 71.4 77.0 74.4 82.6 84.7 93.6 98.3 102 123.6 130.34 101.7
## pm2.5 166.0 165.0 171.0 172.0 164.0 152.0 204.0 209 152.0 128.00 143.0
## CV residual 94.6 88.0 96.6 89.4 79.3 58.4 105.7 107 28.4 -2.34 41.3
## 20685 20686 20689 20691 20693 20694 20697 20700 20704 20707
## Predicted 102.7 106.8 143.30 146.96 154.9 113.4 109.6 136.73 89.7 112.6
## cvpred 102.3 106.4 143.74 146.14 153.9 112.7 109.1 137.48 90.5 113.2
## pm2.5 148.0 149.0 138.00 143.00 124.0 123.0 141.0 135.00 28.0 87.0
## CV residual 45.7 42.6 -5.74 -3.14 -29.9 10.3 31.9 -2.48 -62.5 -26.2
## 20709 20710 20711 20713 20714 20719 20722 20726 20731 20742 20743
## Predicted 127.7 140.5 145.2 151 149.0 167.3 144.4 136.1 94.2 174 165.3
## cvpred 128.2 141.1 145.8 152 149.4 167.4 144.7 136.2 94.5 172 163.7
## pm2.5 83.0 85.0 124.0 130 121.0 189.0 193.0 124.0 84.0 69 71.0
## CV residual -45.2 -56.1 -21.8 -22 -28.4 21.6 48.3 -12.2 -10.5 -103 -92.7
## 20744 20755 20759 20766 20769 20770 20772 20776 20777 20779 20780
## Predicted 146.7 -21.8 48.5 138 37.300 14.3 -8.92 -17.2 -21.3 -4.62 23.02
## cvpred 145.6 -22.4 47.3 136 36.395 13.7 -9.51 -17.9 -22.1 -5.55 21.83
## pm2.5 61.0 15.0 37.0 51 37.000 33.0 42.00 28.0 16.0 16.00 19.00
## CV residual -84.6 37.4 -10.3 -85 0.605 19.3 51.51 45.9 38.1 21.55 -2.83
## 20788 20790 20794 20795 20799 20802 20804 20807 20809 20810 20816
## Predicted 99.6 83.4 32.07 11.29 -6.52 -7.93 -9.85 -2.99 -7.09 36.94 116.7
## cvpred 97.6 81.6 31.14 10.52 -7.13 -8.79 -10.81 -4.04 -8.15 35.67 116.9
## pm2.5 43.0 18.0 25.00 20.00 22.00 33.00 27.00 32.00 38.00 40.00 58.0
## CV residual -54.6 -63.6 -6.14 9.48 29.13 41.79 37.81 36.04 46.15 4.33 -58.9
## 20817 20818 20821 20827 20830 20831 20833 20841 20842 20844 20851
## Predicted 102.5 96.2 80.89 79.5 112.3 114.5 121.4 115.4 106.9 93.3 66.6
## cvpred 102.9 96.7 81.69 80.0 112.7 114.8 121.5 115.8 107.6 92.9 67.6
## pm2.5 73.0 73.0 79.00 50.0 27.0 27.0 34.0 69.0 72.0 107.0 122.0
## CV residual -29.9 -23.7 -2.69 -30.0 -85.7 -87.8 -87.5 -46.8 -35.6 14.1 54.4
## 20852 20854 20855 20862 20871 20872 20874 20876 20917 20918 20921
## Predicted 28.8 81.7 98.4 136.94 84.7 90.5 67.5 68.0 105.1 100 101.8
## cvpred 28.8 82.6 99.1 137.33 86.2 91.8 68.2 68.8 106.6 102 103.4
## pm2.5 130.0 129.0 136.0 140.00 162.0 163.0 147.0 128.0 137.0 157 165.0
## CV residual 101.2 46.4 36.9 2.67 75.8 71.2 78.8 59.2 30.4 55 61.6
## 20935 20945 20946 20947 20948 20949 20951 20954 20957 20958 20963
## Predicted 138.6 64.5 66.1 80.6 86.9 93.2 102.2 81.4 31.4 31.4 7.15
## cvpred 139.5 65.7 67.2 81.6 87.8 94.0 103.3 81.1 31.6 30.9 7.94
## pm2.5 102.0 61.0 50.0 61.0 58.0 68.0 117.0 107.0 19.0 15.0 10.00
## CV residual -37.5 -4.7 -17.2 -20.6 -29.8 -26.0 13.7 25.9 -12.6 -15.9 2.06
## 20965 20968 20972 20976 20977 20979 20986 20992 20995 20997 20999
## Predicted 16.84 19.53 47.0 101.0 105.6 126 -10.17 14.24 32.0 55.5 72.4
## cvpred 16.92 19.37 47.9 100.3 106.1 125 -9.86 15.46 32.9 56.2 71.6
## pm2.5 12.00 16.00 34.0 49.0 51.0 51 57.00 8.00 19.0 16.0 31.0
## CV residual -4.92 -3.37 -13.9 -51.3 -55.1 -74 66.86 -7.46 -13.9 -40.2 -40.6
## 21001 21005 21007 21010 21019 21022 21023 21024 21025 21026 21027
## Predicted 124 130.8 79 60.2 70.2 113.2 127.7 139.8 140.3 148.2 131.5
## cvpred 123 129.8 79 61.3 70.9 113.8 128.2 138.9 140.6 148.3 130.9
## pm2.5 69 48.0 30 22.0 31.0 63.0 83.0 98.0 99.0 98.0 98.0
## CV residual -54 -81.8 -49 -39.3 -39.9 -50.8 -45.2 -40.9 -41.6 -50.3 -32.9
## 21030 21032 21034 21036 21038 21040 21043 21045 21046 21051 21052
## Predicted 143.75 140.9 116.2 82.2 49.9 26.397 22.01 47.5 53.7 135.1 113.1
## cvpred 142.76 139.8 116.7 83.1 51.1 27.354 22.74 48.0 54.2 133.5 112.2
## pm2.5 138.00 146.0 129.0 104.0 67.0 27.000 31.00 36.0 28.0 58.0 63.0
## CV residual -4.76 6.2 12.3 20.9 15.9 -0.354 8.26 -12.0 -26.2 -75.5 -49.2
## 21055 21060 21061 21067 21071 21076 21082 21085 21096 21097 21103
## Predicted 123.9 82.5 76.2 82.0 103.4 122.8 85.5 72.2 88.6 99.0 109.1
## cvpred 122.8 83.6 77.4 83.1 104.5 123.6 85.8 74.0 90.0 100.3 110.1
## pm2.5 80.0 134.0 162.0 151.0 158.0 135.0 125.0 143.0 134.0 94.0 86.0
## CV residual -42.8 50.4 84.6 67.9 53.5 11.4 39.2 69.0 44.0 -6.3 -24.1
## 21105 21108 21109 21111 21112 21113 21114 21118 21120 21132
## Predicted 105.29 82.0 71.6 82.0 77.258 69.3 75.6 98.2 94.6 5.747
## cvpred 106.49 83.3 73.0 83.3 76.988 69.3 75.5 98.5 95.0 6.657
## pm2.5 102.00 104.0 99.0 105.0 76.000 33.0 26.0 22.0 15.0 6.000
## CV residual -4.49 20.7 26.0 21.7 -0.988 -36.3 -49.5 -76.5 -80.0 -0.657
## 21133 21136 21140 21141 21143 21151 21153 21160 21165 21170 21171
## Predicted 3.27 34.4 16.20 66.4 108.5 119.8 90.79 44.65 115.7 108.8 110.4
## cvpred 4.06 34.9 17.24 66.5 108.3 119.7 91.31 46.39 116.1 108.6 110.1
## pm2.5 6.00 10.0 9.00 16.0 29.0 115.0 82.00 38.00 43.0 51.0 55.0
## CV residual 1.94 -24.9 -8.24 -50.5 -79.3 -4.7 -9.31 -8.39 -73.1 -57.6 -55.1
## 21178 21181 21189 21193 21196 21198 21201 21206 21208 21211 21212
## Predicted 96.6 94.1 140.4 155.9 157.5 130.4 147.4 94.3 62.313 70.22 76.51
## cvpred 97.0 95.3 139.9 156.6 158.1 130.4 148.3 95.6 63.611 71.32 77.52
## pm2.5 54.0 55.0 121.0 143.0 143.0 145.0 180.0 108.0 63.000 67.00 71.00
## CV residual -43.0 -40.3 -18.9 -13.6 -15.1 14.6 31.7 12.4 -0.611 -4.32 -6.52
## 21214 21219 21220 21228 21230 21232 21234 21235 21236 21239 21241
## Predicted 113.97 130.6 141.0 135 143.4 147 105.3 122.1 153.5 158.9 161.1
## cvpred 114.63 131.1 141.4 134 143.8 146 104.5 121.7 153.6 157.7 159.8
## pm2.5 117.00 178.0 175.0 246 206.0 261 39.0 41.0 57.0 84.0 95.0
## CV residual 2.37 46.9 33.6 112 62.2 115 -65.5 -80.7 -96.6 -73.7 -64.8
## 21243 21248 21249 21250 21251 21258 21259 21261 21263 21267 21268
## Predicted 169.0 156.71 150.4 105.2 125.3 58.91 58.91 69.9 95.3 118.2 118.2
## cvpred 167.5 155.66 149.5 105.4 124.7 59.72 59.72 70.6 95.9 117.7 117.7
## pm2.5 135.0 161.00 167.0 164.0 148.0 66.00 62.00 61.0 47.0 72.0 86.0
## CV residual -32.5 5.34 17.5 58.6 23.3 6.28 2.28 -9.6 -48.9 -45.7 -31.7
## 21272 21274 21275 21278 21282 21287 21290 21291 21294 21295
## Predicted 81.00 32.17 7.29 16.9 46.898 116.1 129 128.7 130.13 134.23
## cvpred 80.37 32.74 8.02 18.1 47.898 116.5 129 128.9 128.77 132.88
## pm2.5 87.00 42.00 15.00 5.0 47.000 135.0 237 219.0 122.00 130.00
## CV residual 6.63 9.26 6.98 -13.1 -0.898 18.5 108 90.1 -6.77 -2.88
## 21296 21298 21299 21302 21303 21305 21309 21314 21316 21317 21320
## Predicted 121.7 119.9 82.1 99.9 99.3 103 121.5 142.1 152 147.9 91.6
## cvpred 120.5 120.1 82.0 100.4 99.8 104 121.6 140.6 150 146.2 90.5
## pm2.5 148.0 194.0 193.0 205.0 203.0 212 45.0 50.0 49 56.0 45.0
## CV residual 27.5 73.9 111.0 104.6 103.2 108 -76.6 -90.6 -101 -90.2 -45.5
## 21322 21323 21324 21327 21335 21339 21344 21348 21350 21352
## Predicted 108.5 95.9 89.1 74.2 64.9 134 142.9 104.57 74.46 55.3042
## cvpred 107.5 95.1 88.4 74.6 64.5 134 142.8 105.05 75.07 55.9684
## pm2.5 44.0 48.0 50.0 61.0 129.0 101 82.0 111.00 82.00 56.0000
## CV residual -63.5 -47.1 -38.4 -13.6 64.5 -33 -60.8 5.95 6.93 0.0316
## 21353 21356 21357 21359 21361 21365 21372 21373 21376 21378 21380
## Predicted 61.03 86.2 97.1 120.4 130.8 157.8 115 102.1 67.8 165.5 161
## cvpred 61.59 86.4 97.3 120.5 130.8 157.6 114 101.1 68.1 164.8 159
## pm2.5 56.00 46.0 58.0 69.0 71.0 110.0 181 177.0 116.0 66.0 29
## CV residual -5.59 -40.4 -39.3 -51.5 -59.8 -47.6 67 75.9 47.9 -98.8 -130
## 21381 21382 21383 21390 21391 21399 21403 21404 21407 21415 21416
## Predicted 132.4 133 167 107.2 149 65.6 -16.7 31.1 92.0 121 135.6
## cvpred 131.4 132 166 105.7 147 64.4 -17.6 29.8 91.8 119 133.9
## pm2.5 33.0 32 38 7.0 8 10.0 1.0 7.0 20.0 33 54.0
## CV residual -98.4 -100 -128 -98.7 -139 -54.4 18.6 -22.8 -71.8 -86 -79.9
## 21419 21421 21426 21430 21431 21432 21434 21436 21438 21439 21440
## Predicted 74.7 -22.5 23 130 109.1 136.2 134 129.6 115.0 96.2 79.8
## cvpred 74.7 -23.4 23 129 108.6 135.4 132 127.8 112.7 94.1 78.1
## pm2.5 31.0 8.0 13 22 68.0 75.0 75 71.0 23.0 23.0 24.0
## CV residual -43.7 31.4 -10 -107 -40.6 -60.4 -57 -56.8 -89.7 -71.1 -54.1
## 21444 21446 21449 21452 21454 21455 21457 21467 21474 21475 21481
## Predicted 75.3 65.4 62.8 63.5 77.2 77.2 121 125.3 110.3 110.3 112
## cvpred 73.9 65.3 61.5 62.9 76.4 76.4 119 125.2 110.2 110.2 111
## pm2.5 4.0 4.0 6.0 15.0 10.0 11.0 11 152.0 61.0 54.0 17
## CV residual -69.9 -61.3 -55.5 -47.9 -66.4 -65.4 -108 26.8 -49.2 -56.2 -94
## 21483 21484 21485 21494 21496 21508 21509 21510 21512 21514 21516
## Predicted 112.2 114 113.8 51.5 34.5 127 118 122 63.3 38.4 49.4
## cvpred 111.6 112 112.4 51.0 34.0 126 117 122 62.9 38.2 49.8
## pm2.5 12.0 11 13.0 17.0 8.0 15 9 14 11.0 9.0 4.0
## CV residual -99.6 -101 -99.4 -34.0 -26.0 -111 -108 -108 -51.9 -29.2 -45.8
## 21519 21530 21534 21538 21541 21542 21548 21549 21554 21556 21560
## Predicted 21.1 98.5 108.9 81.8 39.1 28.2 82.3 86.8 139.2 141.4 101.9
## cvpred 21.1 97.5 107.8 81.4 39.1 28.2 81.8 86.7 138.1 140.2 101.7
## pm2.5 6.0 11.0 76.0 15.0 11.0 12.0 25.0 29.0 53.0 49.0 46.0
## CV residual -15.1 -86.5 -31.8 -66.4 -28.1 -16.2 -56.8 -57.7 -85.1 -91.2 -55.7
## 21561 21562 21564 21566 21567 21572 21574 21577 21585 21589 21592
## Predicted 114 86.4 75.9 33.8 29.1 32.9 87.17 81.9 72.0 90.9 75.3
## cvpred 115 85.9 76.7 34.9 30.2 33.8 86.33 82.4 71.5 91.7 76.2
## pm2.5 49 54.0 87.0 104.0 127.0 93.0 86.00 101.0 144.0 155.0 164.0
## CV residual -66 -31.9 10.3 69.1 96.8 59.2 -0.33 18.6 72.5 63.3 87.8
## 21593 21596 21600 21606 21607 21611 21612 21614 21615 21616 21617
## Predicted 85.7 101 124 151.07 151 120 108.7 97.7 103.4 105 109
## cvpred 86.5 101 125 151.02 151 120 109.2 98.3 103.9 105 110
## pm2.5 202.0 254 266 147.00 139 135 157.0 161.0 166.0 208 275
## CV residual 115.5 153 141 -4.02 -12 15 47.8 62.7 62.1 103 165
## 21625 21633 21634 21637 21641 21649 21654 21662 21668 21669 21670
## Predicted 151 130.1 117.6 105.4 89.8 137.2 154 86.1 110.6 113.6 118.6
## cvpred 151 129.2 116.8 106.1 90.6 137.6 153 85.8 111.2 114.3 119.1
## pm2.5 277 111.0 94.0 83.0 130.0 185.0 203 154.0 210.0 183.0 191.0
## CV residual 126 -18.2 -22.8 -23.1 39.4 47.4 50 68.2 98.8 68.7 71.9
## 21675 21684 21686 21687 21688 21692 21693 21698 21702 21712 21713
## Predicted 157.8 129.2 122.39 122.4 117.7 130.9 132.5 144.63 158.8 139.4 133.5
## cvpred 156.6 129.9 123.14 123.1 118.5 131.4 132.9 143.63 157.5 138.4 133.9
## pm2.5 71.0 85.0 125.00 156.0 160.0 109.0 98.0 138.00 181.0 167.0 173.0
## CV residual -85.6 -44.9 1.86 32.9 41.5 -22.4 -34.9 -5.63 23.5 28.6 39.1
## 21714 21719 21729 21732 21733 21736 21737 21739 21746 21748
## Predicted 134.7 151.1 151 140.40 142.877 152.3 148.17 148.6 159.7 129
## cvpred 133.7 151.5 151 140.65 143.244 151.3 147.16 148.9 158.6 129
## pm2.5 178.0 224.0 162 132.00 143.000 130.0 140.00 196.0 71.0 61
## CV residual 44.3 72.5 11 -8.65 -0.244 -21.3 -7.16 47.1 -87.6 -68
## 21751 21752 21754 21756 21757 21761 21767 21773 21774 21781
## Predicted 131.4 156.4 143.9 127.6 125.4 121.3 138.9 130.790 141.18 125.2
## cvpred 131.1 155.6 143.2 128.4 126.3 122.2 139.8 130.443 140.75 126.5
## pm2.5 86.0 98.0 90.0 80.0 91.0 135.0 62.0 131.000 134.00 115.0
## CV residual -45.1 -57.6 -53.2 -48.4 -35.3 12.8 -77.8 0.557 -6.75 -11.5
## 21786 21789 21791 21796 21798 21799 21800 21805 21806 21807 21812
## Predicted 118.4 129.9 128.3 138.5 141.0 145 120.9 96.7 90.8 92.0 111.3
## cvpred 119.7 131.1 129.6 138.3 140.9 145 122.5 97.0 92.5 92.3 112.6
## pm2.5 131.0 59.0 47.0 77.0 127.0 130 139.0 44.0 58.0 63.0 36.0
## CV residual 11.3 -72.1 -82.6 -61.3 -13.9 -15 16.5 -53.0 -34.5 -29.3 -76.6
## 21814 21816 21817 21822 21826 21830 21840 21847 21858 21860 21863
## Predicted 121.7 126.4 128.0 142 146.8 140.0 153.63 160.7 142.9 141.3 147.1
## cvpred 122.9 127.6 129.1 143 147.7 140.9 154.27 160.9 143.2 141.7 146.2
## pm2.5 51.0 34.0 34.0 53 74.0 106.0 151.00 91.0 73.0 73.0 98.0
## CV residual -71.9 -93.6 -95.1 -90 -73.7 -34.9 -3.27 -69.9 -70.2 -68.7 -48.2
## 21864 21868 21869 21870 21874 21889 21901 21904 21910 21911 21913
## Predicted 153.8 107.22 113.5 113.5 86.17 136.0 113.0 97.9 100.4 102.6 100.3
## cvpred 154.1 106.54 112.7 112.7 85.86 136.5 113.6 98.6 100.3 102.4 99.6
## pm2.5 106.0 105.00 97.0 127.0 78.00 77.0 137.0 133.0 192.0 199.0 200.0
## CV residual -48.1 -1.54 -15.7 14.3 -7.86 -59.5 23.4 34.4 91.7 96.6 100.4
## 21914 21916 21923 21933 21934 21937 21938 21941 21947 21948 21949
## Predicted 105 91.67 28.4 71.1 104.8 129 148 120.5 37.4 42.1 37.5
## cvpred 105 91.25 28.1 71.4 104.9 128 146 118.7 36.7 42.1 37.4
## pm2.5 178 84.00 12.0 24.0 27.0 33 45 45.0 20.0 16.0 18.0
## CV residual 73 -7.25 -16.1 -47.4 -77.9 -95 -101 -73.7 -16.7 -26.1 -19.4
## 21950 21951 21953 21954 21958 21960 21962 21968 21969 21971 21979
## Predicted 35.3 62.1 62.1 68.4 98.5 109.44 110.0 121.25 114.5 101.9 116.3
## cvpred 35.3 62.5 62.5 68.7 98.7 109.58 110.2 121.55 113.6 101.3 116.8
## pm2.5 18.0 15.0 22.0 20.0 33.0 103.00 60.0 114.00 96.0 81.0 106.0
## CV residual -17.3 -47.5 -40.5 -48.7 -65.7 -6.58 -50.2 -7.55 -17.6 -20.3 -10.8
## 21980 21983 21984 21989 21991 21995 21996 21997 22000 22001 22005
## Predicted 112.77 113.9 124.3 157.1 154.5 98.75 98.75 88.36 130.3 127.8 134.97
## cvpred 113.26 114.4 124.7 157.1 153.4 98.26 98.26 87.95 130.9 128.3 135.53
## pm2.5 105.00 83.0 68.0 94.0 85.0 89.00 93.00 97.00 109.0 109.0 133.00
## CV residual -8.26 -31.4 -56.7 -63.1 -68.4 -9.26 -5.26 9.05 -21.9 -19.3 -2.53
## 22007 22008 22010 22013 22018 22019 22025 22028 22030 22031 22032
## Predicted 109.4 153 157 111.0 142.4 140.7 146.4 117 123.4 152.3 152.3
## cvpred 108.6 153 156 110.1 141.5 141.2 146.8 117 123.2 151.3 151.3
## pm2.5 122.0 32 46 55.0 90.0 112.0 168.0 184 188.0 189.0 179.0
## CV residual 13.4 -121 -110 -55.1 -51.5 -29.2 21.2 67 64.8 37.7 27.7
## 22036 22040 22044 22045 22046 22047 22054 22060 22064 22070 22076
## Predicted 123.4 152.3 131.6 131.6 127.0 114.40 133.3 147.60 144 112 137.9
## cvpred 123.2 151.3 132.3 132.3 127.6 115.22 133.8 146.58 143 112 138.5
## pm2.5 180.0 179.0 168.0 178.0 157.0 110.00 232.0 149.00 184 135 119.0
## CV residual 56.8 27.7 35.7 45.7 29.4 -5.22 98.2 2.42 41 23 -19.5
## 22079 22081 22082 22085 22090 22092 22094 22098 22102 22109 22112
## Predicted 144.2 150.5 156.8 152.3 148.5 148.9 131.6 140 146.4 117.3 110.4
## cvpred 144.7 150.9 157.1 151.3 147.7 149.4 132.3 140 146.8 116.1 109.4
## pm2.5 115.0 115.0 103.0 95.0 122.0 104.0 107.0 90 72.0 52.0 52.0
## CV residual -29.7 -35.9 -54.1 -56.3 -25.7 -45.4 -25.3 -50 -74.8 -64.1 -57.4
## 22119 22122 22123 22125 22129 22131 22137 22140 22143 22145 22146
## Predicted 123.6 131.5 136.2 168 121.8 163 143.3 142.3 105.0 94.00 123.3
## cvpred 123.7 131.4 136.1 168 120.2 161 142.1 140.7 104.3 93.42 123.2
## pm2.5 46.0 67.0 56.0 22 25.0 45 86.0 95.0 76.0 87.00 88.0
## CV residual -77.7 -64.4 -80.1 -146 -95.2 -116 -56.1 -45.7 -28.3 -6.42 -35.2
## 22147 22148 22153 22154 22157 22158 22162 22164 22166 22168 22178
## Predicted 109.1 121.6 160 138 125 131 106.9 119.1 68.9 112.3 151
## cvpred 108.4 120.1 158 136 123 130 106.5 118.1 68.8 111.3 151
## pm2.5 94.0 61.0 28 20 19 27 20.0 57.0 35.0 13.0 26
## CV residual -14.4 -59.1 -130 -116 -104 -103 -86.5 -61.1 -33.8 -98.3 -125
## 22179 22182 22183 22184 22185 22186 22191 22192 22193 22194 22200
## Predicted 150 111.0 124.0 105.0 84.3 83.3 96.5 88.3 98.1 106.8 116.1
## cvpred 149 110.1 123.8 104.5 83.8 83.6 96.1 87.9 97.7 107.6 116.1
## pm2.5 18 25.0 33.0 25.0 22.0 15.0 14.0 17.0 28.0 34.0 38.0
## CV residual -131 -85.1 -90.8 -79.5 -61.8 -68.6 -82.1 -70.9 -69.7 -73.6 -78.1
## 22203 22207 22221 22224 22230 22231 22244 22247 22252 22253 22258
## Predicted 147.1 143 113.9 122.7 127 110.0 87.1 96.5 134.5 140.8 103.4
## cvpred 146.2 142 114.4 123.2 127 109.2 88.1 97.5 135.2 141.4 103.6
## pm2.5 61.0 38 34.0 53.0 52 54.0 32.0 53.0 86.0 63.0 126.0
## CV residual -85.2 -104 -80.4 -70.2 -75 -55.2 -56.1 -44.5 -49.2 -78.4 22.4
## 22260 22261 22265 22266 22267 22271 22273 22274 22275 22281 22285
## Predicted 86.6 76.25 58.7 60.9 69.7 91.0 99.5 114.1 118.6 121.4 97.9
## cvpred 88.2 77.89 60.3 62.4 71.2 92.4 100.7 113.9 119.8 122.9 99.6
## pm2.5 90.0 85.00 51.0 45.0 52.0 55.0 60.0 55.0 61.0 108.0 79.0
## CV residual 1.8 7.11 -9.3 -17.4 -19.2 -37.4 -40.7 -58.9 -58.8 -14.9 -20.6
## 22286 22289 22292 22300 22304 22307 22309 22312 22313 22314
## Predicted 89.1 86.6 99.2 135.6 137.8 114.3 103.3 100.27 100.27 106.00
## cvpred 90.8 88.2 100.6 136.8 138.9 115.6 104.7 101.53 101.53 107.15
## pm2.5 77.0 83.0 79.0 99.0 54.0 81.0 96.0 103.00 95.00 98.00
## CV residual -13.8 -5.2 -21.6 -37.8 -84.9 -34.6 -8.7 1.47 -6.53 -9.15
## 22316 22318 22319 22322 22324 22326 22327 22328 22330 22335
## Predicted 108.19 123.2 121.6 134.2 145.8 140.5 140.5 144.6 132.01 110.10
## cvpred 109.24 124.2 122.7 135.1 145.2 141.3 141.3 145.4 133.02 111.26
## pm2.5 105.00 100.0 100.0 83.0 105.0 124.0 123.0 116.0 132.00 115.00
## CV residual -4.24 -24.2 -22.7 -52.1 -40.2 -17.3 -18.3 -29.4 -1.02 3.74
## 22338 22342 22344 22350 22353 22355 22359 22360 22362 22365 22370
## Predicted 111.7 122.7 124.3 145.6 131.4 97.5 107 100.8 105 126.2 138.8
## cvpred 112.8 123.7 125.2 146.3 132.4 98.0 109 101.9 106 127.2 139.6
## pm2.5 142.0 138.0 146.0 195.0 206.0 212.0 220 189.0 181 189.0 239.0
## CV residual 29.2 14.3 20.8 48.7 73.6 114.0 111 87.1 75 61.8 99.4
## 22373 22379 22381 22385 22390 22393 22396 22397 22409 22411 22414
## Predicted 146.7 133 134 126.7 135 136 128 128 29.8 95.0 139.7
## cvpred 147.3 133 135 126.2 134 135 127 127 29.5 95.6 138.9
## pm2.5 198.0 278 293 31.0 21 28 12 11 12.0 17.0 39.0
## CV residual 50.7 145 158 -95.2 -113 -107 -115 -116 -17.5 -78.6 -99.9
## 22416 22422 22425 22427 22428 22435 22438 22440 22447 22448 22449
## Predicted 95.0 147 76.3 51.8 58.1 112.3 113.4 124 140.6 136.8 126.4
## cvpred 94.9 146 76.1 51.9 58.8 113.3 114.5 125 140.2 136.6 126.3
## pm2.5 20.0 17 17.0 13.0 20.0 63.0 30.0 23 53.0 56.0 66.0
## CV residual -74.9 -129 -59.1 -38.9 -38.8 -50.3 -84.5 -102 -87.2 -80.6 -60.3
## 22454 22455 22458 22459 22460 22461 22464 22470 22471 22472 22473
## Predicted 107.0 105.2 96.0 104.9 115.3 120.0 122.5 140.9 135.0 139.1 131.2
## cvpred 107.1 106.7 96.2 106.2 116.5 121.2 123.8 140.7 136.2 140.3 132.6
## pm2.5 80.0 69.0 65.0 65.0 76.0 83.0 103.0 56.0 88.0 90.0 95.0
## CV residual -27.1 -37.7 -31.2 -41.2 -40.5 -38.2 -20.8 -84.7 -48.2 -50.3 -37.6
## 22474 22475 22477 22481 22482 22483 22484 22487 22489 22493 22494
## Predicted 139.1 144.9 123.53 129.3 128.8 126.8 133 143.5 143.5 147.3 147.3
## cvpred 140.3 145.9 124.73 130.4 128.6 127.8 134 144.3 144.3 147.9 147.9
## pm2.5 102.0 122.0 121.00 62.0 79.0 75.0 68 54.0 73.0 78.0 69.0
## CV residual -38.3 -23.9 -3.73 -68.4 -49.6 -52.8 -66 -90.3 -71.3 -69.9 -78.9
## 22496 22497 22500 22501 22502 22504 22506 22510 22512 22519 22520
## Predicted 146.8 151 141.0 138.8 141.0 147 147 147 141.5 116.4 116.4
## cvpred 146.2 152 141.7 139.6 141.7 147 148 146 142.2 116.6 116.6
## pm2.5 54.0 68 61.0 46.0 61.0 29 46 39 56.0 79.0 77.0
## CV residual -92.2 -84 -80.7 -93.6 -80.7 -118 -102 -107 -86.2 -37.6 -39.6
## 22524 22526 22534 22535 22536 22538 22540 22542 22546 22548 22601
## Predicted 141 135.1 135.5 141.8 118.8 143.5 151 147.3 153.0 139.8 141.0
## cvpred 141 134.8 136.6 142.7 119.2 144.3 152 147.9 153.5 140.5 141.7
## pm2.5 99 94.0 108.0 109.0 37.0 83.0 88 98.0 130.0 128.0 49.0
## CV residual -42 -40.8 -28.6 -33.7 -82.2 -61.3 -64 -49.9 -23.5 -12.5 -92.7
## 22608 22612 22613 22614 22615 22616 22619 22632 22636 22639 22640
## Predicted 112.7 159 152 158 116.6 126 149 115 117 117 115
## cvpred 112.3 158 151 157 115.9 126 148 115 116 116 115
## pm2.5 47.0 35 35 39 44.0 29 16 22 9 14 17
## CV residual -65.3 -123 -116 -118 -71.9 -97 -132 -93 -107 -102 -98
## 22646 22649 22652 22655 22656 22657 22662 22675 22681 22682 22683
## Predicted 124 106.2 106.2 108.6 122 113.0 113.0 110.7 135.0 141.3 141.3
## cvpred 124 105.6 105.6 108.2 122 112.4 112.4 111.8 136.2 142.4 142.4
## pm2.5 19 6.0 13.0 17.0 11 18.0 16.0 18.0 69.0 77.0 64.0
## CV residual -105 -99.6 -92.6 -91.2 -111 -94.4 -96.4 -93.8 -67.2 -65.4 -78.4
## 22689 22692 22693 22695 22698 22712 22717 22718 22720 22724 22733
## Predicted 98.8 86.3 111.5 102.2 116.4 93.3 57.4 60.9 96.5 105.8 138.1
## cvpred 98.9 87.2 112.9 103.5 117.5 93.1 58.4 61.9 97.9 107.3 139.4
## pm2.5 77.0 76.0 81.0 38.0 50.0 36.0 18.0 17.0 22.0 24.0 47.0
## CV residual -21.9 -11.2 -31.9 -65.5 -67.5 -57.1 -40.4 -44.9 -75.9 -83.3 -92.4
## 22736 22738 22744 22745 22746 22747 22749 22750 22755 22759 22761
## Predicted 135.9 75.1 87.5 91.6 91.6 97.9 120.8 114.6 130.8 143.4 122.3
## cvpred 137.3 75.8 89.3 93.4 93.4 99.6 122.3 116.1 130.9 143.3 122.6
## pm2.5 53.0 51.0 39.0 29.0 23.0 24.0 69.0 69.0 74.0 95.0 85.0
## CV residual -84.3 -24.8 -50.3 -64.4 -70.4 -75.6 -53.3 -47.1 -56.9 -48.3 -37.6
## 22770 22771 22774 22777 22781 22783 22787 22789 22795 22797 22801
## Predicted 104.7 106.9 121.9 124.1 119.4 146.6 113.4 111.0 118.3 126.8 137.2
## cvpred 106.1 108.2 123.2 125.3 119.7 146.3 114.9 112.3 119.5 127.8 138.1
## pm2.5 46.0 47.0 44.0 57.0 67.0 73.0 56.0 63.0 61.0 73.0 89.0
## CV residual -60.1 -61.2 -79.2 -68.3 -52.7 -73.3 -58.9 -49.3 -58.5 -54.8 -49.1
## 22809 22811 22814 22815 22817 22819 22820 22825 22827 22832 22833
## Predicted 141 132.9 86.8 86.8 88.4 111.9 97.5 110.0 104.0 96.4 123.7
## cvpred 141 132.8 87.6 87.6 89.1 111.6 98.0 109.6 103.5 96.3 123.6
## pm2.5 120 106.0 80.0 76.0 33.0 25.0 29.0 31.0 37.0 23.0 40.0
## CV residual -21 -26.8 -7.6 -11.6 -56.1 -86.6 -69.0 -78.6 -66.5 -73.3 -83.6
## 22835 22837 22839 22846 22848 22851 22853 22854 22855 22858 22859
## Predicted 111.1 77.4 74.7 121.6 133.8 144.6 150.4 121.6 121.6 121.47 112.71
## cvpred 111.2 77.7 75.0 122.7 133.4 145.4 149.9 121.8 121.8 121.52 112.72
## pm2.5 49.0 46.0 48.0 38.0 41.0 53.0 72.0 85.0 89.0 116.00 120.00
## CV residual -62.2 -31.7 -27.0 -84.7 -92.4 -92.4 -77.9 -36.8 -32.8 -5.52 7.28
## 22862 22863 22867 22876 22878 22881 22883 22884 22885 22936 22940
## Predicted 87.7 83.6 97.8 143.7 148 134.2 127.34 126.9 108.3 74.6 101.7
## cvpred 89.1 85.0 98.9 144.3 149 135.1 128.33 126.6 108.1 75.9 102.7
## pm2.5 70.0 55.0 60.0 105.0 114 112.0 136.00 137.0 138.0 14.0 32.0
## CV residual -19.1 -30.0 -38.9 -39.3 -35 -23.1 7.67 10.4 29.9 -61.9 -70.7
## 22941 22944 22948 22951 22953 22955 22956 22963 22968 22970 22971
## Predicted 133.0 150 122.4 153.5 116.1 132.3 111.5 126.0 147 154.8 161
## cvpred 132.5 151 122.5 152.6 116.3 133.1 112.5 126.4 147 153.6 159
## pm2.5 33.0 47 71.0 66.0 73.0 104.0 76.0 50.0 40 57.0 59
## CV residual -99.5 -104 -51.5 -86.6 -43.3 -29.1 -36.5 -76.4 -107 -96.6 -100
## 22972 22974 22975 22977 22982 22984 22988 22991 22994 22995 22996
## Predicted 167.3 138.0 165.2 98.0 62.8 39.2 98.9 108.3 145.8 140.0 145.8
## cvpred 167.2 137.4 163.9 97.4 63.5 39.5 100.1 109.4 145.4 140.9 145.4
## pm2.5 68.0 67.0 73.0 70.0 26.0 16.0 31.0 67.0 90.0 96.0 88.0
## CV residual -99.2 -70.4 -90.9 -27.4 -37.5 -23.5 -69.1 -42.4 -55.4 -44.9 -57.4
## 22997 23007 23010 23012 23015 23016 23018 23019 23020 23024 23028
## Predicted 146.3 77.4 89.4 106.1 117.0 117.0 120.8 131.2 141.6 139.0 124.1
## cvpred 147.1 79.0 90.9 107.4 118.2 118.2 121.8 132.1 142.5 138.7 125.3
## pm2.5 86.0 53.0 41.0 67.0 73.0 77.0 67.0 64.0 77.0 119.0 146.0
## CV residual -61.1 -26.0 -49.9 -40.4 -45.2 -41.2 -54.8 -68.1 -65.5 -19.7 20.7
## 23035 23037 23038 23048 23050 23051 23126 23128 23131 23132 23133
## Predicted 123.2 129.5 127.9 146.8 138.3 131.6 48.3 41.5 70.6 85.6 112.7
## cvpred 124.2 130.4 128.9 147.5 139.2 131.3 48.8 42.0 72.0 87.0 113.8
## pm2.5 147.0 148.0 145.0 153.0 182.0 190.0 3.0 8.0 5.0 20.0 23.0
## CV residual 22.8 17.6 16.1 5.5 42.8 58.7 -45.8 -34.0 -67.0 -67.0 -90.8
## 23134 23136 23138 23139 23145 23149 23158 23161 23164 23166 23173
## Predicted 125.6 131 108.8 145 31.2 27.0 116 133.0 138.8 120.1 79.9
## cvpred 126.7 131 108.6 144 32.0 27.8 117 134.1 138.6 120.3 81.9
## pm2.5 28.0 29 42.0 24 21.0 6.0 29 40.0 67.0 87.0 110.0
## CV residual -98.7 -102 -66.6 -120 -11.0 -21.8 -88 -94.1 -71.6 -33.3 28.1
## 23175 23176 23178 23182 23185 23186 23187 23189 23190 23191 23198
## Predicted 78.8 70.60 72.2 114.9 134 140.1 145.9 145.9 119.3 123.4 54.20
## cvpred 80.7 72.48 74.0 116.4 135 141.2 145.6 145.6 119.7 123.8 56.05
## pm2.5 88.0 70.00 77.0 66.0 66 71.0 73.0 88.0 101.0 110.0 66.00
## CV residual 7.3 -2.48 3.0 -50.4 -69 -70.2 -72.6 -57.6 -18.7 -13.8 9.95
## 23199 23204 23205 23208 23209 23221 23224 23227 23228 23229 23232
## Predicted 43.8 89.2 112.1 131.3 125.0 93.0 69.7 92.1 109 113.5 134.3
## cvpred 45.7 90.6 113.3 132.4 126.2 94.6 71.4 93.5 110 114.7 135.3
## pm2.5 62.0 59.0 71.0 103.0 90.0 149.0 120.0 123.0 131 127.0 114.0
## CV residual 16.3 -31.6 -42.3 -29.4 -36.2 54.4 48.6 29.5 21 12.3 -21.3
## 23233 23239 23246 23248 23255 23256 23257 23259 23261 23264 23266
## Predicted 136.5 148.6 83.7 85.3 121.1 131.51 131.08 135.2 142 142 135.6
## cvpred 137.4 148.1 85.2 86.8 122.4 132.66 130.95 135.1 143 143 136.8
## pm2.5 120.0 180.0 161.0 146.0 134.0 128.00 125.00 93.0 93 81 73.0
## CV residual -17.4 31.9 75.8 59.2 11.6 -4.66 -5.95 -42.1 -50 -62 -63.8
## 23268 23269 23270 23271 23275 23279 23282 23285 23287 23288 23295
## Predicted 123.0 108.0 108.0 105.8 120.0 137.2 144.7 154.2 114.4 114.4 82.5
## cvpred 124.4 109.4 109.4 107.3 121.2 138.3 144.3 153.5 113.8 113.8 82.1
## pm2.5 48.0 46.0 47.0 48.0 56.0 54.0 64.0 80.0 83.0 83.0 64.0
## CV residual -76.4 -63.4 -62.4 -59.3 -65.2 -84.3 -80.3 -73.5 -30.8 -30.8 -18.1
## 23297 23298 23301 23305 23309 23311 23316 23318 23322 23323 23332
## Predicted 84.6 31.4 128.3 143.4 114.6 113.51 24.69 22.85 103.8 103.81 137
## cvpred 85.3 31.0 128.6 143.6 113.7 112.74 25.11 23.81 105.1 105.06 138
## pm2.5 55.0 56.0 115.0 154.0 153.0 115.00 35.00 26.00 63.0 115.00 266
## CV residual -30.3 25.0 -13.6 10.4 39.3 2.26 9.89 2.19 -42.1 9.94 128
## 23336 23338 23341 23345 23347 23350 23355 23357 23359 23360 23361
## Predicted 100 110 101 78.2 94.8 122 137.5 133.4 137.7 107 130
## cvpred 101 110 103 79.9 96.4 124 138.8 134.7 137.7 107 131
## pm2.5 302 252 232 195.0 176.0 229 197.0 207.0 232.0 240 245
## CV residual 201 142 129 115.1 79.6 105 58.2 72.3 94.3 133 114
## 23367 23369 23371 23381 23382 23383 23395 23399 23402 23405 23409
## Predicted 81.2 86.9 103.6 139.8 139.7 143.9 114.24 115.9 119.1 113.0 109
## cvpred 83.1 88.7 105.2 139.7 140.9 143.9 114.69 116.2 119.2 112.4 109
## pm2.5 142.0 135.0 150.0 183.0 186.0 203.0 110.00 106.0 103.0 123.0 5
## CV residual 58.9 46.3 44.8 43.3 45.1 59.1 -4.69 -10.2 -16.2 10.6 -104
## 23414 23417 23425 23426 23427 23430 23434 23435 23439 23441 23443
## Predicted 92.5 88.4 72.1 95.7 91.6 97.9 67.3 55.7 17.96 24.3 47.5
## cvpred 92.3 88.2 71.9 95.9 91.8 98.0 68.1 55.9 18.33 24.5 47.7
## pm2.5 13.0 13.0 7.0 5.0 6.0 6.0 17.0 11.0 11.00 11.0 13.0
## CV residual -79.3 -75.2 -64.9 -90.9 -85.8 -92.0 -51.1 -44.9 -7.33 -13.5 -34.7
## 23448 23455 23457 23460 23461 23467 23468 23470 23472 23474 23477
## Predicted 57.1 101.4 61.5 5.459 3.27 82.1 97.2 112.2 135 105.8 112.1
## cvpred 57.2 101.1 61.8 6.148 4.06 83.5 98.5 113.5 134 105.7 111.9
## pm2.5 11.0 10.0 12.0 7.000 7.00 15.0 19.0 24.0 27 37.0 31.0
## CV residual -46.2 -91.1 -49.8 0.852 2.94 -68.5 -79.5 -89.5 -107 -68.7 -80.9
## 23483 23484 23485 23489 23490 23493 23496 23497 23499 23500 23504
## Predicted 87.5 81.2 70.7 57.8 55.9 108.4 136 142 141.9 113.0 139.7
## cvpred 88.1 81.9 72.7 59.8 57.8 109.9 137 143 141.8 113.7 139.7
## pm2.5 22.0 21.0 31.0 52.0 34.0 37.0 34 39 47.0 55.0 72.0
## CV residual -66.1 -60.9 -41.7 -7.8 -23.8 -72.9 -103 -104 -94.8 -58.7 -67.7
## 23505 23506 23510 23514 23516 23517 23518 23521 23532 23533
## Predicted 108.7 120.8 101.84 109.7 138.57 141.48 101.2 107 81.8 71.42
## cvpred 109.5 121.1 103.61 111.3 138.51 142.82 101.4 107 83.0 72.67
## pm2.5 70.0 63.0 101.00 98.0 142.00 150.00 154.0 143 99.0 81.00
## CV residual -39.5 -58.1 -2.61 -13.3 3.49 7.18 52.6 36 16.0 8.33
## 23534 23536 23538 23541 23542 23545 23549 23550 23553 23555 23557
## Predicted 112.7 108.6 113.3 131 136 140.5 111.6 102.8 83.9 58.8 87.7
## cvpred 114.3 110.2 114.9 132 136 140.5 112.5 102.9 84.3 59.6 88.4
## pm2.5 60.0 38.0 32.0 26 33 44.0 42.0 50.0 34.0 39.0 34.0
## CV residual -54.3 -72.2 -82.9 -106 -103 -96.5 -70.5 -52.9 -50.3 -20.6 -54.4
## 23560 23562 23564 23570 23574 23575 23581 23583 23584 23585 23587
## Predicted 95.5 97.7 121 150.0 119.54 148.4 102.2 97.52 99.6 95.5 112.2
## cvpred 97.2 99.3 122 149.8 120.16 148.2 102.8 98.09 101.3 97.2 113.7
## pm2.5 52.0 64.0 58 80.0 124.00 132.0 133.0 103.00 87.0 93.0 80.0
## CV residual -45.2 -35.3 -64 -69.8 3.84 -16.2 30.2 4.91 -14.3 -4.2 -33.7
## 23589 23590 23591 23593 23594 23601 23602 23605 23608 23609 23612
## Predicted 115.2 121.5 117.384 146.6 146.6 134.1 118.9 100.0 95.5 95.5 124.7
## cvpred 116.9 123.1 118.966 147.9 147.9 135.5 119.3 100.7 97.2 97.2 126.1
## pm2.5 90.0 106.0 118.000 126.0 129.0 173.0 180.0 161.0 116.0 106.0 78.0
## CV residual -26.9 -17.1 -0.966 -21.9 -18.9 37.5 60.7 60.3 18.8 8.8 -48.1
## 23615 23617 23618 23620 23622 23623 23624 23625 23627 23628 23635
## Predicted 126.4 128.5 138.5 139 146 145.2 139 142.6 139 138.4 128.7
## cvpred 127.6 129.7 138.3 140 146 146.2 140 142.4 140 139.4 129.6
## pm2.5 96.0 108.0 116.0 133 115 123.0 134 160.0 150 174.0 75.0
## CV residual -31.6 -21.7 -22.3 -7 -31 -23.2 -6 17.6 10 34.6 -54.6
## 23637 23638 23641 23646 23647 23649 23652 23657 23658 23670 23673
## Predicted 133.4 158.1 159 89.5 95.8 62.8 36.8 37.2 41.3 108.5 73.2
## cvpred 134.2 157.3 159 88.9 95.1 62.6 36.9 37.7 41.8 107.7 73.1
## pm2.5 99.0 88.0 62 6.0 6.0 10.0 7.0 10.0 9.0 16.0 27.0
## CV residual -35.2 -69.3 -97 -82.9 -89.1 -52.6 -29.9 -27.7 -32.8 -91.7 -46.1
## 23674 23683 23684 23685 23699 23703 23709 23721 23726 23727 23731
## Predicted 96.4 101.6 117 117 37.5 43.7 104.6 76.4 44.9 42.8 74.0
## cvpred 96.3 101.3 118 117 38.1 44.3 105.8 76.9 45.9 45.0 75.9
## pm2.5 16.0 17.0 10 16 14.0 6.0 25.0 24.0 26.0 29.0 24.0
## CV residual -80.3 -84.3 -108 -101 -24.1 -38.3 -80.8 -52.9 -19.9 -16.0 -51.9
## 23739 23745 23749 23752 23765 23766 23770 23772 23778 23781 23784
## Predicted 115.0 81.3 65.93 36.53 114 108.0 63.4 31.684 65.2 79.8 115.0
## cvpred 115.9 82.1 67.03 38.82 114 107.8 63.8 32.313 65.1 80.8 114.2
## pm2.5 79.0 43.0 66.00 41.00 47 40.0 33.0 32.000 18.0 49.0 74.0
## CV residual -36.9 -39.1 -1.03 2.18 -67 -67.8 -30.8 -0.313 -47.1 -31.8 -40.2
## 23785 23787 23792 23794 23796 23798 23805 23806 23808 23812 23821
## Predicted 155.3 100.5 92.6 51.3 13.3 39.8 73.3 67.0 53.7 160 14.92
## cvpred 155.6 99.8 92.0 51.3 13.6 39.8 74.0 67.9 53.3 159 15.16
## pm2.5 59.0 69.0 31.0 28.0 29.0 23.0 33.0 34.0 33.0 62 22.00
## CV residual -96.6 -30.8 -61.0 -23.3 15.4 -16.8 -41.0 -33.9 -20.3 -97 6.84
## 23825 23826 23839 23842 23844 23847 23848 23849 23853 23854 23855
## Predicted 33.6 48.1 116.4 125 104.1 88.9 82.2 72.5 135.4 137.15 143.44
## cvpred 34.8 49.3 115.8 125 104.4 90.5 82.6 74.1 136.5 136.85 143.05
## pm2.5 58.0 66.0 65.0 71 128.0 123.0 96.0 94.0 124.0 127.00 146.00
## CV residual 23.2 16.7 -50.8 -54 23.6 32.5 13.4 19.9 -12.5 -9.85 2.95
## 23856 23861 23864 23866 23869 23876 23879 23880 23882 23883 23888
## Predicted 149.73 116.8 115 135.0 109 117.3 99.3 101.5 140.8 146.7 120.3
## cvpred 149.25 117.1 115 134.8 109 118.3 100.4 102.5 141.6 146.1 120.6
## pm2.5 156.00 170.0 188 193.0 238 134.0 56.0 50.0 50.0 54.0 169.0
## CV residual 6.75 52.9 73 58.2 129 15.7 -44.4 -52.5 -91.6 -92.1 48.4
## 23896 23899 23900 23903 23905 23913 23917 23919 23920 23923
## Predicted 100.62 113.2 128.3 122.53 141.0 97.83 89.03 74.0 70.3 118.3
## cvpred 101.81 114.2 129.2 123.57 140.5 97.75 89.37 74.4 72.0 118.3
## pm2.5 96.00 75.0 82.0 127.00 128.0 90.00 91.00 95.0 83.0 104.0
## CV residual -5.81 -39.2 -47.2 3.43 -12.5 -7.75 1.63 20.6 11.0 -14.3
## 23925 23926 23927 23928 23930 23934 23935 23936 23940 23944
## Predicted 127.48 80.5 84.2 95.23 96.8 140 108.7 96.0 98.2 99.647
## cvpred 128.76 81.5 84.4 96.02 96.8 140 109.5 96.4 98.9 101.527
## pm2.5 121.00 159.0 128.0 101.00 58.0 32 32.0 34.0 61.0 101.000
## CV residual -7.76 77.5 43.6 4.98 -38.8 -108 -77.5 -62.4 -37.9 -0.527
## 23948 23953 23957 23959 23960 23964 23969 23971 23973 23976 23979
## Predicted 124 112.8 137.4 137.4 135.8 114.7 98.97 109.2 96.6 138 104.5
## cvpred 124 114.5 138.7 138.7 137.2 116.5 99.34 110.1 97.0 138 104.7
## pm2.5 76 46.0 68.0 81.0 83.0 88.0 96.00 19.0 15.0 13 25.0
## CV residual -48 -68.5 -70.7 -57.7 -54.2 -28.5 -3.34 -91.1 -82.0 -125 -79.7
## 23980 23986 23990 23992 23993 23994 23995 23999 24001 24002 24006
## Predicted 111.4 76.1 14.80 -9.16 25.4 81.6 97.9 139.7 113.0 146.0 158
## cvpred 112.2 76.9 15.96 -7.40 26.3 83.6 98.4 139.7 113.7 145.9 158
## pm2.5 19.0 30.0 17.00 11.00 9.0 9.0 14.0 55.0 49.0 51.0 50
## CV residual -93.2 -46.9 1.04 18.40 -17.3 -74.6 -84.4 -84.7 -64.7 -94.9 -108
## 24007 24008 24009 24022 24023 24032 24033 24036 24038 24039 24040
## Predicted 114 150 152.1 54.1 56.3 28.5 11.81 -25.6 -30.3 -39.1 -47.3
## cvpred 114 151 153.2 54.2 56.3 28.6 12.12 -25.0 -29.7 -38.5 -46.7
## pm2.5 49 47 62.0 9.0 9.0 2.0 4.00 4.0 5.0 2.0 0.0
## CV residual -65 -104 -91.2 -45.2 -47.3 -26.6 -8.12 29.0 34.7 40.5 46.7
## 24043 24046 24050 24055 24057 24059 24060 24061 24064 24066 24067
## Predicted -5.72 3.61 49.3 99.3 45.2 7.72 -7.34 -11.4 22.4 51.8 88.8
## cvpred -5.47 3.90 49.2 98.7 45.6 8.45 -6.54 -10.6 22.7 53.2 88.6
## pm2.5 2.00 5.00 7.0 6.0 9.0 7.00 2.00 5.0 4.0 5.0 12.0
## CV residual 7.47 1.10 -42.2 -92.7 -36.6 -1.45 8.54 15.6 -18.7 -48.2 -76.6
## 24068 24069 24070 24073 24076 24077 24078 24082 24089 24090 24092
## Predicted 135 137 131.8 92.2 111 114.2 111.6 47.1 24.7 51.2 93.3
## cvpred 135 137 131.5 91.9 110 114.4 111.1 47.6 26.4 52.6 94.4
## pm2.5 21 30 62.0 21.0 1 19.0 22.0 17.0 3.0 4.0 25.0
## CV residual -114 -107 -69.5 -70.9 -109 -95.4 -89.1 -30.6 -23.4 -48.6 -69.4
## 24094 24095 24096 24097 24098 24099 24102 24109 24110 24113 24115
## Predicted 135 145 148 150 114.0 120.3 123.0 64.9 58.1 53.1 89.0
## cvpred 135 145 149 149 113.4 119.6 122.3 66.6 59.9 54.7 90.3
## pm2.5 29 29 28 41 60.0 65.0 31.0 25.0 32.0 42.0 59.0
## CV residual -106 -116 -121 -108 -53.4 -54.6 -91.3 -41.6 -27.9 -12.7 -31.3
## 24118 24120 24124 24130 24132 24146 24151 24152 24155 24160 24161
## Predicted 118.5 118.5 155.8 95.50 111.2 124 120.2 112.3 16.89 18.60 22.7
## cvpred 118.8 118.8 155.1 96.08 111.2 124 119.4 111.7 16.95 19.18 23.3
## pm2.5 104.0 108.0 115.0 87.00 140.0 259 24.0 16.0 10.00 12.00 9.0
## CV residual -14.8 -10.8 -40.1 -9.08 28.8 135 -95.4 -95.7 -6.95 -7.18 -14.3
## 24166 24173 24176 24181 24182 24183 24188 24193 24194 24197 24201
## Predicted 48.6 114 150 11.46 6.79 -7.70 25.66 133 148 154 89.7
## cvpred 48.4 113 151 11.84 7.15 -7.26 25.74 132 147 153 89.7
## pm2.5 17.0 7 13 8.00 11.00 12.00 16.00 27 37 16 24.0
## CV residual -31.4 -106 -138 -3.84 3.85 19.26 -9.74 -105 -110 -137 -65.7
## 24206 24207 24217 24220 24221 24226 24230 24233 24234 24235 24236
## Predicted 57.0 58.2 108.7 98.8 101.0 53.75 34.54 20.2 38.79 92.4 82.3
## cvpred 58.9 58.7 109.7 99.3 101.3 54.95 35.82 22.6 41.13 94.2 84.4
## pm2.5 14.0 16.0 189.0 173.0 171.0 61.00 28.00 20.0 37.00 80.0 109.0
## CV residual -44.9 -42.7 79.3 73.7 69.7 6.05 -7.82 -2.6 -4.13 -14.2 24.6
## 24241 24245 24250 24255 24262 24265 24267 24270 24272 24278 24279
## Predicted 114 107.3 76.15 78.9 131.2 143.7 118.8 118 154.0 102 99.9
## cvpred 115 107.5 77.07 81.1 132.7 145.1 119.5 118 153.8 104 101.6
## pm2.5 145 129.0 76.00 167.0 170.0 189.0 207.0 262 215.0 237 264.0
## CV residual 30 21.5 -1.07 85.9 37.3 43.9 87.5 144 61.2 133 162.4
## 24280 24281 24286 24287 24289 24296 24297 24298 24302 24303 24310
## Predicted 95.3 91.2 143 114 139 154.10 101.6 89.1 14.71 14.71 44.9
## cvpred 96.9 92.8 143 115 140 153.42 101.3 89.0 14.86 14.86 45.1
## pm2.5 263.0 227.0 343 347 446 145.00 160.0 128.0 11.00 11.00 8.0
## CV residual 166.1 134.2 200 232 306 -8.42 58.7 39.0 -3.86 -3.86 -37.1
## 24311 24316 24320 24322 24326 24328 24331 24335 24337 24343 24345
## Predicted 45.5 56.4 136 48.8 -8.68 -13.6 86.4 72.9 149.3 139.0 149.3
## cvpred 45.6 56.5 136 49.3 -7.99 -13.2 86.2 74.1 148.7 138.7 148.7
## pm2.5 8.0 9.0 9 20.0 8.00 5.0 15.0 51.0 80.0 84.0 82.0
## CV residual -37.6 -47.5 -127 -29.3 15.99 18.2 -71.2 -23.1 -68.7 -54.7 -66.7
## 24349 24350 24357 24360 24364 24365 24367 24369 24370 24372 24374
## Predicted 83.5 60.3 142.1 116.0 144.83 144.8 144.8 144.8 144.8 144.83 144.8
## cvpred 84.7 61.5 141.2 115.7 143.83 143.8 143.8 143.8 143.8 143.83 143.8
## pm2.5 185.0 139.0 158.0 191.0 134.00 177.0 173.0 125.0 123.0 152.00 132.0
## CV residual 100.3 77.5 16.8 75.3 -9.83 33.2 29.2 -18.8 -20.8 8.17 -11.8
## 24375 24381 24383 24384 24385 24388 24392 24395 24396 24398 24400
## Predicted 144.833 144.8 145 145 145 145 145 145 145 145 145
## cvpred 143.826 143.8 144 144 144 144 144 144 144 144 144
## pm2.5 143.000 214.0 248 269 256 30 9 10 8 8 17
## CV residual -0.826 70.2 104 125 112 -114 -135 -134 -136 -136 -127
## 24403 24406 24415 24418 24420 24421 24425 24427 24428 24432 24435
## Predicted 145 144.8 120.3 120 120 120 120.3 120.3 120.3 120.3 120.3
## cvpred 144 143.8 120.3 120 120 120 120.3 120.3 120.3 120.3 120.3
## pm2.5 11 59.0 24.0 11 14 13 29.0 34.0 56.0 109.0 131.0
## CV residual -133 -84.8 -96.3 -109 -106 -107 -91.3 -86.3 -64.3 -11.3 10.7
## 24437 24439 24440 24441 24443 24445 24448 24456 24460 24464 24468
## Predicted 120.33 120.3 120.3 120.3 120.3 120.3 120.3 126.6 154.2 120.0 97.9
## cvpred 120.27 120.3 120.3 120.3 120.3 120.3 120.3 126.5 153.6 119.6 97.5
## pm2.5 123.00 98.0 82.0 79.0 80.0 88.0 102.0 99.0 94.0 71.0 14.0
## CV residual 2.73 -22.3 -38.3 -41.3 -40.3 -32.3 -18.3 -27.5 -59.6 -48.6 -83.5
## 24473 24475 24481 24482 24485 24490 24495 24497 24503 24504 24505
## Predicted 25.4 29.3 64.7 119 164 42.2 -17.7 -13.6 150.9 155.0 167.6
## cvpred 25.4 29.3 64.5 119 163 42.2 -17.7 -13.6 149.7 153.8 166.2
## pm2.5 7.0 9.0 7.0 8 5 22.0 11.0 13.0 59.0 70.0 82.0
## CV residual -18.4 -20.3 -57.5 -111 -158 -20.2 28.7 26.6 -90.7 -83.8 -84.2
## 24506 24511 24513 24514 24517 24521 24523 24530 24536 24537 24541
## Predicted 167.6 134.6 113.8 80.4 4.95 65.2 76.2 157.8 173 124.2 94.0
## cvpred 166.2 133.3 113.2 80.1 5.34 66.3 77.1 156.9 171 123.5 93.9
## pm2.5 85.0 71.0 34.0 38.0 39.00 18.0 37.0 130.0 60 65.0 189.0
## CV residual -81.2 -62.3 -79.2 -42.1 33.66 -48.3 -40.1 -26.9 -111 -58.5 95.1
## 24546 24549 24552 24554 24555 24557 24559 24562 24564 24566 24575
## Predicted 114 134 171 127 127 131 129 100 69.6 69.3 122.2
## cvpred 115 133 170 126 126 130 128 100 70.4 70.8 123.6
## pm2.5 219 277 285 308 285 233 213 215 214.0 176.0 56.0
## CV residual 104 144 115 182 159 103 85 115 143.6 105.2 -67.6
## 24576 24578 24582 24583 24584 24585 24589 24591 24594 24596 24600
## Predicted 134.3 124.4 124 120.3 124 115.7 101.8 111 115.4 121.7 119.2
## cvpred 134.3 125.7 124 121.6 124 115.8 101.8 111 115.1 121.3 118.7
## pm2.5 42.0 43.0 55 53.0 48 56.0 57.0 49 43.0 40.0 41.0
## CV residual -92.3 -82.7 -69 -68.6 -76 -59.8 -44.8 -62 -72.1 -81.3 -77.7
## 24601 24603 24606 24607 24609 24613 24622 24623 24625 24626 24633
## Predicted 119.2 171 98.2 94.1 117 27.9 157.8 160 166 166 126
## cvpred 118.7 170 97.6 93.5 117 28.0 156.9 159 165 165 125
## pm2.5 41.0 36 39.0 16.0 11 14.0 69.0 58 36 34 34
## CV residual -77.7 -134 -58.6 -77.5 -106 -14.0 -87.9 -101 -129 -131 -91
## 24638 24639 24642 24645 24650 24653 24655 24659 24660 24663 24670
## Predicted 69.9 61.59 93.9 134.28 171.6 141.83 177.6 121 95.9 -20.1 154.7
## cvpred 69.6 62.51 93.2 133.76 170.1 140.24 175.8 120 95.3 -20.2 153.6
## pm2.5 59.0 60.00 41.0 125.00 154.0 132.00 108.0 77 82.0 42.0 129.0
## CV residual -10.6 -2.51 -52.2 -8.76 -16.1 -8.24 -67.8 -43 -13.3 62.2 -24.6
## 24673 24675 24677 24681 24684 24695 24697 24700 24704 24705 24712
## Predicted 130.1 172.5 124.4 113 105.1 141 151 155.5 153.4 153.8 139
## cvpred 128.9 171.2 123.3 112 106.4 142 151 156.4 153.2 154.9 139
## pm2.5 174.0 202.0 89.0 55 131.0 301 293 235.0 240.0 253.0 293
## CV residual 45.1 30.8 -34.3 -57 24.6 159 142 78.6 86.8 98.1 154
## 24715 24718 24719 24720 24732 24733 24734 24735 24740 24741 24745
## Predicted 108 106 99.5 106 70.0 40.4 17.7 19.4 14.0 -1.84 56.2
## cvpred 108 106 99.5 106 70.1 40.7 18.0 19.5 14.2 -1.65 56.2
## pm2.5 317 307 309.0 299 222.0 232.0 166.0 105.0 20.0 19.00 11.0
## CV residual 209 201 209.5 193 151.9 191.3 148.0 85.5 5.8 20.65 -45.2
## 24747 24748 24749 24751 24756 24761 24763 24764 24765 24774 24777
## Predicted 69.1 84.1 72.2 87.2 62.7 73.3 100.3 106.9 115.1 135.0 126.7
## cvpred 69.1 84.1 73.0 88.0 64.7 74.8 101.6 108.4 116.6 136.1 126.7
## pm2.5 13.0 7.0 11.0 13.0 8.0 26.0 52.0 57.0 54.0 48.0 58.0
## CV residual -56.1 -77.1 -62.0 -75.0 -56.7 -48.8 -49.6 -51.4 -62.6 -88.1 -68.7
## 24778 24779 24781 24782 24785 24788 24789 24797 24798 24800 24801
## Predicted 126.7 116.3 109 102.6 69.6 36.8 58.2 146 137 154 125.0
## cvpred 126.7 116.4 109 102.8 70.6 37.3 58.5 145 137 153 126.1
## pm2.5 58.0 68.0 67 65.0 9.0 11.0 10.0 12 16 25 29.0
## CV residual -68.7 -48.4 -42 -37.8 -61.6 -26.3 -48.5 -133 -121 -128 -97.1
## 24806 24807 24812 24816 24817 24821 24824 24825 24826 24827 24830
## Predicted 71.8 71.8 55.8 24.4 30.7 82.7 160 113.9 43.3 28.8 -8.14
## cvpred 72.7 72.7 55.5 24.3 30.5 82.0 159 113.4 43.3 28.9 -8.29
## pm2.5 49.0 37.0 68.0 8.0 7.0 13.0 28 34.0 15.0 16.0 12.00
## CV residual -23.7 -35.7 12.5 -16.3 -23.5 -69.0 -131 -79.4 -28.3 -12.9 20.29
## 24832 24833 24834 24845 24855 24863 24867 24869 24870 24879 24881
## Predicted -7.08 -17.5 53.6 135 62.2 127.6 129.12 129.12 123 115.8 115.4
## cvpred -7.36 -17.7 52.9 134 63.3 128.3 128.21 128.21 122 116.8 115.1
## pm2.5 10.00 13.0 11.0 78 81.0 173.0 124.00 126.00 136 175.0 164.0
## CV residual 17.36 30.7 -41.9 -56 17.7 44.7 -4.21 -2.21 14 58.2 48.9
## 24886 24888 24889 24890 24891 24892 24893 24894 24900 24905 24910
## Predicted 159 152.3 156.4 156.4 160.7 162.9 160.2 135.5 139 121.9 138
## cvpred 158 151.8 155.9 155.9 161.2 163.3 159.5 135.6 140 121.2 137
## pm2.5 214 209.0 228.0 212.0 206.0 199.0 210.0 194.0 205 156.0 10
## CV residual 56 57.2 72.1 56.1 44.8 35.7 50.5 58.4 65 34.8 -127
## 24912 24913 24914 24915 24917 24927 24930 24939 24943 24944 24945
## Predicted 142 144 150 149 155 133 126.0 99.3 95.2 93.6 87.3
## cvpred 140 142 148 147 153 132 124.4 98.3 94.2 92.7 86.5
## pm2.5 12 14 11 10 6 27 25.0 17.0 19.0 16.0 19.0
## CV residual -128 -128 -137 -137 -147 -105 -99.4 -81.3 -75.2 -76.7 -67.5
## 24947 24955 24958 24959 24960 24962 24963 24966 24968 24970 24972
## Predicted 70.9 75.5 78.6 84.9 89.0 114.1 125 105.4 164 93.1 105.3
## cvpred 70.5 75.2 78.3 84.5 88.6 113.4 125 104.6 163 92.8 105.1
## pm2.5 26.0 36.0 40.0 32.0 38.0 42.0 48 50.0 54 66.0 71.0
## CV residual -44.5 -39.2 -38.3 -52.5 -50.6 -71.4 -77 -54.6 -109 -26.8 -34.1
## 24974 24978 24979 24985 24986 24987 24988 24993 24995 24999 25000
## Predicted 94.4 123.07 123.5 171 177.5 177.5 133.5 131.3 49.5 15.9 22.2
## cvpred 94.2 122.49 124.2 170 176.2 176.2 132.4 130.3 49.3 15.8 22.0
## pm2.5 77.0 114.00 109.0 99 114.0 132.0 106.0 95.0 85.0 31.0 32.0
## CV residual -17.2 -8.49 -15.2 -71 -62.2 -44.2 -26.4 -35.3 35.7 15.2 10.0
## 25001 25002 25004 25005 25007 25008 25011 25020 25022 25023 25035
## Predicted 28.5 38.86 47.63 47.63 49.82 54.5 99.8 88.4 74.9 72.7 154
## cvpred 28.2 38.48 47.28 47.28 49.36 54.0 98.9 88.0 74.6 72.5 153
## pm2.5 40.0 32.00 39.00 43.00 43.00 44.0 32.0 51.0 29.0 50.0 135
## CV residual 11.8 -6.48 -8.28 -4.28 -6.36 -10.0 -66.9 -37.0 -45.6 -22.5 -18
## 25036 25041 25047 25048 25049 25051 25053 25054 25057 25058 25061
## Predicted 147.5 150 106.3 96.0 102 148.2 152.8 156.9 146.6 146.1 151.8
## cvpred 146.9 150 107.8 97.5 102 149.1 153.7 157.9 147.6 145.8 151.5
## pm2.5 116.0 118 71.0 71.0 44 67.0 116.0 143.0 132.0 116.0 122.0
## CV residual -30.9 -32 -36.8 -26.5 -58 -82.1 -37.7 -14.9 -15.6 -29.8 -29.5
## 25062 25066 25072 25075 25080 25081 25085 25086 25089 25093
## Predicted 122.99 109.769 120.6 118.2 92.7 96.5 87.7 87.7 83.1 68.3
## cvpred 123.39 109.698 119.9 117.3 91.6 95.2 86.0 86.0 81.3 66.8
## pm2.5 130.00 110.000 46.0 26.0 12.0 10.0 9.0 11.0 9.0 13.0
## CV residual 6.61 0.302 -73.9 -91.3 -79.6 -85.2 -77.0 -75.0 -72.3 -53.8
## 25097 25098 25101 25106 25107 25110 25114 25115 25117 25120 25122
## Predicted 61.0 71.4 68.7 79.6 79.6 75.5 76.5 50.4 39.4 29.79 48.4
## cvpred 59.7 70.0 67.5 78.4 78.4 74.3 76.1 49.5 38.6 28.74 47.3
## pm2.5 13.0 12.0 9.0 12.0 12.0 13.0 22.0 18.0 26.0 26.00 23.0
## CV residual -46.7 -58.0 -58.5 -66.4 -66.4 -61.3 -54.1 -31.5 -12.6 -2.74 -24.3
## 25123 25127 25130 25132 25133 25137 25138 25144 25145 25148 25149
## Predicted 53.0 68.1 80.7 56.1 66.5 69.5 61.6 33.1 24.9 48.7 38.9
## cvpred 51.9 66.9 79.3 54.7 65.0 68.2 60.4 32.0 23.8 47.5 37.8
## pm2.5 34.0 8.0 12.0 8.0 14.0 10.0 14.0 12.0 8.0 11.0 18.0
## CV residual -17.9 -58.9 -67.3 -46.7 -51.0 -58.2 -46.4 -20.0 -15.8 -36.5 -19.8
## 25151 25155 25156 25159 25161 25165 25172 25174 25177 25179 25181
## Predicted 43.6 58.9 65.2 109 80.8 39.4 134.9 154.1 160.9 163.419 142.5
## cvpred 42.5 58.0 64.2 108 80.2 39.7 134.2 153.3 160.1 162.697 142.3
## pm2.5 24.0 17.0 14.0 16 23.0 27.0 49.0 81.0 144.0 162.000 171.0
## CV residual -18.5 -41.0 -50.2 -92 -57.2 -12.7 -85.2 -72.3 -16.1 -0.697 28.7
## 25184 25185 25186 25187 25188 25190 25192 25196 25197 25208 25215
## Predicted 169.7 126.0 134.5 125.7 115.3 106.0 90.6 93.5 100.8 174.80 133.5
## cvpred 168.9 125.6 134.3 125.5 115.2 105.8 90.3 94.6 100.6 173.73 132.8
## pm2.5 85.0 103.0 83.0 112.0 146.0 191.0 227.0 122.0 113.0 170.00 182.0
## CV residual -83.9 -22.6 -51.3 -13.5 30.8 85.2 136.7 27.4 12.4 -3.73 49.2
## 25218 25224 25229 25232 25235 25236 25238 25240 25241 25242 25244
## Predicted 69.0 77.4 167 146.6 113.5 118.1 100.1 86.0 96.4 117.2 152.6
## cvpred 68.5 76.7 165 145.3 112.8 118.6 99.4 86.6 96.9 117.6 151.5
## pm2.5 17.0 18.0 35 57.0 50.0 51.0 56.0 64.0 72.0 69.0 57.0
## CV residual -51.5 -58.7 -130 -88.3 -62.8 -67.6 -43.4 -22.6 -24.9 -48.6 -94.5
## 25245 25247 25248 25249 25250 25251 25255 25256 25257 25258
## Predicted 158.9 153.6 153.60 153.6 174.09 173.65 175.3 141.7 133.2 118.4
## cvpred 157.7 153.7 153.74 153.7 173.84 172.13 173.6 140.2 131.9 117.4
## pm2.5 93.0 135.0 157.00 179.0 171.00 180.00 154.0 167.0 164.0 168.0
## CV residual -64.7 -18.7 3.26 25.3 -2.84 7.87 -19.6 26.8 32.1 50.6
## 25259 25264 25265 25269 25272 25277 25278 25281 25287 25319 25320
## Predicted 141.6 127.6 87.8 58.9 54.3 69.3 74.0 127 67.4 161.9 168.7
## cvpred 140.6 126.5 86.8 58.2 53.8 68.7 73.4 126 67.1 160.8 168.7
## pm2.5 179.0 156.0 153.0 11.0 7.0 6.0 12.0 22 22.0 141.0 153.0
## CV residual 38.4 29.5 66.2 -47.2 -46.8 -62.7 -61.4 -104 -45.1 -19.8 -15.7
## 25323 25324 25329 25331 25334 25335 25339 25343 25349 25350 25352
## Predicted 165.741 167.9 180 112 121.9 111.5 160 140 178 142 126
## cvpred 164.423 166.5 178 111 120.9 110.6 159 140 177 141 125
## pm2.5 164.000 248.0 305 280 183.0 196.0 269 338 359 318 236
## CV residual -0.423 81.5 127 169 62.1 85.4 110 198 182 177 111
## 25354 25356 25357 25366 25370 25373 25376 25378 25381 25386 25388
## Predicted 155.4 101 101.9 35.5 86.2 107.7 113.7 61.5 39.28 50.163 99.2
## cvpred 154.6 101 102.3 35.6 86.4 106.7 112.8 61.2 38.98 49.645 99.8
## pm2.5 226.0 84 33.0 6.0 16.0 12.0 21.0 27.0 30.00 49.000 85.0
## CV residual 71.4 -17 -69.3 -29.6 -70.4 -94.7 -91.8 -34.2 -8.98 -0.645 -14.8
## 25390 25391 25395 25396 25399 25400 25404 25411 25414 25417 25420
## Predicted 113.74 113.7 139.8 179.2 141.5 158.79 118.5 142.1 150.8 172 141
## cvpred 114.24 114.2 138.4 177.5 139.9 157.66 117.6 141.8 149.7 170 140
## pm2.5 105.00 100.0 123.0 131.0 177.0 148.00 84.0 202.0 209.0 326 413
## CV residual -9.24 -14.2 -15.4 -46.5 37.1 -9.66 -33.6 60.2 59.3 156 273
## 25422 25428 25431 25438 25440 25447 25448 25452 25461 25471 25472
## Predicted 173 69.2 35.9 71.2 87.9 64.6 64.6 29.7 91 176.03 157.3
## cvpred 171 68.5 35.1 70.3 86.8 63.6 63.6 29.1 91 173.63 155.3
## pm2.5 329 109.0 14.0 13.0 32.0 15.0 15.0 11.0 44 182.00 184.0
## CV residual 158 40.5 -21.1 -57.3 -54.8 -48.6 -48.6 -18.1 -47 8.37 28.7
## 25478 25481 25482 25483 25484 25488 25491 25492 25499 25503 25506
## Predicted 146.1 155.7 149.8 176.9 159 29.5 50.56 61.8 46.9 37.6 45.8
## cvpred 143.9 153.2 147.8 175.5 157 27.8 48.91 60.3 46.2 36.8 45.0
## pm2.5 230.0 241.0 245.0 247.0 276 73.0 53.00 37.0 23.0 11.0 19.0
## CV residual 86.1 87.8 97.2 71.5 119 45.2 4.09 -23.3 -23.2 -25.8 -26.0
## 25508 25510 25512 25521 25523 25525 25530 25535 25537 25538 25541
## Predicted 87.9 65.5 136.5 120.2 82.7 70.1 100.9 122.1 118.0 118.0 92.7
## cvpred 86.8 64.7 135.3 119.3 82.2 69.4 100.9 120.9 116.8 116.8 92.4
## pm2.5 18.0 24.0 43.0 76.0 58.0 38.0 49.0 79.0 167.0 152.0 31.0
## CV residual -68.8 -40.7 -92.3 -43.3 -24.2 -31.4 -51.9 -41.9 50.2 35.2 -61.4
## 25542 25543 25548 25550 25552 25557 25559 25562 25563 25568 25571
## Predicted 82.9 83.5 56.2 43.3 39.2 68.7 104.8 129.6 136.2 126.7 122.2
## cvpred 82.7 83.3 56.6 43.7 39.6 68.3 104.4 129.1 135.8 126.7 121.8
## pm2.5 24.0 17.0 18.0 16.0 9.0 20.0 45.0 46.0 37.0 57.0 101.0
## CV residual -58.7 -66.3 -38.6 -27.7 -30.6 -48.3 -59.4 -83.1 -98.8 -69.7 -20.8
## 25572 25574 25575 25576 25577 25581 25585 25586 25587 25588 25590
## Predicted 122.08 120.7 120.1 128.3 140.3 168.4 182.2 182.2 188.9 191 149.9
## cvpred 122.89 121.2 120.7 128.9 140.7 168.4 180.6 180.6 188.5 190 148.1
## pm2.5 117.00 107.0 90.0 78.0 76.0 97.0 128.0 129.0 132.0 151 166.0
## CV residual -5.89 -14.2 -30.7 -50.9 -64.7 -71.4 -52.6 -51.6 -56.5 -39 17.9
## 25591 25601 25604 25609 25611 25613 25614 25616 25617 25620 25621
## Predicted 164.51 175 182 194 150 152 144 93.3 78.8 50.2 41.4
## cvpred 163.28 175 181 191 148 150 142 91.9 77.5 49.2 40.4
## pm2.5 155.00 332 277 322 327 36 9 12.0 12.0 15.0 20.0
## CV residual -8.28 157 96 131 179 -114 -133 -79.9 -65.5 -34.2 -20.4
## 25624 25626 25627 25638 25643 25649 25650 25651 25653 25655 25658
## Predicted 41.4 54.8 54.8 150.9 152.7 84.6 98.5 78.3 141.8 102.1 173
## cvpred 40.4 53.9 53.9 149.5 151.2 83.9 97.0 76.9 140.6 100.7 171
## pm2.5 14.0 11.0 14.0 102.0 71.0 138.0 128.0 138.0 123.0 50.0 35
## CV residual -26.4 -42.9 -39.9 -47.5 -80.2 54.1 31.0 61.1 -17.6 -50.7 -136
## 25661 25662 25665 25666 25667 25669 25673 25676 25680 25681 25686
## Predicted 83.5 79.4 74.2 68.0 64.4 51.6 52.1 77.6 165 167 154
## cvpred 82.2 78.1 73.1 66.9 63.3 50.4 51.0 76.3 165 166 153
## pm2.5 9.0 9.0 9.0 9.0 9.0 9.0 7.0 9.0 29 26 49
## CV residual -73.2 -69.1 -64.1 -57.9 -54.3 -41.4 -44.0 -67.3 -136 -140 -104
## 25692 25694 25696 25697 25698 25699 25702 25714 25718 25719 25729
## Predicted 120.0 100.0 120.5 126.8 131.4 155 131.6 135.5 96.6 85.6 68.3
## cvpred 119.1 98.9 119.9 126.1 130.8 154 129.7 133.9 95.1 84.3 67.1
## pm2.5 83.0 44.0 39.0 54.0 78.0 95 144.0 35.0 50.0 95.0 16.0
## CV residual -36.1 -54.9 -80.9 -72.1 -52.8 -59 14.3 -98.9 -45.1 10.7 -51.1
## 25731 25732 25736 25741 25744 25749 25750 25758 25760 25761 25763
## Predicted 71.1 71.1 77.3 47.5 48.6 69.9 78.7 76.2 95.4 91.6 60.1
## cvpred 69.8 69.8 76.0 46.5 47.5 68.6 77.4 74.8 93.9 90.3 59.4
## pm2.5 9.0 9.0 11.0 16.0 14.0 15.0 14.0 13.0 16.0 15.0 19.0
## CV residual -60.8 -60.8 -65.0 -30.5 -33.5 -53.6 -63.4 -61.8 -77.9 -75.3 -40.4
## 25771 25777 25780 25788 25790 25791 25792 25793 25794 25795 25796
## Predicted 119 94.3 88 74.62 114 118.5 118.5 118.5 100.1 119.0 115.2
## cvpred 118 93.2 87 74.22 115 119.1 119.1 119.1 100.2 118.8 115.2
## pm2.5 27 37.0 29 68.00 75 82.0 96.0 92.0 80.0 97.0 104.0
## CV residual -91 -56.2 -58 -6.22 -40 -37.1 -23.1 -27.1 -20.2 -21.8 -11.2
## 25803 25819 25821 25833 25841 25843 25844 25846 25847 25848 25850
## Predicted 163.5 140.7 144.771 168.5 169 136 136 140 169 140 170
## cvpred 162.5 141.4 145.518 169.1 168 136 136 140 168 140 170
## pm2.5 200.0 179.0 146.000 149.0 284 289 281 287 290 259 274
## CV residual 37.5 37.6 0.482 -20.1 116 153 145 147 122 119 104
## 25851 25854 25857 25863 25870 25872 25888 25889 25891 25894 25896
## Predicted 140 131 123 115.8 115.8 128.7 126.1 128.6 164.4 174.8 175.2
## cvpred 140 130 122 115.2 115.2 128.1 125.2 127.8 163.4 173.7 175.4
## pm2.5 281 247 235 196.0 212.0 217.0 197.0 204.0 199.0 225.0 221.0
## CV residual 141 117 113 80.8 96.8 88.9 71.8 76.2 35.6 51.3 45.6
## 25897 25898 25910 25912 25915 25919 25922 25923 25925 25929 25934
## Predicted 168.9 168.9 162 156 156 161 157 167.1 168.7 167.4 160.8
## cvpred 169.2 169.2 161 157 156 162 158 167.9 169.4 167.9 161.2
## pm2.5 192.0 256.0 305 284 290 309 284 262.0 243.0 91.0 70.0
## CV residual 22.8 86.8 144 127 134 147 126 94.1 73.6 -76.9 -91.2
## 25935 25939 25941 25943 25950 25956 25959 25961 25963 25964 25965
## Predicted 164.5 164.9 161.2 125 94.1 73.1 70.0 70.6 63.0 69.3 65.2
## cvpred 163.6 165.3 160.6 125 93.8 73.4 70.2 70.8 63.1 69.3 65.2
## pm2.5 72.0 101.0 115.0 155 20.0 13.0 16.0 22.0 22.0 22.0 17.0
## CV residual -91.6 -64.3 -45.6 30 -73.8 -60.4 -54.2 -48.8 -41.1 -47.3 -48.2
## 25971 25972 25973 25975 25983 25984 25986 25987 25989 25990 25991
## Predicted 91.7 91.7 100.3 100.3 103.9 108 128.9 124.4 133.0 142.9 142.9
## cvpred 91.7 91.7 100.7 100.7 103.7 109 129.7 123.8 133.8 143.5 143.5
## pm2.5 22.0 16.0 18.0 13.0 24.0 25 53.0 69.0 78.0 81.0 90.0
## CV residual -69.7 -75.7 -82.7 -87.7 -79.7 -84 -76.7 -54.8 -55.8 -62.5 -53.5
## 25994 25995 25997 26000 26002 26006 26011 26014 26015 26017 26018
## Predicted 161.2 165.0 160.31 132.6 128.8 144.5 143 133 133 123 136
## cvpred 161.5 165.1 160.43 132.2 128.6 143.7 143 133 133 122 135
## pm2.5 114.0 124.0 166.00 199.0 158.0 186.0 245 256 290 244 244
## CV residual -47.5 -41.1 5.57 66.8 29.4 42.3 102 123 157 122 109
## 26020 26021 26022 26026 26028 26029 26030 26032 26034 26036 26037
## Predicted 141.3 137 135 161 156.6 152.0 147.3 155.7 157 161.4 169.7
## cvpred 140.2 136 134 162 156.1 151.5 146.8 156.2 156 161.8 168.9
## pm2.5 217.0 244 267 187 175.0 208.0 244.0 246.0 308 229.0 218.0
## CV residual 76.8 108 133 25 18.9 56.5 97.2 89.8 152 67.2 49.1
## 26038 26040 26041 26047 26055 26059 26065 26067 26069 26076 26079
## Predicted 174.2 172 142 144 71.3 66.7 96.7 98.2 104.6 78.4 69.7
## cvpred 174.7 172 142 143 71.0 66.5 96.9 97.7 104.6 78.9 69.7
## pm2.5 229.0 314 315 299 29.0 23.0 16.0 21.0 22.0 25.0 32.0
## CV residual 54.3 142 173 156 -42.0 -43.5 -80.9 -76.7 -82.6 -53.9 -37.7
## 26080 26081 26087 26088 26094 26230 26232 26233 26236 26238 26241
## Predicted 65.6 70.3 65.5 67.7 73.7 133.6 146 134 94.8 88.8 77.6
## cvpred 65.6 70.3 65.5 67.6 73.3 132.8 146 133 94.3 88.1 76.9
## pm2.5 32.0 34.0 15.0 12.0 12.0 191.0 288 284 71.0 15.0 16.0
## CV residual -33.6 -36.3 -50.5 -55.6 -61.3 58.2 142 151 -23.3 -73.1 -60.9
## 26243 26245 26246 26247 26249 26251 26252 26254 26259 26261 26264
## Predicted 67.5 61.3 65.1 56.3 60.4 74.9 67.3 77.6 88.8 77.9 79.5
## cvpred 67.2 61.0 64.6 55.8 59.9 74.3 66.6 76.9 87.7 76.8 78.3
## pm2.5 17.0 16.0 15.0 13.0 11.0 20.0 14.0 15.0 11.0 11.0 14.0
## CV residual -50.2 -45.0 -49.6 -42.8 -48.9 -54.3 -52.6 -61.9 -76.7 -65.8 -64.3
## 26266 26271 26272 26276 26281 26282 26283 26284 26297 26298 26303
## Predicted 81.4 57.6 53.5 82.7 178.4 188.5 191 150.77 116.9 84.8 184
## cvpred 80.3 56.6 52.4 81.3 176.1 185.9 188 148.35 116.2 83.0 182
## pm2.5 18.0 17.0 16.0 19.0 97.0 95.0 131 147.00 54.0 78.0 45
## CV residual -62.3 -39.6 -36.4 -62.3 -79.1 -90.9 -57 -1.35 -62.2 -5.0 -137
## 26305 26307 26309 26310 26312 26314 26317 26318 26320 26323 26329
## Predicted 133.5 144 184 155 112 90.1 59.5 65.8 60.6 66.4 79.3
## cvpred 131.5 141 182 153 110 88.5 58.1 64.3 59.3 65.1 78.2
## pm2.5 35.0 32 16 15 9 14.0 10.0 16.0 15.0 15.0 19.0
## CV residual -96.5 -109 -166 -138 -101 -74.5 -48.1 -48.3 -44.3 -50.1 -59.2
## 26331 26335 26336 26338 26339 26343 26346 26349 26351 26352 26354
## Predicted 77.7 80.7 80.7 67.4 55.4 46.9 43.7 48.9 56.0 60.1 51.9
## cvpred 76.7 79.9 79.9 67.1 55.3 47.0 43.9 49.2 56.5 60.6 52.4
## pm2.5 19.0 17.0 15.0 15.0 15.0 20.0 25.0 20.0 21.0 27.0 21.0
## CV residual -57.7 -62.9 -64.9 -52.1 -40.3 -27.0 -18.9 -29.2 -35.5 -33.6 -31.4
## 26356 26359 26360 26361 26362 26364 26365 26366 26370 26379 26380
## Predicted 58.2 81.3 91.7 70.5 64.9 45.4 53.4 41.8 101.6 121.0 127.3
## cvpred 58.6 82.0 92.3 70.9 66.0 46.1 54.5 42.4 101.6 120.1 126.3
## pm2.5 18.0 13.0 13.0 17.0 22.0 26.0 26.0 18.0 18.0 35.0 58.0
## CV residual -40.6 -69.0 -79.3 -53.9 -44.0 -20.1 -28.5 -24.4 -83.6 -85.1 -68.3
## 26382 26387 26393 26395 26396 26397 26399 26401 26402 26406 26409
## Predicted 117.9 79.6 96.3 108.3 141.3 154.1 173.0 139.4 172.71 116.2 85.3
## cvpred 116.9 79.2 96.6 107.6 139.8 152.7 171.2 137.8 170.74 114.6 84.1
## pm2.5 62.0 39.0 79.0 94.0 113.0 132.0 205.0 198.0 176.00 30.0 29.0
## CV residual -54.9 -40.2 -17.6 -13.6 -26.8 -20.7 33.8 60.2 5.26 -84.6 -55.1
## 26413 26414 26416 26417 26418 26422 26429 26430 26431 26432 26438
## Predicted 64.9 60.2 47.6 53.9 70.6 99.8 133.1 133.1 126.8 126.8 63.09
## cvpred 64.8 60.1 47.7 53.9 70.4 98.6 131.6 131.6 125.4 125.4 62.32
## pm2.5 39.0 38.0 37.0 36.0 41.0 73.0 40.0 39.0 30.0 32.0 70.00
## CV residual -25.8 -22.1 -10.7 -17.9 -29.4 -25.6 -91.6 -92.6 -95.4 -93.4 7.68
## 26443 26447 26451 26456 26458 26461 26462 26463 26465 26467 26469
## Predicted 121.1 169 143.7 137.4 112.6 89.03 116.3 53.2 95.3 137.3 157.0
## cvpred 121.1 167 141.7 135.5 111.2 87.98 115.3 52.4 94.1 137.1 156.7
## pm2.5 204.0 413 173.0 88.0 71.0 89.00 102.0 113.0 33.0 150.0 194.0
## CV residual 82.9 246 31.3 -47.5 -40.2 1.02 -13.3 60.6 -61.1 12.9 37.3
## 26470 26476 26478 26481 26482 26484 26485 26490 26492 26497 26499
## Predicted 163.3 135 145 140.9 157.5 67.8 56.6 50.6 84.5 96.7 85.1
## cvpred 162.9 135 144 140.6 156.8 67.7 56.3 50.1 83.7 96.5 84.3
## pm2.5 233.0 326 365 159.0 170.0 19.0 20.0 16.0 18.0 23.0 22.0
## CV residual 70.1 191 221 18.4 13.2 -48.7 -36.3 -34.1 -65.7 -73.5 -62.3
## 26508 26509 26511 26515 26519 26522 26525 26526 26527 26534 26535
## Predicted 103.3 62.88 26.2 112.2 154.3 146 141.0 141.0 138.8 134.3 142.5
## cvpred 102.7 62.47 25.8 112.5 154.3 145 139.3 139.3 137.2 134.6 142.8
## pm2.5 48.0 59.00 72.0 75.0 63.0 304 179.0 162.0 111.0 97.0 111.0
## CV residual -54.7 -3.47 46.2 -37.5 -91.3 159 39.7 22.7 -26.2 -37.6 -31.8
## 26536 26538 26541 26545 26546 26549 26550 26551 26552 26556 26558
## Predicted 144.1 165 176 179 174 136 136 136 136 123 154
## cvpred 144.3 165 176 178 173 135 135 135 135 122 153
## pm2.5 167.0 395 421 434 425 402 429 408 456 377 343
## CV residual 22.7 230 245 256 252 267 294 273 321 255 190
## 26563 26564 26571 26574 26577 26580 26581 26583 26586 26587 26590
## Predicted 155 162 165 193.1 154 155 159 156 175 183 159
## cvpred 155 162 164 191.1 151 154 159 156 174 183 158
## pm2.5 216 291 442 287.0 278 383 472 529 810 776 852
## CV residual 61 129 278 95.9 127 229 313 373 636 593 694
## 26593 26598 26600 26602 26611 26613 26617 26618 26620 26623 26624
## Predicted 147 178 126 118 175 170 182 187 154 149 175
## cvpred 145 177 125 117 174 169 181 185 152 147 174
## pm2.5 744 673 475 288 334 333 309 298 523 328 308
## CV residual 599 496 350 171 160 164 128 113 371 181 134
## 26625 26626 26629 26631 26632 26634 26641 26645 26646 26648 26651
## Predicted 178 169 124 143 141 158 161.9 170 167.4 173.7 171.5
## cvpred 176 168 124 143 142 158 162.4 170 167.5 173.7 171.6
## pm2.5 358 296 335 307 271 277 151.0 61 71.0 74.0 79.0
## CV residual 182 128 211 164 129 119 -11.4 -109 -96.5 -99.7 -92.6
## 26652 26658 26661 26662 26664 26666 26669 26671 26673 26677
## Predicted 171 134.4837 181.14 183.332 142.4 147.1 104.0 102.9 145.9 78.6
## cvpred 171 133.9579 179.69 181.782 141.2 146.6 103.8 102.9 145.8 79.2
## pm2.5 69 134.0000 183.00 181.000 227.0 189.0 46.0 35.0 82.0 194.0
## CV residual -102 0.0421 3.31 -0.782 85.8 42.4 -57.8 -67.9 -63.8 114.8
## 26681 26683 26684 26688 26690 26691 26697 26699 26700 26705 26708
## Predicted 58.4 72.8 83.7 91.2 104.1 89 90.5 71.6 63.1 63.08 107.1
## cvpred 59.2 72.9 83.7 91.1 104.7 89 91.4 72.8 64.5 64.73 108.6
## pm2.5 45.0 227.0 219.0 28.0 25.0 24 33.0 34.0 38.0 71.00 86.0
## CV residual -14.2 154.1 135.3 -63.1 -79.7 -65 -58.4 -38.8 -26.5 6.27 -22.6
## 26709 26711 26714 26715 26717 26728 26732 26733 26735 26737 26740
## Predicted 108.73 152.2 170 169.8 127 105.2 146 156 127 123 128
## cvpred 110.06 152.9 170 168.7 126 105.5 146 154 126 121 127
## pm2.5 107.00 208.0 283 214.0 231 176.0 448 485 573 412 253
## CV residual -3.06 55.1 113 45.3 105 70.5 302 331 447 291 126
## 26745 26750 26752 26755 26757 26760 26762 26763 26765 26767 26769
## Predicted 137 110.3 95.8 106.4 125.3 125.9 124.0 127.7 133.9 156.6 164.8
## cvpred 136 111.4 96.9 106.9 126.4 126.9 124.9 127.3 133.5 156.1 164.4
## pm2.5 237 201.0 76.0 85.0 115.0 72.0 91.0 69.0 53.0 64.0 87.0
## CV residual 101 89.6 -20.9 -21.9 -11.4 -54.9 -33.9 -58.3 -80.5 -92.1 -77.4
## 26771 26779 26782 26784 26787 26788 26791 26792 26795 26797 26801
## Predicted 122.8 166 119.7 165.90 127.6 131.4 131.4 132.0 119.7 99.0 119.5
## cvpred 122.6 167 119.4 165.29 127.1 130.7 130.7 131.3 119.4 99.5 120.5
## pm2.5 80.0 142 156.0 169.00 156.0 198.0 187.0 154.0 159.0 156.0 72.0
## CV residual -42.6 -25 36.6 3.71 28.9 67.3 56.3 22.7 39.6 56.5 -48.5
## 26807 26819 26824 26829 26831 26833 26837 26838 26842 26843 26844
## Predicted 126.3 173 167 181 179 187 187 182 189 188 182
## cvpred 125.7 173 167 181 179 186 185 180 188 186 180
## pm2.5 179.0 48 326 398 412 453 411 424 388 401 402
## CV residual 53.3 -125 159 217 233 267 226 244 200 215 222
## 26845 26846 26847 26849 26854 26856 26860 26862 26863 26869 26872
## Predicted 184 186 185 185 197 120 90.1 102.7 109.0 41.7 37.0
## cvpred 183 185 184 184 195 119 88.9 101.3 107.5 40.9 36.2
## pm2.5 396 395 392 301 399 398 18.0 16.0 12.0 12.0 13.0
## CV residual 213 210 208 117 204 279 -70.9 -85.3 -95.5 -28.9 -23.2
## 26874 26877 26883 26884 26886 26889 26890 26891 26893 26896 26898
## Predicted 65.2 85.3 119.1 127.0 143.8 114.5 101.9 95.6 114.1 121.2 144.2
## cvpred 64.2 84.7 117.5 125.2 142.4 112.8 100.4 94.2 112.7 119.8 142.5
## pm2.5 14.0 30.0 47.0 46.0 47.0 48.0 40.0 50.0 53.0 84.0 73.0
## CV residual -50.2 -54.7 -70.5 -79.2 -95.4 -64.8 -60.4 -44.2 -59.7 -35.8 -69.5
## 26901 26903 26906 26908 26909 26912 26915 26917 26919 26920
## Predicted 170.0 174.3 183.61 189.90 145.9 144.85 145.1 127.86 110.6 116.3
## cvpred 169.5 172.5 181.85 188.05 144.3 143.32 144.2 127.16 110.1 115.7
## pm2.5 130.0 118.0 174.00 186.00 189.0 138.00 96.0 122.00 198.0 162.0
## CV residual -39.5 -54.5 -7.85 -2.05 44.7 -5.32 -48.2 -5.16 87.9 46.3
## 26922 26923 26925 26928 26929 26933 26934 26936 26937 26942 26945
## Predicted 131.8 146.9 159.0 172.17 163 137 152 177 177 172 162
## cvpred 132.4 147.4 158.1 171.05 163 136 151 177 177 172 163
## pm2.5 172.0 195.0 174.0 179.00 229 293 258 312 310 321 320
## CV residual 39.6 47.6 15.9 7.95 66 157 107 135 133 149 157
## 26947 26948 26952 26953 26956 26958 26960 26961 26963 26965 26970
## Predicted 141 141 172 172 152 154 183 148 129 111 157
## cvpred 141 141 172 172 151 153 181 147 127 110 157
## pm2.5 300 314 318 340 369 364 362 369 348 367 490
## CV residual 159 173 146 168 218 211 181 222 221 257 333
## 26983 26985 26987 26990 26996 27009 27010 27011 27014 27015 27016
## Predicted 181 177 181 174 173 173 167 167 174 168 170
## cvpred 181 177 181 175 173 174 167 167 173 167 170
## pm2.5 526 438 462 463 389 275 287 302 286 297 288
## CV residual 345 261 281 288 216 101 120 135 113 130 118
## 27017 27021 27025 27028 27029 27030 27031 27033 27034 27035 27036
## Predicted 169 126.2 126 126.2 138.9 128 167.7 170.2 145.4 128.1 140.8
## cvpred 168 125.5 125 125.5 138.6 127 166.7 169.3 145.3 127.5 140.6
## pm2.5 281 199.0 311 205.0 181.0 213 208.0 183.0 178.0 178.0 169.0
## CV residual 113 73.5 186 79.5 42.4 86 41.3 13.7 32.7 50.5 28.4
## 27038 27039 27040 27042 27044 27047 27052 27053 27054 27056
## Predicted 137.1 178.61 149.76 178.6 138.72 132.43 156.9 131 117.2 116.1
## cvpred 136.1 177.33 149.24 177.3 137.64 131.45 156.1 130 116.2 115.2
## pm2.5 174.0 172.00 157.00 147.0 144.00 129.00 98.0 53 26.0 21.0
## CV residual 37.9 -5.33 7.76 -30.3 6.36 -2.45 -58.1 -77 -90.2 -94.2
## 27058 27060 27061 27063 27064 27068 27075 27077 27078 27084 27087
## Predicted 107.8 83.2 81.3 53.6 43.2 72.0 96.1 108.0 121 61.8 83.1
## cvpred 107.9 83.7 81.6 53.5 43.2 72.5 96.3 107.4 120 62.0 82.9
## pm2.5 14.0 20.0 24.0 19.0 21.0 23.0 9.0 16.0 15 50.0 51.0
## CV residual -93.9 -63.7 -57.6 -34.5 -22.2 -49.5 -87.3 -91.4 -105 -12.0 -31.9
## 27090 27094 27096 27097 27104 27105 27106 27113 27114 27119 27121
## Predicted 91.4 137.1 149.1 157.0 181 183.4 183.4 160.1 160.1 148.2 155.1
## cvpred 92.3 137.7 149.5 157.2 180 183.2 183.2 158.9 158.9 146.4 153.2
## pm2.5 57.0 84.0 90.0 114.0 126 126.0 138.0 228.0 227.0 233.0 215.0
## CV residual -35.3 -53.7 -59.5 -43.2 -54 -57.2 -45.2 69.1 68.1 86.6 61.8
## 27122 27127 27130 27137 27138 27142 27152 27156 27158 27172 27173
## Predicted 189.5 111.2 95.0 97.3 118.5 135 170.1 176.1 175.1 146.7 152.7
## cvpred 187.8 110.2 95.2 96.8 119.1 136 169.9 176.1 173.8 145.1 150.8
## pm2.5 217.0 14.0 18.0 22.0 27.0 32 72.0 80.0 90.0 234.0 229.0
## CV residual 29.2 -96.2 -77.2 -74.8 -92.1 -104 -97.9 -96.1 -83.8 88.9 78.2
## 27178 27179 27185 27187 27189 27190 27192 27195 27198 27206 27208
## Predicted 136.3 128 48.0 58.2 62.4 62.4 61.3 74.7 115 39.5 60.4
## cvpred 135.3 127 47.3 57.3 61.7 61.7 60.7 74.2 115 39.6 60.9
## pm2.5 203.0 188 10.0 5.0 9.0 12.0 9.0 7.0 9 13.0 10.0
## CV residual 67.7 61 -37.3 -52.3 -52.7 -49.7 -51.7 -67.2 -106 -26.6 -50.9
## 27216 27217 27219 27220 27221 27222 27228 27234 27237 27238 27241
## Predicted 79.0 76.5 82.8 84.4 94.8 100 94.3 116.1 142.1 158.81 156.8
## cvpred 79.7 77.1 83.3 84.1 94.4 100 95.4 116.8 141.3 157.78 156.9
## pm2.5 27.0 15.0 12.0 9.0 13.0 11 15.0 66.0 174.0 152.00 108.0
## CV residual -52.7 -62.1 -71.3 -75.1 -81.4 -89 -80.4 -50.8 32.7 -5.78 -48.9
## 27243 27256 27257 27258 27261 27262 27265 27266 27267 27269 27270
## Predicted 160.0 107 98.5 115.6 92.8 112 82.9 84.4 103 89.2 83.5
## cvpred 159.9 107 97.6 115.8 92.0 111 82.7 83.5 102 88.9 83.3
## pm2.5 111.0 163 156.0 161.0 282.0 428 71.0 419.0 209 78.0 23.0
## CV residual -48.9 56 58.4 45.2 190.0 317 -11.7 335.5 107 -10.9 -60.3
## 27272 27274 27275 27277 27278 27279 27281 27282 27289 27290 27293
## Predicted 81.8 76.4 70.1 53.4 50.9 42.7 17.23 39.9 100.5 87.9 108.7
## cvpred 81.8 76.7 70.5 54.0 51.4 43.1 17.14 39.8 100.5 88.1 108.7
## pm2.5 10.0 20.0 25.0 16.0 20.0 14.0 16.00 16.0 55.0 36.0 21.0
## CV residual -71.8 -56.7 -45.5 -38.0 -31.4 -29.1 -1.14 -23.8 -45.5 -52.1 -87.7
## 27296 27297 27298 27300 27301 27313 27315 27317 27318 27320 27323
## Predicted 103.9 85.6 79.4 137.0 130.7 160.0 165.9 171.6 178.0 184.3 144.3
## cvpred 103.3 85.3 79.1 136.7 130.5 160.4 164.9 170.5 177.9 184.1 143.6
## pm2.5 46.0 23.0 24.0 43.0 59.0 67.0 78.0 129.0 132.0 138.0 83.0
## CV residual -57.3 -62.3 -55.1 -93.7 -71.5 -93.4 -86.9 -41.5 -45.9 -46.1 -60.6
## 27325 27330 27333 27335 27336 27338 27341 27343 27344 27346 27347
## Predicted 27.0 90.8 126.3 141 159.2 171.7 163 188 194 182 173
## cvpred 26.7 91.1 126.6 141 157.9 171.5 162 187 192 182 172
## pm2.5 94.0 115.0 162.0 183 190.0 229.0 267 290 304 326 352
## CV residual 67.3 23.9 35.4 42 32.1 57.5 105 103 112 144 180
## 27356 27359 27360 27364 27367 27368 27370 27373 27374 27377 27378
## Predicted 166 176 142 95.1 95.7 90.0 84.2 43 34.2 56.8 56.8
## cvpred 166 176 140 94.8 95.4 89.8 84.2 43 34.2 56.1 56.1
## pm2.5 312 344 384 143.0 9.0 11.0 13.0 9 7.0 18.0 16.0
## CV residual 146 168 244 48.2 -86.4 -78.8 -71.2 -34 -27.2 -38.1 -40.1
## 27380 27384 27385 27386 27388 27394 27395 27397 27399 27401 27406
## Predicted 101.1 64.2 81.5 71.1 74.9 105.1 81.4 60.1 92.5 106.1 136
## cvpred 100.4 63.9 81.0 70.7 74.3 105.9 81.0 59.8 93.3 106.6 136
## pm2.5 22.0 197.0 48.0 17.0 15.0 16.0 11.0 27.0 75.0 54.0 66
## CV residual -78.4 133.1 -33.0 -53.7 -59.3 -89.9 -70.0 -32.8 -18.3 -52.6 -70
## 27408 27415 27420 27422 27423 27424 27425 27427 27435 27436 27441
## Predicted 145.7 161.7 151.2 137.2 137.2 132.5 142.9 153.3 181 185.1 146
## cvpred 145.8 160.1 151.4 137.3 137.3 132.6 142.9 153.2 179 183.4 144
## pm2.5 77.0 81.0 121.0 139.0 144.0 149.0 159.0 167.0 296 220.0 276
## CV residual -68.8 -79.1 -30.4 1.7 6.7 16.4 16.1 13.8 117 36.6 132
## 27445 27446 27448 27449 27450 27453 27459 27460 27462 27463 27464
## Predicted 42.7 17.57 9.36 20.32 22.8 53.2 90.5 96.8 90.4 90.4 111.9
## cvpred 41.9 16.63 8.41 19.29 21.9 52.4 90.4 96.6 89.6 89.6 111.5
## pm2.5 74.0 22.00 13.00 12.00 11.0 20.0 14.0 10.0 11.0 12.0 15.0
## CV residual 32.1 5.37 4.59 -7.29 -10.9 -32.4 -76.4 -86.6 -78.6 -77.6 -96.5
## 27465 27466 27468 27469 27470 27471 27475 27477 27478 27482 27493
## Predicted 103.4 104 80.3 71.5 58.7 68.9 43.66 52.99 73.8 73.0 34.5
## cvpred 103.3 103 79.8 71.0 58.1 69.6 43.15 52.52 73.1 72.3 34.9
## pm2.5 13.0 16 18.0 19.0 23.0 34.0 52.00 46.00 13.0 6.0 18.0
## CV residual -90.3 -87 -61.8 -52.0 -35.1 -35.6 8.85 -6.52 -60.1 -66.3 -16.9
## 27494 27496 27497 27499 27504 27506 27508 27509 27511 27512 27515
## Predicted 51.0 64.3 76.3 109.4 149.4 153.5 170 176 146.8 177.9 94.6
## cvpred 51.8 65.1 76.9 109.8 149.5 153.7 170 174 146.1 176.2 94.2
## pm2.5 30.0 41.0 39.0 45.0 90.0 73.0 63 65 104.0 109.0 126.0
## CV residual -21.8 -24.1 -37.9 -64.8 -59.5 -80.7 -107 -109 -42.1 -67.2 31.8
## 27520 27528 27530 27535 27536 27537 27538 27539 27541 27542
## Predicted 60.01 91.6 140.1 162.23 160.61 160.607 160.61 156 145.0 147.0
## cvpred 59.56 90.8 140.4 162.89 161.38 161.378 161.38 155 145.8 146.4
## pm2.5 68.00 76.0 67.0 153.00 153.00 162.000 171.00 186 200.0 212.0
## CV residual 8.44 -14.8 -73.4 -9.89 -8.38 0.622 9.62 31 54.2 65.6
## 27545 27549 27552 27553 27554 27556 27557 27562 27565 27571 27574
## Predicted 133 162 171 175 140 132 117 31.7 26.2 -8.78 102
## cvpred 133 163 170 174 138 131 116 32.0 26.4 -8.74 101
## pm2.5 250 278 332 339 322 266 219 10.0 14.0 17.00 41
## CV residual 117 115 162 165 184 135 103 -22.0 -12.4 25.74 -60
## 27577 27583 27594 27597 27601 27603 27604 27606 27610 27615 27617
## Predicted 114.3 126.0 49.8 117 119 138 150 158 144 75.3 121
## cvpred 114.1 124.7 50.9 116 119 137 149 157 145 74.9 120
## pm2.5 94.0 73.0 163.0 243 426 417 372 287 282 320.0 318
## CV residual -20.1 -51.7 112.1 127 307 280 223 130 137 245.1 198
## 27618 27623 27624 27626 27627 27629 27631 27635 27638 27639 27640
## Predicted 119 136 117 159 154.9 150.7 144.0 137.1 161 166.4 128.1
## cvpred 119 136 118 158 154.4 151.4 143.5 138.1 160 165.7 127.5
## pm2.5 313 386 383 226 222.0 207.0 183.0 137.0 118 128.0 143.0
## CV residual 194 250 265 68 67.6 55.6 39.5 -1.1 -42 -37.7 15.5
## 27641 27642 27644 27645 27646 27648 27653 27654 27655 27660 27664
## Predicted 128.1 130 131.9 125.7 121.6 115.3 147.19 147.2 153.48 102.3 95.3
## cvpred 127.5 129 131.1 124.9 120.8 114.6 145.49 145.5 151.68 101.5 95.8
## pm2.5 153.0 158 143.0 146.0 144.0 153.0 152.00 163.0 155.00 173.0 198.0
## CV residual 25.5 29 11.9 21.1 23.2 38.4 6.51 17.5 3.32 71.5 102.2
## 27666 27671 27673 27675 27676 27679 27680 27683 27686 27690 27692
## Predicted 97.5 163 149 190 152 144 152 69.0 -23.5 32.09 92.0
## cvpred 97.9 163 148 188 150 142 151 68.5 -23.8 32.44 92.1
## pm2.5 213.0 370 415 415 408 395 394 188.0 49.0 27.00 273.0
## CV residual 115.1 207 267 227 258 253 243 119.5 72.8 -5.44 180.9
## 27695 27701 27710 27712 27717 27729 27733 27737 27740 27741
## Predicted 155 182 -0.0377 15.0 40.3 52.1 10.810 -19.9 29.4 23.4
## cvpred 154 181 -1.1737 13.8 39.5 52.5 11.805 -19.5 30.3 24.2
## pm2.5 259 466 95.0000 39.0 12.0 12.0 11.000 8.0 13.0 13.0
## CV residual 105 285 96.1737 25.2 -27.5 -40.5 -0.805 27.5 -17.3 -11.2
## 27747 27750 27753 27755 27756 27762 27763 27765 27766 27767 27784
## Predicted 62.0 67.1 62.4 45.7 64.8 62.4 49.2 64.3 70.6 112.18 -28.2
## cvpred 62.9 67.2 62.5 46.0 65.1 63.5 48.9 64.6 70.8 112.94 -28.5
## pm2.5 8.0 10.0 18.0 17.0 24.0 59.0 67.0 81.0 100.0 120.00 19.0
## CV residual -54.9 -57.2 -44.5 -29.0 -41.1 -4.5 18.1 16.4 29.2 7.06 47.5
## 27789 27790 27795 27799 27800 27807 27809 27811 27812 27814 27818
## Predicted 90.3 71.8 32.9 124 147 -47.7 4.62 29.21 44.26 83.6 104.12
## cvpred 89.2 71.4 32.6 123 146 -47.3 5.93 30.14 45.13 84.3 104.36
## pm2.5 162.0 86.0 5.0 7 9 10.0 17.00 25.00 36.00 54.0 98.00
## CV residual 72.8 14.6 -27.6 -116 -137 57.3 11.07 -5.14 -9.13 -30.3 -6.36
## 27819 27820 27822 27823 27830 27836 27840 27843 27847 27850 27851
## Predicted 115.7 128.7 144.4 157.0 75.4 133.4 146 114 118.1 79.3 73.0
## cvpred 114.5 128.6 142.8 155.2 74.5 131.7 144 112 116.2 78.1 71.9
## pm2.5 101.0 115.0 116.0 116.0 181.0 225.0 275 220 206.0 196.0 188.0
## CV residual -13.5 -13.6 -26.8 -39.2 106.5 93.3 131 108 89.8 117.9 116.1
## 27853 27856 27857 27858 27861 27862 27864 27870 27876 27879 27882
## Predicted 63.7 87.9 81.6 92.0 147 146 168.3 185 106 68.7 104.6
## cvpred 62.5 86.7 80.5 90.8 146 144 166.2 182 106 67.4 103.9
## pm2.5 204.0 267.0 246.0 247.0 257 257 245.0 334 289 293.0 201.0
## CV residual 141.5 180.3 165.5 156.2 111 113 78.8 152 183 225.6 97.1
## 27884 27885 27887 27892 27894 27900 27901 27904 27910 27913 27915
## Predicted 109.2 128 126 140 185 56.6 46.2 116 159.1 178.3 188.3
## cvpred 107.7 126 123 137 182 56.7 46.4 116 157.8 175.1 186.1
## pm2.5 195.0 294 516 364 357 139.0 95.0 216 101.0 87.0 114.0
## CV residual 87.3 168 393 227 175 82.3 48.6 100 -56.8 -88.1 -72.1
## 27918 27919 27920 27924 27929 27930 27931 27932 27938 27940 27941
## Predicted 192.1 152.8 156.9 7.46 -5.20 -8.44 -3.78 2.31 107.2 96.4 115.4
## cvpred 188.3 149.2 153.3 6.04 -6.22 -9.24 -4.56 1.78 107.7 95.7 115.1
## pm2.5 129.0 122.0 122.0 33.00 19.00 16.00 13.00 16.00 15.0 20.0 18.0
## CV residual -59.3 -27.2 -31.3 26.96 25.22 25.24 17.56 14.22 -92.7 -75.7 -97.1
## 27942 27947 27948 27951 27955 27957 27959 27960 27961 27966 27967
## Predicted 126 37.3 18.1 14.5 51.40 76.8 91.34 114.3 108.0 148.7 148.3
## cvpred 125 38.7 19.6 15.9 52.41 77.7 92.12 114.8 108.6 148.8 147.1
## pm2.5 22 27.0 33.0 35.0 59.00 80.0 87.00 88.0 81.0 110.0 102.0
## CV residual -103 -11.7 13.4 19.1 6.59 2.3 -5.12 -26.8 -27.6 -38.8 -45.1
## 27969 27973 27975 27977 27985 27988 27994 28001 28002 28004 28005
## Predicted 127.7 91.3 77.3 74.2 123.13 146.72 180.4 169.7 121.9 121.4 162.1
## cvpred 128.1 91.9 77.9 74.7 123.03 144.96 178.5 168.1 120.7 120.4 161.1
## pm2.5 105.0 156.0 114.0 120.0 114.00 135.00 130.0 150.0 152.0 159.0 176.0
## CV residual -23.1 64.1 36.1 45.3 -9.03 -9.96 -48.5 -18.1 31.3 38.6 14.9
## 28006 28008 28009 28011 28012 28013 28018 28021 28034 28036 28037
## Predicted 169.00 161.7 95.5 88.5 105.2 99.4 64.9 29.6 145.8 152.1 160.0
## cvpred 167.89 160.8 94.9 87.8 104.3 98.7 65.6 30.6 146.9 153.1 160.8
## pm2.5 174.00 114.0 67.0 13.0 10.0 11.0 16.0 13.0 82.0 83.0 92.0
## CV residual 6.11 -46.8 -27.9 -74.8 -94.3 -87.7 -49.6 -17.6 -64.9 -70.1 -68.8
## 28039 28040 28041 28046 28048 28049 28050 28051 28053 28055 28056
## Predicted 153.3 153.8 149.5 107.9 90.8 82.0 92.4 109 125.8 142 142
## cvpred 152.9 154.6 149.3 107.9 92.0 83.2 93.5 110 126.5 143 143
## pm2.5 84.0 75.0 88.0 124.0 109.0 111.0 121.0 128 126.0 165 182
## CV residual -68.9 -79.6 -61.3 16.1 17.0 27.8 27.5 18 -0.5 22 39
## 28060 28062 28063 28065 28067 28070 28072 28074 28075 28077 28080
## Predicted 116 170.4 176.7 166.03 140.9 111 112 115 132 148 117
## cvpred 115 169.1 175.3 164.93 140.1 111 112 115 133 148 116
## pm2.5 217 220.0 197.0 174.00 192.0 254 302 280 294 324 355
## CV residual 102 50.9 21.7 9.07 51.9 143 190 165 161 176 239
## 28082 28084 28091 28097 28101 28104 28105 28107 28108 28111 28116
## Predicted 126 111 60.9 82.2 130 143.6 149.7 153.1 161.0 166.3 143
## cvpred 125 111 61.3 83.5 130 142.6 149.9 151.8 159.5 165.8 141
## pm2.5 347 342 295.0 229.0 280 202.0 204.0 221.0 227.0 232.0 316
## CV residual 222 231 233.7 145.5 150 59.4 54.1 69.2 67.5 66.2 175
## 28118 28126 28130 28133 28135 28138 28139 28140 28144 28146 28147
## Predicted 133 179 131 65.1 72.3 39.8 8.64 28.4 -4.79 57.9 72.4
## cvpred 133 176 129 62.7 70.0 37.9 6.96 27.4 -6.51 57.0 71.4
## pm2.5 359 512 517 14.0 10.0 13.0 10.00 7.0 19.00 22.0 25.0
## CV residual 226 336 388 -48.7 -60.0 -24.9 3.04 -20.4 25.51 -35.0 -46.4
## 28148 28168 28169 28170 28172 28176 28179 28180 28185 28187 28192
## Predicted 151.2 134.8 139.5 144.2 147.2 176.9 178 176 168 160.5 112.6
## cvpred 150.1 133.9 138.6 143.3 146.4 176.9 178 175 169 161.2 113.1
## pm2.5 87.0 72.0 63.0 57.0 60.0 83.0 53 54 39 63.0 53.0
## CV residual -63.1 -61.9 -75.6 -86.3 -86.4 -93.9 -125 -121 -130 -98.2 -60.1
## 28193 28194 28197 28199 28201 28203 28204 28208 28219 28220 28221
## Predicted 116.1 122.4 155.2 161.5 158.5 166 163.9 178.7 120.7 125 134.8
## cvpred 116.6 122.8 155.2 161.4 158.3 166 163.4 176.5 118.5 123 133.2
## pm2.5 53.0 63.0 97.0 109.0 118.0 98 91.0 107.0 210.0 224 224.0
## CV residual -63.6 -59.8 -58.2 -52.4 -40.3 -68 -72.4 -69.5 91.5 101 90.8
## 28226 28231 28233 28239 28240 28242 28243 28245 28246 28248 28249
## Predicted 131.6 94.2 84.5 87.7 97.5 99.1 109.5 130.8 141.8 158 165
## cvpred 130.4 93.5 83.6 88.2 97.9 99.4 109.7 130.9 141.8 158 164
## pm2.5 166.0 51.0 14.0 73.0 76.0 74.0 82.0 69.0 63.0 58 54
## CV residual 35.6 -42.5 -69.6 -15.2 -21.9 -25.4 -27.7 -61.9 -78.8 -100 -110
## 28251 28254 28257 28264 28267 28268 28272 28276 28288 28294 28295
## Predicted 174 178 170.4 127.1 47.8 47.3 67.2 91.0 46.8 95.4 104.1
## cvpred 174 177 169.4 126.5 46.7 46.3 66.9 90.7 45.9 95.6 104.4
## pm2.5 51 52 76.0 94.0 18.0 15.0 5.0 11.0 12.0 60.0 56.0
## CV residual -123 -125 -93.4 -32.5 -28.7 -31.3 -61.9 -79.7 -33.9 -35.6 -48.4
## 28300 28303 28304 28306 28307 28310 28313 28317 28321 28322
## Predicted 154.7 154.9 152.7 130.14 119.31 88.6 75.6 104.9 119.1 119.10
## cvpred 154.9 153.8 151.7 130.68 118.66 88.1 76.3 105.2 119.1 119.14
## pm2.5 90.0 103.0 119.0 137.00 126.00 137.0 123.0 150.0 98.0 110.00
## CV residual -64.9 -50.8 -32.7 6.32 7.34 48.9 46.7 44.8 -21.1 -9.14
## 28323 28326 28327 28328 28333 28338 28340 28341 28343 28344 28345
## Predicted 127.01 169.8 140.9 172.2 127 108 140.9 150.1 150.1 152.04 159.9
## cvpred 126.85 167.9 139.8 170.5 127 108 139.1 149.6 149.6 151.65 159.4
## pm2.5 128.00 187.0 188.0 196.0 240 210 220.0 223.0 231.0 154.00 128.0
## CV residual 1.15 19.1 48.2 25.5 113 102 80.9 73.4 81.4 2.35 -31.4
## 28349 28352 28353 28354 28355 28359 28362 28365 28366 28367 28371
## Predicted 186.2 176.2 135 122.1 147.2 8.89 -10.8 2.44 16.51 19.55 35.2
## cvpred 185.1 174.2 133 120.6 145.8 8.14 -11.8 1.42 16.19 19.37 34.9
## pm2.5 134.0 204.0 183 179.0 192.0 21.00 17.0 15.00 15.00 16.00 8.0
## CV residual -51.1 29.8 50 58.4 46.2 12.86 28.8 13.58 -1.19 -3.37 -26.9
## 28373 28374 28375 28377 28382 28392 28395 28404 28409 28414 28415
## Predicted 45.6 93.6 70.7 55.1 28.54 133.1 113.84 73.5 80.3 131.2 131.2
## cvpred 45.2 92.4 69.7 54.4 28.39 133.6 112.92 74.5 81.0 131.6 131.6
## pm2.5 8.0 16.0 17.0 17.0 21.00 109.0 103.00 90.0 93.0 75.0 58.0
## CV residual -37.2 -76.4 -52.7 -37.4 -7.39 -24.6 -9.92 15.5 12.0 -56.6 -73.6
## 28420 28424 28426 28430 28433 28435 28440 28441 28442 28443 28447
## Predicted 124.7 108.1 100.88 93.46 119.4 134.5 154.7 152.6 152.6 154.2 155.8
## cvpred 123.8 107.3 101.78 94.43 120.1 135.1 155.3 153.2 153.2 154.8 156.3
## pm2.5 82.0 84.0 93.00 97.00 98.0 85.0 101.0 107.0 105.0 106.0 140.0
## CV residual -41.8 -23.3 -8.78 2.57 -22.1 -50.1 -54.3 -46.2 -48.2 -48.8 -16.3
## 28449 28450 28452 28455 28458 28460 28462 28463 28464 28465 28466
## Predicted 159.90 159.9 155.2 159.5 127 129 125 122 116 156.1 122
## cvpred 160.37 160.4 155.7 159.7 127 127 123 121 115 154.8 121
## pm2.5 155.00 174.0 203.0 251.0 253 254 256 255 246 244.0 259
## CV residual -5.37 13.6 47.3 91.3 126 127 133 134 131 89.2 138
## 28473 28477 28482 28484 28485 28501 28503 28506 28509 28511 28512
## Predicted 155.9 51.9 37.316 33.70 46.8 87.1 69.0 59.4 94.4 127.7 116.9
## cvpred 155.9 51.7 37.689 33.44 46.4 88.0 69.9 60.0 94.5 127.5 115.5
## pm2.5 158.0 29.0 38.000 29.00 20.0 169.0 144.0 130.0 112.0 122.0 130.0
## CV residual 2.1 -22.7 0.311 -4.44 -26.4 81.0 74.1 70.0 17.5 -5.5 14.5
## 28516 28519 28521 28523 28526 28532 28533 28534 28535 28536 28537
## Predicted 145.7 170.7 94.0 82.1 83.4 98.0 102.6 108.9 113.6 120 130.3
## cvpred 144.1 168.6 92.8 82.6 84.1 98.2 102.9 109.1 113.8 120 130.3
## pm2.5 184.0 194.0 153.0 126.0 178.0 46.0 33.0 32.0 34.0 37 38.0
## CV residual 39.9 25.4 60.2 43.4 93.9 -52.2 -69.9 -77.1 -79.8 -83 -92.3
## 28541 28542 28543 28547 28552 28555 28556 28557 28561 28568 28569
## Predicted 115.2 123 125.6 102.8 92.1 133.9 132 130.7 129.05 129 125.2
## cvpred 115.3 123 125.6 101.8 90.8 132.5 131 129.5 127.99 128 124.4
## pm2.5 48.0 47 56.0 83.0 98.0 84.0 91 99.0 122.00 116 106.0
## CV residual -67.3 -76 -69.6 -18.8 7.2 -48.5 -40 -30.5 -5.99 -12 -18.4
## 28572 28574 28575 28578 28579 28583 28584 28585 28586 28588 28592
## Predicted 73.0 36.1 36.1 43.0 64.3 72.9 79.1 96.5 79.1 86.5 108.6
## cvpred 72.8 35.8 35.8 42.6 63.8 72.3 78.5 96.3 78.5 85.6 107.7
## pm2.5 122.0 24.0 9.0 11.0 11.0 8.0 9.0 8.0 7.0 6.0 9.0
## CV residual 49.2 -11.8 -26.8 -31.6 -52.8 -64.3 -69.5 -88.3 -71.5 -79.6 -98.7
## 28593 28595 28599 28600 28602 28603 28606 28610 28615 28617 28619
## Predicted 58.9 17.3 55.1 52.2 58.0 70.0 105.9 124.2 165.2 151.0 131.5
## cvpred 58.2 17.0 55.6 51.3 58.1 69.9 105.5 123.5 164.2 150.3 131.1
## pm2.5 17.0 16.0 10.0 15.0 13.0 11.0 33.0 43.0 104.0 69.0 63.0
## CV residual -41.2 -1.0 -45.6 -36.3 -45.1 -58.9 -72.5 -80.5 -60.2 -81.3 -68.1
## 28623 28629 28631 28634 28637 28638 28640 28642 28645 28646 28649
## Predicted 100.0 125.5 119.1 136.1 37.9 19.6 26.7 24.84 15.799 11.70 7.60
## cvpred 99.5 124.8 117.4 134.7 36.3 17.8 25.1 23.55 14.686 10.58 6.47
## pm2.5 89.0 97.0 93.0 59.0 27.0 33.0 13.0 17.00 14.000 12.00 12.00
## CV residual -10.5 -27.8 -24.4 -75.7 -9.3 15.2 -12.1 -6.55 -0.686 1.42 5.53
## 28652 28657 28665 28666 28676 28682 28683 28684 28687 28689 28690
## Predicted 16.929 44.3 46.0 27.7 20.05 57.8 57.8 60.0 76.1 46.8 40.6
## cvpred 15.837 43.2 45.3 27.3 19.67 57.3 57.3 59.4 75.3 46.4 40.2
## pm2.5 16.000 12.0 11.0 10.0 13.00 10.0 11.0 9.0 9.0 8.0 12.0
## CV residual 0.163 -31.2 -34.3 -17.3 -6.67 -47.3 -46.3 -50.4 -66.3 -38.4 -28.2
## 28692 28693 28697 28699 28704 28708 28716 28719 28720 28723 28725
## Predicted 17.3 4.43 11.217 19.7 45.7 77.4 -9.77 -27.9 -36.6 -28.2 37.3
## cvpred 17.0 4.10 10.658 18.9 44.8 76.3 -9.81 -28.0 -36.8 -28.5 37.2
## pm2.5 12.0 10.00 10.000 6.0 26.0 41.0 10.00 14.0 9.0 6.0 11.0
## CV residual -5.0 5.90 -0.658 -12.9 -18.8 -35.3 19.81 42.0 45.8 34.5 -26.2
## 28726 28731 28732 28742 28743 28748 28751 28754 28758 28761 28765
## Predicted 105.5 120.3 104.7 37.3 25.7 61.07 75.4 138.9 173.1 110.58 22.8
## cvpred 104.5 118.9 103.4 37.9 26.5 60.15 75.7 136.9 170.3 109.17 22.5
## pm2.5 22.0 41.0 35.0 62.0 74.0 52.00 52.0 57.0 109.0 101.00 117.0
## CV residual -82.5 -77.9 -68.4 24.1 47.5 -8.15 -23.7 -79.9 -61.3 -8.17 94.5
## 28766 28774 28777 28781 28782 28785 28787 28789 28792 28796 28798
## Predicted 13.7 32.7 26.8 68.6 67.6 11.20 0.251 79.9 78.5 100.0 106.3
## cvpred 12.9 31.5 26.3 66.9 66.6 10.22 -0.665 80.1 78.4 99.5 105.7
## pm2.5 75.0 10.0 8.0 7.0 6.0 9.00 10.000 59.0 38.0 43.0 48.0
## CV residual 62.1 -21.5 -18.3 -59.9 -60.6 -1.22 10.665 -21.1 -40.4 -56.5 -57.7
## 28804 28806 28807 28808 28809 28811 28817 28820 28825 28832 28837
## Predicted 120.8 158.0 133.3 111.6 125.5 100.0 107.57 141.5 147.0 103.2 40.1
## cvpred 119.2 156.7 131.6 109.6 124.8 99.5 106.89 140.5 145.8 101.3 39.8
## pm2.5 44.0 65.0 70.0 73.0 71.0 73.0 99.00 81.0 50.0 58.0 70.0
## CV residual -75.2 -91.7 -61.6 -36.6 -53.8 -26.5 -7.89 -59.5 -95.8 -43.3 30.2
## 28838 28844 28845 28846 28847 28849 28852 28854 28861 28864 28867
## Predicted 52.31 98.7 112.7 117.3 126 134.9 145.3 147 91.9 78.5 89.4
## cvpred 51.36 98.5 112.5 117.2 126 134.8 145.1 147 91.9 78.4 89.3
## pm2.5 57.00 62.0 96.0 81.0 78 57.0 47.0 27 41.0 63.0 60.0
## CV residual 5.64 -36.5 -16.5 -36.2 -48 -77.8 -98.1 -120 -50.9 -15.4 -29.3
## 28871 28872 28873 28877 28884 28886 28889 28892 28900 28907 28911
## Predicted 77.7 69.2 46.77 43.3 3.81 -31.0 -19.2 -4.18 130.2 115.9 111
## cvpred 77.3 68.3 46.19 42.9 4.60 -30.8 -18.8 -3.76 131.1 117.2 112
## pm2.5 44.0 46.0 39.00 6.0 8.00 6.0 6.0 8.00 72.0 41.0 40
## CV residual -33.3 -22.3 -7.19 -36.9 3.40 36.8 24.8 11.76 -59.1 -76.2 -72
## 28912 28917 28918 28923 28924 28925 28928 28933 28934 28938 28941
## Predicted 112.6 137.5 147.9 160.5 160.5 168 122.1 77.70 73.03 82.4 98.1
## cvpred 113.5 138.3 148.6 160.9 160.9 167 121.6 77.67 72.99 83.3 98.9
## pm2.5 41.0 64.0 71.0 65.0 74.0 80 86.0 78.00 75.00 63.0 73.0
## CV residual -72.5 -74.3 -77.6 -95.9 -86.9 -87 -35.6 0.33 2.01 -20.3 -25.9
## 28947 28953 28955 28957 28960 28967 28968 28969 28970 28983 28985
## Predicted 138.1 144.13 115.3 89.3 83.2 117.1 117.1 123 133.8 124 121
## cvpred 137.5 143.61 116.4 90.6 84.2 117.8 117.8 124 134.3 125 122
## pm2.5 118.0 151.00 153.0 164.0 138.0 89.0 89.0 104 114.0 236 228
## CV residual -19.5 7.39 36.6 73.4 53.8 -28.8 -28.8 -20 -20.3 111 106
## 28987 28989 28999 29001 29007 29016 29022 29025 29027 29030 29031
## Predicted 127.5 145.9 160.5 158.9 140 169 137.7 105.4 73.7 -16.3 -31.0
## cvpred 127.9 144.8 160.4 158.9 139 168 136.1 104.5 73.0 -16.6 -31.6
## pm2.5 158.0 171.0 175.0 203.0 250 236 125.0 125.0 85.0 74.0 36.0
## CV residual 30.1 26.2 14.6 44.1 111 68 -11.1 20.5 12.0 90.6 67.6
## 29033 29035 29041 29043 29044 29045 29047 29052 29053 29054 29060
## Predicted -21.2 29.1 48.9 53.0 59.3 56.8 35.0 -17.3 -17.8 -24.1 -26.6
## cvpred -21.8 28.2 48.1 52.2 58.4 55.8 34.2 -17.4 -17.9 -24.1 -27.2
## pm2.5 9.0 11.0 6.0 14.0 12.0 16.0 15.0 10.0 10.0 9.0 8.0
## CV residual 30.8 -17.2 -42.1 -38.2 -46.4 -39.8 -19.2 27.4 27.9 33.1 35.2
## 29071 29075 29076 29077 29081 29083 29084 29085 29091 29098 29100
## Predicted 149 60.9 68.5 53.9 56.00 68.58 81.15 81.72 105 49.0 61.0
## cvpred 147 60.3 67.9 54.7 56.53 68.92 81.32 81.89 104 49.7 61.9
## pm2.5 100 87.0 81.0 80.0 66.00 74.00 80.00 74.00 63 61.0 45.0
## CV residual -47 26.7 13.1 25.3 9.47 5.08 -1.32 -7.89 -41 11.3 -16.9
## 29102 29103 29112 29115 29125 29127 29130 29132 29138 29143 29144
## Predicted 55.79 53.61 114 129.4 90.47 114.7 114.1 16.0 -2.49 145 105.5
## cvpred 56.68 54.59 114 129.5 90.23 113.6 113.1 15.4 -2.89 143 104.7
## pm2.5 54.00 64.00 97 89.0 89.00 82.0 92.0 74.0 11.00 17 21.0
## CV residual -2.68 9.41 -17 -40.5 -1.23 -31.6 -21.1 58.6 13.89 -126 -83.7
## 29146 29152 29155 29160 29163 29165 29172 29174 29177 29178 29179
## Predicted -25.7 -82.1 -63.8 -43.6 -5.95 45.4 -33.0 -61.8 -55.8 -24.3 -59.6
## cvpred -25.7 -82.0 -64.0 -43.7 -5.70 44.5 -32.1 -61.3 -54.9 -23.0 -59.0
## pm2.5 20.0 30.0 38.0 48.0 12.00 11.0 11.0 11.0 16.0 11.0 13.0
## CV residual 45.7 112.0 102.0 91.7 17.70 -33.5 43.1 72.3 70.9 34.0 72.0
## 29183 29184 29185 29188 29192 29193 29196 29197 29200 29204 29207
## Predicted 27.7 75.9 88.7 86.4 109.4 84.2 6.01 25.26 15.4 61.02 94.9
## cvpred 28.7 76.6 89.5 85.8 108.9 84.2 6.28 26.55 16.6 61.94 95.5
## pm2.5 40.0 38.0 38.0 36.0 83.0 45.0 27.00 24.00 33.0 59.00 56.0
## CV residual 11.3 -38.6 -51.5 -49.8 -25.9 -39.2 20.72 -2.55 16.4 -2.94 -39.5
## 29211 29215 29219 29221 29223 29235 29238 29239 29243 29244 29249
## Predicted 101.2 132.7 98.62 62.9 47.9 148.0 106.1 139.7 100.3 92.1 70.37
## cvpred 101.7 133.1 98.36 64.0 49.0 148.6 105.7 139.2 100.5 92.3 71.75
## pm2.5 52.0 88.0 102.00 78.0 98.0 82.0 48.0 52.0 57.0 63.0 67.00
## CV residual -49.7 -45.1 3.64 14.0 49.0 -66.6 -57.7 -87.2 -43.5 -29.3 -4.75
## 29255 29257 29261 29262 29263 29264 29266 29270 29271 29272 29273
## Predicted 108.4 119.3 131.9 131.9 111.4 132.2 107.1 56.2 49.6 39.2 32.6
## cvpred 109.4 120.3 132.7 132.7 111.7 133.2 108.4 57.8 51.1 40.8 34.1
## pm2.5 77.0 86.0 83.0 88.0 98.0 112.0 131.0 82.0 78.0 70.0 64.0
## CV residual -32.4 -34.3 -49.7 -44.7 -13.7 -21.2 22.6 24.2 26.9 29.2 29.9
## 29274 29280 29282 29283 29285 29293 29296 29297 29300 29305 29311
## Predicted 28.5 112.5 118.8 129.17 129.3 76.5 63.5 69.2 85.9 137 151
## cvpred 30.0 113.5 119.7 130.05 128.9 77.2 65.4 71.0 87.5 138 150
## pm2.5 65.0 84.0 134.0 136.00 144.0 156.0 182.0 179.0 211.0 284 318
## CV residual 35.0 -29.5 14.3 5.95 15.1 78.8 116.6 108.0 123.5 146 168
## 29312 29313 29314 29320 29324 29325 29327 29334 29335 29341 29343
## Predicted 118 122 109 35 56.1 75.3 121.0 146.8 112 78.3 60.8
## cvpred 118 122 109 37 57.6 76.7 120.9 146.3 112 80.3 62.8
## pm2.5 312 286 271 103 90.0 135.0 143.0 169.0 185 194.0 127.0
## CV residual 194 164 162 66 32.4 58.3 22.1 22.7 73 113.7 64.2
## 29345 29348 29358 29360 29365 29372 29374 29375 29377 29378 29380
## Predicted 58.3 75.0 130.23 111.49 90.3 104 102.3 106.7 74.3 114.6 137.0
## cvpred 60.2 76.7 130.98 111.26 91.7 105 103.5 107.7 74.0 115.4 137.5
## pm2.5 143.0 172.0 137.00 116.00 116.0 60 77.0 42.0 42.0 53.0 48.0
## CV residual 82.8 95.3 6.02 4.74 24.3 -45 -26.5 -65.7 -32.0 -62.4 -89.5
## 29383 29384 29385 29386 29390 29391 29393 29394 29397 29399 29410
## Predicted 137.0 137.0 132.9 131 132.3 117.3 129.3 130.9 148.2 154.5 26.84
## cvpred 137.5 137.5 133.4 132 132.9 117.9 129.7 131.2 148.3 154.5 25.88
## pm2.5 56.0 64.0 52.0 17 35.0 28.0 53.0 60.0 64.0 64.0 27.00
## CV residual -81.5 -73.5 -81.4 -115 -97.9 -89.9 -76.7 -71.2 -84.3 -90.5 1.12
## 29411 29412 29413 29419 29421 29427 29431 29435 29437 29443 29444
## Predicted 7.68 -13.1 24.16 -48.4 32.10 162 161.3 22.9 -43.9 -33.7 -14.3
## cvpred 6.78 -13.8 23.93 -49.5 32.09 159 158.9 21.4 -45.0 -35.2 -16.1
## pm2.5 9.00 13.0 16.00 16.0 38.00 52 115.0 83.0 26.0 55.0 26.0
## CV residual 2.22 26.8 -7.93 65.5 5.91 -107 -43.9 61.6 71.0 90.2 42.1
## 29445 29452 29457 29458 29462 29466 29471 29475 29481 29484 29487
## Predicted 19.6 106.3 14.3 3.01 -19.0 17.61 75.35 125.0 56.4 50.6 67.38
## cvpred 17.5 103.7 13.3 1.65 -18.8 17.68 75.04 123.3 55.3 49.6 67.56
## pm2.5 37.0 119.0 47.0 29.00 12.0 24.00 79.00 50.0 130.0 69.0 72.00
## CV residual 19.5 15.3 33.7 27.35 30.8 6.32 3.96 -73.3 74.7 19.4 4.44
## 29488 29489 29490 29491 29492 29496 29500 29502 29503 29506 29513
## Predicted 63.3 67.4 85.7 96.1 104.8 147.8 -3.49 9.94 18.1 4.23 9.92
## cvpred 63.4 67.6 85.6 95.9 104.7 147.6 -4.40 9.08 17.3 3.90 9.94
## pm2.5 75.0 90.0 103.0 115.0 120.0 176.0 89.00 50.00 15.0 47.00 23.00
## CV residual 11.6 22.4 17.4 19.1 15.3 28.4 93.40 40.92 -2.3 43.10 13.06
## 29514 29515 29517 29518 29523 29525 29526 29534 29535 29536 29537
## Predicted 16.21 41.52 24.1 -13.8 88.6 126.3 95.78 33.2 34.8 40.55 40.547
## cvpred 16.13 42.56 25.2 -13.6 88.9 125.7 96.15 35.1 36.7 42.28 42.277
## pm2.5 19.00 38.00 37.0 42.0 55.0 86.0 105.00 76.0 58.0 48.00 42.000
## CV residual 2.87 -4.56 11.8 55.6 -33.9 -39.7 8.85 40.9 21.3 5.72 -0.277
## 29538 29541 29543 29547 29550 29556 29557 29558 29559 29561 29562
## Predicted 44.65 82.7 92.0 119.6 138.1 64.8 58.37 55.89 55.9 63.2 69.5
## cvpred 46.39 84.1 93.4 120.8 137.7 65.4 60.37 57.78 57.8 64.9 71.1
## pm2.5 37.00 53.0 38.0 38.0 49.0 37.0 63.00 51.00 124.0 101.0 85.0
## CV residual -9.39 -31.1 -55.4 -82.8 -88.7 -28.4 2.63 -6.78 66.2 36.1 13.9
## 29567 29568 29571 29576 29578 29602 29604 29611 29620 29624 29629
## Predicted 107.5 114 121 129.7 121.18 129.0 118.1 116.4 151.6 169.4 134.4
## cvpred 108.8 115 121 130.4 122.12 129.6 118.7 116.6 151.2 168.6 132.7
## pm2.5 79.0 83 79 119.0 121.00 154.0 150.0 72.0 58.0 70.0 101.0
## CV residual -29.8 -32 -42 -11.4 -1.12 24.4 31.3 -44.6 -93.2 -98.6 -31.7
## 29630 29633 29638 29643 29644 29645 29646 29653 29658 29659 29661
## Predicted 28.4 -59.9 8.80 132 117.7 144 149 8.35 35.34 49.83 66.5
## cvpred 27.2 -61.2 7.49 130 116.9 142 148 8.52 35.12 49.53 66.0
## pm2.5 79.0 44.0 22.00 16 21.0 22 20 27.00 42.00 41.00 118.0
## CV residual 51.8 105.2 14.51 -114 -95.9 -120 -128 18.48 6.88 -8.53 52.0
## 29662 29665 29673 29674 29675 29676 29680 29681 29682 29685 29687
## Predicted 81.0 118.5 124.8 116.3 66.2 81.0 88.9 86.9 76.9 122.1 96.7
## cvpred 80.4 117.6 124.2 115.9 65.5 80.9 89.0 85.8 77.2 122.2 97.1
## pm2.5 107.0 76.0 99.0 101.0 99.0 101.0 105.0 106.0 118.0 144.0 129.0
## CV residual 26.6 -41.6 -25.2 -14.9 33.5 20.1 16.0 20.2 40.8 21.8 31.9
## 29691 29692 29699 29706 29709 29710 29711 29712 29713 29714 29716
## Predicted 128.6 139.0 59.9 48.66 48.2 67.0 77.4 102.3 116.8 93.8 90.7
## cvpred 127.5 137.8 61.2 49.84 49.5 68.1 78.4 103.1 117.5 93.9 90.0
## pm2.5 53.0 61.0 98.0 48.00 29.0 36.0 35.0 38.0 38.0 29.0 59.0
## CV residual -74.5 -76.8 36.8 -1.84 -20.5 -32.1 -43.4 -65.1 -79.5 -64.9 -31.0
## 29717 29719 29720 29723 29724 29725 29730 29731 29732 29733 29734
## Predicted 94.8 68.3 55.70 70.4 62.10 52.9 74.3 94.54 86.90 93.19 85.5
## cvpred 94.1 67.9 55.51 70.4 63.32 52.8 75.4 95.46 87.82 94.02 85.9
## pm2.5 70.0 94.0 50.00 45.0 61.00 71.0 149.0 97.00 89.00 91.00 103.0
## CV residual -24.1 26.1 -5.51 -25.4 -2.32 18.2 73.6 1.54 1.18 -3.02 17.1
## 29736 29738 29740 29744 29757 29762 29766 29768 29769 29774 29776
## Predicted 106.3 110.4 119 81.6 57.3 93.8 149.4 74 57.3 48.7 51.9
## cvpred 106.5 110.6 119 81.6 57.5 94.4 148.7 74 57.5 50.3 53.3
## pm2.5 148.0 205.0 233 201.0 47.0 37.0 74.0 44 32.0 77.0 76.0
## CV residual 41.5 94.4 114 119.4 -10.5 -57.4 -74.7 -30 -25.5 26.7 22.7
## 29778 29781 29784 29786 29788 29791 29795 29797 29802 29806 29807
## Predicted 63.9 95.7 129.3 135.2 143.1 112.0 128.7 120.55 133.12 153 153
## cvpred 65.1 96.6 130.1 134.6 142.3 112.2 129.6 121.33 133.73 154 154
## pm2.5 86.0 76.0 67.0 103.0 120.0 129.0 114.0 117.00 124.00 67 57
## CV residual 20.9 -20.6 -63.1 -31.6 -22.3 16.8 -15.6 -4.33 -9.73 -87 -97
## 29809 29813 29819 29821 29823 29826 29831 29834 29842 29843 29852
## Predicted 149 118.5 110.7 126.4 123.8 81.00 146.8 152.2 112.7 106.4 122.9
## cvpred 150 117.7 110.7 125.8 124.4 80.37 147.1 152.2 111.9 105.7 123.3
## pm2.5 47 68.0 65.0 72.0 75.0 86.00 89.0 94.0 122.0 120.0 48.0
## CV residual -103 -49.7 -45.7 -53.8 -49.4 5.63 -58.1 -58.2 10.1 14.3 -75.3
## 29853 29856 29859 29860 29873 29875 29877 29879 29880 29884 29886
## Predicted 133.9 65.7 23.4 33.8 -66.9 -69.3 35.5 62.9 69.2 145.8 142
## cvpred 134.2 65.1 23.0 33.3 -66.7 -69.3 36.4 63.7 69.9 144.5 141
## pm2.5 64.0 113.0 18.0 13.0 22.0 18.0 25.0 34.0 42.0 51.0 91
## CV residual -70.2 47.9 -5.0 -20.3 88.7 87.3 -11.4 -29.7 -27.9 -93.5 -50
## 29887 29889 29892 29895 29898 29902 29906 29908 29909 29913 29914
## Predicted 98.0 85.7 40.81 -5.83 -19.0 54.03 79.2 127.0 120.7 125.1 110.4
## cvpred 97.2 85.2 40.79 -4.50 -17.9 54.74 79.5 126.9 120.7 125.4 110.9
## pm2.5 79.0 60.0 47.00 65.00 44.0 63.00 46.0 50.0 62.0 89.0 86.0
## CV residual -18.2 -25.2 6.21 69.50 61.9 8.26 -33.5 -76.9 -58.7 -36.4 -24.9
## 29915 29916 29918 29920 29921 29923 29924 29926 29930 29931
## Predicted 110.36 105.7 88.45 70.9 73.1 87.6 104.28 115.7 130.85 145.47
## cvpred 110.88 106.2 89.12 71.5 73.6 88.0 104.54 114.8 130.98 144.27
## pm2.5 117.00 96.0 98.00 104.0 101.0 113.0 101.00 110.0 121.00 141.00
## CV residual 6.12 -10.2 8.88 32.5 27.4 25.0 -3.54 -4.8 -9.98 -3.27
## 29939 29941 29945 29948 29950 29951 29959 29961 29963 29971 29973
## Predicted -24.9 -2.23 3.49 70.5 87.2 102.2 143.2 142.7 130.1 123.4 128.10
## cvpred -24.3 -1.19 4.43 71.4 87.9 102.9 143.5 142.9 130.6 123.6 128.32
## pm2.5 53.0 26.00 23.00 60.0 54.0 41.0 168.0 220.0 217.0 138.0 127.00
## CV residual 77.3 27.19 18.57 -11.4 -33.9 -61.9 24.5 77.1 86.4 14.4 -1.32
## 29975 29978 29979 29985 29989 29993 30000 30002 30004 30010
## Predicted 131.14 151.6 157.5 93.9 2.63 0.459 91 104.1 110.7 112.4
## cvpred 131.49 151.6 156.1 94.0 3.33 1.697 91 104.9 111.6 113.8
## pm2.5 122.00 160.0 168.0 170.0 89.00 123.000 171 164.0 152.0 149.0
## CV residual -9.49 8.4 11.9 76.0 85.67 121.303 80 59.1 40.4 35.2
## 30014 30019 30025 30032 30034 30035 30039 30040 30047 30048 30053
## Predicted 118.69 138.2 107.1 147.0 152 152 143.3 143.3 142.9 143.3 144.9
## cvpred 119.08 137.8 106.9 146.6 153 153 144.2 144.2 142.5 144.2 145.7
## pm2.5 124.00 71.0 76.0 109.0 132 140 184.0 182.0 178.0 173.0 176.0
## CV residual 4.92 -66.8 -30.9 -37.6 -21 -13 39.8 37.8 35.5 28.8 30.3
## 30057 30061 30064 30066 30070 30072 30078 30079 30081 30083 30084
## Predicted 153.7 148.6 150.1 151.3 109.8 103.5 147.049 147.0 141.3 152.3 151.7
## cvpred 154.5 148.1 150.7 150.5 109.4 103.2 147.567 147.6 141.9 152.8 152.3
## pm2.5 104.0 141.0 140.0 173.0 162.0 156.0 148.000 100.0 103.0 122.0 129.0
## CV residual -50.5 -7.1 -10.7 22.5 52.6 52.8 0.433 -47.6 -38.9 -30.8 -23.3
## 30087 30088 30090 30095 30099 30100 30101 30102 30110 30111
## Predicted 145.43 145.43 117.8 149.66 111.4 151.3 151.3 113.0 145.4 147.0
## cvpred 146.05 146.05 117.8 149.03 110.9 150.5 150.5 112.4 146.1 147.6
## pm2.5 138.00 150.00 162.0 142.00 138.0 139.0 135.0 134.0 221.0 206.0
## CV residual -8.05 3.95 44.2 -7.03 27.1 -11.5 -15.5 21.6 74.9 58.4
## 30112 30113 30114 30117 30119 30121 30123 30124 30125 30126 30127
## Predicted 146.6 148.2 141.9 106.7 152.9 124 152.9 113.0 154.5 152.9 152.903
## cvpred 145.9 147.4 141.2 106.2 152.1 124 152.1 112.4 153.6 152.1 152.058
## pm2.5 189.0 187.0 187.0 196.0 184.0 172 169.0 146.0 142.0 130.0 153.000
## CV residual 43.1 39.6 45.8 89.8 31.9 48 16.9 33.6 -11.6 -22.1 0.942
## 30128 30129 30133 30141 30145 30154 30158 30162 30176 30180 30181
## Predicted 111.395 112.0 106.8 101.1 150 95.6 88.7 86.7 143.6 114.3 108.0
## cvpred 110.863 111.4 106.4 100.8 149 95.7 88.9 88.0 142.9 115.1 108.9
## pm2.5 110.000 21.0 14.0 22.0 33 47.0 25.0 18.0 87.0 69.0 81.0
## CV residual -0.863 -90.4 -92.4 -78.8 -116 -48.7 -63.9 -70.0 -55.9 -46.1 -27.9
## 30182 30185 30189 30193 30200 30202 30203 30208 30210 30211 30214
## Predicted 103.30 113.4 118.3 138 148.0 122.9 111.9 94.5 96.7 96.7 124.4
## cvpred 104.26 114.1 118.8 138 147.1 122.3 111.4 95.5 97.6 97.6 124.9
## pm2.5 96.00 98.0 41.0 22 76.0 55.0 50.0 72.0 87.0 83.0 113.0
## CV residual -8.26 -16.1 -77.8 -116 -71.1 -67.3 -61.4 -23.5 -10.6 -14.6 -11.9
## 30215 30217 30218 30220 30222 30224 30249 30254 30256 30263 30268
## Predicted 122.7 135.3 147.5 124.9 153.7 102.21 98.71 68.3 59.6 102.0 118.3
## cvpred 123.4 135.8 146.5 124.6 152.7 102.43 99.79 69.7 60.9 102.8 118.8
## pm2.5 101.0 93.0 98.0 108.0 106.0 111.00 94.00 132.0 111.0 115.0 100.0
## CV residual -22.4 -42.8 -48.5 -16.6 -46.7 8.57 -5.79 62.3 50.1 12.2 -18.8
## 30270 30271 30273 30274 30275 30279 30281 30286 30291 30293 30310
## Predicted 131.2 131 117.0 108.5 103.87 79.3 75.1 106.8 96.1 127.04 105.3
## cvpred 131.7 130 117.8 109.5 104.83 79.3 76.3 107.8 96.1 127.38 104.5
## pm2.5 70.0 69 93.0 95.0 108.00 141.0 144.0 203.0 147.0 131.00 199.0
## CV residual -61.7 -61 -24.8 -14.5 3.17 61.7 67.7 95.2 50.9 3.62 94.5
## 30314 30322 30324 30330 30333 30337 30339 30347 30349 30353 30354
## Predicted 120.2 80.5 67.6 91.1 112.5 132.5 143.4 92.8 59.1 64.0 62.4
## cvpred 119.7 80.5 67.6 91.6 112.8 131.2 143.2 93.1 59.6 64.1 62.6
## pm2.5 101.0 20.0 14.0 40.0 55.0 49.0 62.0 23.0 28.0 33.0 35.0
## CV residual -18.7 -60.5 -53.6 -51.6 -57.8 -82.2 -81.2 -70.1 -31.6 -31.1 -27.6
## 30362 30366 30367 30373 30374 30376 30379 30381 30382 30384 30387
## Predicted 139.7 150.6 146.8 38.6 33.9 17.35 44.4 42.798 56.9 100.9 112.3
## cvpred 138.4 149.3 145.7 38.5 33.8 18.49 45.3 43.789 56.5 100.3 112.9
## pm2.5 76.0 86.0 85.0 21.0 22.0 20.00 21.0 44.000 48.0 59.0 95.0
## CV residual -62.4 -63.3 -60.7 -17.5 -11.8 1.51 -24.3 0.211 -8.5 -41.3 -17.9
## 30388 30399 30400 30401 30403 30408 30414 30416 30420 30422 30424
## Predicted 93.4 67.8 67.8 69.9 101.4 107.8 139.3 83.0 67.0 62.3 62.0
## cvpred 93.4 69.2 69.2 71.3 102.7 107.7 138.7 83.1 68.7 64.1 63.5
## pm2.5 108.0 30.0 34.0 51.0 118.0 129.0 154.0 58.0 84.0 32.0 46.0
## CV residual 14.6 -39.2 -35.2 -20.3 15.3 21.3 15.3 -25.1 15.3 -32.1 -17.5
## 30425 30426 30428 30429 30433 30436 30446 30447 30450 30454 30455
## Predicted 86.9 93.2 99.5 101.7 112.6 91.3 106 109.8 134.5 142.9 141.3
## cvpred 88.3 94.5 100.7 102.7 113.6 91.5 106 110.1 135.2 143.5 141.9
## pm2.5 67.0 67.0 70.0 48.0 42.0 45.0 40 45.0 69.0 45.0 44.0
## CV residual -21.3 -27.5 -30.7 -54.7 -71.6 -46.5 -66 -65.1 -66.2 -98.5 -97.9
## 30456 30462 30463 30465 30466 30472 30473 30490 30491 30493 30498
## Predicted 148.8 127 156.1 91.11 91.8 69.3 69.3 124.1 121.5 113.6 112.20
## cvpred 147.9 127 155.1 90.61 91.9 70.0 70.0 123.5 122.1 114.3 112.69
## pm2.5 51.0 103 103.0 87.00 61.0 32.0 40.0 194.0 153.0 147.0 120.00
## CV residual -96.9 -24 -52.1 -3.61 -30.9 -38.0 -30.0 70.5 30.9 32.7 7.31
## 30499 30500 30502 30503 30505 30507 30508 30509 30512 30515
## Predicted 112.20 122.593 156 153 155 159 117.3 159.3 125.3 119.0
## cvpred 112.69 122.994 156 151 153 158 116.3 159.2 124.8 118.6
## pm2.5 122.00 122.000 45 45 48 52 58.0 64.0 103.0 150.0
## CV residual 9.31 -0.994 -111 -106 -105 -106 -58.3 -95.2 -21.8 31.4
## 30517 30518 30520 30532 30534 30535 30539 30545 30547 30549 30551
## Predicted 148.3 149.5 145.3 132.4 165.3 165.3 144.7 113.5 117.6 127 137.852
## cvpred 148.4 148.2 145.2 131.4 163.6 163.6 144.6 113.5 117.6 127 137.837
## pm2.5 161.0 103.0 128.0 158.0 178.0 186.0 187.0 87.0 86.0 101 137.000
## CV residual 12.6 -45.2 -17.2 26.6 14.4 22.4 42.4 -26.5 -31.6 -26 -0.837
## 30560 30562 30570 30571 30572 30573 30576 30577 30579 30583 30584
## Predicted 106.6 77.3 54.14 91.6 109.2 115 105 137.1 139 144 142
## cvpred 105.3 76.4 53.92 91.9 109.5 114 105 137.4 139 144 143
## pm2.5 89.0 183.0 50.00 56.0 88.0 96 150 184.0 339 265 257
## CV residual -16.3 106.6 -3.92 -35.9 -21.5 -18 45 46.6 200 121 114
## 30585 30586 30587 30590 30591 30592 30596 30599 30605 30606 30622
## Predicted 138 138 142.3 131 131 133 137 121 158.8 157 143.30
## cvpred 139 139 142.7 132 132 133 136 120 157.5 156 142.62
## pm2.5 240 243 229.0 242 297 369 466 267 68.0 72 146.00
## CV residual 101 104 86.3 110 165 236 330 147 -89.5 -84 3.38
## 30623 30625 30626 30630 30632 30634 30636 30637 30639 30642 30644
## Predicted 109.7 109.7 145.5 153.4 152 144 131 130.6 127.5 129.6 137.94
## cvpred 109.1 109.1 144.7 152.4 152 144 131 131.4 128.2 129.1 138.49
## pm2.5 164.0 186.0 183.0 194.0 190 250 244 178.0 156.0 145.0 146.00
## CV residual 54.9 76.9 38.3 41.6 38 106 113 46.6 27.8 15.9 7.51
## 30645 30649 30650 30651 30653 30654 30659 30660 30662 30666
## Predicted 104.5 145.98 143.50 151.8 122.6 151.41 145.56 142.9 104.7 125.2
## cvpred 104.6 145.07 142.47 151.9 122.1 150.18 145.69 141.9 103.7 124.5
## pm2.5 176.0 155.00 144.00 141.0 147.0 154.00 143.00 150.0 172.0 193.0
## CV residual 71.4 9.93 1.53 -10.9 24.9 3.82 -2.69 8.1 68.3 68.5
## 30671 30672 30673 30676 30680 30686 30687 30693 30694 30698 30700
## Predicted 158.3 134.8 123.5 128 107.3 26.4 28.1 84.5 93.3 71.8 128.8
## cvpred 157.9 133.8 121.7 126 105.7 25.8 27.3 84.6 93.4 70.6 127.6
## pm2.5 69.0 50.0 41.0 18 18.0 15.0 9.0 24.0 27.0 31.0 29.0
## CV residual -88.9 -83.8 -80.7 -108 -87.7 -10.8 -18.3 -60.6 -66.4 -39.6 -98.6
## 30701 30702 30704 30708 30715 30719 30722 30726 30729 30730 30731
## Predicted 135.1 133.4 95.1 60.2 23.39 67.4 99.5 119.4 77.5 77.5 67.8
## cvpred 133.8 132.3 93.9 60.1 22.65 66.5 98.7 117.6 76.3 76.3 67.3
## pm2.5 37.0 43.0 56.0 14.0 17.00 47.0 69.0 35.0 24.0 21.0 18.0
## CV residual -96.8 -89.3 -37.9 -46.1 -5.65 -19.5 -29.7 -82.6 -52.3 -55.3 -49.3
## 30732 30733 30735 30739 30740 30741 30742 30743 30744 30746 30747
## Predicted 67.5 42.0 35.5 101.1 119.4 107.3 105.7 112.7 146 114.2 107.9
## cvpred 67.2 41.2 35.2 99.5 118.3 105.7 104.2 111.7 144 112.5 106.3
## pm2.5 19.0 26.0 14.0 45.0 29.0 30.0 24.0 28.0 38 25.0 18.0
## CV residual -48.2 -15.2 -21.2 -54.5 -89.3 -75.7 -80.2 -83.7 -106 -87.5 -88.3
## 30748 30750 30751 30752 30753 30754 30758 30759 30761 30764 30770
## Predicted 120.5 113 100.0 89.9 77.3 67.2 12.797 29.6 58.8 80.2 131.1
## cvpred 118.7 111 98.6 88.8 76.4 66.6 12.492 29.7 59.5 80.7 131.3
## pm2.5 21.0 19 25.0 26.0 23.0 24.0 12.000 14.0 20.0 24.0 38.0
## CV residual -97.7 -92 -73.6 -62.8 -53.4 -42.6 -0.492 -15.7 -39.5 -56.7 -93.3
## 30775 30778 30780 30783 30790 30792 30795 30798 30805 30806 30808
## Predicted 139.8 117.16 95.8 58.1 100.2 91.9 110.5 156 118.8 110.0 108.9
## cvpred 140.1 117.88 96.7 59.1 100.9 91.0 109.6 154 119.4 110.6 109.4
## pm2.5 74.0 119.00 57.0 42.0 64.0 26.0 47.0 49 66.0 65.0 97.0
## CV residual -66.1 1.12 -39.7 -17.1 -36.9 -65.0 -62.6 -105 -53.4 -45.6 -12.4
## 30812 30816 30820 30822 30824 30826 30828 30831 30834 30835 30839
## Predicted 119.3 134.3 156.1 154.5 153 115.5 144.8 133.8 135.5 135.5 144.35
## cvpred 119.8 134.7 154.9 153.4 153 115.5 145.3 134.4 135.9 135.9 143.56
## pm2.5 130.0 195.0 64.0 56.0 71 79.0 79.0 85.0 91.0 104.0 140.00
## CV residual 10.2 60.3 -90.9 -97.4 -82 -36.5 -66.3 -49.4 -44.9 -31.9 -3.56
## 30840 30845 30846 30850 30854 30856 30858 30862 30866 30870 30871
## Predicted 148.89 110.2 104.5 117.13 116.1 119.9 147 151 153 113.5 113.5
## cvpred 149.37 109.5 103.9 116.99 116.1 119.7 146 150 152 112.7 112.7
## pm2.5 141.00 143.0 139.0 124.00 59.0 46.0 34 46 46 41.0 34.0
## CV residual -8.37 33.5 35.1 7.01 -57.1 -73.7 -112 -104 -106 -71.7 -78.7
## 30876 30886 30888 30889 30895 30896 30898 30899 30900 30901 30905
## Predicted 93.0 97.7 97.7 106 104.0 104.0 91.4 85.1 78.8 125.0 105.8
## cvpred 92.6 97.3 97.3 105 103.5 103.5 91.1 84.9 78.7 124.6 105.5
## pm2.5 37.0 41.0 40.0 32 33.0 34.0 29.0 46.0 36.0 43.0 42.0
## CV residual -55.6 -56.3 -57.3 -73 -70.5 -69.5 -62.1 -38.9 -42.7 -81.6 -63.5
## 30908 30909 30910 30916 30919 30920 30922 30933 30935 30938 30940
## Predicted 123 129.2 121.3 154.4 110.3 148.0 122.8 129.0 133.63 135.8 141.7
## cvpred 122 129.9 122.2 154.7 109.7 147.3 122.5 129.8 134.53 136.6 141.1
## pm2.5 53 46.0 50.0 74.0 71.0 71.0 71.0 64.0 125.00 120.0 123.0
## CV residual -69 -83.9 -72.2 -80.7 -38.7 -76.3 -51.5 -65.8 -9.53 -16.6 -18.1
## 30944 30951 30952 30956 30957 30958 30960 30961 30964 30965 30966
## Predicted 138.30 104.4 98.1 110.7 121.1 121.62 123.8 130 134.8 138.9 138.9
## cvpred 139.22 105.6 99.4 111.8 122.1 122.71 124.8 131 135.7 139.8 139.8
## pm2.5 136.00 93.0 80.0 98.0 82.0 116.00 131.0 94 101.0 99.0 113.0
## CV residual -3.22 -12.6 -19.4 -13.8 -40.1 -6.71 6.2 -37 -34.7 -40.8 -26.8
## 30968 30969 30970 30975 30981 30982 30983 30984 30990 30991 31000
## Predicted 133.1 130.95 124.7 98.2 116.5 119.1 125.4 141.7 154.9 161 152.3
## cvpred 134.2 132.08 125.9 98.3 116.3 120.1 126.3 141.1 155.1 161 152.3
## pm2.5 162.0 127.00 93.0 75.0 67.0 59.0 66.0 71.0 68.0 53 59.0
## CV residual 27.8 -5.08 -32.9 -23.3 -49.3 -61.1 -60.3 -70.1 -87.1 -108 -93.3
## 31004 31006 31007 31009 31010 31011 31012 31016 31022 31024 31031
## Predicted 164 162 162 162 162 137.0 122.1 96.2 20.22 22.1 118.1
## cvpred 162 162 162 160 160 135.9 120.7 95.0 19.84 21.9 117.4
## pm2.5 59 70 61 56 60 64.0 66.0 15.0 11.00 8.0 36.0
## CV residual -103 -92 -101 -104 -100 -71.9 -54.7 -80.0 -8.84 -13.9 -81.4
## 31032 31038 31039 31041 31051 31058 31061 31063 31066 31069
## Predicted 108.2 117 108.4 123.1 70.2 133 147.831 147.40 141.5 131.2
## cvpred 108.8 116 107.7 122.6 71.1 134 148.437 146.73 142.2 131.9
## pm2.5 39.0 50 43.0 47.0 35.0 100 149.000 150.00 163.0 175.0
## CV residual -69.8 -66 -64.7 -75.6 -36.1 -34 0.563 3.27 20.8 43.1
## 31077 31078 31083 31084 31088 31094 31095 31097 31098 31101 31105
## Predicted 134 135.0 146.3 146.25 144.1 110 107.96 106 107.8 131.4 147.0
## cvpred 135 135.5 145.1 145.14 143.1 110 107.38 107 108.5 131.8 147.4
## pm2.5 91 99.0 126.0 141.00 165.0 95 109.00 111 98.0 97.0 119.0
## CV residual -44 -36.5 -19.1 -4.14 21.9 -15 1.62 4 -10.5 -34.8 -28.4
## 31106 31108 31109 31115 31120 31122 31127 31138 31139 31143
## Predicted 123.98 152.8 152.8 86.974 44.8 63.6 126.49 120.3 111.9 90.5
## cvpred 123.76 151.8 151.8 86.919 44.7 64.4 127.25 119.9 111.6 90.5
## pm2.5 127.00 170.0 170.0 86.000 15.0 17.0 128.00 77.0 80.0 65.0
## CV residual 3.24 18.2 18.2 -0.919 -29.7 -47.4 0.75 -42.9 -31.6 -25.5
## 31148 31151 31153 31155 31159 31172 31174 31175 31178 31179 31180
## Predicted 101.6 135.5 139.6 143.4 145.9 111.15 121.66 122.1 133.7 127.8 130.0
## cvpred 102.5 136.1 140.2 143.8 146.4 111.75 120.93 122.6 132.7 128.3 130.3
## pm2.5 48.0 48.0 61.0 84.0 118.0 117.00 124.00 107.0 71.0 80.0 83.0
## CV residual -54.5 -88.1 -79.2 -59.8 -28.4 5.25 3.07 -15.6 -61.7 -48.3 -47.3
## 31182 31184 31185 31186 31191 31199 31207 31208 31209 31210 31216
## Predicted 128.1 138.5 125.5 117.1 84.3 134.9 115.9 97.0 76.6 99.8 -12.1
## cvpred 128.3 138.6 124.5 117.4 84.8 134.9 114.7 96.1 76.0 99.2 -12.2
## pm2.5 49.0 59.0 44.0 27.0 28.0 46.0 79.0 72.0 62.0 51.0 15.0
## CV residual -79.3 -79.6 -80.5 -90.4 -56.8 -88.9 -35.7 -24.1 -14.0 -48.2 27.2
## 31218 31220 31226 31229 31231 31232 31235 31237 31239 31240 31242
## Predicted -7.98 -1.69 108.1 95.1 83.1 70.5 44.4 46.6 42.0 47.7 49.9
## cvpred -8.12 -1.92 107.7 94.1 82.2 69.9 44.8 47.8 43.1 48.8 50.9
## pm2.5 17.00 17.00 26.0 18.0 18.0 17.0 24.0 22.0 20.0 30.0 30.0
## CV residual 25.12 18.92 -81.7 -76.1 -64.2 -52.9 -20.8 -25.8 -23.1 -18.8 -20.9
## 31243 31245 31250 31254 31259 31261 31262 31267 31268 31272 31274
## Predicted 74.7 100.2 118.0 121.7 107.9 139.3 141 85.3 87.5 137.8 113.0
## cvpred 75.6 100.9 118.5 120.9 108.7 139.7 140 84.8 86.9 136.9 112.9
## pm2.5 48.0 66.0 42.0 40.0 53.0 59.0 46 56.0 62.0 71.0 85.0
## CV residual -27.6 -34.9 -76.5 -80.9 -55.7 -80.7 -94 -28.8 -24.9 -65.9 -27.9
## 31276 31277 31278 31279 31284 31288 31289 31294 31297 31298 31302
## Predicted 149.8 116.8 110 103.6 111.5 151.3 151.3 149.2 124.2 155.2 113.72
## cvpred 148.7 116.5 109 102.8 110.5 151.3 151.3 148.1 123.6 153.8 112.59
## pm2.5 80.0 83.0 89 87.0 88.0 118.0 119.0 164.0 171.0 178.0 103.00
## CV residual -68.7 -33.5 -20 -15.8 -22.5 -33.3 -32.3 15.9 47.4 24.2 -9.59
## 31304 31307 31308 31310 31311 31312 31313 31316 31317 31319 31320
## Predicted 109.3 70.9 83.5 11.46 43.0 2.7 -3.59 74.2 90.9 108.1 128.4
## cvpred 108.4 71.1 84.4 11.49 44.1 2.7 -3.50 75.0 91.5 108.6 127.5
## pm2.5 93.0 32.0 32.0 20.00 28.0 20.0 22.00 26.0 27.0 33.0 33.0
## CV residual -15.4 -39.1 -52.4 8.51 -16.1 17.3 25.50 -49.0 -64.5 -75.6 -94.5
## 31322 31323 31325 31330 31335 31338 31339 31341 31343 31345 31352
## Predicted 103.7 110.0 140.5 124.1 111.9 115.2 121.5 128.3 124.2 147.2 124
## cvpred 103.5 109.7 139.3 123.3 112.6 115.6 121.8 128.6 124.5 147.2 123
## pm2.5 38.0 49.0 79.0 76.0 84.0 53.0 40.0 60.0 70.0 106.0 135
## CV residual -65.5 -60.7 -60.3 -47.3 -28.6 -62.6 -81.8 -68.6 -54.5 -41.2 12
## 31353 31358 31359 31362 31368 31369 31370 31372 31373 31374 31376
## Predicted 140.89 100.1 97.208 88.9 132.4 110.2 110.2 108.8 107.1 107.1 150
## cvpred 141.01 100.7 96.355 89.3 132.7 109.1 109.1 107.4 105.9 105.9 150
## pm2.5 139.00 128.0 96.000 55.0 96.0 76.0 18.0 22.0 20.0 20.0 29
## CV residual -2.01 27.3 -0.355 -34.3 -36.7 -33.1 -91.1 -85.4 -85.9 -85.9 -121
## 31381 31382 31387 31388 31389 31390 31391 31392 31393 31396 31399
## Predicted 97.1 90.9 112.7 121.0 95.13 106.4 145 153 114.3 156 108.6
## cvpred 97.7 91.5 113.1 120.1 94.07 105.5 145 153 113.2 155 107.5
## pm2.5 35.0 47.0 88.0 106.0 85.00 31.0 24 33 36.0 31 37.0
## CV residual -62.7 -44.5 -25.1 -14.1 -9.07 -74.5 -121 -120 -77.2 -124 -70.5
## 31405 31410 31413 31415 31417 31418 31424 31427 31433 31434 31435
## Predicted 131 121.7 143.4 146.0 147.7 147.7 99.9 118.7 107.6 101.90 63.8
## cvpred 132 120.9 143.8 145.3 146.8 146.8 99.4 118.4 108.7 103.04 63.7
## pm2.5 42 45.0 59.0 68.0 76.0 80.0 61.0 68.0 89.0 107.00 102.0
## CV residual -90 -75.9 -84.8 -77.3 -70.8 -66.8 -38.4 -50.4 -19.7 3.96 38.3
## 31436 31437 31444 31445 31448 31449 31450 31458 31459 31461 31462
## Predicted 84.9 112.0 68.4 139 90.8 87.1 57.2 79.4 89.8 119.1 119.9
## cvpred 85.1 112.8 68.0 139 90.1 87.2 57.0 80.3 90.6 119.5 120.5
## pm2.5 48.0 47.0 19.0 25 18.0 21.0 26.0 30.0 29.0 55.0 62.0
## CV residual -37.1 -65.8 -49.0 -114 -72.1 -66.2 -31.0 -50.3 -61.6 -64.5 -58.5
## 31470 31472 31476 31477 31480 31481 31482 31488 31491 31495 31501
## Predicted 147.9 103.62 110.0 95.5 96.0 100.1 112.1 152 160 123.5 105.1
## cvpred 146.7 102.79 110.6 96.2 96.5 100.7 112.5 152 160 121.9 105.4
## pm2.5 100.0 109.00 66.0 58.0 75.0 62.0 96.0 28 42 50.0 35.0
## CV residual -46.7 6.21 -44.6 -38.2 -21.5 -38.7 -16.5 -124 -118 -71.9 -70.4
## 31502 31503 31508 31511 31516 31519 31520 31521 31523 31527 31530
## Predicted 98.3 89.6 117.1 138.4 148.8 117.9 140.5 138.8 136.6 117.1 112.99
## cvpred 97.5 88.7 117.2 138.4 148.7 117.4 139.3 137.8 135.7 117.7 113.56
## pm2.5 41.0 41.0 43.0 39.0 80.0 94.0 116.0 124.0 139.0 138.0 122.00
## CV residual -56.5 -47.7 -74.2 -99.4 -68.7 -23.4 -23.3 -13.8 3.3 20.3 8.44
## 31532 31533 31534 31541 31542 31546 31549 31554 31555 31560 31561
## Predicted 125.9 132.1 136.8 144 104.2 81.5 60.7 89.7 89.7 103.9 103.9
## cvpred 126.5 132.7 137.3 143 103.4 81.2 60.6 89.0 89.0 102.9 102.9
## pm2.5 147.0 154.0 168.0 37 48.0 39.0 34.0 18.0 23.0 16.0 21.0
## CV residual 20.5 21.3 30.7 -106 -55.4 -42.2 -26.6 -71.0 -66.0 -86.9 -81.9
## 31564 31567 31572 31581 31583 31587 31588 31590 31598 31602 31604
## Predicted 111.8 145 95.1 120.0 114.4 107.7 114.0 114.6 58.1 76.1 82.9
## cvpred 110.6 144 94.5 119.2 114.8 106.5 112.7 113.2 59.1 77.0 83.8
## pm2.5 20.0 21 27.0 59.0 27.0 26.0 24.0 23.0 38.0 36.0 43.0
## CV residual -90.6 -123 -67.5 -60.2 -87.8 -80.5 -88.7 -90.2 -21.1 -41.0 -40.8
## 31606 31607 31608 31611 31613 31614 31617 31619 31629 31630 31633
## Predicted 135.5 123.4 133.8 100.37 98.5 98.5 82.6 112.4 106.00 120.6 133.2
## cvpred 135.9 124.1 134.4 99.77 97.7 97.7 82.3 112.2 107.15 120.4 132.8
## pm2.5 60.0 65.0 56.0 101.00 62.0 54.0 39.0 62.0 111.00 109.0 74.0
## CV residual -75.9 -59.1 -78.4 1.23 -35.7 -43.7 -43.3 -50.2 3.85 -11.4 -58.8
## 31640 31641 31644 31645 31648 31650 31661 31662 31664 31667 31669
## Predicted 129.8 123.5 121.3 110.4 115.3 134.3 141.3 141.3 145 129.5 112.3
## cvpred 130.9 124.7 122.6 111.8 116.3 133.8 141.7 141.7 146 130.4 113.3
## pm2.5 203.0 208.0 194.0 161.0 143.0 55.0 48.0 42.0 42 48.0 47.0
## CV residual 72.1 83.3 71.4 49.2 26.7 -78.8 -93.7 -99.7 -104 -82.4 -66.3
## 31673 31675 31681 31682 31685 31686 31687 31696 31705 31706 31708
## Predicted 103.5 113.9 135 137.4 135.8 135.8 135.8 96.7 105.4 107.9 138.3
## cvpred 104.6 114.9 136 138.1 136.6 136.6 136.6 97.8 105.2 107.8 137.4
## pm2.5 51.0 53.0 82 87.0 69.0 63.0 73.0 78.0 49.0 73.0 41.0
## CV residual -53.6 -61.9 -54 -51.1 -67.6 -73.6 -63.6 -19.8 -56.2 -34.8 -96.4
## 31715 31716 31721 31726 31729 31730 31732 31733 31736 31740 31742
## Predicted 107.6 105.4 106.5 122.1 130.0 134.7 132.2 136 135.9 111.2 102.4
## cvpred 108.7 106.6 107.5 123.1 130.8 135.5 132.9 137 135.3 112.2 103.4
## pm2.5 66.0 65.0 69.0 88.0 57.0 61.0 72.0 70 79.0 91.0 94.0
## CV residual -42.7 -41.6 -38.5 -35.1 -73.8 -74.5 -60.9 -67 -56.3 -21.2 -9.4
## 31747 31748 31752 31757 31758 31759 31760 31761 31762 31765 31769
## Predicted 118.5 124.8 136.8 146.2 148.2 145.6 145.6 146.1 146.1 130.9 137.01
## cvpred 119.3 125.5 137.3 144.9 148.1 144.3 144.3 146.1 146.1 129.9 137.19
## pm2.5 139.0 142.0 160.0 61.0 60.0 57.0 68.0 75.0 83.0 98.0 136.00
## CV residual 19.7 16.5 22.7 -83.9 -88.1 -87.3 -76.3 -71.1 -63.1 -31.9 -1.19
## 31779 31783 31784 31787 31791 31794 31800 31802 31803 31805 31807
## Predicted 113.0 53.0 33.1 12.3 -4.37 -8.47 65.9 70.6 80.0 105.5 86.5
## cvpred 112.7 52.3 32.7 12.1 -4.37 -8.48 65.4 70.1 80.2 105.5 86.1
## pm2.5 145.0 26.0 21.0 32.0 29.00 20.00 17.0 9.0 13.0 15.0 13.0
## CV residual 32.3 -26.3 -11.7 19.9 33.37 28.48 -48.4 -61.1 -67.2 -90.5 -73.1
## 31809 31810 31817 31824 31833 31841 31842 31843 31848 31858 31860
## Predicted 50.0 47.8 47.0 76.4 50.2 14.03 41.3 53.8 123.3 102.8 95.969
## cvpred 50.8 48.7 48.6 76.3 50.6 14.49 42.9 55.3 124.4 104.3 97.565
## pm2.5 10.0 16.0 15.0 27.0 19.0 12.00 17.0 25.0 48.0 118.0 98.000
## CV residual -40.8 -32.7 -33.6 -49.3 -31.6 -2.49 -25.9 -30.3 -76.4 13.7 0.435
## 31862 31864 31866 31872 31892 31893 31895 31901 31905 31907 31908
## Predicted 99.22 81.3 87.6 138.4 109.0 113.7 130.4 116.1 84.6 116.59 80.8
## cvpred 100.59 81.3 87.5 138.1 109.9 114.6 131.1 116.3 84.6 116.54 81.0
## pm2.5 92.00 63.0 75.0 115.0 74.0 73.0 93.0 144.0 117.0 119.00 115.0
## CV residual -8.59 -18.3 -12.5 -23.1 -35.9 -41.6 -38.1 27.7 32.4 2.46 34.0
## 31915 31916 31918 31921 31927 31930 31931 31935 31936 31939 31940
## Predicted 112 128.0 132.70 99.1 95.6 66.3 45.5 1.58 7.31 48.7 100.7
## cvpred 113 127.8 132.46 99.0 95.4 66.5 45.9 2.84 8.46 48.9 100.5
## pm2.5 128 105.0 123.00 110.0 72.0 77.0 68.0 5.00 12.00 18.0 19.0
## CV residual 15 -22.8 -9.46 11.0 -23.4 10.5 22.1 2.16 3.54 -30.9 -81.5
## 31941 31949 31951 31953 31954 31959 31962 31963 31964 31966 31969
## Predicted 111.6 97.5 95.8 70.7 47.7 5.68 32.5 59.6 86.6 101.7 106
## cvpred 111.3 97.0 95.5 70.7 48.0 6.95 34.1 60.9 87.8 102.7 106
## pm2.5 23.0 64.0 38.0 31.0 31.0 11.00 18.0 17.0 39.0 47.0 70
## CV residual -88.3 -33.0 -57.5 -39.7 -17.0 4.05 -16.1 -43.9 -48.8 -55.7 -36
## 31970 31971 31972 31974 31978 31982 31983 31990 31991 31993 32004
## Predicted 106 103.19 103.2 105.4 47.2 52.7 37.65 101.9 111.8 124.4 11.68
## cvpred 106 102.64 102.6 104.7 47.5 54.2 39.19 102.6 111.2 123.6 12.64
## pm2.5 95 101.00 59.0 47.0 29.0 33.0 31.00 41.0 50.0 51.0 16.00
## CV residual -11 -1.64 -43.6 -57.7 -18.5 -21.2 -8.19 -61.6 -61.2 -72.6 3.36
## 32009 32012 32014 32022 32024 32025 32027 32033 32038 32041 32043
## Predicted 70.4 106.27 119.7 124.6 124.6 123.0 120.8 121.3 131 135 138.5
## cvpred 71.6 107.21 120.7 125.4 125.4 123.9 121.8 122.2 132 136 138.6
## pm2.5 38.0 98.00 71.0 51.0 56.0 57.0 60.0 61.0 55 33 39.0
## CV residual -33.6 -9.21 -49.7 -74.4 -69.4 -66.9 -61.8 -61.2 -77 -103 -99.6
## 32044 32049 32050 32051 32055 32058 32059 32060 32066 32068 32071
## Predicted 138.5 156.4 127.5 155.8 138.5 140.2 144.3 150.6 159.0 125.4 95.4
## cvpred 138.6 154.9 126.9 154.4 137.3 138.8 142.9 149.1 157.4 123.9 94.1
## pm2.5 40.0 68.0 69.0 75.0 81.0 74.0 75.0 72.0 124.0 118.0 16.0
## CV residual -98.6 -86.9 -57.9 -79.4 -56.3 -64.8 -67.9 -77.1 -33.4 -5.9 -78.1
## 32072 32073 32081 32082 32083 32085 32086 32089 32090 32091 32095
## Predicted 51.9 41.5 14.27 24.7 35.6 44.4 53.1 76.0 67.8 80.7 76.8
## cvpred 50.9 40.6 13.92 24.2 35.1 43.9 52.7 76.3 68.0 80.9 76.6
## pm2.5 20.0 14.0 7.00 10.0 8.0 15.0 12.0 14.0 8.0 10.0 10.0
## CV residual -30.9 -26.6 -6.92 -14.2 -27.1 -28.9 -40.7 -62.3 -60.0 -70.9 -66.6
## 32096 32097 32101 32108 32116 32118 32119 32120 32124 32126 32129
## Predicted 76.8 62.6 9.76 88.6 97.3 106 99.4 87.2 3.76 20.4 -30.7
## cvpred 76.6 62.7 10.11 89.5 96.7 105 98.8 86.9 4.42 20.9 -30.2
## pm2.5 13.0 13.0 9.00 18.0 43.0 30 18.0 21.0 13.00 10.0 15.0
## CV residual -63.6 -49.7 -1.11 -71.5 -53.7 -75 -80.8 -65.9 8.58 -10.9 45.2
## 32130 32131 32144 32145 32147 32153 32154 32161 32165 32168 32172
## Predicted 49.0 80.1 93.7 81.8 58.8 51.28 63.7 131.4 138 124.6 72.4
## cvpred 50.3 81.3 93.6 82.5 59.8 51.75 65.3 131.2 138 124.7 73.1
## pm2.5 18.0 21.0 42.0 39.0 33.0 45.00 49.0 71.0 33 47.0 49.0
## CV residual -32.3 -60.3 -51.6 -43.5 -26.8 -6.75 -16.3 -60.2 -105 -77.7 -24.1
## 32177 32184 32189 32192 32195 32202 32204 32205 32207 32211
## Predicted 73.4 124.2 109.7 90.77 97.6 87.8 113.28 119.57 107.56 124.2
## cvpred 75.1 125.7 110.4 91.12 98.3 89.6 114.86 121.05 109.24 125.7
## pm2.5 65.0 80.0 122.0 99.00 66.0 109.0 124.00 119.00 103.00 144.0
## CV residual -10.1 -45.7 11.6 7.88 -32.3 19.4 9.14 -2.05 -6.24 18.3
## 32213 32215 32219 32222 32224 32231 32233 32237 32238 32244 32245
## Predicted 90.2 133 115.9 124 119.6 131.7 100.3 104.1 104.1 62.9 73.2
## cvpred 90.5 134 116.3 124 121.1 131.7 100.3 103.9 103.9 63.9 73.5
## pm2.5 149.0 38 58.0 85 72.0 86.0 31.0 17.0 14.0 11.0 14.0
## CV residual 58.5 -96 -58.3 -39 -49.1 -45.7 -69.3 -86.9 -89.9 -52.9 -59.5
## 32247 32248 32251 32254 32262 32263 32265 32270 32273 32274 32275
## Predicted 76.7 78.8 114.6 124.5 134.5 131 127.0 86.3 79.6 85.9 106.7
## cvpred 77.0 80.3 115.9 125.8 134.4 132 128.4 86.9 81.3 87.5 108.2
## pm2.5 13.0 14.0 34.0 57.0 65.0 64 62.0 68.0 67.0 73.0 88.0
## CV residual -64.0 -66.3 -81.9 -68.8 -69.4 -68 -66.4 -18.9 -14.3 -14.5 -20.2
## 32280 32281 32283 32285 32289 32298 32304 32307 32310 32311 32315
## Predicted 130.7 132.71 134.5 140.8 80.7 40.8 133.3 132.84 95.1 128.7 103.9
## cvpred 130.8 134.02 134.4 140.6 81.3 42.8 134.6 132.89 95.3 128.8 104.5
## pm2.5 128.0 132.00 142.0 124.0 101.0 24.0 123.0 128.00 47.0 36.0 72.0
## CV residual -2.8 -2.02 7.6 -16.6 19.7 -18.8 -11.6 -4.89 -48.3 -92.8 -32.5
## 32325 32332 32336 32340 32343 32345 32346 32348 32351 32352 32359
## Predicted 105 134 135.5 121.20 84.5 96.5 107 128.3 132.9 126.6 146.7
## cvpred 105 135 135.3 122.57 85.9 97.7 108 129.2 133.9 127.7 146.1
## pm2.5 212 59 98.0 113.00 70.0 78.0 80 89.0 119.0 106.0 116.0
## CV residual 107 -76 -37.3 -9.57 -15.9 -19.7 -28 -40.2 -14.9 -21.7 -30.1
## 32361 32372 32373 32375 32381 32383 32385 32386 32387 32388 32389
## Predicted 92.9 101.0 116.5 127.0 111.3 107.1 80.1 63.4 98.92 96.74 88.405
## cvpred 93.0 100.7 117.4 126.6 111.5 106.7 80.3 63.8 99.31 97.22 90.137
## pm2.5 142.0 17.0 61.0 97.0 39.0 26.0 33.0 36.0 92.00 92.00 91.000
## CV residual 49.0 -83.7 -56.4 -29.6 -72.5 -80.7 -47.3 -27.8 -7.31 -5.22 0.863
## 32391 32393 32400 32407 32410 32412 32416 32420 32423 32431 32438
## Predicted 58.30 55.8 131.9 140.34 117.1 95.3 88.0 128.7 137.5 147.3 148.4
## cvpred 60.16 57.6 132.9 141.22 118.5 95.6 89.4 129.6 138.3 147.6 148.6
## pm2.5 67.00 73.0 98.0 151.00 159.0 153.0 149.0 183.0 213.0 53.0 104.0
## CV residual 6.84 15.4 -34.9 9.78 40.5 57.4 59.6 53.4 74.7 -94.6 -44.6
## 32441 32442 32443 32446 32447 32454 32455 32459 32460 32465 32466
## Predicted 147.4 148 118.5 152.5 110.54 110.5 108.92 118.6 59.2 -38.2 -37.6
## cvpred 146.3 148 118.2 152.7 109.78 109.8 108.27 119.8 59.3 -38.0 -37.4
## pm2.5 135.0 166 170.0 126.0 113.00 121.0 111.00 91.0 83.0 12.0 12.0
## CV residual -11.3 18 51.8 -26.7 3.22 11.2 2.73 -28.8 23.7 50.0 49.4
## 32468 32478 32481 32488 32492 32496 32497 32499 32500 32501 32504
## Predicted 54.9 69.4 52.3 50.1 97.9 121.2 102.3 137 144 145.9 147.8
## cvpred 55.1 69.1 52.9 51.5 98.9 122.1 102.6 137 143 145.2 147.2
## pm2.5 32.0 16.0 15.0 26.0 32.0 40.0 32.0 29 35 64.0 88.0
## CV residual -23.1 -53.1 -37.9 -25.5 -66.9 -82.1 -70.6 -108 -108 -81.2 -59.2
## 32507 32508 32512 32513 32515 32522 32525 32528 32535 32538 32544
## Predicted 112.7 101.3 79.6 77.6 106.6 128.38 92.60 89.35 137.4 136.2 130.9
## cvpred 113.8 101.3 80.7 78.7 107.5 128.06 92.49 89.46 137.4 137.6 131.3
## pm2.5 66.0 62.0 37.0 37.0 50.0 130.00 98.00 85.00 94.0 93.0 116.0
## CV residual -47.8 -39.3 -43.7 -41.7 -57.5 1.94 5.51 -4.46 -43.4 -44.6 -15.3
## 32547 32556 32558 32566 32572 32577 32581 32584 32586 32589
## Predicted 91.1 115.6 110.9 122.61 134 99.8 120.20 105.01 111.3 134.40
## cvpred 91.6 117.6 112.9 124.23 135 100.5 120.28 106.43 112.6 134.19
## pm2.5 132.0 151.0 139.0 121.00 118 120.0 129.00 103.00 124.0 128.00
## CV residual 40.4 33.4 26.1 -3.23 -17 19.5 8.72 -3.43 11.4 -6.19
## 32590 32593 32594 32597 32598 32599 32600 32603 32605 32607 32615
## Predicted 134.96 110.8 99.7 106 100.3 100.87 97.1 39.5 14.03 48.7 98.8
## cvpred 134.77 111.4 99.8 106 100.3 100.92 97.3 40.9 15.59 50.5 99.5
## pm2.5 129.00 153.0 156.0 131 114.0 98.00 87.0 29.0 7.00 12.0 71.0
## CV residual -5.77 41.6 56.2 25 13.7 -2.92 -10.3 -11.9 -8.59 -38.5 -28.5
## 32617 32621 32628 32632 32633 32634 32638 32639 32640 32642 32644
## Predicted 98.8 136.1 73.8 54.76 54.8 65.1 87.1 90.9 121.6 122.0 136.1
## cvpred 99.5 135.9 74.5 56.62 56.6 66.9 88.7 92.3 121.5 123.2 135.9
## pm2.5 89.0 63.0 51.0 63.00 38.0 37.0 36.0 32.0 35.0 43.0 42.0
## CV residual -10.5 -72.9 -23.5 6.38 -18.6 -29.9 -52.7 -60.3 -86.5 -80.2 -93.9
## 32645 32656 32659 32661 32663 32667 32668 32674 32675 32676
## Predicted 107.2 106.71 120.76 127.05 133.3 99.2 101.4 71.1 69.5 59.1
## cvpred 107.8 108.15 120.86 127.06 133.3 99.2 101.3 71.2 69.7 59.4
## pm2.5 43.0 101.00 120.00 135.00 149.0 158.0 137.0 6.0 8.0 9.0
## CV residual -64.8 -7.15 -0.86 7.94 15.7 58.8 35.7 -65.2 -61.7 -50.4
## 32680 32684 32689 32693 32696 32697 32698 32700 32701 32704 32706
## Predicted 40.5 119 102.4 105 59.7 57.5 35.1 15.43 2.56 -15.5 -13.3
## cvpred 40.9 119 102.4 105 60.2 58.1 36.0 16.31 3.40 -14.8 -12.7
## pm2.5 13.0 17 30.0 9 11.0 9.0 11.0 11.00 11.00 7.0 11.0
## CV residual -27.9 -102 -72.4 -96 -49.2 -49.1 -25.0 -5.31 7.60 21.8 23.7
## 32709 32710 32712 32715 32720 32721 32724 32729 32730 32732 32735
## Predicted 122.5 104.6 75.6 86.6 124.6 53.8 -16.0 13.54 25.6 51.0 92.8
## cvpred 122.4 105.2 75.6 87.2 125.8 54.8 -15.1 15.24 27.1 52.4 93.2
## pm2.5 31.0 36.0 25.0 7.0 27.0 23.0 11.0 8.00 11.0 19.0 26.0
## CV residual -91.4 -69.2 -50.6 -80.2 -98.8 -31.8 26.1 -7.24 -16.1 -33.4 -67.2
## 32739 32740 32744 32745 32753 32758 32765 32768 32773 32775 32776
## Predicted 111.0 111.0 115.7 71.7 51.2 142.8 162.6 132.09 95.5 80.4 90.2
## cvpred 110.5 110.5 115.6 71.8 52.6 143.4 161.3 131.67 96.3 81.3 91.1
## pm2.5 37.0 36.0 27.0 22.0 64.0 107.0 143.0 137.00 161.0 202.0 229.0
## CV residual -73.5 -74.5 -88.6 -49.8 11.4 -36.4 -18.3 5.33 64.7 120.7 137.9
## 32778 32779 32788 32791 32792 32793 32797 32798 32799 32804 32807
## Predicted 101 128 151.5 157.9 156.2 147 112 112 111 143 148
## cvpred 101 128 151.5 156.6 156.2 146 113 112 111 142 147
## pm2.5 254 259 210.0 232.0 238.0 253 265 236 213 262 272
## CV residual 153 131 58.5 75.4 81.8 107 152 124 102 120 125
## 32808 32813 32814 32815 32817 32818 32819 32822 32825 32826 32830
## Predicted 115 104 101 101 91.0 89.4 81.5 76.8 70.6 76.8 125.5
## cvpred 116 104 100 100 91.2 89.7 82.0 77.3 71.1 77.3 125.8
## pm2.5 286 259 233 226 228.0 221.0 211.0 228.0 212.0 219.0 207.0
## CV residual 170 155 133 126 136.8 131.3 129.0 150.7 140.9 141.7 81.2
## 32832 32837 32838 32839 32842 32843 32850 32854 32855 32857 32858
## Predicted 130.2 136.3 129.6 136.3 122.12 115.83 109.9 106.2 135 133.3 134.5
## cvpred 130.4 137.8 129.9 137.8 123.86 117.67 110.2 106.9 135 134.6 134.4
## pm2.5 210.0 228.0 202.0 122.0 120.00 127.00 92.0 200.0 208 173.0 170.0
## CV residual 79.6 90.2 72.1 -15.8 -3.86 9.33 -18.2 93.1 73 38.4 35.6
## 32862 32873 32875 32878 32880 32884 32888 32893 32903 32909 32916
## Predicted 96.2 60 110.2 139.1 139 131.6 102.6 -14.1 136.2 122.1 85.22
## cvpred 96.2 61 110.3 140.4 139 131.7 102.9 -13.1 135.7 122.1 86.88
## pm2.5 136.0 12 13.0 50.0 36 37.0 11.0 6.0 46.0 51.0 94.00
## CV residual 39.8 -49 -97.3 -90.4 -103 -94.7 -91.9 19.1 -89.7 -71.1 7.12
## 32917 32918 32919 32923 32925 32926 32932 32935 32937 32938 32939
## Predicted 86.8 86.28 81.61 112.2 123.2 125.4 144.8 155.4 149.4 128.6 122.31
## cvpred 88.4 87.82 83.14 113.5 124.4 126.4 144.3 155.8 150.1 129.5 123.28
## pm2.5 96.0 95.00 85.00 59.0 58.0 57.0 55.0 63.0 83.0 95.0 119.00
## CV residual 7.6 7.18 1.86 -54.5 -66.4 -69.4 -89.3 -92.8 -67.1 -34.5 -4.28
## 32942 32946 32951 32952 32958 32960 32961 32962 32964 32968 32969
## Predicted 104.5 120.6 143 149 148 148 107 132 99.4 80.0 78.4
## cvpred 105.6 121.5 142 148 147 148 107 133 101.2 82.1 80.6
## pm2.5 159.0 170.0 388 403 282 294 310 322 301.0 250.0 229.0
## CV residual 53.4 48.5 246 255 135 146 203 189 199.8 167.9 148.4
## 32973 32976 32977 32980 32981 32984 32985 32986 32990 32996 32999
## Predicted 100 107 130 142 138 134.8 134 132.1 108.0 126.1 137.0
## cvpred 101 108 132 142 138 136.5 135 132.7 108.8 126.3 137.2
## pm2.5 342 324 353 278 244 197.0 260 229.0 171.0 188.0 205.0
## CV residual 241 216 221 136 106 60.5 125 96.3 62.2 61.7 67.8
## 33000 33002 33003 33007 33014 33016 33017 33018 33019 33020 33021
## Predicted 97.1 110.4 139.2 104.0 -13.8 -13.8 -7.46 62.4 77.4 66.5 58.33
## cvpred 97.5 111.2 139.3 104.3 -11.9 -11.9 -5.67 63.1 78.0 67.2 58.97
## pm2.5 210.0 196.0 192.0 166.0 33.0 15.0 15.00 17.0 24.0 42.0 50.00
## CV residual 112.5 84.8 52.7 61.7 44.9 26.9 20.67 -46.1 -54.0 -25.2 -8.97
## 33024 33029 33031 33033 33034 33048 33049 33052 33053 33054 33057
## Predicted 121.8 90.7 121.7 113.3 100.7 138.7 132.4 148.2 127 156.3 150.3
## cvpred 122.4 91.8 121.9 113.6 101.3 139.3 133.1 148.5 127 155.1 149.4
## pm2.5 77.0 38.0 55.0 43.0 42.0 84.0 97.0 92.0 92 92.0 113.0
## CV residual -45.4 -53.8 -66.9 -70.6 -59.3 -55.3 -36.1 -56.5 -35 -63.1 -36.4
## 33058 33059 33061 33064 33065 33066 33067 33068 33069 33076 33078
## Predicted 115.1 115.1 109.91 116.9 88.0 89.5 108.4 119.4 108.4 115.8 124.2
## cvpred 115.1 115.1 109.84 116.2 88.1 88.9 107.5 119.1 107.5 114.6 122.9
## pm2.5 110.0 114.0 108.00 176.0 177.0 182.0 181.0 197.0 197.0 203.0 200.0
## CV residual -5.1 -1.1 -1.84 59.8 88.9 93.1 73.5 77.9 89.5 88.4 77.1
## 33080 33084 33086 33092 33095 33096 33100 33101 33103 33104 33109
## Predicted 157.8 23.95 22.33 28.7 53.8 53.8 143 123 148 159 45.8
## cvpred 156.4 23.57 22.06 28.5 53.3 53.3 142 123 147 159 47.1
## pm2.5 205.0 14.00 19.00 9.0 8.0 16.0 19 19 25 30 28.0
## CV residual 48.6 -9.57 -3.06 -19.5 -45.3 -37.3 -123 -104 -122 -129 -19.1
## 33113 33114 33115 33119 33130 33131 33132 33134 33136 33138 33142
## Predicted 53.11 77.6 105.3 139.4 70.1 47.09 20.0 28.0 64.64 80.89 112.91
## cvpred 54.23 77.2 106.3 138.7 70.3 47.58 20.8 29.2 66.13 80.92 112.92
## pm2.5 50.00 64.0 78.0 158.0 57.0 49.00 51.0 47.0 64.00 84.00 106.00
## CV residual -4.23 -13.2 -28.3 19.3 -13.3 1.42 30.2 17.8 -2.13 3.08 -6.92
## 33145 33146 33148 33150 33151 33152 33153 33154 33156 33161 33165
## Predicted 83.4 53.2 107.3 88.4 88.4 86.8 90.9 89.3 118.1 130.0 134.3
## cvpred 83.5 54.0 108.5 89.0 89.0 87.5 91.6 90.1 118.2 131.1 134.1
## pm2.5 96.0 91.0 51.0 33.0 34.0 39.0 45.0 46.0 46.0 76.0 59.0
## CV residual 12.5 37.0 -57.5 -56.0 -55.0 -48.5 -46.6 -44.1 -72.2 -55.1 -75.1
## 33169 33173 33174 33175 33177 33178 33179 33180 33182 33184 33191
## Predicted 138.4 99.03 91.1 95.8 54.1 38.5 26.2 26.8 30.9 21.1 60.4
## cvpred 138.2 99.11 91.4 96.1 55.3 39.9 27.6 28.2 32.3 22.6 61.2
## pm2.5 86.0 103.00 88.0 80.0 39.0 20.0 17.0 14.0 12.0 11.0 28.0
## CV residual -52.2 3.89 -3.4 -16.1 -16.3 -19.9 -10.6 -14.2 -20.3 -11.6 -33.2
## 33192 33193 33194 33197 33200 33201 33205 33206 33207 33208 33212
## Predicted 60.4 66.7 68.9 96.0 93.8 48.2 -15.3 15.2 10.57 12.624 68.7
## cvpred 61.2 67.4 69.5 96.3 94.2 49.3 -14.1 16.2 11.51 14.733 70.4
## pm2.5 21.0 26.0 25.0 10.0 13.0 18.0 9.0 12.0 8.00 15.000 29.0
## CV residual -40.2 -41.4 -44.5 -86.3 -81.2 -31.3 23.1 -4.2 -3.51 0.267 -41.4
## 33219 33220 33223 33225 33227 33228 33230 33231 33232 33239 33243
## Predicted 114.3 109.6 97.3 78.11 19.9 0.719 10.5 1.73 6.26 111.01 140.4
## cvpred 114.8 109.4 97.1 78.42 20.7 1.597 11.3 2.51 8.32 112.46 140.2
## pm2.5 71.0 69.0 41.0 72.00 42.0 46.000 40.0 29.00 34.00 107.00 179.0
## CV residual -43.8 -40.4 -56.1 -6.42 21.3 44.403 28.7 26.49 25.68 -5.46 38.8
## 33246 33247 33249 33250 33252 33253 33255 33256 33258 33261 33262
## Predicted 146.7 151.78 139.1 120.19 91.4 80.4 58.8 50.6 73.0 130 131.4
## cvpred 146.4 152.81 139.2 120.63 93.4 82.6 60.9 52.6 74.8 131 131.4
## pm2.5 163.0 161.00 98.0 113.00 159.0 207.0 148.0 131.0 144.0 175 189.0
## CV residual 16.6 8.19 -41.2 -7.63 65.6 124.4 87.1 78.4 69.2 44 57.6
## 33263 33265 33269 33273 33274 33276 33283 33285 33288 33290 33293
## Predicted 107 138.6 146 138.5 93.0 98.3 122 128 126 126 95.0
## cvpred 108 139.8 146 138.6 94.1 98.9 124 128 127 127 95.2
## pm2.5 206 224.0 282 235.0 225.0 226.0 234 271 277 263 260.0
## CV residual 98 84.2 136 96.4 130.9 127.1 110 143 150 136 164.8
## 33300 33301 33303 33304 33305 33308 33309 33311 33312 33316
## Predicted 0.719 -10.24 -14.9 -10.80 -6.70 19.31 31.9 24.0 42.3 76.3
## cvpred 1.597 -9.28 -14.0 -9.86 -5.75 20.12 32.5 24.8 42.8 77.1
## pm2.5 12.000 12.00 17.0 13.00 12.00 13.00 17.0 13.0 18.0 30.0
## CV residual 10.403 21.28 31.0 22.86 17.75 -7.12 -15.5 -11.8 -24.8 -47.1
## 33320 33321 33324 33327 33328 33335 33340 33343 33345 33348 33349
## Predicted 82.5 55.1 42.5 -15.5 20.32 101.5 145.3 152 135 87.0 68.3
## cvpred 82.6 55.7 43.3 -14.5 21.03 101.5 144.8 151 135 87.5 70.1
## pm2.5 29.0 31.0 18.0 14.0 18.00 55.0 113.0 99 89 115.0 128.0
## CV residual -53.6 -24.7 -25.3 28.5 -3.03 -46.5 -31.8 -52 -46 27.5 57.9
## 33350 33351 33353 33361 33365 33380 33384 33389 33391 33393 33394
## Predicted 59.6 46.7 61.18 114.8 145.7 86.73 115 98.8 108 86.8 61.9
## cvpred 61.3 48.4 62.81 115.2 146.5 86.79 115 98.4 108 86.6 61.8
## pm2.5 110.0 99.0 72.00 146.0 166.0 95.00 95 27.0 21 22.0 27.0
## CV residual 48.7 50.6 9.19 30.8 19.5 8.21 -20 -71.4 -87 -64.6 -34.8
## 33395 33397 33399 33401 33403 33405 33406 33410 33413 33414 33415
## Predicted 41.1 -13.6 -18.2 -26.4 37.1 27.21 38.2 39.3 47.8 45.6 108
## cvpred 41.2 -13.4 -18.1 -26.3 38.3 27.39 38.3 39.4 47.7 45.6 108
## pm2.5 26.0 18.0 15.0 21.0 27.0 25.00 18.0 9.0 13.0 12.0 14
## CV residual -15.2 31.4 33.1 47.3 -11.3 -2.39 -20.3 -30.4 -34.7 -33.6 -94
## 33416 33417 33420 33430 33434 33435 33438 33439 33440 33445 33447
## Predicted 129 89.9 11.67 36.551 51.6 57.9 85.5 72.9 56.3 -7.19 29.6
## cvpred 129 89.9 12.48 37.198 52.2 58.4 85.8 73.4 56.9 -6.11 30.4
## pm2.5 21 25.0 17.00 38.000 42.0 40.0 41.0 36.0 36.0 26.00 26.0
## CV residual -108 -64.9 4.52 0.802 -10.2 -18.4 -44.8 -37.4 -20.9 32.11 -4.4
## 33449 33451 33452 33454 33455 33460 33461 33466 33467 33471 33476
## Predicted -3.95 104.6 12.7 60.6 127.5 94.2 106.8 50.2 24.7 51.07 127.2
## cvpred -3.09 104.6 13.4 60.8 127.3 93.9 106.3 50.5 25.2 52.57 126.6
## pm2.5 23.00 36.0 100.0 73.0 92.0 39.0 42.0 38.0 38.0 62.00 91.0
## CV residual 26.09 -68.6 86.6 12.2 -35.3 -54.9 -64.3 -12.5 12.8 9.43 -35.6
## 33477 33482 33484 33485 33486 33490 33492 33493 33494 33495 33497
## Predicted 127.602 125.1 161.9 164.0 133.6 147.4 107.4 101 95.9 96.4 100
## cvpred 128.307 124.8 160.6 162.7 133.1 146.6 106.9 100 95.5 97.2 101
## pm2.5 129.000 165.0 199.0 196.0 144.0 127.0 197.0 222 245.0 241.0 243
## CV residual 0.693 40.2 38.4 33.3 10.9 -19.6 90.1 122 149.5 143.8 142
## 33500 33504 33505 33509 33512 33513 33520 33521 33525 33529 33535
## Predicted 144 130 118 120 120 110 95.0 105 126 107 149
## cvpred 143 130 117 119 119 109 96.2 106 127 107 149
## pm2.5 295 385 407 270 273 269 270.0 292 393 367 17
## CV residual 152 255 290 151 154 160 173.8 186 266 260 -132
## 33537 33539 33541 33546 33548 33550 33557 33559 33562 33565 33568
## Predicted 58.2 23.2 -2.53 58.3 104.1 98.8 104.4 121.7 75.4 66.3 67.8
## cvpred 58.9 24.4 -1.43 60.1 104.3 100.3 104.4 122.2 76.0 67.1 69.7
## pm2.5 24.0 14.0 7.00 17.0 35.0 46.0 135.0 46.0 37.0 51.0 111.0
## CV residual -34.9 -10.4 8.43 -43.1 -69.3 -54.3 30.6 -76.2 -39.0 -16.1 41.3
## 33571 33572 33574 33576 33578 33581 33584 33587 33588 33591
## Predicted 123.716 127.8 139.2 112.1 145.1 109.6 110.12 58.2 40.9 71.5
## cvpred 123.724 127.8 140.4 112.7 144.9 109.4 109.98 58.9 41.8 72.1
## pm2.5 124.000 160.0 156.0 136.0 187.0 135.0 118.00 112.0 126.0 131.0
## CV residual 0.276 32.2 15.6 23.3 42.1 25.6 8.02 53.1 84.2 58.9
## 33593 33598 33599 33602 33604 33610 33624 33638 33639 33640 33649
## Predicted 88.6 142 115 150 147 106 141.5 117 111 113 149
## cvpred 90.3 143 115 151 147 107 141.2 118 112 114 148
## pm2.5 151.0 211 229 289 299 139 205.0 388 329 310 334
## CV residual 60.7 68 114 138 152 32 63.8 270 217 196 186
## 33653 33655 33656 33657 33659 33664 33671 33676 33677 33679 33685
## Predicted 73.1 99.0 48.8 40.9 9.978 -23.1 51.9 134 98.1 88.3 -6.34
## cvpred 73.0 98.9 48.9 41.2 10.752 -22.2 52.3 134 98.2 88.4 -5.03
## pm2.5 52.0 12.0 14.0 12.0 11.000 10.0 11.0 26 27.0 46.0 32.00
## CV residual -21.0 -86.9 -34.9 -29.2 0.248 32.2 -41.3 -108 -71.2 -42.4 37.03
## 33690 33691 33696 33697 33698 33700 33703 33705 33710 33714 33716
## Predicted 53.1 79.7 117.6 100.9 102.5 97.8 132.4 132 99.5 121.9 139
## cvpred 54.8 79.9 118.7 101.3 102.8 98.2 131.9 133 99.2 121.3 138
## pm2.5 33.0 46.0 129.0 158.0 178.0 223.0 142.0 151 183.0 190.0 254
## CV residual -21.8 -33.9 10.3 56.7 75.2 124.8 10.1 18 83.8 68.7 116
## 33722 33723 33725 33727 33732 33737 33750 33751 33752 33756 33757
## Predicted 122 164.0 128 173.6 104.4 -36.4 47.4 108.1 101.5 -0.436 33.0
## cvpred 121 162.7 127 171.9 103.8 -36.7 47.0 107.3 100.6 -0.437 34.2
## pm2.5 270 247.0 263 238.0 173.0 15.0 8.0 15.0 15.0 18.000 24.0
## CV residual 149 84.3 136 66.1 69.2 51.7 -39.0 -92.3 -85.6 18.437 -10.2
## 33758 33762 33763 33766 33771 33775 33776 33777 33778 33779 33780
## Predicted 30.55 75.4 81.9 127.7 149.1 161.64 121.8 128.98 90.6 63.5 94.7
## cvpred 31.58 75.8 82.5 126.7 147.9 160.31 120.6 128.63 90.2 63.3 94.2
## pm2.5 27.00 51.0 56.0 108.0 188.0 151.00 138.0 121.00 123.0 110.0 109.0
## CV residual -4.58 -24.8 -26.5 -18.7 40.1 -9.31 17.4 -7.63 32.8 46.7 14.8
## 33792 33795 33802 33805 33808 33809 33810 33811 33812 33813 33815
## Predicted 134.0 103 78.3 36.2 20.4 18.2 29.12 4.807 -6.64 4.31 -2.76
## cvpred 133.4 102 78.3 36.5 21.3 18.5 29.41 5.264 -5.98 4.90 -2.16
## pm2.5 173.0 160 175.0 118.0 46.0 32.0 20.00 6.000 6.00 7.00 8.00
## CV residual 39.6 58 96.7 81.5 24.7 13.5 -9.41 0.736 11.98 2.10 10.16
## 33817 33824 33825 33829 33830 33834 33837 33841 33842 33844 33845
## Predicted -32.2 -0.799 -8.71 -46.5 -44.9 -28 1.82 68.1 64.0 66.4 58.2
## cvpred -31.8 -0.812 -8.52 -46.4 -44.8 -28 1.86 68.0 63.8 66.4 58.2
## pm2.5 8.0 8.000 9.00 5.0 6.0 17 72.00 14.0 25.0 23.0 21.0
## CV residual 39.8 8.812 17.52 51.4 50.8 45 70.14 -54.0 -38.8 -43.4 -37.2
## 33847 33850 33851 33852 33860 33864 33866 33867 33868 33869 33875
## Predicted 91.0 22.4095 -12.9 -21.6 84.5 134.4 142.8 112 151.0 113.4 33.4
## cvpred 90.7 23.0647 -12.0 -20.8 85.3 133.7 141.9 111 150.2 112.6 34.5
## pm2.5 15.0 23.0000 27.0 20.0 66.0 98.0 125.0 123 135.0 150.0 45.0
## CV residual -75.7 -0.0647 39.0 40.8 -19.3 -35.7 -16.9 12 -15.2 37.4 10.5
## 33876 33877 33878 33880 33882 33887 33890 33893 33895 33901 33903
## Predicted 22.4 36.2 -8.34 14.709 68.7 115.9 130.4 150 116.3 123.6 116
## cvpred 23.6 36.7 -7.70 15.713 68.6 116.8 131.2 149 115.5 123.1 116
## pm2.5 38.0 18.0 25.00 15.000 17.0 73.0 90.0 123 132.0 189.0 216
## CV residual 14.4 -18.7 32.70 -0.713 -51.6 -43.8 -41.2 -26 16.5 65.9 100
## 33908 33909 33912 33916 33917 33922 33925 33935 33936 33944
## Predicted 150 156 106 110 120.63 31.79 -0.231 77.83 43.8 167.08
## cvpred 149 155 105 109 119.48 31.42 -0.585 78.43 43.2 165.43
## pm2.5 283 261 252 235 114.00 23.00 24.000 72.00 78.0 164.00
## CV residual 134 106 147 126 -5.48 -8.42 24.585 -6.43 34.8 -1.43
## 33950 33955 33959 33962 33964 33966 33970 33974 33975 33982 33983
## Predicted 32.7 57.3 142.6 106 144 66.41 28.75 1.96 -3.77 32.4 32.4
## cvpred 33.5 57.7 142.2 104 142 65.21 28.24 1.50 -4.12 32.2 32.2
## pm2.5 67.0 80.0 116.0 216 188 71.00 32.00 10.00 13.00 5.0 8.0
## CV residual 33.5 22.3 -26.2 112 46 5.79 3.76 8.50 17.12 -27.2 -24.2
## 33984 33987 33990 33992 33993 33995 33999 34000 34002 34010 34011
## Predicted 38.2 131.6 156 94.5 74.0 9.46 -14.1 -9.98 3.45 54.3 58.4
## cvpred 37.8 130.5 155 93.5 73.4 9.51 -14.2 -10.10 3.38 54.0 58.1
## pm2.5 11.0 37.0 12 12.0 9.0 8.00 12.0 11.00 9.00 13.0 17.0
## CV residual -26.8 -93.5 -143 -81.5 -64.4 -1.51 26.2 21.10 5.62 -41.0 -41.1
## 34014 34017 34019 34021 34025 34034 34041 34043 34044 34045 34051
## Predicted 35.2 23.7 11.15 -3.90 -4.75 64.0 69.7 46.8 20.69 16.03 101.1
## cvpred 34.9 23.6 11.23 -3.76 -4.84 64.1 69.7 47.0 20.45 15.77 101.4
## pm2.5 6.0 12.0 9.00 7.00 9.00 14.0 17.0 22.0 15.00 20.00 71.0
## CV residual -28.9 -11.6 -2.23 10.76 13.84 -50.1 -52.7 -25.0 -5.45 4.23 -30.4
## 34058 34063 34071 34072 34074 34078 34079 34081 34083 34085 34086
## Predicted 96.1 117.2 25.09 53.9 70.6 101 109.9 93.1 116.1 110 103.5
## cvpred 95.0 115.7 25.58 53.7 70.2 101 109.7 92.5 115.2 109 102.8
## pm2.5 138.0 57.0 20.00 20.0 30.0 121 131.0 174.0 205.0 154 83.0
## CV residual 43.0 -58.7 -5.58 -33.7 -40.2 20 21.3 81.5 89.8 45 -19.8
## 34088 34089 34093 34094 34095 34096 34097 34100 34102 34104 34105
## Predicted 120.20 145.9 55.64 13.3 8.62 48.50 54.79 78.5 129 115 139.6
## cvpred 119.33 145.1 55.83 13.5 8.86 48.55 54.74 79.7 128 115 138.9
## pm2.5 128.00 161.0 63.00 54.0 61.00 43.00 50.00 141.0 206 226 232.0
## CV residual 8.67 15.9 7.17 40.5 52.14 -5.55 -4.74 61.3 78 111 93.1
## 34109 34111 34112 34113 34114 34117 34125 34127 34128 34129 34132
## Predicted 108.2 110 99.7 105.4 70.5 65.18 100 137 150 123 124
## cvpred 107.5 109 99.2 104.9 70.3 65.05 101 136 148 123 123
## pm2.5 163.0 69 54.0 57.0 58.0 63.00 323 352 365 383 387
## CV residual 55.5 -40 -45.2 -47.9 -12.3 -2.05 222 216 217 260 264
## 34134 34141 34148 34151 34152 34160 34168 34169 34172 34174 34177
## Predicted 122 44.2 106 138 138 99.0 24.3 52.0 91.3 43.4 56.9
## cvpred 121 44.5 106 137 137 97.8 23.0 51.1 89.5 42.1 55.5
## pm2.5 280 145.0 267 256 218 41.0 71.0 79.0 69.0 70.0 15.0
## CV residual 159 100.5 161 119 81 -56.8 48.0 27.9 -20.5 27.9 -40.5
## 34184 34189 34202 34206 34209 34212 34213 34220 34224 34226 34232
## Predicted 58.6 35.6 150 122.8 107.0 57.4 10.71 10.77 45.8 48.0 47
## cvpred 57.3 34.6 148 120.7 105.3 56.3 9.85 9.63 44.8 46.9 46
## pm2.5 16.0 16.0 61 32.0 21.0 16.0 13.00 19.00 7.0 5.0 7
## CV residual -41.3 -18.6 -87 -88.7 -84.3 -40.3 3.15 9.37 -37.8 -41.9 -39
## 34233 34235 34238 34241 34244 34249 34251 34253 34254 34258 34260
## Predicted 42.9 24.6 19.90 15.80 20.46 21.0 37.1 37.1 36.6 16.08 -21.7
## cvpred 41.8 23.8 19.14 15.03 19.72 20.3 36.2 36.2 35.6 15.54 -22.1
## pm2.5 5.0 5.0 12.00 12.00 10.00 6.0 2.0 4.0 4.0 10.00 9.0
## CV residual -36.8 -18.8 -7.14 -3.03 -9.72 -14.3 -34.2 -32.2 -31.6 -5.54 31.1
## 34262 34263 34266 34267 34268 34271 34272 34279 34290 34296 34300
## Predicted -20.6 -27.5 -2.85 13.5 17.6 21.7 21.7 98.0 48.28 122.8 106.7
## cvpred -21.1 -27.9 -3.26 13.2 17.3 21.4 21.4 96.6 48.58 121.1 105.2
## pm2.5 9.0 23.0 10.00 33.0 59.0 88.0 94.0 19.0 56.00 90.0 61.0
## CV residual 30.1 50.9 13.26 19.8 41.7 66.6 72.6 -77.6 7.42 -31.1 -44.2
## 34301 34307 34309 34312 34318 34319 34320 34325 34327 34336 34338
## Predicted 106.7 9.17 0.694 5.15 93.9 87.8 71.0 137.1 116.1 -11.1 62.0
## cvpred 105.2 9.00 0.714 5.61 93.1 87.7 70.4 135.9 114.8 -11.3 62.6
## pm2.5 34.0 25.00 15.000 16.00 56.0 36.0 26.0 57.0 90.0 62.0 80.0
## CV residual -71.2 16.00 14.286 10.39 -37.1 -51.7 -44.4 -78.9 -24.8 73.3 17.4
## 34342 34343 34348 34350 34355 34356 34361 34364 34365 34368 34369
## Predicted 126.6 84.6 119.8 127.7 56.7 75.76 50.2 102.7 126 128.3 80.5
## cvpred 125.4 83.6 118.2 125.9 55.7 74.77 50.6 101.8 126 126.9 79.5
## pm2.5 154.0 135.0 138.0 84.0 76.0 77.00 93.0 190.0 197 226.0 233.0
## CV residual 28.6 51.4 19.8 -41.9 20.3 2.23 42.4 88.2 71 99.1 153.5
## 34370 34371 34374 34376 34383 34388 34391 34397 34405 34406 34411
## Predicted 101.0 111.9 105.6 143.9 -7.29 7.48 70.5 161.6 30.0 25.3 106.4
## cvpred 99.6 110.5 104.3 142.4 -7.21 7.27 71.3 159.9 30.1 25.4 105.1
## pm2.5 225.0 159.0 73.0 74.0 30.00 74.00 159.0 185.0 73.0 68.0 69.0
## CV residual 125.4 48.5 -31.3 -68.4 37.21 66.73 87.7 25.1 42.9 42.6 -36.1
## 34418 34421 34422 34427 34430 34431 34433 34434 34435 34437 34447
## Predicted 126.37 60.63 62.7 8.40 16.4 11.73 51.1 71.9 94.4 84.5 119.8
## cvpred 125.29 60.67 62.0 8.57 17.0 12.31 51.9 72.5 93.5 84.9 118.2
## pm2.5 122.00 70.00 33.0 25.00 10.0 11.00 13.0 17.0 32.0 42.0 163.0
## CV residual -3.29 9.33 -29.0 16.43 -7.0 -1.31 -38.9 -55.5 -61.5 -42.9 44.8
## 34452 34453 34457 34458 34465 34466 34467 34469 34471 34473 34474
## Predicted 103.1 48.2 91.5 100 168 132 174 136 172.0 131 115.7
## cvpred 102.1 47.4 91.8 101 168 130 172 135 170.2 129 114.5
## pm2.5 135.0 159.0 246.0 224 330 407 430 343 244.0 172 156.0
## CV residual 32.9 111.6 154.2 123 162 277 258 208 73.8 43 41.5
## 34475 34478 34480 34487 34488 34490 34491 34492 34494 34496 34499
## Predicted 135.1 132 133 170 161 157 157 157 157 119 110
## cvpred 134.1 133 133 168 160 157 157 156 156 118 109
## pm2.5 166.0 290 392 480 424 403 403 389 432 403 354
## CV residual 31.9 157 259 312 264 246 246 233 276 285 245
## 34501 34503 34505 34518 34524 34529 34532 34536 34544 34545 34546
## Predicted 96.1 36.9 12.912 49.4 26.4 20.9 88.5 98.0 117.4 151 119.9
## cvpred 96.0 36.5 12.384 48.8 26.1 20.3 88.1 96.6 115.6 149 118.9
## pm2.5 266.0 184.0 13.000 8.0 11.0 10.0 19.0 58.0 41.0 29 32.0
## CV residual 170.0 147.5 0.616 -40.8 -15.1 -10.3 -69.1 -38.6 -74.6 -120 -86.9
## 34549 34553 34556 34558 34560 34561 34570 34576 34578 34579 34580
## Predicted 39.4 21.4 37.8 44.1 42.5 52.9 98.4 12.05 22.44 87.8 92.3
## cvpred 38.2 20.2 36.9 43.1 41.6 51.9 98.3 10.86 21.16 86.1 92.0
## pm2.5 24.0 9.0 13.0 7.0 13.0 9.0 10.0 17.00 31.00 34.0 40.0
## CV residual -14.2 -11.2 -23.9 -36.1 -28.6 -42.9 -88.3 6.14 9.84 -52.1 -52.0
## 34582 34583 34586 34590 34594 34608 34611 34613 34615 34617 34620
## Predicted 65.20 100.3 139.4 126 29.9 136.2 129.9 138.2 105.2 132.8 65.8
## cvpred 64.26 98.5 137.2 123 28.7 135.7 129.5 136.6 103.7 131.5 65.0
## pm2.5 55.00 76.0 47.0 14 11.0 38.0 48.0 39.0 51.0 92.0 30.0
## CV residual -9.26 -22.5 -90.2 -109 -17.7 -97.7 -81.5 -97.6 -52.7 -39.5 -35.0
## 34621 34623 34628 34642 34644 34647 34650 34651 34653 34654 34659
## Predicted 57.027 52.23 77.1 100.7 17.58 -2.14 15.1 50.4 106.6 88.3 105.8
## cvpred 56.162 52.61 76.4 101.3 17.92 -1.75 15.3 50.3 105.7 87.7 105.3
## pm2.5 57.000 49.00 144.0 41.0 25.00 17.00 117.0 125.0 92.0 51.0 48.0
## CV residual 0.838 -3.61 67.6 -60.3 7.08 18.75 101.7 74.7 -13.7 -36.7 -57.3
## 34662 34664 34668 34670 34673 34676 34678 34680 34684 34686 34687
## Predicted 64.0 58.4 -1.85 30.90 41.16 104.3 110.2 87.6 99.0 109.1 106.6
## cvpred 63.6 58.7 -1.31 31.09 42.53 105.4 109.9 88.1 98.6 108.4 105.8
## pm2.5 16.0 15.0 39.00 25.00 48.00 60.0 86.0 163.0 262.0 90.0 73.0
## CV residual -47.6 -43.7 40.31 -6.09 5.47 -45.4 -23.9 74.9 163.4 -18.4 -32.8
## 34691 34696 34700 34701 34707 34710 34711 34712 34713 34715 34716
## Predicted 120.0 83.2 122.7 131 91.6 85.3 88.4 65.7 64.1 50.2 43.9
## cvpred 119.7 84.1 122.1 130 91.2 85.0 88.9 66.3 64.8 50.9 44.7
## pm2.5 84.0 156.0 210.0 247 302.0 192.0 127.0 89.0 40.0 26.0 20.0
## CV residual -35.7 71.9 87.9 117 210.8 107.0 38.1 22.7 -24.8 -24.9 -24.7
## 34718 34721 34723 34729 34734 34737 34740 34741 34744 34745 34747
## Predicted 45.5 43.0 73.1 68.6 88.1 71.2 41.3 19.703 71.2 89.8 112.7
## cvpred 46.3 43.7 73.6 69.2 87.5 70.9 41.4 19.732 71.9 90.4 113.1
## pm2.5 24.0 26.0 39.0 12.0 12.0 12.0 17.0 19.000 55.0 59.0 91.0
## CV residual -22.3 -17.7 -34.6 -57.2 -75.5 -58.9 -24.4 -0.732 -16.9 -31.4 -22.1
## 34750 34751 34752 34753 34755 34757 34761 34762 34764 34767 34772
## Predicted 111.1 137.7 93.8 106.3 112.6 104.4 99.1 91.2 68.2 54.2 90.6
## cvpred 110.7 136.7 92.9 105.3 111.5 103.2 98.9 91.1 68.4 54.4 91.5
## pm2.5 123.0 162.0 214.0 160.0 18.0 8.0 16.0 23.0 31.0 23.0 48.0
## CV residual 12.3 25.3 121.1 54.7 -93.5 -95.2 -82.9 -68.1 -37.4 -31.4 -43.5
## 34776 34777 34780 34781 34783 34787 34793 34798 34799 34800 34808
## Predicted 103.09 92.7 103.7 107.8 101.5 63.0 35.7 71.4 67.710 70.5 90.3
## cvpred 102.24 91.9 102.8 106.9 100.7 63.8 36.5 71.4 68.525 71.2 90.0
## pm2.5 107.00 152.0 23.0 17.0 29.0 29.0 24.0 38.0 68.000 46.0 28.0
## CV residual 4.76 60.1 -79.8 -89.9 -71.7 -34.8 -12.5 -33.4 -0.525 -25.2 -62.0
## 34810 34811 34814 34819 34821 34822 34823 34824 34828 34830 34834
## Predicted 65.4 55.7 18.4 99.7 104 108 127 93.3 99.6 109.7 103.7
## cvpred 65.7 56.7 18.7 100.8 105 108 126 93.0 99.2 108.9 103.3
## pm2.5 34.0 41.0 36.0 128.0 242 247 242 240.0 178.0 155.0 65.0
## CV residual -31.7 -15.7 17.3 27.2 137 139 116 147.0 78.8 46.1 -38.3
## 34835 34845 34846 34854 34856 34859 34862 34863 34868 34869 34871
## Predicted 124.7 115 150 108.5 112.92 41.1 31.81 21.4 99.7 112 127.2
## cvpred 124.4 115 150 107.8 111.97 42.1 32.71 22.4 100.8 112 126.9
## pm2.5 52.0 325 348 139.0 104.00 98.0 34.00 36.0 121.0 168 196.0
## CV residual -72.4 210 198 31.2 -7.97 55.9 1.29 13.6 20.2 56 69.1
## 34874 34875 34878 34879 34882 34888 34896 34898 34902 34907 34908
## Predicted 134 109 148 126 101 113 156 122 130 111 92.1
## cvpred 135 109 148 126 101 113 156 122 129 111 91.6
## pm2.5 273 334 426 377 282 337 267 297 281 267 282.0
## CV residual 138 225 278 251 181 224 111 175 152 156 190.4
## 34909 34916 34926 34927 34928 34933 34936 34940 34947 34957 34958
## Predicted 72.4 23.0 58.3 52.6 52.6 2.53 -0.510 22.7 41.6 37.4 26.762
## cvpred 71.9 22.8 58.0 52.4 52.4 2.87 -0.304 22.9 41.5 37.2 26.357
## pm2.5 295.0 36.0 13.0 13.0 11.0 18.00 16.000 17.0 16.0 23.0 27.000
## CV residual 223.1 13.2 -45.0 -39.4 -41.4 15.13 16.304 -5.9 -25.5 -14.2 0.643
## 34959 34961 34963 34970 34973 34974 34979 34981 34982 34992 34996
## Predicted 22.10 74.0 103.4 73.5 79.8 65.3 43.4 32.5 13.04 26.7 38.1
## cvpred 21.67 73.2 103.7 72.6 78.8 64.4 42.9 32.0 12.37 25.7 36.9
## pm2.5 18.00 20.0 30.0 21.0 14.0 17.0 17.0 11.0 11.00 48.0 77.0
## CV residual -3.67 -53.2 -73.7 -51.6 -64.8 -47.4 -25.9 -21.0 -1.37 22.3 40.1
## 35002 35007 35010 35032 35039 35041 35046 35049 35050 35052 35053
## Predicted 123.5 44.2 63.0 11.19 89.0 129.8 164.6 43.4 35.5 29.2 22.4
## cvpred 123.1 44.0 62.6 9.77 88.3 127.3 162.9 41.6 33.9 27.7 20.9
## pm2.5 77.0 32.0 43.0 25.00 72.0 84.0 113.0 61.0 50.0 41.0 34.0
## CV residual -46.1 -12.0 -19.6 15.23 -16.3 -43.3 -49.9 19.4 16.1 13.3 13.1
## 35055 35060 35062 35067 35069 35076 35077 35078 35085 35090 35092
## Predicted 19.89 29.22 19.39 31.4 100.0 17.5 15.31 6.54 108.7 157.2 117.4
## cvpred 18.35 27.72 17.99 29.8 97.8 16.4 14.32 5.53 108.4 155.3 115.6
## pm2.5 22.00 22.00 23.00 65.0 79.0 32.0 23.00 28.00 62.0 170.0 174.0
## CV residual 3.65 -5.72 5.01 35.2 -18.8 15.6 8.68 22.47 -46.4 14.7 58.4
## 35096 35099 35100 35101 35102 35103 35106 35111 35112 35113 35114
## Predicted 145.4 96.9 121.7 117.0 103.6 105 124.1 129 121 106 139.7
## cvpred 144.2 95.9 120.6 115.9 102.4 104 122.5 128 119 105 138.1
## pm2.5 187.0 108.0 102.0 95.0 127.0 125 165.0 242 269 264 220.0
## CV residual 42.8 12.1 -18.6 -20.9 24.6 21 42.5 114 150 159 81.9
## 35117 35118 35119 35121 35126 35129 35130 35131 35133 35139 35142
## Predicted 115 109.2 126.4 92.0 10.23 63.1 74.1 86.2 101.3 155.4 166.1
## cvpred 114 107.8 124.8 90.9 9.94 63.7 74.6 85.3 100.3 154.3 164.7
## pm2.5 34 35.0 45.0 43.0 29.00 25.0 31.0 43.0 50.0 89.0 75.0
## CV residual -80 -72.8 -79.8 -47.9 19.06 -38.7 -43.6 -42.3 -50.3 -65.3 -89.7
## 35143 35144 35149 35152 35162 35171 35172 35176 35179 35183 35184
## Predicted 172.4 168.4 121 138.4 133.3 90.9 49.4 45.1 104.2 138.1 146.9
## cvpred 170.9 168.4 121 137.1 131.6 90.4 49.2 45.3 104.6 138.6 147.4
## pm2.5 80.0 86.0 173 209.0 183.0 117.0 128.0 28.0 46.0 112.0 125.0
## CV residual -90.9 -82.4 52 71.9 51.4 26.6 78.8 -17.3 -58.6 -26.6 -22.4
## 35186 35187 35192 35196 35197 35202 35203 35205 35213 35219
## Predicted 159 152.47 155 152.3 153.96 153.11 157.48 157.8 126 87.7
## cvpred 158 151.82 155 152.9 154.46 153.37 157.55 158.1 125 87.4
## pm2.5 126 153.00 126 123.0 150.00 156.00 158.00 171.0 256 182.0
## CV residual -32 1.18 -29 -29.9 -4.46 2.63 0.45 12.9 131 94.6
## 35223 35224 35226 35227 35229 35230 35235 35238 35243 35245 35251
## Predicted 44.02 32.99 36.03 36.03 51.9 39.9 57.7 77.5 44.4 2.24 24.64
## cvpred 44.38 32.78 35.95 35.95 51.6 39.8 57.4 77.8 44.6 2.36 24.48
## pm2.5 48.00 38.00 27.00 33.00 29.0 24.0 9.0 13.0 21.0 22.00 21.00
## CV residual 3.62 5.22 -8.95 -2.95 -22.6 -15.8 -48.4 -64.8 -23.6 19.64 -3.48
## 35255 35256 35258 35262 35264 35267 35269 35273 35276 35278 35279
## Predicted 73.1 103.0 87.3 49.8 72.8 27.69 5.49 -20.5 82.1 82.1 101.1
## cvpred 72.5 103.6 86.4 49.3 72.0 27.65 5.38 -20.9 82.7 82.7 100.2
## pm2.5 23.0 53.0 52.0 13.0 14.0 23.00 17.00 27.0 59.0 58.0 66.0
## CV residual -49.5 -50.6 -34.4 -36.3 -58.0 -4.65 11.62 47.9 -23.7 -24.7 -34.2
## 35283 35288 35291 35292 35309 35310 35324 35339 35342 35346 35347
## Predicted 107.2 109 101.4 78.5 97.1 151.5 75.0 14.63 -9.48 32.0 42.85
## cvpred 105.9 108 100.7 78.0 96.1 150.2 75.9 15.34 -8.95 32.2 44.26
## pm2.5 91.0 47 47.0 61.0 234.0 221.0 244.0 22.00 14.00 19.0 40.00
## CV residual -14.9 -61 -53.7 -17.0 137.9 70.8 168.1 6.66 22.95 -13.2 -4.26
## 35348 35349 35352 35353 35355 35360 35361 35363 35371 35378
## Predicted 53.2 77.7 92.9 135.6 131.5 109.95 120.98 109.91 94.0 91.1
## cvpred 54.6 77.6 92.9 134.8 130.7 109.01 120.61 109.43 93.4 90.4
## pm2.5 37.0 42.0 57.0 57.0 96.0 106.00 112.00 117.00 119.0 159.0
## CV residual -17.6 -35.6 -35.9 -77.8 -34.7 -3.01 -8.61 7.57 25.6 68.6
## 35379 35388 35389 35395 35397 35399 35401 35402 35403 35406 35407
## Predicted 93.3 78.0 54.7 93.390 86.67 131.0 149.3 112 99.6 147.6 145
## cvpred 92.5 78.1 54.9 94.566 86.66 130.5 148.6 111 99.2 146.6 144
## pm2.5 124.0 199.0 168.0 94.000 92.00 109.0 123.0 122 172.0 158.0 103
## CV residual 31.5 120.9 113.1 -0.566 5.34 -21.5 -25.6 11 72.8 11.4 -41
## 35409 35410 35414 35418 35428 35429 35433 35435 35440 35445 35447
## Predicted 88.9 76.31 41.78 60.2 154 130 125 155 75.8 146 154
## cvpred 88.3 75.94 41.76 61.0 153 129 125 154 76.8 146 155
## pm2.5 70.0 67.00 51.00 88.0 651 671 477 490 286.0 437 320
## CV residual -18.3 -8.94 9.24 27.0 498 542 352 336 209.2 291 165
## 35448 35450 35452 35453 35454 35455 35456 35457 35461 35463 35465
## Predicted 152 154 146 133.8 140.1 140.1 138.0 138.5 113.327 78.7 6.00
## cvpred 153 155 147 134.6 140.8 140.8 137.6 139.3 114.535 78.7 6.19
## pm2.5 346 297 250 170.0 103.0 79.0 73.0 74.0 115.000 67.0 12.00
## CV residual 193 142 103 35.4 -37.8 -61.8 -64.6 -65.3 0.465 -11.7 5.81
## 35466 35468 35470 35478 35479 35481 35485 35496 35500 35506 35508
## Predicted 8.18 12.8 11.2 95.5 114.4 82.9 43.5 129.7 146.9 153.8 113.4
## cvpred 8.28 13.0 11.4 95.8 114.4 82.6 43.9 130.5 147.4 152.8 112.6
## pm2.5 10.00 238.0 384.0 23.0 19.0 33.0 56.0 178.0 114.0 137.0 145.0
## CV residual 1.72 225.0 372.6 -72.8 -95.4 -49.6 12.1 47.5 -33.4 -15.8 32.4
## 35509 35511 35515 35525 35528 35529 35530 35531 35536 35537 35545
## Predicted 139.8 124.3 133.2 50.8 53.3 51.6 45.4 29.2 3.80 6.27 47.6
## cvpred 138.8 124.4 132.1 50.0 52.6 51.1 44.9 29.0 3.66 6.25 47.6
## pm2.5 185.0 205.0 202.0 10.0 10.0 11.0 11.0 10.0 14.00 9.00 11.0
## CV residual 46.2 80.6 69.9 -40.0 -42.6 -40.1 -33.9 -19.0 10.34 2.75 -36.6
## 35546 35550 35551 35557 35558 35561 35562 35568 35570 35572 35573
## Predicted 53.9 63.0 60.8 47.6 -3.26 48.21 52.3 97.1 100.9 106.5 114.5
## cvpred 53.8 62.7 60.6 47.6 -2.97 49.16 53.3 96.6 100.2 105.1 112.8
## pm2.5 10.0 13.0 18.0 23.0 23.00 48.00 66.0 113.0 137.0 190.0 175.0
## CV residual -43.8 -49.7 -42.6 -24.6 25.97 -1.16 12.7 16.4 36.8 84.9 62.2
## 35576 35581 35589 35592 35595 35596 35599 35601 35602 35603 35605
## Predicted 116.6 78.6 123.8 147 162 162 132 119 161.1 140 112
## cvpred 114.9 77.6 123.6 146 160 160 130 117 158.9 138 110
## pm2.5 101.0 117.0 213.0 264 356 366 294 219 221.0 245 240
## CV residual -13.9 39.4 89.4 118 196 206 164 102 62.1 107 130
## 35606 35608 35609 35611 35618 35619 35624 35625 35627 35636 35643
## Predicted 84.8 113 115 146 116 122 155.8 155.8 85.1 -2.01 111.4
## cvpred 83.7 111 113 144 114 120 153.6 153.6 83.5 -2.11 110.1
## pm2.5 235.0 238 243 310 312 316 233.0 241.0 214.0 48.00 53.0
## CV residual 151.3 127 130 166 198 196 79.4 87.4 130.5 50.11 -57.1
## 35650 35653 35655 35658 35660 35669 35676 35680 35684 35689 35690
## Predicted 10.87 9.89 3.31 43.5 47.8 135 109.2 102 124.4 166.2 174.2
## cvpred 10.72 10.51 3.80 44.5 47.5 136 110.4 103 124.6 165.7 172.3
## pm2.5 15.00 15.00 14.00 16.0 33.0 23 35.0 65 88.0 122.0 116.0
## CV residual 4.28 4.49 10.20 -28.5 -14.5 -113 -75.4 -38 -36.6 -43.7 -56.3
## 35692 35694 35695 35699 35701 35703 35705 35707 35711 35713 35726
## Predicted 178.0 141.4 143.6 118.1 76.6 53.0 51.4 7.46 -9.92 26.8 90.6
## cvpred 175.9 139.2 141.3 116.4 75.2 51.9 50.4 6.83 -10.33 27.1 91.7
## pm2.5 120.0 108.0 110.0 149.0 136.0 161.0 167.0 19.00 10.00 11.0 65.0
## CV residual -55.9 -31.2 -31.3 32.6 60.8 109.1 116.6 12.17 20.33 -16.1 -26.7
## 35732 35733 35735 35736 35737 35738 35740 35746 35749 35751 35754
## Predicted 119 124.7 153.4 161.3 163.5 142.1 174.2 176.3 123.1 144.8 144.8
## cvpred 119 125.1 153.4 161.2 163.2 141.2 172.3 174.1 121.7 142.5 142.5
## pm2.5 70 71.0 74.0 86.0 75.0 72.0 76.0 91.0 132.0 175.0 205.0
## CV residual -49 -54.1 -79.4 -75.2 -88.2 -69.2 -96.3 -83.1 10.3 32.5 62.5
## 35756 35759 35762 35764 35767 35768 35769 35770 35772 35781 35782
## Predicted 145.8 135.3 167.3 159.4 52.3 61.0 76.1 60.2 11.14 140.4 155.5
## cvpred 143.9 132.9 164.8 157.1 50.6 59.4 74.4 59.0 10.85 140.3 155.3
## pm2.5 241.0 205.0 217.0 128.0 16.0 6.0 12.0 20.0 16.00 123.0 142.0
## CV residual 97.1 72.1 52.2 -29.1 -34.6 -53.4 -62.4 -39.0 5.15 -17.3 -13.3
## 35784 35786 35789 35791 35793 35797 35798 35802 35803 35809
## Predicted 168.1 156 159.4 128.0 132.134 140.0 93.8 147.36 141.63 119.4
## cvpred 167.7 156 157.8 126.4 130.496 138.6 92.7 145.75 140.13 118.8
## pm2.5 190.0 469 209.0 138.0 130.000 70.0 81.0 144.00 147.00 183.0
## CV residual 22.3 313 51.2 11.6 -0.496 -68.6 -11.7 -1.75 6.87 64.2
## 35810 35812 35813 35815 35816 35818 35819 35820 35821 35823 35826
## Predicted 149.8 109.9 120 117.9 105.8 95.5 95.5 106.5 143.0 150.8 160.6
## cvpred 148.3 108.7 119 116.4 104.6 94.3 94.3 105.9 141.6 150.4 160.1
## pm2.5 181.0 167.0 171 175.0 190.0 187.0 178.0 184.0 152.0 163.0 109.0
## CV residual 32.7 58.3 52 58.6 85.4 92.7 83.7 78.1 10.4 12.6 -51.1
## 35829 35832 35833 35834 35836 35839 35841 35844 35845 35846 35847
## Predicted 168.5 176.4 176.4 176.4 178.0 138.3 130.4 7.10 4.63 0.527 0.527
## cvpred 167.9 175.6 175.6 175.6 177.1 136.3 128.6 6.11 3.51 -0.598 -0.598
## pm2.5 118.0 144.0 141.0 144.0 163.0 171.0 152.0 22.00 15.00 13.000 13.000
## CV residual -49.9 -31.6 -34.6 -31.6 -14.1 34.7 23.4 15.89 11.49 13.598 13.598
## 35848 35851 35852 35853 35855 35858 35861 35862 35864 35867 35868
## Predicted -7.11 -1.04 -3.36 -7.47 1.301 4.91 50.2 13.88 16.6 0.248 -10.1
## cvpred -8.24 -2.34 -4.00 -8.11 0.682 4.43 49.4 13.01 15.7 -0.317 -10.6
## pm2.5 12.00 9.00 8.00 9.00 9.000 8.00 6.0 6.00 5.0 4.000 4.0
## CV residual 20.24 11.34 12.00 17.11 8.318 3.57 -43.4 -7.01 -10.7 4.317 14.6
## 35870 35876 35880 35882 35886 35887 35888 35892 35897 35899 35900
## Predicted -28.0 18.8 12.83 21.6 30.1 30.1 28.4 -6.53 19.5 29.0 81.6
## cvpred -28.7 17.8 12.08 20.9 29.2 29.2 27.6 -6.88 20.0 28.7 81.7
## pm2.5 6.0 6.0 16.00 7.0 6.0 7.0 10.0 12.00 7.0 17.0 50.0
## CV residual 34.7 -11.8 3.92 -13.9 -23.2 -22.2 -17.6 18.88 -13.0 -11.7 -31.7
## 35907 35908 35909 35910 35911 35914 35922 35923 35924 35927 35928
## Predicted 94.0 100.7 110.7 112.9 135.8 111.0 115 124.2 130 145.5 118.44
## cvpred 92.9 100.8 109.4 111.5 134.2 109.9 116 124.8 131 145.9 118.25
## pm2.5 69.0 62.0 73.0 115.0 155.0 94.0 104 101.0 92 111.0 125.00
## CV residual -23.9 -38.8 -36.4 3.5 20.8 -15.9 -12 -23.8 -39 -34.9 6.75
## 35930 35931 35941 35943 35946 35949 35953 35955 35956 35957 35958
## Predicted 147.29 148 95.6 86.9 93.6 112.7 146 147.7 143.6 143.4 139.3
## cvpred 146.33 148 95.3 86.5 94.4 113.5 147 148.5 144.4 143.9 139.7
## pm2.5 151.00 204 136.0 122.0 108.0 130.0 91 101.0 105.0 110.0 112.0
## CV residual 4.67 56 40.7 35.5 13.6 16.5 -56 -47.5 -39.4 -33.9 -27.7
## 35959 35960 35967 35968 35970 35974 35977 35979 35982 35983 35984
## Predicted 143.4 157.8 166.8 166.2 167.9 172.5 172.5 172.5 169.6 144.9 139.15
## cvpred 143.9 158.3 166.9 166.3 167.9 172.5 172.5 172.5 168.2 144.3 138.64
## pm2.5 119.0 100.0 89.0 90.0 100.0 106.0 106.0 94.0 133.0 132.0 147.00
## CV residual -24.9 -58.3 -77.9 -76.3 -67.9 -66.5 -66.5 -78.5 -35.2 -12.3 8.36
## 35993 35994 35999 36002 36008 36010 36012 36015 36018 36025 36026
## Predicted 50.2 57.1 73.3 72.3 77.0 66.8 45.5 35.6 33.1 89.3 81.1
## cvpred 49.9 56.6 73.0 72.0 76.7 66.9 45.7 35.8 33.2 89.1 80.8
## pm2.5 9.0 7.0 10.0 13.0 11.0 16.0 17.0 12.0 11.0 11.0 12.0
## CV residual -40.9 -49.6 -63.0 -59.0 -65.7 -50.9 -28.7 -23.8 -22.2 -78.1 -68.8
## 36027 36032 36037 36040 36043 36044 36050 36052 36053 36066 36067
## Predicted 85.2 101.5 38.4 80.8 101.6 112.0 159.5 173.3 170.8 102.3 115.1
## cvpred 85.0 100.9 38.5 81.7 102.3 112.6 159.6 171.8 169.2 102.6 115.5
## pm2.5 9.0 7.0 18.0 26.0 34.0 42.0 76.0 120.0 121.0 135.0 188.0
## CV residual -76.0 -93.9 -20.5 -55.7 -68.3 -70.6 -83.6 -51.8 -48.2 32.4 72.5
## 36070 36073 36076 36080 36091 36092 36095 36113 36114 36115 36116
## Predicted 148.9 133.2 125 106.9 70.1 91.2 119.1 119.6 119.6 121.8 128
## cvpred 147.8 132.7 124 106.3 71.4 92.5 120.4 120.7 120.7 122.8 127
## pm2.5 204.0 220.0 241 136.0 162.0 237.0 150.0 200.0 197.0 220.0 236
## CV residual 56.2 87.3 117 29.7 90.6 144.5 29.6 79.3 76.3 97.2 109
## 36121 36122 36124 36129 36136 36137 36138 36141 36142 36143 36145
## Predicted 117 154 135 169.7 124 119 124 157 126 135 130
## cvpred 117 153 135 168.5 125 118 123 158 124 135 129
## pm2.5 263 262 276 222.0 272 307 323 362 487 436 579
## CV residual 146 109 141 53.5 147 189 200 204 363 301 450
## 36146 36147 36149 36156 36158 36164 36166 36172 36175 36187 36188
## Predicted 172 134 134 133 122 151 164 129 119 105.9 112
## cvpred 170 133 133 133 122 150 163 128 118 107.2 113
## pm2.5 649 457 408 277 327 347 351 376 345 169.0 242
## CV residual 479 324 275 144 205 197 188 248 227 61.8 129
## 36192 36195 36199 36205 36206 36208 36209 36210 36215 36230 36231
## Predicted 124.0 128.67 99 59.3 50.5 48.0 48.0 55.9 105.2 100.5 102.1
## cvpred 125.3 130.03 99 61.1 52.3 49.7 49.7 57.5 106.5 101.6 103.1
## pm2.5 216.0 136.00 46 88.0 75.0 79.0 67.0 73.0 59.0 63.0 63.0
## CV residual 90.7 5.97 -53 26.9 22.7 29.3 17.3 15.5 -47.5 -38.6 -40.1
## 36233 36243 36245 36246 36252 36254 36257 36261 36262 36266
## Predicted 103.7 139.3 153.0 121.61 43.2 25.64 59.4 126.7 128.9 154.03
## cvpred 104.7 139.7 151.9 120.55 43.2 25.65 60.3 127.4 129.4 154.67
## pm2.5 64.0 125.0 120.0 122.00 58.0 19.00 14.0 39.0 89.0 156.00
## CV residual -40.7 -14.7 -31.9 1.45 14.8 -6.65 -46.3 -88.4 -40.4 1.33
## 36267 36273 36282 36283 36285 36289 36294 36297 36303 36308 36309
## Predicted 160.32 152.7 145 151 152 164 168 117 120 136 151
## cvpred 160.87 153.7 146 152 153 163 169 117 120 135 150
## pm2.5 152.00 184.0 347 384 400 400 335 324 328 340 346
## CV residual -8.87 30.3 201 232 247 237 166 207 208 205 196
## 36310 36312 36316 36317 36318 36322 36329 36332 36344 36348 36349
## Predicted 118 147 105 101 98.4 78.5 111 135 129 123 125
## cvpred 118 146 104 100 98.2 78.7 113 136 129 123 125
## pm2.5 330 353 340 327 295.0 350.0 350 341 240 266 270
## CV residual 212 207 236 227 196.8 271.3 237 205 111 143 145
## 36352 36357 36358 36359 36360 36362 36363 36366 36367 36368 36369
## Predicted 120 137 130 130 130 92.1 132 93.7 100.0 100.0 132
## cvpred 120 136 130 130 130 92.0 132 93.5 99.7 99.7 132
## pm2.5 316 358 358 357 362 323.0 339 341.0 344.0 335.0 329
## CV residual 196 222 228 227 232 231.0 207 247.5 244.3 235.3 197
## 36370 36372 36374 36376 36377 36380 36382 36386 36389 36392 36394
## Predicted 96.8 74.8 104 107 107 125 135 154 120 118 97.8
## cvpred 97.4 75.0 104 107 107 126 135 153 120 118 97.7
## pm2.5 323.0 341.0 356 366 358 387 343 394 485 418 371.0
## CV residual 225.6 266.0 252 259 251 261 208 241 365 300 273.3
## 36398 36402 36406 36411 36414 36415 36416 36418 36421 36426 36431
## Predicted 111 106 112 109 112 158 119 102 134 81.6 103.8
## cvpred 111 106 112 108 111 157 118 101 133 81.3 103.6
## pm2.5 397 462 523 534 474 478 496 526 551 446.0 43.0
## CV residual 286 356 411 426 363 321 378 425 418 364.7 -60.6
## 36432 36439 36444 36447 36448 36452 36456 36457 36459 36463 36468
## Predicted 102.1 42.9 12.862 43.1 32.2 84.8 104 101.2 147.2 155 128.3
## cvpred 102.1 42.7 13.402 43.2 32.3 85.6 103 101.2 147.9 154 129.3
## pm2.5 27.0 13.0 13.000 12.0 14.0 19.0 53 42.0 130.0 48 98.0
## CV residual -75.1 -29.7 -0.402 -31.2 -18.3 -66.6 -50 -59.2 -17.9 -106 -31.3
## 36469 36473 36474 36476 36477 36478 36481 36482 36484 36485 36493
## Predicted 117.1 100.16 100.6 81.1 131.9 142.8 109.3 153.2 132.3 123.5 -25.5
## cvpred 117.9 99.57 101.3 80.5 131.1 141.9 108.5 152.2 131.9 122.4 -25.5
## pm2.5 106.0 96.00 84.0 116.0 158.0 171.0 168.0 188.0 210.0 180.0 14.0
## CV residual -11.9 -3.57 -17.3 35.5 26.9 29.1 59.5 35.8 78.1 57.6 39.5
## 36495 36497 36498 36503 36505 36509 36512 36514 36521 36523 36524
## Predicted -31.1 -46.4 -38.2 56.8 140.2 161.0 151.2 130.4 57.6 84.7 105.6
## cvpred -31.2 -46.7 -38.5 57.5 140.5 161.1 151.4 130.7 58.4 85.2 104.7
## pm2.5 12.0 10.0 14.0 93.0 125.0 135.0 128.0 146.0 137.0 144.0 159.0
## CV residual 43.2 56.7 52.5 35.5 -15.5 -26.1 -23.4 15.3 78.6 58.8 54.3
## 36525 36526 36527 36529 36538 36540 36541 36545 36551 36552 36554
## Predicted 102.2 112.9 129.6 146 158.4 143 104 88.1 108 97.4 85.4
## cvpred 102.8 113.6 130.1 147 157.3 142 104 87.1 107 96.5 84.7
## pm2.5 166.0 183.0 228.0 306 246.0 284 260 271.0 238 255.0 255.0
## CV residual 63.2 69.4 97.9 159 88.7 142 156 183.9 131 158.5 170.3
## 36559 36560 36564 36565 36568 36574 36576 36580 36582 36588 36590
## Predicted 105 95.3 -26.6 -16.2 -43.8 16.37 29.2 69.2 134 34.0 15.92
## cvpred 104 94.6 -26.4 -16.1 -43.9 16.05 29.0 68.7 134 35.2 17.09
## pm2.5 3 4.0 13.0 8.0 11.0 9.00 7.0 18.0 12 18.0 23.00
## CV residual -101 -90.6 39.4 24.1 54.9 -7.05 -22.0 -50.7 -122 -17.2 5.91
## 36593 36594 36598 36602 36605 36606 36608 36611 36613 36619 36622
## Predicted 24.888 28.99 6.77 -3.84 25.1 61.6 57.4 -6.16 -38.8 -42.7 39.449
## cvpred 25.734 29.84 6.62 -3.98 24.8 61.7 56.9 -5.21 -38.5 -42.8 40.362
## pm2.5 26.000 32.00 49.00 11.00 9.0 9.0 16.0 16.00 13.0 17.0 41.000
## CV residual 0.266 2.16 42.38 14.98 -15.8 -52.7 -40.9 21.21 51.5 59.8 0.638
## 36623 36624 36625 36626 36627 36632 36633 36636 36638 36639 36643
## Predicted 50.4 89.5 105.9 116.3 129 119.2 79.30 -5.10 -31.7 -19.1 28.5
## cvpred 51.2 90.3 106.7 117.1 130 118.6 79.34 -4.27 -31.4 -18.3 29.5
## pm2.5 41.0 53.0 67.0 70.0 84 97.0 86.00 40.00 21.0 14.0 40.0
## CV residual -10.2 -37.3 -39.7 -47.1 -46 -21.6 6.66 44.27 52.4 32.3 10.5
## 36644 36645 36650 36651 36655 36661 36662 36666 36677 36680 36681
## Predicted 38.88 41.36 102.9 107.0 151.5 112.5 99.5 86.0 145.7 142 109.12
## cvpred 39.79 42.38 103.6 107.7 151.9 111.9 100.1 86.6 145.8 141 109.32
## pm2.5 38.00 41.00 144.0 133.0 141.0 205.0 201.0 187.0 55.0 122 114.00
## CV residual -1.79 -1.38 40.4 25.3 -10.9 93.1 100.9 100.4 -90.8 -19 4.68
## 36684 36693 36697 36702 36704 36706 36710 36711 36713 36716 36720
## Predicted 87.9 85.6 140.9 152.5 152.2 129.6 104.70 90.8 86.6 115.3 140.3
## cvpred 87.9 86.5 141.7 151.4 151.3 130.3 105.38 90.2 87.2 115.5 139.1
## pm2.5 130.0 91.0 55.0 63.0 74.0 81.0 99.00 102.0 121.0 145.0 195.0
## CV residual 42.1 4.5 -86.7 -88.4 -77.3 -49.3 -6.38 11.8 33.8 29.5 55.9
## 36724 36725 36731 36734 36735 36737 36741 36745 36748 36754 36757
## Predicted 162.4 174.4 69.7 90.2 92.3 35.3 28.3 37.9 52.9 -3.33 -28.8
## cvpred 160.7 172.6 68.9 89.4 92.6 34.7 28.6 37.8 52.7 -3.18 -28.5
## pm2.5 257.0 267.0 269.0 234.0 214.0 220.0 13.0 10.0 13.0 11.00 11.0
## CV residual 96.3 94.4 200.1 144.6 121.4 185.3 -15.6 -27.8 -39.7 14.18 39.5
## 36761 36762 36766 36770 36772 36773 36775 36779 36781 36783 36784
## Predicted -19.5 9.40 78.9 23.16 41.5 93.6 60.0 28.55 8.83 11.95 13.57
## cvpred -19.0 9.04 78.2 22.61 40.6 92.6 59.1 28.14 8.46 12.62 14.13
## pm2.5 13.0 13.00 35.0 18.00 20.0 14.0 18.0 19.00 15.00 14.00 18.00
## CV residual 32.0 3.96 -43.2 -4.61 -20.6 -78.6 -41.1 -9.14 6.54 1.38 3.87
## 36791 36793 36795 36796 36802 36808 36811 36823 36827 36828 36831
## Predicted 17.29 -24.0 -15.2 -4.84 -26.9 -4.23 13.5 111 78.4 65.5 14.8
## cvpred 16.56 -24.6 -15.8 -5.50 -27.1 -3.52 13.9 109 77.0 64.1 15.1
## pm2.5 22.00 24.0 11.0 13.00 12.0 22.00 30.0 87 88.0 91.0 109.0
## CV residual 5.44 48.6 26.8 18.50 39.1 25.52 16.1 -22 11.0 26.9 93.9
## 36832 36838 36841 36842 36844 36847 36849 36850 36851 36855 36860
## Predicted 10.1 84.3 92.0 88.4 102.8 95.4 83.122 20.8 52.4 36.2 86.7
## cvpred 10.5 84.3 92.1 88.6 101.4 94.2 82.341 20.5 53.1 37.0 86.9
## pm2.5 123.0 168.0 205.0 188.0 137.0 121.0 83.000 78.0 77.0 91.0 151.0
## CV residual 112.5 83.7 112.9 99.4 35.6 26.8 0.659 57.5 23.9 54.0 64.1
## 36864 36867 36871 36874 36878 36881 36882 36883 36885 36886 36888
## Predicted 116 113 114.5 69.4 -6.10 -21.2 -16.5 -1.43 -5.74 3.03 3.59
## cvpred 114 111 112.5 68.2 -6.63 -21.6 -16.9 -1.95 -5.91 2.88 3.46
## pm2.5 150 144 152.0 181.0 40.00 27.0 27.0 22.00 21.00 26.00 23.00
## CV residual 36 33 39.5 112.8 46.63 48.6 43.9 23.95 26.91 23.12 19.54
## 36890 36891 36893 36897 36901 36905 36906 36907 36909 36913 36917
## Predicted 37.5 15.76 30.8 13.36 50.573 65.83 72.12 74.3 77.1 87.7 89.0
## cvpred 37.0 16.21 31.2 14.27 52.207 67.05 73.25 75.3 78.0 88.4 88.9
## pm2.5 21.0 21.00 15.0 20.00 52.000 76.00 66.00 60.0 61.0 34.0 73.0
## CV residual -16.0 4.79 -16.2 5.73 -0.207 8.95 -7.25 -15.3 -17.0 -54.4 -15.9
## 36920 36921 36928 36929 36936 36939 36942 36943 36946 36951 36952
## Predicted 110 103.7 49.4 55.70 2.68 13.07 17.17 17.17 -15.9 -9.73 -9.73
## cvpred 111 103.1 50.2 56.36 2.95 13.25 17.36 17.36 -15.1 -9.18 -9.18
## pm2.5 90 92.0 76.0 66.00 14.00 5.00 10.00 9.00 11.0 13.00 9.00
## CV residual -21 -11.1 25.8 9.64 11.05 -8.25 -7.36 -8.36 26.1 22.18 18.18
## 36953 36954 36957 36960 36964 36966 36970 36980 36982 36984 36988
## Predicted -7.67 -8.11 40.3 69.6 2.32 48.3 27.72 28.6 43.1 36.2 75.45
## cvpred -5.96 -7.66 40.3 69.2 2.23 47.6 27.94 29.3 43.8 37.0 74.07
## pm2.5 7.00 9.00 18.0 7.0 12.00 17.0 19.00 40.0 54.0 67.0 75.00
## CV residual 12.96 16.66 -22.3 -62.2 9.77 -30.6 -8.94 10.7 10.2 30.0 0.93
## 36997 37001 37013 37015 37019 37021 37024 37025 37026 37027 37030
## Predicted -64.7 -60.6 98.8 118.4 61.7 26 34.4 40.1 52.1 62.5 88.0
## cvpred -63.8 -59.7 98.6 119.4 62.4 28 36.1 41.7 53.5 63.8 89.1
## pm2.5 37.0 11.0 136.0 150.0 191.0 128 145.0 156.0 160.0 165.0 152.0
## CV residual 100.8 70.7 37.4 30.6 128.6 100 108.9 114.3 106.5 101.2 62.9
## 37032 37033 37034 37036 37037 37042 37044 37046 37047 37049 37053
## Predicted 113 114 108 103 147 121 97.6 71.5 66.9 64.3 81.5
## cvpred 113 114 108 102 147 120 97.0 71.1 66.4 65.0 82.0
## pm2.5 249 247 248 261 257 271 280.0 277.0 249.0 192.0 199.0
## CV residual 136 133 140 159 110 151 183.0 205.9 182.6 127.0 117.0
## 37054 37059 37060 37061 37063 37065 37068 37069 37071 37077 37078
## Predicted 115 119 108 110 117 77.3 69.1 73.0 59.2 113.7 130.4
## cvpred 115 118 107 109 115 76.3 68.5 73.8 58.6 113.9 130.4
## pm2.5 225 326 324 320 250 232.0 235.0 226.0 229.0 152.0 147.0
## CV residual 110 208 217 211 135 155.7 166.5 152.2 170.4 38.1 16.6
## 37080 37083 37084 37085 37087 37088 37090 37094 37100 37104 37109
## Predicted 137.3 116 145 149 158 157 138 93.0 105 112 156
## cvpred 137.2 116 143 148 157 155 137 93.7 106 112 156
## pm2.5 181.0 226 248 269 311 300 330 327.0 336 414 413
## CV residual 43.8 110 105 121 154 145 193 233.3 230 302 257
## 37111 37112 37114 37117 37119 37121 37130 37132 37133 37136 37140
## Predicted 117 148 126 116 100.4 72.72 140.1 142 105.9 116.6 85.2
## cvpred 117 147 127 117 100.6 72.35 138.5 140 104.4 115.2 84.3
## pm2.5 389 349 336 444 115.0 82.00 153.0 154 191.0 193.0 138.0
## CV residual 272 202 209 327 14.4 9.65 14.5 14 86.6 77.8 53.7
## 37143 37144 37146 37147 37148 37152 37155 37157 37162 37166 37169
## Predicted 74.2 80.9 95.37 107.9 123 145.8 122.4 119 34.7 54.9 8.48
## cvpred 73.3 81.2 95.66 108.1 123 145.9 121.1 118 34.6 54.6 8.94
## pm2.5 53.0 52.0 100.00 142.0 140 224.0 65.0 16 25.0 23.0 23.00
## CV residual -20.3 -29.2 4.34 33.9 17 78.1 -56.1 -102 -9.6 -31.6 14.06
## 37175 37176 37178 37181 37184 37185 37187 37189 37192 37196 37197
## Predicted 84.7 91.4 131 90.7 98.5 47.84 2.48 -1.67 -9.38 4.20 19.25
## cvpred 84.1 92.0 130 89.8 98.4 47.57 2.75 -1.39 -9.24 5.43 20.42
## pm2.5 59.0 50.0 58 51.0 44.0 44.00 30.00 21.00 9.00 21.00 24.00
## CV residual -25.1 -42.0 -72 -38.8 -54.4 -3.57 27.25 22.39 18.24 15.57 3.58
## 37198 37202 37203 37208 37210 37215 37220 37222 37223 37227 37228
## Predicted 7.24 75.6 77.2 110.9 100.3 61.7 111.6 133.0 128.9 155.8 155.8
## cvpred 8.60 76.6 78.1 111.6 100.1 61.8 112.5 133.6 129.5 154.7 154.7
## pm2.5 27.00 106.0 137.0 147.0 199.0 235.0 70.0 118.0 143.0 174.0 177.0
## CV residual 18.40 29.4 58.9 35.4 98.9 173.2 -42.5 -15.6 13.5 19.3 22.3
## 37231 37235 37236 37239 37241 37242 37243 37248 37249 37250 37253
## Predicted 122.5 107.1 84.1 28.6 22.4 24.1 40.73 85.02 113.9 124.3 145.3
## cvpred 121.3 106.6 83.9 28.2 23.2 24.7 41.25 84.68 112.8 123.1 143.7
## pm2.5 196.0 199.0 168.0 94.0 52.0 64.0 48.00 80.00 95.0 99.0 121.0
## CV residual 74.7 92.4 84.1 65.8 28.8 39.3 6.75 -4.68 -17.8 -24.1 -22.7
## 37254 37258 37261 37267 37269 37276 37277 37278 37281 37286 37287
## Predicted 143.1 70.0 6.09 67.7 77.6 77.3 100.5 7.91 -22.0 -102 -86.7
## cvpred 141.7 70.3 7.00 68.9 78.8 78.1 100.5 8.71 -21.5 -101 -85.6
## pm2.5 113.0 163.0 84.00 116.0 97.0 52.0 52.0 53.00 9.0 11 12.0
## CV residual -28.7 92.7 77.00 47.1 18.2 -26.1 -48.5 44.29 30.5 112 97.6
## 37288 37289 37292 37293 37299 37305 37306 37311 37314 37315 37318
## Predicted -80.4 -76.6 -24.4 15.3 99.2 108.2 91.5 -37.8 -32.8 -48.1 -7.79
## cvpred -79.4 -75.8 -23.3 16.3 99.6 106.9 90.4 -37.4 -32.7 -47.9 -7.51
## pm2.5 14.0 9.0 19.0 18.0 28.0 59.0 60.0 29.0 11.0 16.0 14.00
## CV residual 93.4 84.8 42.3 1.7 -71.6 -47.9 -30.4 66.4 43.7 63.9 21.51
## 37328 37329 37335 37337 37339 37340 37347 37349 37358 37359 37360
## Predicted 100.7 13.01 -37.8 -11.6 4.54 25.61 87.8 108.6 -31.6 -30.5 -28.9
## cvpred 100.6 13.48 -36.8 -10.2 5.71 26.83 87.1 107.7 -30.0 -29.0 -27.5
## pm2.5 49.0 16.00 6.0 10.0 25.00 30.00 64.0 61.0 33.0 32.0 41.0
## CV residual -51.6 2.52 42.8 20.2 19.29 3.17 -23.1 -46.7 63.0 61.0 68.5
## 37362 37363 37367 37368 37369 37375 37376 37380 37387 37389 37394
## Predicted -8.67 8.01 49.85 56.14 89.1 110.2 131.1 59.5 40.0 90.3 124.5
## cvpred -7.47 9.03 50.76 56.96 88.3 109.7 131.2 59.3 40.8 90.8 124.9
## pm2.5 45.00 45.00 58.00 65.00 54.0 87.0 93.0 97.0 98.0 111.0 194.0
## CV residual 52.47 35.97 7.24 8.04 -34.3 -22.7 -38.2 37.7 57.2 20.2 69.1
## 37399 37400 37409 37412 37416 37421 37422 37425 37428 37430 37431
## Predicted 154.3 117.1 35.0 72.5 97.9 132.3 138.6 132.2 42.7 -66.3 -43.0
## cvpred 154.4 116.9 36.1 73.2 98.5 132.4 138.6 131.2 43.7 -66.2 -42.2
## pm2.5 174.0 171.0 158.0 151.0 138.0 147.0 151.0 182.0 133.0 60.0 49.0
## CV residual 19.6 54.1 121.9 77.8 39.5 14.6 12.4 50.8 89.3 126.2 91.2
## 37432 37433 37436 37437 37438 37439 37445 37458 37459 37460 37461
## Predicted -40.8 -40.2 36.4 37.6 29.9 47.5 92.9 40.4 44.5 61.17 87.5
## cvpred -40.1 -39.6 37.7 38.9 31.2 48.8 94.3 41.8 45.9 62.37 87.4
## pm2.5 62.0 56.0 80.0 580.0 217.0 159.0 111.0 62.0 64.0 66.00 63.0
## CV residual 102.1 95.6 42.3 541.1 185.8 110.2 16.7 20.2 18.1 3.63 -24.4
## 37463 37466 37468 37470 37472 37474 37481 37483 37484 37485 37487
## Predicted 90 83.9 88.5 86.0 81.51 63.3 53.5 61.37 71.8 80.5 89.3
## cvpred 90 85.0 89.7 87.1 81.27 64.0 54.5 62.22 72.5 81.3 90.1
## pm2.5 72 67.0 71.0 69.0 76.00 46.0 39.0 59.00 60.0 68.0 103.0
## CV residual -18 -18.0 -18.7 -18.1 -5.27 -18.0 -15.5 -3.22 -12.5 -13.3 12.9
## 37491 37493 37494 37495 37501 37502 37505 37506 37510 37511 37512
## Predicted 134.2 109.19 146 106.9 44.4 27.5 38.9 37.3 77.8 84.1 103.2
## cvpred 133.2 108.74 145 105.9 45.6 28.6 39.9 38.4 78.7 84.9 103.9
## pm2.5 88.0 118.00 128 143.0 114.0 88.0 89.0 91.0 110.0 120.0 155.0
## CV residual -45.2 9.26 -17 37.1 68.4 59.4 49.1 52.6 31.3 35.1 51.1
## 37513 37516 37517 37519 37522 37524 37525 37527 37528 37529 37532
## Predicted 113.61 129.8 107.3 142.86 107.5 78.6 63.6 50.2 45.5 45.5 78.8
## cvpred 114.25 129.1 107.2 143.15 107.4 80.2 65.2 51.7 47.0 47.0 80.0
## pm2.5 120.00 142.0 144.0 151.00 173.0 188.0 175.0 162.0 157.0 147.0 134.0
## CV residual 5.75 12.9 36.8 7.85 65.6 107.8 109.8 110.3 110.0 100.0 54.0
## 37534 37536 37543 37549 37552 37558 37561 37562 37569 37577 37581
## Predicted 92.3 113 145 83.5 65.4 109 112.1 118.8 103.807 38.98 50.21
## cvpred 93.5 114 146 85.2 67.0 110 111.8 119.7 105.408 40.54 51.48
## pm2.5 158.0 231 255 280.0 225.0 274 56.0 55.0 105.000 48.00 47.00
## CV residual 64.5 117 109 194.8 158.0 164 -55.8 -64.7 -0.408 7.46 -4.48
## 37583 37585 37588 37589 37592 37593 37597 37601 37606 37608 37617
## Predicted 60.60 91.2 88.3 100.3 113 100.5 45.32 32.0 77.7 85.5 150.6
## cvpred 61.79 92.1 87.8 99.6 112 101.3 44.95 32.7 78.0 84.5 149.4
## pm2.5 65.00 39.0 54.0 69.0 45 44.0 51.00 57.0 84.0 134.0 110.0
## CV residual 3.21 -53.1 -33.8 -30.6 -67 -57.3 6.05 24.3 6.0 49.5 -39.4
## 37619 37621 37623 37624 37627 37632 37642 37644 37645 37646 37648
## Predicted 106.86 100.57 114.4 82.8 131.8 131.6 117.9 97.4 103.5 101.1 102.7
## cvpred 106.16 99.97 113.8 82.3 132.5 132.6 118.1 98.0 105.3 102.7 104.3
## pm2.5 105.00 106.00 102.0 101.0 131.0 151.0 171.0 193.0 170.0 167.0 158.0
## CV residual -1.16 6.03 -11.8 18.7 -1.5 18.4 52.9 95.0 64.7 64.3 53.7
## 37649 37652 37661 37662 37668 37670 37671 37675 37676 37681 37686
## Predicted 102.7 101.6 119.0 127.6 78.4 92.9 103 107.6 124.3 151.5 123.89
## cvpred 104.3 102.9 118.8 128.7 79.9 94.3 104 108.6 125.1 150.7 122.95
## pm2.5 176.0 129.0 75.0 64.0 56.0 48.0 40 52.0 55.0 95.0 128.00
## CV residual 71.7 26.1 -43.8 -64.7 -23.9 -46.3 -64 -56.6 -70.1 -55.7 5.05
## 37687 37688 37691 37692 37694 37695 37698 37699 37706 37713 37714
## Predicted 121.70 106.9 50.61 36.12 52.6 45.3 49.01 73.9 143.8 96.8 40.86
## cvpred 120.86 106.4 50.68 36.26 53.9 45.4 50.12 74.8 142.9 96.6 41.66
## pm2.5 121.00 84.0 52.00 30.00 22.0 17.0 43.00 49.0 90.0 48.0 45.00
## CV residual 0.14 -22.4 1.32 -6.26 -31.9 -28.4 -7.12 -25.8 -52.9 -48.6 3.34
## 37718 37722 37725 37726 37728 37732 37733 37734 37737 37745 37748
## Predicted 16.64 32.3 57.8 78.7 116.1 106.08 108.3 109.9 39.4 36.4 63.43
## cvpred 17.07 33.6 58.9 78.4 115.5 105.29 107.4 108.9 39.3 37.5 64.32
## pm2.5 26.00 44.0 36.0 43.0 68.0 102.00 66.0 65.0 104.0 55.0 66.00
## CV residual 8.93 10.4 -22.9 -35.4 -47.5 -3.29 -41.4 -43.9 64.7 17.5 1.68
## 37752 37754 37755 37756 37757 37759 37765 37766 37767 37768 37770
## Predicted 103.9 118 124.7 130.4 135.1 145.5 105 105 100.3 91.6 95.4
## cvpred 104.6 119 125.2 130.8 135.5 145.8 106 106 101.3 92.5 96.1
## pm2.5 64.0 81 88.0 98.0 99.0 108.0 174 185 168.0 154.0 139.0
## CV residual -40.6 -38 -37.2 -32.8 -36.5 -37.8 68 79 66.7 61.5 42.9
## 37771 37772 37773 37779 37781 37785 37786 37787 37789 37792 37795
## Predicted 95.4 106.6 112.8 125.6 135.9 126.4 120.12 112.21 105 87.6 85.6
## cvpred 96.1 107.5 112.1 126.3 136.6 127.4 121.19 113.48 105 89.1 87.0
## pm2.5 126.0 98.0 101.0 84.0 91.0 112.0 119.00 122.00 121 136.0 105.0
## CV residual 29.9 -9.5 -11.1 -42.3 -45.6 -15.4 -2.19 8.52 16 46.9 18.0
## 37796 37803 37808 37810 37812 37814 37815 37818 37821 37822 37826
## Predicted 94.40 122.9 125.35 98.6 83.4 69.9 64.1 21.0 45.1 53.9 120
## cvpred 95.83 123.9 126.45 100.1 84.0 70.5 66.0 21.5 45.3 54.1 121
## pm2.5 100.00 143.0 124.00 156.0 167.0 177.0 131.0 96.0 101.0 104.0 30
## CV residual 4.17 19.1 -2.45 55.9 83.0 106.5 65.0 74.5 55.7 49.9 -91
## 37828 37829 37831 37839 37841 37844 37845 37846 37848 37849 37850
## Predicted 106.9 105.0 104.1 49.51 55.7 108 112.3 121.0 137.3 138 114.7
## cvpred 106.8 104.8 104.6 50.15 57.5 109 113.7 122.5 137.3 139 115.4
## pm2.5 21.0 25.0 28.0 52.00 42.0 48 59.0 48.0 41.0 36 41.0
## CV residual -85.8 -79.8 -76.6 1.85 -15.5 -61 -54.7 -74.5 -96.3 -103 -74.4
## 37857 37860 37865 37866 37867 37868 37872 37873 37875 37878 37882
## Predicted 70.3 8.65 27.9 55.1 61.4 66.06 113.14 111.2 104.9 141.7 45.2
## cvpred 70.8 10.25 28.5 56.9 63.1 67.79 114.78 112.8 105.7 141.5 46.0
## pm2.5 54.0 39.00 55.0 77.0 135.0 76.00 106.00 48.0 39.0 73.0 106.0
## CV residual -16.8 28.75 26.5 20.1 71.9 8.21 -8.78 -64.8 -66.7 -68.5 60.0
## 37884 37889 37890 37893 37896 37900 37902 37908 37912 37914 37916
## Predicted 55.5 -15.6 31.0 74.74 125.1 119.1 137.5 66.3 42.9 46.8 71.6
## cvpred 56.3 -15.0 32.6 75.92 125.9 119.8 136.7 67.6 44.2 47.8 72.5
## pm2.5 101.0 42.0 49.0 67.00 86.0 105.0 91.0 132.0 106.0 98.0 90.0
## CV residual 44.7 57.0 16.4 -8.92 -39.9 -14.8 -45.7 64.4 61.8 50.2 17.5
## 37919 37920 37921 37926 37927 37929 37938 37941 37944 37951 37952
## Predicted 97.07 108.03 118 122.2 128.5 122.1 63.6 103.9 106 152.3 142.17
## cvpred 97.83 108.71 119 121.7 127.9 121.4 64.6 104.4 107 152.4 142.59
## pm2.5 99.00 102.00 103 100.0 111.0 146.0 153.0 91.0 87 135.0 135.00
## CV residual 1.17 -6.71 -16 -21.7 -16.9 24.6 88.4 -13.4 -20 -17.4 -7.59
## 37954 37955 37956 37958 37959 37960 37961 37962 37964 37972 37975
## Predicted 123 114 103.9 100.8 92.1 88.0 79.2 36.2 67.915 66.9 59.6
## cvpred 124 114 104.8 101.7 92.9 88.8 80.0 35.7 67.178 66.0 58.9
## pm2.5 162 155 143.0 158.0 202.0 143.0 147.0 136.0 68.000 28.0 25.0
## CV residual 38 41 38.2 56.3 109.1 54.2 67.0 100.3 0.822 -38.0 -33.9
## 37980 37981 37982 37984 37985 37988 37991 37994 37995 38000 38002
## Predicted -15.5 -24.3 -21.3 -15.1 5.45 45.9 80.5 146.7 117.1 138.5 102.1
## cvpred -15.2 -24.0 -21.0 -14.8 5.71 46.0 81.8 147.2 116.9 137.6 101.5
## pm2.5 50.0 50.0 60.0 49.0 37.00 17.0 27.0 55.0 48.0 88.0 122.0
## CV residual 65.2 74.0 81.0 63.8 31.29 -29.0 -54.8 -92.2 -68.9 -49.6 20.5
## 38004 38006 38007 38008 38009 38011 38012 38020 38024 38037 38039
## Predicted 74.4 54.1 22.8 14.6 -5.88 -10.8 -7.72 51.439 45.15 14.0 60.4
## cvpred 75.2 54.5 22.4 14.2 -6.34 -11.3 -8.15 50.876 44.68 13.8 60.2
## pm2.5 116.0 113.0 90.0 59.0 66.00 104.0 117.00 50.000 51.00 31.0 46.0
## CV residual 40.8 58.5 67.6 44.8 72.34 115.3 125.15 -0.876 6.32 17.2 -14.2
## 38040 38044 38046 38048 38061 38062 38068 38070 38076 38078 38081
## Predicted 56.8 93.0 98.3 54.20 77.5 83.8 128.6 133.9 90.34 89.2 103.28
## cvpred 57.7 92.1 98.1 53.98 78.1 84.3 128.6 132.5 89.49 88.3 103.37
## pm2.5 98.0 85.0 48.0 44.00 38.0 34.0 72.0 75.0 95.00 123.0 110.00
## CV residual 40.3 -7.1 -50.1 -9.98 -40.1 -50.3 -56.6 -57.5 5.51 34.7 6.63
## 38084 38085 38088 38089 38093 38094 38097 38098 38100 38102 38104
## Predicted 121.1 102.7 139.9 144.1 142.0 131 82.1 46.8 12.1 -17.4 -30.3
## cvpred 119.7 101.9 139.4 142.4 140.6 129 81.1 46.1 11.6 -17.8 -30.7
## pm2.5 108.0 120.0 133.0 124.0 132.0 135 148.0 140.0 85.0 114.0 111.0
## CV residual -11.7 18.1 -6.4 -18.4 -8.6 6 66.9 93.9 73.4 131.8 141.7
## 38109 38110 38112 38113 38117 38120 38122 38125 38128 38129 38135
## Predicted 34.7 69.2 136.2 151 162.2 150 85.11 80.2 68.95 68.95 97.1
## cvpred 34.7 69.7 136.7 150 162.5 149 85.78 81.5 70.09 70.09 98.0
## pm2.5 23.0 24.0 63.0 84 125.0 136 95.00 61.0 62.00 79.00 55.0
## CV residual -11.7 -45.7 -73.7 -66 -37.5 -13 9.22 -20.5 -8.09 8.91 -43.0
## 38137 38138 38141 38143 38145 38146 38154 38157 38161 38163 38164
## Predicted 107.5 107.5 111.8 113.4 97.7 105.9 71.7 91.4 100.2 106.5 108.1
## cvpred 108.4 108.4 111.3 112.8 98.6 106.8 72.8 92.4 101.2 107.4 108.9
## pm2.5 84.0 65.0 70.0 90.0 87.0 80.0 48.0 47.0 55.0 46.0 40.0
## CV residual -24.4 -43.4 -41.3 -22.8 -11.6 -26.8 -24.8 -45.4 -46.2 -61.4 -68.9
## 38166 38169 38170 38171 38172 38174 38176 38177 38178 38179 38180
## Predicted 118.6 109 106.8 106.8 106.8 99.9 61.86 61.86 57.8 103.2 90.9
## cvpred 118.1 110 107.9 107.9 107.9 101.2 62.57 62.57 58.5 104.2 91.8
## pm2.5 47.0 47 55.0 51.0 63.0 64.0 63.00 59.00 70.0 71.0 69.0
## CV residual -71.1 -63 -52.9 -56.9 -44.9 -37.2 0.43 -3.57 11.5 -33.2 -22.8
## 38182 38187 38196 38197 38198 38201 38203 38205 38211 38212 38218
## Predicted 71.2 123.5 126 128 130 122 119 170 184 184 134.5
## cvpred 72.4 122.7 125 126 128 120 118 169 183 181 132.9
## pm2.5 54.0 51.0 22 22 21 8 15 22 45 47 82.0
## CV residual -18.4 -71.7 -103 -104 -107 -112 -103 -147 -138 -134 -50.9
## 38220 38221 38226 38230 38231 38232 38233 38235 38240 38242 38244
## Predicted 26.00 6.84 68.7 104.6 100.5 96.9 96.6 153 127.4 128.1 104.1
## cvpred 25.23 6.13 69.0 104.6 100.5 97.0 96.5 150 125.7 127.9 102.9
## pm2.5 21.00 23.00 29.0 65.0 58.0 54.0 42.0 40 108.0 98.0 104.0
## CV residual -4.23 16.87 -40.0 -39.6 -42.5 -43.0 -54.5 -110 -17.7 -29.9 1.1
## 38245 38248 38249 38252 38253 38254 38255 38258 38267 38270 38272
## Predicted 69.0 -9.06 -23.6 -8.79 -9.85 3.30 8.53 25.8 24.7 20.06 21.68
## cvpred 68.6 -9.94 -24.4 -9.87 -10.81 2.16 7.42 24.5 24.0 19.32 20.83
## pm2.5 86.0 42.00 45.0 30.00 40.00 36.00 29.00 38.0 11.0 16.00 14.00
## CV residual 17.4 51.94 69.4 39.87 50.81 33.84 21.58 13.5 -13.0 -3.32 -6.83
## 38274 38275 38277 38286 38290 38291 38293 38294 38296 38298 38299
## Predicted 56.6 61.1 138 136.7 66.6 57.5 42.8 42.2 33.4 52.0 68.1
## cvpred 55.3 61.1 136 134.2 65.8 56.9 42.9 42.3 33.5 52.1 68.0
## pm2.5 12.0 19.0 25 59.0 52.0 40.0 69.0 80.0 107.0 121.0 109.0
## CV residual -43.3 -42.1 -111 -75.2 -13.8 -16.9 26.1 37.7 73.5 68.9 41.0
## 38300 38303 38304 38306 38307 38311 38319 38327 38330 38332 38338
## Predicted 58.3 102.92 74.2 111.5 80.4 100.4 -2.25 71.14 102 115.0 69.9
## cvpred 58.3 102.65 73.4 109.8 78.9 99.1 -1.65 72.18 102 114.4 70.0
## pm2.5 94.0 94.00 121.0 84.0 96.0 89.0 60.00 71.00 71 79.0 98.0
## CV residual 35.7 -8.65 47.6 -25.8 17.1 -10.1 61.65 -1.18 -31 -35.4 28.0
## 38339 38341 38345 38347 38350 38356 38357 38367 38370 38373 38374
## Predicted 68.2 48.5 42.4 48.66 83.4 130.3 141.1 53.5 62.5 80 86.3
## cvpred 69.7 50.0 43.6 49.84 84.5 129.2 141.2 54.8 63.5 81 87.2
## pm2.5 98.0 95.0 54.0 48.00 21.0 68.0 70.0 119.0 93.0 143 115.0
## CV residual 28.3 45.0 10.4 -1.84 -63.5 -61.2 -71.2 64.2 29.5 62 27.8
## 38375 38377 38378 38379 38381 38382 38384 38385 38387 38388 38389
## Predicted 92.6 105.20 103.55 94.1 129.0 159.5 158.9 107.0 130.1 119.1 119.1
## cvpred 93.4 105.84 103.43 93.3 128.7 158.3 157.7 106.2 130.6 119.7 119.7
## pm2.5 107.0 100.00 103.00 75.0 83.0 90.0 75.0 83.0 95.0 134.0 161.0
## CV residual 13.6 -5.84 -0.43 -18.3 -45.7 -68.3 -82.7 -23.2 -35.6 14.3 41.3
## 38390 38393 38394 38399 38404 38409 38410 38415 38422 38427 38428
## Predicted 114 96.4 92.3 134.52 153 63.3 49.1 36.9 113.12 132.5 135.9
## cvpred 115 96.8 92.7 133.39 152 63.2 49.3 36.5 113.55 132.7 134.6
## pm2.5 151 132.0 119.0 141.00 214 36.0 20.0 14.0 121.00 84.0 79.0
## CV residual 36 35.2 26.3 7.61 62 -27.2 -29.3 -22.5 7.45 -48.7 -55.6
## 38431 38435 38437 38439 38440 38442 38446 38447 38450 38453 38454
## Predicted 147 103.1 85.90 70.7 76.4 74.3 106.6 112.8 121.3 144.3 150
## cvpred 146 102.6 85.54 71.7 77.3 75.2 107.3 113.5 121.8 144.5 149
## pm2.5 81 85.0 81.00 97.0 103.0 117.0 150.0 128.0 152.0 196.0 215
## CV residual -65 -17.6 -4.54 25.3 25.7 41.8 42.7 14.5 30.2 51.5 66
## 38455 38456 38459 38461 38465 38466 38468 38469 38470 38472 38474
## Predicted 146.8 143 105 76.0 27.5 27.5 44.78 67.7 80.6 68.60 96.2
## cvpred 147.1 142 106 77.4 28.9 28.9 46.02 68.7 81.6 69.81 97.2
## pm2.5 242.0 249 239 182.0 50.0 54.0 40.00 56.0 64.0 63.00 74.0
## CV residual 94.9 107 133 104.6 21.1 25.1 -6.02 -12.7 -17.6 -6.81 -23.2
## 38482 38485 38487 38490 38494 38496 38500 38506 38507 38509 38514
## Predicted 73.8 31.7 33.9 43.4 89.7 95.96 110 153.9 147.6 147.6 153.3
## cvpred 75.5 33.7 35.8 45.0 90.9 97.12 111 154.3 148.1 148.1 153.8
## pm2.5 105.0 85.0 54.0 56.0 76.0 99.00 85 84.0 91.0 95.0 93.0
## CV residual 29.5 51.3 18.2 11.0 -14.9 1.88 -26 -70.3 -57.1 -53.1 -60.8
## 38515 38517 38527 38529 38530 38531 38533 38537 38538 38542 38543
## Predicted 149.2 147.6 155.09 145.0 22.3 9.68 -5.37 -16.1 -16.1 47.2 124
## cvpred 149.7 148.1 154.15 144.3 21.8 9.45 -5.54 -16.4 -16.4 47.7 123
## pm2.5 79.0 79.0 150.00 160.0 158.0 157.00 51.00 10.0 8.0 18.0 21
## CV residual -70.7 -69.1 -4.15 15.7 136.2 147.55 56.54 26.4 24.4 -29.7 -102
## 38550 38558 38559 38563 38568 38571 38576 38579 38580 38581 38586
## Predicted 159 14.30 24.12 -36.5 -18.7 135 4.01 -29.1 -6.38 -8.57 28.6
## cvpred 157 14.88 24.61 -37.5 -19.8 133 2.82 -30.1 -7.49 -9.58 27.5
## pm2.5 15 23.00 24.00 26.0 31.0 23 94.00 26.0 19.00 13.00 13.0
## CV residual -142 8.12 -0.61 63.5 50.8 -110 91.18 56.1 26.49 22.58 -14.5
## 38595 38596 38600 38602 38603 38604 38611 38615 38619 38621 38623
## Predicted 86.8 108.2 106.1 72.7 62.2 30.1 15.36 57.8 132.0 144.5 142.3
## cvpred 85.8 107.9 105.1 72.1 63.0 29.8 15.82 58.1 130.1 142.5 140.4
## pm2.5 19.0 27.0 44.0 49.0 35.0 18.0 24.00 39.0 38.0 44.0 62.0
## CV residual -66.8 -80.9 -61.1 -23.1 -28.0 -11.8 8.18 -19.1 -92.1 -98.5 -78.4
## 38627 38629 38630 38631 38633 38634 38640 38643 38648 38651 38653
## Predicted 24.1 23.7 0.447 -12.1 -39.1 -8.32 58.8 78.6 48.2 49.2 51.1
## cvpred 24.2 23.3 0.139 -12.3 -38.8 -8.65 58.1 78.5 47.9 50.6 52.7
## pm2.5 67.0 41.0 29.000 21.0 8.0 14.00 63.0 96.0 67.0 88.0 100.0
## CV residual 42.8 17.7 28.861 33.3 46.8 22.65 4.9 17.5 19.1 37.4 47.3
## 38655 38658 38662 38663 38666 38669 38673 38675 38677 38682 38684
## Predicted 41.8 54.3 88.81 78.99 114.5 124.5 97.7 47.5 56.9 66.6 79.2
## cvpred 43.3 55.7 89.84 80.11 115.2 123.8 97.5 48.2 57.2 68.0 80.4
## pm2.5 100.0 90.0 97.00 90.00 81.0 96.0 125.0 127.0 125.0 131.0 137.0
## CV residual 56.7 34.3 7.16 9.89 -34.2 -27.8 27.5 78.8 67.8 63.0 56.6
## 38687 38691 38697 38706 38709 38710 38713 38714 38715 38726 38730
## Predicted 131.8 101.0 81.9 111.5 98.3 104.6 114.3 120.2 126.9 62.1 79.6
## cvpred 132.7 100.6 81.5 112.5 98.1 104.3 115.4 119.8 127.7 62.9 80.7
## pm2.5 86.0 53.0 43.0 80.0 59.0 51.0 55.0 49.0 52.0 31.0 28.0
## CV residual -46.7 -47.6 -38.5 -32.5 -39.1 -53.3 -60.4 -70.8 -75.7 -31.9 -52.7
## 38735 38737 38739 38743 38746 38747 38752 38757 38758 38760 38761
## Predicted 54.3 72.6 93.1 90.9 41.1 30.759 50.8 78.4 84.7 106.1 112.3
## cvpred 54.3 72.3 92.4 90.3 41.3 31.015 52.2 79.5 85.7 106.9 113.1
## pm2.5 43.0 57.0 64.0 39.0 28.0 32.000 36.0 45.0 48.0 50.0 47.0
## CV residual -11.3 -15.3 -28.4 -51.3 -13.3 0.985 -16.2 -34.5 -37.7 -56.9 -66.1
## 38768 38770 38772 38776 38777 38779 38780 38784 38788 38789 38796
## Predicted 117.9 98.8 82.5 70.7 70.7 81.1 87.4 96.2 131.7 138.0 81.0
## cvpred 117.5 98.4 83.6 71.7 71.7 82.0 88.2 97.0 132.1 138.3 80.8
## pm2.5 107.0 88.0 60.0 47.0 53.0 51.0 53.0 54.0 80.0 84.0 54.0
## CV residual -10.5 -10.4 -23.6 -24.7 -18.7 -31.0 -35.2 -43.0 -52.1 -54.3 -26.8
## 38802 38806 38810 38813 38815 38816 38818 38826 38828 38838 38842
## Predicted 48.38 76.4 126.8 137 135.4 131.1 116 117 123 114.9 52.6
## cvpred 48.21 77.3 127.3 136 134.5 131.5 117 115 123 113.5 52.1
## pm2.5 56.00 68.0 90.0 106 82.0 87.0 99 7 9 14.0 5.0
## CV residual 7.79 -9.3 -37.3 -30 -52.5 -44.5 -18 -108 -114 -99.5 -47.1
## 38844 38846 38847 38849 38856 38863 38870 38872 38873 38892 38895
## Predicted 37.5 26.6 17.8 14.77 141 107.5 73.1 106.9 141 94.3 59.6
## cvpred 37.1 26.3 17.5 14.29 140 106.2 73.6 105.6 141 95.0 59.2
## pm2.5 3.0 5.0 5.0 7.00 38 25.0 45.0 43.0 11 41.0 25.0
## CV residual -34.1 -21.3 -12.5 -7.29 -102 -81.2 -28.6 -62.6 -130 -54.0 -34.2
## 38897 38903 38908 38910 38913 38916 38918 38920 38922 38924 38926
## Predicted 62.2 124.9 135.9 143.8 137.4 106.3 108.0 128.3 120.5 126.8 136.2
## cvpred 63.0 125.5 136.4 144.1 136.7 107.4 108.9 127.8 121.3 127.5 136.9
## pm2.5 32.0 31.0 62.0 50.0 82.0 78.0 77.0 79.0 75.0 88.0 85.0
## CV residual -31.0 -94.5 -74.4 -94.1 -54.7 -29.4 -31.9 -48.8 -46.3 -39.5 -51.9
## 38929 38930 38932 38935 38943 38946 38950 38954 38957 38962 38965
## Predicted 146.6 117.3 106.8 100.5 18.18 61.3 93.5 134.9 101.3 35.92 4.19
## cvpred 147.2 117.4 106.4 100.2 18.62 61.3 94.5 134.1 100.6 36.06 4.57
## pm2.5 103.0 101.0 123.0 51.0 12.00 15.0 40.0 37.0 51.0 31.00 18.00
## CV residual -44.2 -16.4 16.6 -49.2 -6.62 -46.3 -54.5 -97.1 -49.6 -5.06 13.43
## 38969 38972 38977 38979 38980 38982 38988 38990 38991 38992 38994
## Predicted 32.3 72.6 117 123.6 107.37 113.66 69.8 71.4 63.1 68.8 109.5
## cvpred 32.3 73.7 117 123.2 107.47 113.67 70.1 71.6 64.5 70.1 108.8
## pm2.5 14.0 30.0 64 110.0 105.00 121.00 29.0 34.0 39.0 41.0 49.0
## CV residual -18.3 -43.7 -53 -13.2 -2.47 7.33 -41.1 -37.6 -25.5 -29.1 -59.8
## 38999 39006 39010 39012 39013 39014 39017 39019 39020 39026 39030
## Predicted 96.9 116 75.9 94.4 88.1 79.3 80.8 80.8 87.1 131.6 143.6
## cvpred 96.4 115 75.8 94.3 88.1 79.3 81.9 81.9 88.1 130.9 142.7
## pm2.5 30.0 29 34.0 23.0 30.0 35.0 39.0 54.0 59.0 118.0 169.0
## CV residual -66.4 -86 -41.8 -71.3 -58.1 -44.3 -42.9 -27.9 -29.1 -12.9 26.3
## 39032 39033 39037 39038 39041 39048 39049 39051 39056 39057 39061
## Predicted 95.9 106.4 74.5 76.17 92.3 99.0 150 149.3 147.3 138.3 126.2
## cvpred 96.0 106.1 75.7 77.24 93.2 98.3 150 148.3 147.4 137.4 126.7
## pm2.5 141.0 117.0 89.0 82.00 161.0 113.0 140 117.0 169.0 164.0 191.0
## CV residual 45.0 10.9 13.3 4.76 67.8 14.7 -10 -31.3 21.6 26.6 64.3
## 39063 39064 39065 39072 39074 39075 39076 39078 39079 39085 39089
## Predicted 116.4 116.3 108.10 129.4 129.4 141.2 126.2 157 131 136.3 129.45
## cvpred 115.7 116.8 108.58 129.8 129.8 141.3 125.4 156 131 136.5 129.77
## pm2.5 138.0 132.0 105.00 114.0 221.0 225.0 84.0 20 28 49.0 132.00
## CV residual 22.3 15.2 -3.58 -15.8 91.2 83.7 -41.4 -136 -103 -87.5 2.23
## 39094 39095 39097 39099 39101 39116 39124 39126 39129 39137 39140
## Predicted 162 161.6 127.0 163.8 161.6 112.8 124.3 119.5 131 118.9 127.3
## cvpred 160 160.2 126.5 162.3 160.2 113.3 123.8 118.4 132 119.6 127.9
## pm2.5 56 62.0 75.0 74.0 76.0 77.0 146.0 151.0 137 109.0 71.0
## CV residual -104 -98.2 -51.5 -88.3 -84.2 -36.3 22.2 32.6 5 -10.6 -56.9
## 39141 39145 39147 39157 39160 39166 39168 39170 39176 39178 39180
## Predicted 127.3 138.3 145.1 60.8 92.4 128.7 133.4 146.0 139.7 131 116.7
## cvpred 127.9 138.8 145.5 60.8 93.4 129.6 134.2 146.6 140.4 131 117.7
## pm2.5 79.0 78.0 86.0 19.0 11.0 94.0 82.0 70.0 64.0 70 57.0
## CV residual -48.9 -60.8 -59.5 -41.8 -82.4 -35.6 -52.2 -76.6 -76.4 -61 -60.7
## 39181 39188 39191 39192 39196 39200 39204 39213 39214 39219 39222
## Predicted 103.7 61.64 107.9 107.9 148 105.7 107.8 135 140 110.0 110.0
## cvpred 103.6 61.42 107.3 107.3 147 105.2 107.7 135 139 109.4 109.4
## pm2.5 62.0 66.00 18.0 15.0 23 20.0 51.0 29 34 25.0 21.0
## CV residual -41.6 4.58 -89.3 -92.3 -124 -85.2 -56.7 -106 -105 -84.4 -88.4
## 39226 39228 39229 39231 39241 39243 39244 39245 39251 39252 39254
## Predicted 59.7 76.7 32.1 69.9 130.1 119.1 112.8 123.2 95.5 89.2 87.1
## cvpred 59.8 76.8 32.5 71.3 130.6 118.8 112.6 122.9 95.2 89.0 88.1
## pm2.5 15.0 8.0 16.0 18.0 43.0 50.0 59.0 66.0 64.0 50.0 37.0
## CV residual -44.8 -68.8 -16.5 -53.3 -87.6 -68.8 -53.6 -56.9 -31.2 -39.0 -51.1
## 39256 39257 39259 39260 39261 39265 39266 39268 39272 39275 39277
## Predicted 78.4 84.1 86.3 86.3 97.2 113.9 120.2 138.5 130.6 116 114.2
## cvpred 79.3 84.9 87.0 87.0 97.9 114.4 120.6 138.6 130.9 117 114.9
## pm2.5 47.0 54.0 47.0 41.0 50.0 52.0 54.0 58.0 90.0 74 85.0
## CV residual -32.3 -30.9 -40.0 -46.0 -47.9 -62.4 -66.6 -80.6 -40.9 -43 -29.9
## 39282 39283 39284 39285 39288 39290 39292 39294 39296 39298 39299
## Predicted 132.5 138.8 138.8 138.8 143.44 143.4 145.1 149.2 148.7 123.58 117.3
## cvpred 132.9 139.1 139.1 139.1 143.82 143.8 145.3 149.4 147.7 122.95 116.8
## pm2.5 113.0 128.0 117.0 116.0 150.00 185.0 193.0 199.0 190.0 128.00 100.0
## CV residual -19.9 -11.1 -22.1 -23.1 6.18 41.2 47.7 49.6 42.3 5.05 -16.8
## 39302 39304 39305 39306 39307 39314 39315 39318 39319 39334 39335
## Predicted 79.27 80.9 85.4 64.6 116.9 89.2 85.1 101.4 86.0 63.4 73.8
## cvpred 79.06 80.6 86.4 64.9 117.4 88.6 84.5 101.3 85.6 64.5 74.9
## pm2.5 73.00 66.0 106.0 95.0 93.0 31.0 39.0 6.0 4.0 27.0 32.0
## CV residual -6.06 -14.6 19.6 30.1 -24.4 -57.6 -45.5 -95.3 -81.6 -37.5 -42.9
## 39337 39340 39341 39342 39344 39345 39353 39354 39361 39362 39366
## Predicted 67.4 83.8 102.6 98.8 61.1 38.1 1.22 32.7 81.9 114.9 136
## cvpred 67.0 83.0 101.6 98.0 60.8 38.1 2.12 34.0 82.2 114.4 135
## pm2.5 28.0 32.0 28.0 22.0 26.0 24.0 15.00 6.0 30.0 54.0 30
## CV residual -39.0 -51.0 -73.6 -76.0 -34.8 -14.1 12.88 -28.0 -52.2 -60.4 -105
## 39367 39368 39372 39373 39374 39375 39380 39382 39396 39402 39403
## Predicted 79.7 78.1 58.8 60.91 52.71 62.53 62.2 87.7 83.7 53.76 47.19
## cvpred 79.4 78.6 59.2 62.39 54.18 63.91 63.4 88.7 83.9 55.11 48.41
## pm2.5 26.0 50.0 48.0 60.00 48.00 59.00 33.0 59.0 71.0 51.00 54.00
## CV residual -53.4 -28.6 -11.2 -2.39 -6.18 -4.91 -30.4 -29.7 -12.9 -4.11 5.59
## 39404 39407 39411 39418 39420 39423 39424 39425 39427 39431 39432
## Predicted 47.75 73.2 100.3 98.36 77.6 93.1 98.9 98.9 100.5 114.1 154
## cvpred 48.98 74.3 101.1 99.51 78.9 94.2 99.9 99.9 101.4 113.3 153
## pm2.5 40.00 59.0 59.0 101.00 105.0 124.0 122.0 122.0 141.0 66.0 48
## CV residual -8.98 -15.3 -42.1 1.49 26.1 29.8 22.1 22.1 39.6 -47.3 -105
## 39442 39444 39452 39458 39462 39463 39465 39466 39469 39473 39485
## Predicted 154 141.3 144.5 152.4 154.5 154.9 149 142 125 114.1 107
## cvpred 154 141.7 144.8 152.5 153.4 155.1 149 143 124 114.7 106
## pm2.5 52 50.0 98.0 134.0 239.0 250.0 263 280 256 175.0 293
## CV residual -102 -91.7 -46.8 -18.5 85.6 94.9 114 137 132 60.3 187
## 39487 39490 39494 39496 39497 39500 39501 39502 39503 39506 39509
## Predicted 109 78.3 105.0 92.9 99.1 118.6 124.9 123.8 127.9 135.9 142.2
## cvpred 109 78.2 104.9 94.2 100.4 119.5 125.7 124.8 128.9 135.5 141.7
## pm2.5 259 185.0 137.0 139.0 178.0 148.0 194.0 172.0 151.0 172.0 158.0
## CV residual 150 106.8 32.1 44.8 77.6 28.5 68.3 47.2 22.1 36.5 16.3
## 39510 39511 39517 39522 39529 39531 39539 39540 39542 39546 39547
## Predicted 142.67 117.5 109.0 95.6 133.6 141.5 123.2 121.1 110.1 117.4 113.3
## cvpred 143.39 117.7 110.3 96.8 134.5 142.2 124.2 122.1 111.3 118.4 114.3
## pm2.5 152.00 149.0 96.0 70.0 182.0 233.0 217.0 196.0 157.0 158.0 168.0
## CV residual 8.61 31.3 -14.3 -26.8 47.5 90.8 92.8 73.9 45.7 39.6 53.7
## 39550 39557 39564 39568 39570 39571 39575 39578 39580 39585 39588
## Predicted 122.7 139.2 113.9 116.6 111.9 111.9 133 135.2 112.2 96.3 59.18
## cvpred 123.7 138.5 114.9 117.3 112.6 112.6 133 135.4 111.8 96.4 59.77
## pm2.5 194.0 114.0 103.0 182.0 193.0 192.0 239 180.0 187.0 137.0 68.00
## CV residual 70.3 -24.5 -11.9 64.7 80.4 79.4 106 44.6 75.2 40.6 8.23
## 39591 39592 39593 39595 39601 39602 39603 39605 39612 39619 39621
## Predicted 44.4 25.2 36.2 90.4 114 103.8 94.92 99.6 38.2 74.0 82.2
## cvpred 44.8 25.0 36.6 91.1 114 103.7 94.21 98.9 38.9 74.7 82.9
## pm2.5 15.0 10.0 13.0 8.0 55 53.0 85.00 19.0 11.0 22.0 36.0
## CV residual -29.8 -15.0 -23.6 -83.1 -59 -50.7 -9.21 -79.9 -27.9 -52.7 -46.9
## 39623 39624 39629 39638 39645 39648 39649 39653 39654 39656 39660
## Predicted 84.4 56.3 106.1 28.8 72.0 97.4 111.6 124.5 101.4 57.7 62.0
## cvpred 85.0 55.9 104.9 29.7 72.5 97.8 111.7 123.7 100.3 57.0 61.5
## pm2.5 31.0 35.0 52.0 17.0 28.0 42.0 48.0 58.0 64.0 41.0 13.0
## CV residual -54.0 -20.9 -52.9 -12.7 -44.5 -55.8 -63.7 -65.7 -36.3 -16.0 -48.5
## 39664 39665 39674 39676 39678 39679 39691 39693 39695 39697 39705
## Predicted 9.26 18.11 96.5 68.2 76.7 70.4 50.1 77.8 63.6 122.4 43.0
## cvpred 8.96 18.47 95.7 68.2 76.5 70.3 50.9 78.3 64.4 122.7 42.7
## pm2.5 16.00 13.00 19.0 9.0 9.0 10.0 12.0 16.0 22.0 36.0 17.0
## CV residual 7.04 -5.47 -76.7 -59.2 -67.5 -60.3 -38.9 -62.3 -42.4 -86.7 -25.7
## 39707 39712 39713 39714 39715 39717 39719 39721 39725 39727 39736
## Predicted 19.45 34.9 33.1 20.22 81.3 87.9 127.7 92.4 106.6 98.7 41.96
## cvpred 19.41 34.7 32.7 19.84 81.8 87.7 126.6 91.6 105.5 97.8 43.15
## pm2.5 13.00 11.0 9.0 20.00 21.0 26.0 58.0 50.0 31.0 21.0 36.00
## CV residual -6.41 -23.7 -23.7 0.16 -60.8 -61.7 -68.6 -41.6 -74.5 -76.8 -7.15
## 39737 39740 39746 39748 39749 39750 39751 39752 39756 39758 39759
## Predicted 46.06 83.5 104.4 104.1 110.4 120.8 130.7 114.0 91.2 80.8 82.5
## cvpred 47.26 84.4 105.2 104.7 110.9 121.2 129.8 113.3 92.2 81.9 83.4
## pm2.5 39.00 38.0 60.0 29.0 35.0 40.0 42.0 37.0 52.0 52.0 50.0
## CV residual -8.26 -46.4 -45.2 -75.7 -75.9 -81.2 -87.8 -76.3 -40.2 -29.9 -33.4
## 39762 39777 39778 39789 39791 39793 39799 39803 39804 39806
## Predicted 77.8 128.676 126.05 141.3 145.5 145.2 143.9 125.4 112.9 108.2
## cvpred 78.7 129.338 125.54 141.7 144.7 144.2 143.2 126.3 113.9 109.2
## pm2.5 45.0 130.000 133.00 60.0 80.0 64.0 147.0 142.0 139.0 132.0
## CV residual -33.7 0.662 7.46 -81.7 -64.7 -80.2 3.8 15.7 25.1 22.8
## 39810 39811 39812 39813 39815 39816 39818 39823 39827 39828 39830
## Predicted 118.1 118.1 120.6 129.1 102.7 131.6 139 134.2 107.417 105.2 97.9
## cvpred 117.8 117.8 120.4 128.7 103.2 131.3 139 135.1 108.808 106.7 98.2
## pm2.5 163.0 152.0 150.0 160.0 188.0 195.0 191 123.0 109.000 120.0 127.0
## CV residual 45.2 34.2 29.6 31.3 84.8 63.7 52 -12.1 0.192 13.3 28.8
## 39832 39836 39838 39845 39847 39848 39851 39857 39859 39861 39868
## Predicted 83.3 95.90 110.5 124.1 126.1 120.3 82.6 60.4 72.9 88.0 123.5
## cvpred 85.0 97.35 110.6 125.3 126.2 121.7 84.5 62.3 74.7 89.6 124.7
## pm2.5 109.0 106.00 84.0 77.0 75.0 72.0 48.0 38.0 48.0 64.0 57.0
## CV residual 24.0 8.65 -26.6 -48.3 -51.2 -49.7 -36.5 -24.3 -26.7 -25.6 -67.7
## 39869 39871 39874 39883 39885 39890 39892 39899 39904 39910 39913
## Predicted 129.8 125.7 101 79.4 96.1 116.0 123.9 73.3 20.23 47.4 49.0
## cvpred 130.9 126.8 102 80.7 97.2 116.7 124.4 73.0 20.28 48.0 48.8
## pm2.5 65.0 62.0 55 69.0 53.0 59.0 55.0 11.0 15.00 14.0 6.0
## CV residual -65.9 -64.8 -47 -11.7 -44.2 -57.7 -69.4 -62.0 -5.28 -34.0 -42.8
## 39914 39917 39919 39927 39928 39929 39930 39937 39938 39947 39951
## Predicted 59.9 58.3 58.3 37.8 49.8 49.8 49.8 54.2 55.8 53.7 63.9
## cvpred 59.7 58.2 58.2 38.1 49.9 49.9 49.9 54.1 55.6 53.5 64.9
## pm2.5 6.0 16.0 14.0 17.0 16.0 16.0 11.0 16.0 20.0 18.0 20.0
## CV residual -53.7 -42.2 -44.2 -21.1 -33.9 -33.9 -38.9 -38.1 -35.6 -35.5 -44.9
## 39958 39968 39970 39976 39977 39982 39984 39985 39986 39987
## Predicted 96.9 135.1 96.1 102.0 100 115.6 109.85 117.8 144.861 117.762
## cvpred 97.8 134.4 96.5 101.9 101 116.6 110.07 117.8 145.479 117.778
## pm2.5 43.0 74.0 82.0 62.0 50 35.0 104.00 136.0 146.000 118.000
## CV residual -54.8 -60.4 -14.5 -39.9 -51 -81.6 -6.07 18.2 0.521 0.222
## 39989 39990 39991 39992 39993 40000 40003 40004 40010 40011 40012
## Predicted 154.53 110.5 113.02 94.15 81.0 62.0 66.3 72.6 117.8 125.3 136.1
## cvpred 153.57 109.8 112.37 93.78 80.8 63.3 67.5 73.7 118.7 124.7 136.7
## pm2.5 149.00 160.0 116.00 91.00 97.0 28.0 45.0 44.0 87.0 91.0 116.0
## CV residual -4.57 50.2 3.63 -2.78 16.2 -35.3 -22.5 -29.7 -31.7 -33.7 -20.7
## 40020 40026 40033 40040 40041 40043 40045 40050 40051 40052
## Predicted 85.0 46.7 92.1 112.49 105.011 81.0 57.9 60.3 72.4 78.6
## cvpred 86.7 48.5 93.5 112.43 106.425 81.4 59.9 61.8 73.6 79.8
## pm2.5 107.0 76.0 60.0 107.00 106.000 105.0 133.0 85.0 95.0 98.0
## CV residual 20.3 27.5 -33.5 -5.43 -0.425 23.6 73.1 23.2 21.4 18.2
## 40056 40058 40062 40068 40070 40075 40079 40083 40087 40088 40095
## Predicted 106.3 116.7 139.63 78.5 59.8 66.8 113.6 117.7 135.0 128.7 67.1
## cvpred 107.2 117.5 140.22 78.6 61.2 67.9 114.3 118.5 135.5 129.3 68.4
## pm2.5 84.0 95.0 134.00 118.0 101.0 81.0 83.0 99.0 155.0 189.0 86.0
## CV residual -23.2 -22.5 -6.22 39.4 39.8 13.1 -31.3 -19.5 19.5 59.7 17.6
## 40096 40099 40103 40107 40108 40111 40113 40116 40118 40119 40120
## Predicted 69.3 91.71 121.8 148.7 153 111.32 148.0 125.4 119.1 117 116.95
## cvpred 70.5 92.59 122.6 147.7 154 110.65 147.3 126.3 120.1 118 118.03
## pm2.5 84.0 86.00 83.0 52.0 53 113.00 134.0 149.0 132.0 130 122.00
## CV residual 13.5 -6.59 -39.6 -95.7 -101 2.35 -13.3 22.7 11.9 12 3.97
## 40121 40126 40127 40131 40132 40133 40137 40139 40142 40145 40153
## Predicted 118.58 134.2 134.2 136.7 136.7 140.5 137 124.1 102.8 99.7 127.9
## cvpred 119.54 135.1 135.1 137.7 137.7 141.3 138 125.3 104.1 101.0 128.9
## pm2.5 112.00 199.0 212.0 198.0 187.0 184.0 250 210.0 164.0 134.0 196.0
## CV residual -7.54 63.9 76.9 60.3 49.3 42.7 112 84.7 59.9 33.0 67.1
## 40155 40159 40162 40163 40164 40166 40170 40171 40172 40173 40180
## Predicted 135.8 104 130.4 119.4 113.14 91.4 93.4 103.81 110.1 116.4 139.4
## cvpred 136.6 104 131.5 120.6 114.43 91.5 94.8 105.06 111.3 117.5 140.2
## pm2.5 120.0 146 185.0 152.0 112.00 109.0 106.0 115.00 124.0 134.0 93.0
## CV residual -16.6 42 53.5 31.4 -2.43 17.5 11.2 9.94 12.7 16.5 -47.2
## 40181 40190 40192 40193 40195 40196 40197 40200 40207 40208
## Predicted 141.5 99.8 95.5 95.54 99.350 104.02 120.26 108.6 145.4 108.6
## cvpred 142.2 99.6 96.6 96.63 100.229 104.91 119.71 108.7 144.5 108.7
## pm2.5 88.0 112.0 110.0 104.00 101.000 100.00 113.00 119.0 175.0 132.0
## CV residual -54.2 12.4 13.4 7.37 0.771 -4.91 -6.71 10.3 30.5 23.3
## 40209 40212 40221 40222 40223 40224 40228 40230 40232 40233 40237
## Predicted 100.17 95.1 140 133.8 133.8 135.0 145.4 105.5 100.4 84.3 115
## cvpred 100.42 94.9 140 134.4 134.4 134.2 144.5 104.8 100.5 84.6 115
## pm2.5 102.00 74.0 54 67.0 63.0 67.0 89.0 92.0 90.0 59.0 5
## CV residual 1.58 -20.9 -86 -67.4 -71.4 -67.2 -55.5 -12.8 -10.5 -25.6 -110
## 40238 40240 40241 40247 40251 40253 40257 40259 40262 40264 40266
## Predicted 113 119 113 102.6 150 109 94.7 103.2 83.9 71.0 89.6
## cvpred 113 119 113 102.1 149 108 94.4 103.1 85.1 72.2 90.7
## pm2.5 7 6 4 4.0 13 8 16.0 25.0 27.0 28.0 51.0
## CV residual -106 -113 -109 -98.1 -136 -100 -78.4 -78.1 -58.1 -44.2 -39.7
## 40269 40272 40273 40274 40278 40283 40290 40300 40302 40304 40310
## Predicted 104.7 138 143 115.0 94.2 29.92 40.4 143.8 104.0 85.2 51.5
## cvpred 105.7 137 143 115.1 93.8 30.37 41.8 144.5 103.7 85.1 52.0
## pm2.5 23.0 26 32 34.0 63.0 23.00 4.0 101.0 93.0 62.0 41.0
## CV residual -82.7 -111 -111 -81.1 -30.8 -7.37 -37.8 -43.5 -10.7 -23.1 -11.0
## 40311 40314 40316 40317 40327 40329 40331 40333 40336 40337 40338
## Predicted 59.8 61.5 91.0 93.2 108.8 110.3 94.1 72.71 53.27 57.4 65.3
## cvpred 61.5 63.0 92.4 94.5 109.1 110.3 95.5 74.36 54.75 58.9 66.6
## pm2.5 39.0 44.0 40.0 64.0 69.0 90.0 76.0 72.00 46.00 39.0 49.0
## CV residual -22.5 -19.0 -52.4 -30.5 -40.1 -20.3 -19.5 -2.36 -8.75 -19.9 -17.6
## 40340 40341 40343 40352 40354 40356 40360 40362 40363 40373 40375
## Predicted 84.4 97.0 116.2 143 119.71 102.6 80.8 74.3 95.0 116.0 131.1
## cvpred 85.7 98.1 117.2 144 120.69 102.5 81.9 75.2 95.8 114.9 130.6
## pm2.5 62.0 59.0 59.0 154 124.00 80.0 53.0 44.0 33.0 21.0 31.0
## CV residual -23.7 -39.1 -58.2 10 3.31 -22.5 -28.9 -31.2 -62.8 -93.9 -99.6
## 40378 40384 40386 40389 40390 40400 40402 40404 40408 40410 40411
## Predicted 127 68.6 78.8 106.5 117.4 80.7 52.7 9.91 34.9 40.6 50.6
## cvpred 127 68.2 79.7 107.1 117.9 80.3 53.3 10.19 36.1 41.7 50.3
## pm2.5 25 30.0 20.0 53.0 49.0 13.0 12.0 11.00 10.0 9.0 14.0
## CV residual -102 -38.2 -59.7 -54.1 -68.9 -67.3 -41.3 0.81 -26.1 -32.7 -36.3
## 40414 40416 40424 40425 40429 40435 40437 40440 40445 40446 40447
## Predicted 20.01 81.0 50.4 43.1 54.9 87.7 113 46.3 113.7 148 147
## cvpred 19.99 80.4 50.0 43.6 56.3 88.7 114 46.4 113.7 148 146
## pm2.5 23.00 42.0 12.0 17.0 19.0 31.0 29 19.0 18.0 19 38
## CV residual 3.01 -38.4 -38.0 -26.6 -37.3 -57.7 -85 -27.4 -95.7 -129 -108
## 40448 40455 40460 40463 40465 40467 40468 40478 40480 40486 40487
## Predicted 122.4 118 141 148 114.1 121 116.3 88.5 88.0 56.7 123.4
## cvpred 122.5 118 142 147 113.5 121 115.6 89.8 89.2 56.7 122.7
## pm2.5 36.0 17 24 24 29.0 22 22.0 42.0 31.0 37.0 26.0
## CV residual -86.5 -101 -118 -123 -84.5 -99 -93.6 -47.8 -58.2 -19.7 -96.7
## 40491 40494 40495 40499 40502 40504 40508 40509 40510 40514 40517
## Predicted 127.9 128.4 151 107.3 58.6 60.6 133 142 142 136.2 101.0
## cvpred 127.6 128.2 150 107.2 58.7 61.9 132 141 141 135.6 100.6
## pm2.5 34.0 35.0 71 64.0 17.0 17.0 30 27 24 70.0 82.0
## CV residual -93.6 -93.2 -79 -43.2 -41.7 -44.9 -102 -114 -117 -65.6 -18.6
## 40518 40519 40521 40523 40528 40532 40541 40546 40552 40556 40558
## Predicted 103.2 103.2 95.6 84.9 60.9 104.7 123 83.6 74.9 100.3 115.5
## cvpred 102.6 102.6 96.2 85.0 62.4 105.7 124 84.3 76.4 101.7 115.6
## pm2.5 52.0 46.0 37.0 71.0 28.0 61.0 23 36.0 38.0 35.0 55.0
## CV residual -50.6 -56.6 -59.2 -14.0 -34.4 -44.7 -101 -48.3 -38.4 -66.7 -60.6
## 40560 40564 40575 40579 40582 40583 40585 40588 40595 40599 40600
## Predicted 127.5 105.5 86.14 87.8 109.7 95.2 118.2 105.5 86.56 62.61 58.51
## cvpred 127.4 106.1 87.84 89.3 111.1 96.7 119.4 106.1 87.21 64.56 60.45
## pm2.5 81.0 56.0 80.00 65.0 74.0 57.0 74.0 74.0 97.00 61.00 55.00
## CV residual -46.4 -50.1 -7.84 -24.3 -37.1 -39.7 -45.4 -32.1 9.79 -3.56 -5.45
## 40601 40603 40606 40609 40618 40621 40634 40636 40638 40642 40645
## Predicted 66.4 72.7 98.2 117.0 108.11 74.63 121.9 138.6 138.14 128.0 89.9
## cvpred 68.2 74.4 99.7 118.2 108.25 76.38 122.8 139.3 137.58 127.8 91.2
## pm2.5 48.0 59.0 84.0 73.0 114.00 81.00 99.0 119.0 133.00 173.0 138.0
## CV residual -20.2 -15.4 -15.7 -45.2 5.75 4.62 -23.8 -20.3 -4.58 45.2 46.8
## 40648 40650 40654 40658 40660 40663 40666 40668 40669 40674 40685
## Predicted 89.3 85.2 116.7 99.5 141 107.3 118 109.7 107.3 108.3 150.15
## cvpred 90.6 86.5 117.7 99.8 140 106.8 118 109.8 107.2 108.1 149.39
## pm2.5 134.0 113.0 69.0 23.0 23 30.0 19 31.0 42.0 87.0 142.00
## CV residual 43.4 26.5 -48.7 -76.8 -117 -76.8 -99 -78.8 -65.2 -21.1 -7.39
## 40686 40688 40691 40692 40695 40699 40700 40701 40704 40712 40717
## Predicted 146.0 150.1 112.4 106 79.83 98.86 103.5 120.2 79.1 144 57.2
## cvpred 145.3 149.4 112.2 106 79.64 99.87 104.6 121.1 78.8 144 57.2
## pm2.5 128.0 138.0 133.0 134 87.00 104.00 118.0 133.0 35.0 29 4.0
## CV residual -17.3 -11.4 20.8 28 7.36 4.13 13.4 11.9 -43.8 -115 -53.2
## 40718 40720 40722 40723 40724 40728 40730 40735 40738 40740 40741
## Predicted 50.4 52 63.4 82.0 101.1 125.1 102.5 106.8 32.2 20.2 4.55
## cvpred 50.4 52 64.5 83.1 102.2 124.8 102.9 106.4 32.7 21.6 5.29
## pm2.5 8.0 10 6.0 7.0 12.0 38.0 16.0 15.0 17.0 7.0 7.00
## CV residual -42.4 -42 -58.5 -76.1 -90.2 -86.8 -86.9 -91.4 -15.7 -14.6 1.71
## 40744 40746 40749 40752 40753 40754 40758 40760 40763 40770 40774
## Predicted 33.6 39.9 55.5 78.8 116.4 133.0 103.8 74.9 1.86 0.961 41.3
## cvpred 35.3 41.5 57.1 79.4 116.2 132.7 103.4 75.0 2.84 1.732 43.1
## pm2.5 9.0 6.0 18.0 26.0 26.0 41.0 23.0 15.0 17.00 6.000 31.0
## CV residual -26.3 -35.5 -39.1 -53.4 -90.2 -91.7 -80.4 -60.0 14.16 4.268 -12.1
## 40786 40787 40789 40790 40792 40794 40795 40796 40797 40798 40799
## Predicted 44.1 60.3 37.24 30.5 28.5 43.0 51.44 68.12 99.4 110.2 93.56
## cvpred 45.4 61.0 39.48 31.6 30.7 45.1 53.39 69.89 99.7 111.7 95.18
## pm2.5 24.0 30.0 38.00 43.0 48.0 63.0 62.00 67.00 73.0 82.0 94.00
## CV residual -21.4 -31.0 -1.48 11.4 17.3 17.9 8.61 -2.89 -26.7 -29.7 -1.18
## 40803 40804 40805 40807 40809 40812 40814 40817 40819 40824 40826
## Predicted 116.5 105.71 96.0 114.5 107 56.3 77.3 95.0 105.86 140.9 102.2
## cvpred 117.9 105.87 96.9 114.7 107 57.0 78.1 95.5 107.51 142.2 102.4
## pm2.5 100.0 103.00 108.0 83.0 64 68.0 60.0 80.0 98.00 58.0 77.0
## CV residual -17.9 -2.87 11.1 -31.7 -43 11.0 -18.1 -15.5 -9.51 -84.2 -25.4
## 40828 40829 40831 40832 40834 40843 40847 40851 40853 40856 40860
## Predicted 142 113 113 113 115.3 102.6 134.35 129.81 136.1 129.8 94.1
## cvpred 142 114 114 114 115.7 104.5 135.98 130.16 136.4 130.2 95.3
## pm2.5 85 74 90 89 71.0 87.0 132.00 125.00 151.0 148.0 173.0
## CV residual -57 -40 -24 -25 -44.7 -17.5 -3.98 -5.16 14.6 17.8 77.7
## 40866 40867 40871 40873 40874 40875 40876 40877 40885 40888
## Predicted 101.5 134.6 138.785 110.5 141.0 141.0 112.1 113.75 112 111.6
## cvpred 102.4 135.8 138.808 111.3 140.9 140.9 112.8 114.32 112 113.1
## pm2.5 164.0 149.0 138.000 100.0 107.0 131.0 139.0 121.00 58 78.0
## CV residual 61.6 13.2 -0.808 -11.3 -33.9 -9.9 26.2 6.68 -54 -35.1
## 40891 40893 40894 40907 40911 40912 40913 40917 40924 40925 40932
## Predicted 136.7 98.90 103.57 120.9 117.3 142.0 109.1 115.4 119.2 108.1 117.0
## cvpred 137.9 99.13 103.81 122.5 118.8 141.8 109.6 115.8 119.4 107.8 117.3
## pm2.5 72.0 93.00 99.00 132.0 146.0 163.0 95.0 175.0 49.0 30.0 37.0
## CV residual -65.9 -6.13 -4.81 9.5 27.2 21.2 -14.6 59.2 -70.4 -77.8 -80.3
## 40935 40939 40940 40941 40942 40948 40952 40953 40956 40957 40958
## Predicted 98.1 113 102.4 101 97.3 120 94.8 86.3 77.8 69.0 30.8
## cvpred 98.8 114 102.2 102 97.9 120 94.6 86.3 78.0 69.2 31.0
## pm2.5 19.0 12 9.0 8 10.0 12 14.0 11.0 13.0 8.0 12.0
## CV residual -79.8 -102 -93.2 -94 -87.9 -108 -80.6 -75.3 -65.0 -61.2 -19.0
## 40959 40965 40967 40971 40975 40980 40982 40987 40990 40993 40995
## Predicted 62.3 92.6 130 132.2 125.6 87.7 56.0 84.6 133.2 134.2 142.2
## cvpred 63.6 93.4 129 131.8 124.3 88.7 57.2 85.5 132.4 134.7 141.2
## pm2.5 10.0 15.0 19 38.0 53.0 27.0 45.0 35.0 60.0 60.0 64.0
## CV residual -53.6 -78.4 -110 -93.8 -71.3 -61.7 -12.2 -50.5 -72.4 -74.7 -77.2
## 41006 41007 41011 41012 41015 41016 41019 41020 41022 41023
## Predicted 96.0 93.49 106.1 116.5 132.1 132.08 142.47 136.7 143.03 143.03
## cvpred 97.6 94.97 107.4 117.7 133.2 133.23 143.54 137.9 144.11 144.11
## pm2.5 114.0 90.00 70.0 88.0 147.0 143.00 152.00 152.0 143.00 139.00
## CV residual 16.4 -4.97 -37.4 -29.7 13.8 9.77 8.46 14.1 -1.11 -5.11
## 41024 41026 41027 41028 41037 41038 41041 41044 41045 41050
## Predicted 142.597 122.1 116.3 104.9 122.748 122.75 125 143.24 143.24 139.0
## cvpred 142.408 122.3 117.8 105.2 123.864 123.86 126 143.97 143.97 138.7
## pm2.5 142.000 133.0 137.0 138.0 123.000 132.00 162 145.00 147.00 196.0
## CV residual -0.408 10.7 19.2 32.8 -0.864 8.14 36 1.03 3.03 57.3
## 41051 41053 41055 41057 41064 41069 41079 41080 41081 41082 41085
## Predicted 133.1 112 90.16 95.89 95.0 110 -4.23 41.4 45.9 62.6 79.8
## cvpred 134.2 113 91.29 96.91 94.9 109 -3.94 41.4 47.2 63.7 80.8
## pm2.5 207.0 176 85.00 100.00 156.0 5 6.00 6.0 4.0 10.0 14.0
## CV residual 72.8 63 -6.29 3.09 61.1 -104 9.94 -35.4 -43.2 -53.7 -66.8
## 41088 41090 41092 41094 41096 41101 41102 41106 41110 41113 41118
## Predicted 144 123.5 116.6 157 102.4 79.8 73.6 75.2 105.3 128.8 139.8
## cvpred 143 123.2 115.7 156 101.8 81.2 75.0 76.5 106.5 129.8 140.6
## pm2.5 22 37.0 45.0 39 23.0 31.0 43.0 35.0 61.0 41.0 79.0
## CV residual -121 -86.2 -70.7 -117 -78.8 -50.2 -32.0 -41.5 -45.5 -88.8 -61.6
## 41121 41128 41130 41136 41138 41140 41142 41143 41147 41151
## Predicted 117.23 68.7 72.8 121.8 125.6 129.8 131.4 129.8 113.28 68.4
## cvpred 117.33 70.5 74.6 123.1 126.7 129.7 131.2 129.7 114.86 69.5
## pm2.5 108.00 30.0 36.0 95.0 61.0 77.0 81.0 81.0 108.00 84.0
## CV residual -9.33 -40.5 -38.6 -28.1 -65.7 -52.7 -50.2 -48.7 -6.86 14.5
## 41159 41161 41162 41164 41165 41167 41168 41171 41172 41173 41177
## Predicted 101.65 101.7 141.5 141.54 101.7 142 142 128.3 117.5 112.8 104.5
## cvpred 101.79 101.8 141.5 141.47 101.8 142 142 129.8 117.8 113.2 106.1
## pm2.5 104.00 121.0 124.0 147.00 82.0 60 52 59.0 74.0 68.0 36.0
## CV residual 2.21 19.2 -17.5 5.53 -19.8 -82 -90 -70.8 -43.8 -45.2 -70.1
## 41179 41180 41182 41185 41187 41191 41194 41196 41197 41204 41208
## Predicted 110.8 121.2 125.9 136.2 113 113 122.0 88.4 88.4 104.2 141.8
## cvpred 112.3 122.6 127.3 137.6 114 114 123.7 90.1 90.1 105.6 141.5
## pm2.5 54.0 48.0 58.0 52.0 54 95 96.0 60.0 50.0 53.0 79.0
## CV residual -58.3 -74.6 -69.3 -85.6 -60 -19 -27.7 -30.1 -40.1 -52.6 -62.5
## 41210 41211 41212 41215 41216 41217 41218 41220 41225 41226 41230
## Predicted 136 141.8 136 133.9 86.1 84.48 68.72 36.2 18.32 67.0 119.9
## cvpred 137 141.5 137 133.8 86.4 84.92 69.78 37.4 19.05 67.5 121.3
## pm2.5 71 76.0 75 95.0 106.0 79.00 63.00 27.0 12.00 13.0 34.0
## CV residual -66 -65.5 -62 -38.8 19.6 -5.92 -6.78 -10.4 -7.05 -54.5 -87.3
## 41231 41232 41235 41236 41240 41242 41244 41247 41251 41252 41253
## Predicted 127.7 107 102.6 100.7 92.7 62.5 -1.600 -37.7 39.2 52.1 54.3
## cvpred 127.8 108 102.6 100.6 92.9 63.8 -0.477 -36.6 40.8 53.7 55.8
## pm2.5 36.0 42 47.0 28.0 16.0 11.0 7.000 6.0 16.0 18.0 20.0
## CV residual -91.8 -66 -55.6 -72.6 -76.9 -52.8 7.477 42.6 -24.8 -35.7 -35.8
## 41254 41262 41266 41271 41272 41274 41278 41282 41283 41284 41286
## Predicted 63.0 100.4 61.7 100.1 98.0 81.6 111.4 99.1 130 103.2 139
## cvpred 64.6 100.1 62.7 100.5 99.6 82.7 113.1 100.7 131 103.9 140
## pm2.5 25.0 33.0 20.0 45.0 69.0 98.0 56.0 30.0 25 16.0 13
## CV residual -39.6 -67.1 -42.7 -55.5 -30.6 15.3 -57.1 -70.7 -106 -87.9 -127
## 41288 41289 41291 41294 41296 41302 41306 41307 41310 41313 41315
## Predicted 112.6 105.8 74.8 95.2 95.1 120.3 116.6 145.5 107.8 78.8 47.4
## cvpred 114.2 106.3 76.1 95.9 97.1 120.7 117.4 145.5 107.9 79.5 48.5
## pm2.5 25.0 22.0 19.0 75.0 60.0 49.0 62.0 80.0 99.0 99.0 93.0
## CV residual -89.2 -84.3 -57.1 -20.9 -37.1 -71.7 -55.4 -65.5 -8.9 19.5 44.5
## 41317 41321 41322 41329 41330 41333 41335 41338 41343 41355 41356
## Predicted 21.4 33.49 51.8 141.5 141.5 123.9 123.9 138.1 102.8 152.4 154.0
## cvpred 22.7 35.65 53.7 142.4 142.4 123.9 123.9 139.1 103.9 151.7 153.2
## pm2.5 67.0 34.00 21.0 59.0 70.0 97.0 106.0 121.0 86.0 145.0 142.0
## CV residual 44.3 -1.65 -32.7 -83.4 -72.4 -26.9 -17.9 -18.1 -17.9 -6.7 -11.2
## 41357 41372 41375 41381 41382 41384 41388 41390 41391 41393
## Predicted 154.0 123.6 141.1 124.079 124.1 122.5 94.2 91.4 99.6 94.982
## cvpred 153.2 124.5 142.1 124.099 124.1 122.6 96.0 93.3 101.5 96.843
## pm2.5 141.0 153.0 200.0 125.000 79.0 72.0 52.0 78.0 89.0 96.000
## CV residual -12.2 28.5 57.9 0.901 -45.1 -50.6 -44.0 -15.3 -12.5 -0.843
## 41394 41395 41396 41398 41400 41404 41406 41407 41408 41413 41415
## Predicted 101.27 111.7 122.6 125.1 119.4 125.7 123.2 121.1 121.1 90.1 93.3
## cvpred 103.04 113.3 124.2 126.8 121.2 127.4 124.8 121.6 121.6 91.4 94.4
## pm2.5 100.00 93.0 85.0 82.0 59.0 80.0 79.0 89.0 106.0 127.0 135.0
## CV residual -3.04 -20.3 -39.2 -44.8 -62.2 -47.4 -45.8 -32.6 -15.6 35.6 40.6
## 41416 41417 41418 41420 41423 41429 41430 41432 41435 41438 41449
## Predicted 93.3 95.0 92.7 102.09 97.3 98.97 105.3 104 97.9 106.5 143.2
## cvpred 94.4 95.9 93.1 103.23 97.8 99.34 105.5 104 98.4 107.4 143.2
## pm2.5 133.0 124.0 112.0 109.00 117.0 102.00 95.0 73 51.0 34.0 50.0
## CV residual 38.6 28.1 18.9 5.77 19.2 2.66 -10.5 -31 -47.4 -73.4 -93.2
## 41450 41451 41454 41458 41459 41461 41465 41468 41469 41470 41472
## Predicted 114.4 114.4 105 82.9 85.4 96.7 79.2 121.8 126.4 133 143.2
## cvpred 115.1 115.1 105 83.4 86.7 97.2 79.6 123.1 127.8 134 143.2
## pm2.5 38.0 38.0 20 22.0 13.0 14.0 10.0 39.0 56.0 61 101.0
## CV residual -77.1 -77.1 -85 -61.4 -73.7 -83.2 -69.6 -84.1 -71.8 -73 -42.2
## 41475 41476 41480 41483 41484 41486 41488 41489 41490 41491 41501
## Predicted 146 151.7 147.9 131.51 127.3 122.6 117.5 125.9 127.48 137.9 143.9
## cvpred 147 151.5 147.9 131.89 128.9 124.2 117.8 127.3 128.76 139.1 144.8
## pm2.5 84 89.0 99.0 139.00 141.0 168.0 159.0 151.0 137.00 128.0 99.0
## CV residual -63 -62.5 -48.9 7.11 12.1 43.8 41.2 23.7 8.24 -11.1 -45.8
## 41503 41509 41511 41514 41519 41521 41522 41524 41526 41532 41533
## Predicted 153 129.9 124.2 145.6 109 123.06 125.25 115 109.6 52.6 76.8
## cvpred 154 130.7 123.7 144.9 109 123.25 125.34 114 109.3 53.9 77.3
## pm2.5 107 123.0 146.0 194.0 166 119.00 132.00 9 42.0 15.0 10.0
## CV residual -47 -7.7 22.3 49.1 57 -4.25 6.66 -105 -67.3 -38.9 -67.3
## 41537 41539 41542 41548 41549 41551 41560 41567 41568 41571 41572
## Predicted 63.8 115.3 103.7 135 116.8 145.7 103 148.1 154.4 157 156.3
## cvpred 65.5 115.3 104.3 135 117.3 145.4 104 147.7 153.9 156 155.5
## pm2.5 17.0 22.0 52.0 66 59.0 58.0 62 58.0 75.0 97 105.0
## CV residual -48.5 -93.3 -52.3 -69 -58.3 -87.4 -42 -89.7 -78.9 -59 -50.5
## 41577 41587 41588 41592 41596 41597 41598 41600 41602 41611 41613
## Predicted 105.62 28.1 66.7 93.6 108.6 104.5 104.5 100.4 97.8 107.4 128.2
## cvpred 106.32 29.4 68.6 95.5 110.5 106.4 106.4 102.3 98.5 108.7 129.3
## pm2.5 97.00 12.0 12.0 23.0 22.0 17.0 17.0 13.0 15.0 26.0 44.0
## CV residual -9.32 -17.4 -56.6 -72.5 -88.5 -89.4 -89.4 -89.3 -83.5 -82.7 -85.3
## 41619 41635 41636 41639 41643 41644 41648 41649 41660 41667 41668
## Predicted 107.9 121.4 165.3 159.6 125.2 123.0 125.2 121 142.5 131.6 152.0
## cvpred 108.2 120.6 164.4 158.7 124.2 122.1 124.2 120 143.3 131.8 151.5
## pm2.5 83.0 100.0 97.0 82.0 66.0 59.0 74.0 79 60.0 113.0 135.0
## CV residual -25.2 -20.6 -67.4 -76.7 -58.2 -63.1 -50.2 -41 -83.3 -18.8 -16.5
## 41672 41676 41683 41691 41693 41694 41695 41697 41705 41706 41711
## Predicted 110.5 132 112.5 148.0 148.0 150.2 148.6 147.0 138.1 144.4 140.5
## cvpred 110.4 132 113.1 149.1 149.1 151.2 149.7 148.1 138.2 144.3 142.1
## pm2.5 73.0 57 207.0 81.0 78.0 69.0 59.0 54.0 100.0 107.0 80.0
## CV residual -37.4 -75 93.9 -68.1 -71.1 -82.2 -90.7 -94.1 -38.2 -37.3 -62.1
## 41712 41713 41714 41715 41716 41731 41732 41733 41734 41737 41739
## Predicted 142.7 146.3 142.7 144.4 153 49.7 89.6 79.2 102.8 145 149
## cvpred 144.2 146.6 144.2 144.6 154 51.1 90.8 79.8 103.8 145 149
## pm2.5 77.0 79.0 86.0 72.0 70 11.0 17.0 22.0 27.0 39 28
## CV residual -67.2 -67.6 -58.2 -72.6 -84 -40.1 -73.8 -57.8 -76.8 -106 -121
## 41740 41741 41742 41743 41746 41748 41758 41759 41760 41761 41763
## Predicted 86.0 146 108.7 107.1 54.6 62.7 135.4 131.3 138.0 138.0 116.63
## cvpred 86.6 146 108.8 107.2 55.6 63.8 135.3 131.2 139.1 139.1 116.97
## pm2.5 28.0 22 27.0 22.0 21.0 18.0 74.0 79.0 77.0 91.0 107.00
## CV residual -58.6 -124 -81.8 -85.2 -34.6 -45.8 -61.3 -52.2 -62.1 -48.1 -9.97
## 41765 41766 41767 41768 41770 41774 41779 41780 41793 41798 41802
## Predicted 118.2 118.2 118.2 156.4 94.5 94.6 127.4 142.5 103 111 104
## cvpred 117.8 117.8 117.8 155.9 95.4 94.9 127.3 142.3 103 111 105
## pm2.5 104.0 93.0 85.0 75.0 66.0 118.0 189.0 220.0 243 266 383
## CV residual -13.8 -24.8 -32.8 -80.9 -29.4 23.1 61.7 77.7 140 155 278
## 41803 41805 41806 41815 41819 41822 41826 41827 41828 41838 41845
## Predicted 112 146 118 117 129 107 112 134 142 150 104
## cvpred 113 146 118 117 129 107 113 134 142 150 105
## pm2.5 402 419 432 341 334 350 398 430 442 348 328
## CV residual 289 273 314 224 205 243 285 296 300 198 223
## 41854 41857 41859 41863 41864 41867 41870 41872 41876 41878 41880
## Predicted 133 142 147 145.2 145.7 137.7 118 75.5 42.5 37.3 42.0
## cvpred 135 143 148 145.4 147.1 139.4 118 76.3 43.6 38.5 43.2
## pm2.5 330 328 290 204.0 217.0 230.0 243 233.0 21.0 5.0 7.0
## CV residual 195 185 142 58.6 69.9 90.6 125 156.7 -22.6 -33.5 -36.2
## 41881 41882 41883 41887 41888 41891 41895 41898 41902 41909 41913
## Predicted 54.9 57.1 81.9 56.0 4.903 16.8 -6.05 6.526 46.5 75.7 44.5
## cvpred 56.1 58.2 82.9 57.2 6.362 19.0 -4.52 7.875 47.6 76.0 45.6
## pm2.5 8.0 5.0 7.0 8.0 7.000 4.0 6.00 7.000 8.0 7.0 5.0
## CV residual -48.1 -53.2 -75.9 -49.2 0.638 -15.0 10.52 -0.875 -39.6 -69.0 -40.6
## 41914 41915 41916 41927 41936 41954 41955 41957 41959 41965 41967
## Predicted 26 2.70 -1.963 149.4 111.4 163.7 132 173.8 136.1 9.26 -15.6
## cvpred 27 3.83 -0.852 148.9 110.8 162.4 131 172.2 134.6 9.31 -15.4
## pm2.5 7 9.00 8.000 51.0 25.0 149.0 149 92.0 89.0 13.00 12.0
## CV residual -20 5.17 8.852 -97.9 -85.8 -13.4 18 -80.2 -45.6 3.69 27.4
## 41973 41981 41984 41985 41987 41988 41989 41992 41994 41998 42004
## Predicted 8.55 151 158 117 76.7 35.2 26.5 20.39 41.2 101.6 163.2
## cvpred 8.65 150 158 117 77.2 37.2 28.4 22.01 42.6 102.4 162.1
## pm2.5 16.00 31 43 44 25.0 17.0 17.0 29.00 59.0 60.0 98.0
## CV residual 7.35 -119 -115 -73 -52.2 -20.2 -11.4 6.99 16.4 -42.4 -64.1
## 42005 42006 42007 42013 42018 42019 42020 42023 42027 42030 42033
## Predicted 131.2 131.8 120.8 76.8 72.0 117.49 139.3 133.1 127.8 118.9 102.6
## cvpred 130.1 130.7 119.8 76.8 73.3 116.95 139.8 132.5 127.7 118.2 102.2
## pm2.5 103.0 101.0 98.0 87.0 109.0 118.00 127.0 190.0 200.0 180.0 111.0
## CV residual -27.1 -29.7 -21.8 10.2 35.7 1.05 -12.8 57.5 72.3 61.8 8.8
## 42034 42035 42039 42040 42042 42043 42047 42050 42052 42063 42067
## Predicted 93.1 104.71 69.7 71.7 98.8 101 150 139 151 114.9 113.2
## cvpred 93.7 104.71 70.0 73.2 100.0 102 149 138 152 115.9 113.5
## pm2.5 94.0 112.00 194.0 210.0 230.0 239 357 405 397 210.0 169.0
## CV residual 0.3 7.29 124.0 136.8 130.0 137 208 267 245 94.1 55.5
## 42068 42072 42074 42076 42077 42079 42082 42083 42087 42097 42098
## Predicted 135.8 139.3 145.6 126.4 132.7 162.1 152.3 96.4 134 114.3 120.6
## cvpred 135.4 140.3 146.5 126.5 132.7 161.3 152.1 97.2 135 115.9 122.1
## pm2.5 196.0 161.0 166.0 177.0 177.0 187.0 234.0 261.0 264 61.0 34.0
## CV residual 60.6 20.7 19.5 50.5 44.3 25.7 81.9 163.8 129 -54.9 -88.1
## 42102 42103 42104 42105 42106 42107 42108 42109 42115 42116 42117
## Predicted 106.3 102.2 96.5 80.4 76.3 80.4 76.3 65.9 111.9 128.9 131.5
## cvpred 107.8 103.7 98.0 82.1 78.0 82.1 78.0 67.7 111.8 128.8 132.6
## pm2.5 24.0 31.0 38.0 38.0 38.0 38.0 36.0 38.0 38.0 51.0 67.0
## CV residual -83.8 -72.7 -60.0 -44.1 -40.0 -44.1 -42.0 -29.7 -73.8 -77.8 -65.6
## 42119 42121 42122 42123 42124 42131 42132 42140 42147 42148 42152
## Predicted 129.9 146.1 141.5 148 116.7 122.6 120.4 104.1 136.6 142.4 141.9
## cvpred 131.1 145.8 141.2 147 117.2 122.6 120.5 104.6 137.4 141.9 141.3
## pm2.5 91.0 60.0 50.0 47 52.0 83.0 92.0 117.0 108.0 108.0 108.0
## CV residual -40.1 -85.8 -91.2 -100 -65.2 -39.6 -28.5 12.4 -29.4 -33.9 -33.3
## 42153 42155 42156 42157 42160 42161 42166 42173 42174 42175 42180
## Predicted 113.02 98.0 120.5 122.2 125.3 125.3 171.8 135 131.2 131.2 137.1
## cvpred 113.23 98.2 120.1 121.6 125.8 125.8 171.8 134 129.9 129.9 136.4
## pm2.5 116.00 134.0 136.0 145.0 143.0 149.0 196.0 179 191.0 178.0 231.0
## CV residual 2.77 35.8 15.9 23.4 17.2 23.2 24.2 45 61.1 48.1 94.6
## 42181 42191 42193 42195 42197 42198 42199 42204 42205 42218 42220
## Predicted 137 137 164 127 135 137 131 145 137 119 124
## cvpred 136 137 163 126 133 135 129 145 136 119 124
## pm2.5 253 383 381 319 331 332 315 324 331 379 312
## CV residual 117 246 218 193 198 197 186 179 195 260 188
## 42221 42222 42223 42224 42230 42231 42236 42237 42239 42242 42249
## Predicted 123 65.7 51.7 51.3 -4.65 -19.1 -1.898 -8.26 28.8 6.939 77.9
## cvpred 124 65.7 51.8 52.2 -3.24 -17.7 -0.575 -7.49 30.0 8.432 78.8
## pm2.5 257 183.0 39.0 16.0 7.00 9.0 17.000 15.00 12.0 9.000 23.0
## CV residual 133 117.3 -12.8 -36.2 10.24 26.7 17.575 22.49 -18.0 0.568 -55.8
## 42251 42254 42256 42257 42258 42260 42262 42266 42268 42271 42276
## Predicted 50.86 31.57 40.8 55.3 59.1 70.1 99.1 132.0 137.7 121.4 109.8
## cvpred 51.95 33.98 43.1 57.5 61.1 72.0 100.9 132.2 137.8 122.1 110.3
## pm2.5 57.00 31.00 25.0 33.0 39.0 60.0 57.0 42.0 74.0 77.0 94.0
## CV residual 5.05 -2.98 -18.1 -24.5 -22.1 -12.0 -43.9 -90.2 -63.8 -45.1 -16.3
## 42283 42286 42289 42291 42292 42295 42300 42301 42305 42307 42310
## Predicted 98.4 130 112.9 152 149.7 116.06 99.91 95.2 97.3 128.5 135
## cvpred 100.1 131 113.6 152 149.4 115.89 100.38 95.7 98.9 129.8 136
## pm2.5 51.0 59 93.0 111 139.0 114.00 106.00 105.0 126.0 158.0 183
## CV residual -49.1 -72 -20.6 -41 -10.4 -1.89 5.62 9.3 27.1 28.2 47
## 42311 42312 42319 42320 42329 42330 42331 42337 42343 42346 42347
## Predicted 126.4 137.2 146.3 144.7 108.3 118.7 127.5 119.4 145.8 129.4 129.4
## cvpred 126.6 138.6 146.1 144.6 108.5 118.8 127.6 120.1 145.6 129.6 129.6
## pm2.5 193.0 215.0 176.0 159.0 182.0 192.0 199.0 212.0 194.0 169.0 144.0
## CV residual 66.4 76.4 29.9 14.4 73.5 73.2 71.4 91.9 48.4 39.4 14.4
## 42348 42349 42350 42364 42366 42367 42372 42374 42375 42383 42385
## Predicted 131.0 125.1 126.8 123.9 132.7 135 37.2 22.5 13.706 27.7 26.4
## cvpred 131.1 126.6 128.1 123.4 131.7 135 37.4 22.5 13.696 27.7 26.3
## pm2.5 150.0 144.0 143.0 180.0 78.0 24 11.0 11.0 13.000 14.0 10.0
## CV residual 18.9 17.4 14.9 56.6 -53.7 -111 -26.4 -11.5 -0.696 -13.7 -16.3
## 42390 42392 42395 42398 42400 42409 42410 42413 42415 42421 42426
## Predicted 33.2 39.8 21.5 -2.34 -7.0 145 145 145 164 50.6 24.8
## cvpred 33.1 39.8 21.8 -2.02 -6.7 144 144 144 163 50.9 26.2
## pm2.5 3.0 8.0 6.0 9.00 7.0 17 22 26 20 11.0 11.0
## CV residual -30.1 -31.8 -15.8 11.02 13.7 -127 -122 -118 -143 -39.9 -15.2
## 42430 42431 42432 42434 42436 42437 42439 42442 42443 42444 42447
## Predicted 159 159 159 159 144.7 173.6 176 140.5 118.0 111.69 91.4
## cvpred 158 158 158 158 143.8 171.9 174 139.4 118.4 112.23 92.0
## pm2.5 43 48 57 60 76.0 72.0 80 85.0 96.0 109.00 159.0
## CV residual -115 -110 -101 -98 -67.8 -99.9 -94 -54.4 -22.4 -3.23 67.0
## 42448 42449 42455 42456 42459 42467 42473 42475 42479 42481 42484
## Predicted 95.1 97.1 162.9 169.2 145.0 86.67 -12.3 -1.35 47.4 58.9 76.2
## cvpred 94.4 97.6 161.5 167.7 144.3 86.32 -12.2 -1.29 47.4 58.9 76.0
## pm2.5 153.0 153.0 215.0 255.0 210.0 90.00 6.0 10.00 5.0 4.0 3.0
## CV residual 58.6 55.4 53.5 87.3 65.7 3.68 18.2 11.29 -42.4 -54.9 -73.0
## 42489 42492 42494 42495 42496 42499 42504 42513 42517 42520 42522
## Predicted 58.0 31.5 8.00 1.421 -0.768 99.2 134.1 107.0 83.6 57.5 96.7
## cvpred 59.3 33.1 9.37 2.664 0.576 99.3 135.6 107.9 84.4 58.7 97.1
## pm2.5 9.0 9.0 4.00 3.000 4.000 6.0 44.0 70.0 60.0 33.0 28.0
## CV residual -50.3 -24.1 -5.37 0.336 3.424 -93.3 -91.6 -37.9 -24.4 -25.7 -69.1
## 42527 42529 42534 42537 42541 42542 42546 42550 42552 42555 42559
## Predicted 143 153 123.3 96.5 89.3 82.72 94.6 126.9 162.0 164.2 118.3
## cvpred 143 153 122.9 96.6 89.8 83.08 96.0 127.2 161.5 163.6 117.8
## pm2.5 35 46 65.0 79.0 74.0 77.00 77.0 94.0 97.0 116.0 54.0
## CV residual -108 -107 -57.9 -17.6 -15.8 -6.08 -19.0 -33.2 -64.5 -47.6 -63.8
## 42561 42562 42565 42572 42574 42575 42582 42583 42584 42587 42592
## Predicted 93.2 64.2 46.6 133.0 150.2 150.2 104.0 116.6 116.6 47.42 62.79
## cvpred 93.0 64.6 47.0 132.4 149.5 149.5 103.2 115.6 115.6 47.42 63.88
## pm2.5 42.0 38.0 33.0 57.0 76.0 98.0 44.0 33.0 45.0 42.00 59.00
## CV residual -51.0 -26.6 -14.0 -75.4 -73.5 -51.5 -59.2 -82.6 -70.6 -5.42 -4.88
## 42596 42599 42600 42603 42604 42605 42608 42615 42618 42621 42622
## Predicted 100.5 156.13 160.2 176.6 166.2 170.34 45.1 43.0 41.0 79.1 34.3
## cvpred 101.5 154.99 159.1 175.1 164.8 168.89 44.7 42.6 40.6 78.3 34.0
## pm2.5 111.0 145.00 143.0 239.0 185.0 163.00 9.0 18.0 7.0 16.0 8.0
## CV residual 9.5 -9.99 -16.1 63.9 20.2 -5.89 -35.7 -24.6 -33.6 -62.3 -26.0
## 42623 42626 42629 42631 42634 42636 42639 42640 42642 42643 42644
## Predicted 26.63 29.4 48.3 44.2 14.97 0.477 -6.38 -0.653 30.5 18.5 28.9
## cvpred 26.37 29.0 47.6 43.5 14.83 0.419 -6.35 -0.732 30.2 18.4 28.7
## pm2.5 19.00 5.0 3.0 6.0 5.00 6.000 6.00 5.000 5.0 7.0 9.0
## CV residual -7.37 -24.0 -44.6 -37.5 -9.83 5.581 12.35 5.732 -25.2 -11.4 -19.7
## 42645 42650 42653 42662 42665 42674 42676 42678 42684 42685 42688
## Predicted 27.3 42.3 83.3 0.418 -0.436 96.4 101.1 107.3 46.4 45.8 6.01
## cvpred 27.2 42.1 82.8 0.647 -0.437 95.6 100.2 106.4 46.7 46.1 7.13
## pm2.5 11.0 11.0 11.0 26.000 35.000 52.0 52.0 52.0 30.0 21.0 21.00
## CV residual -16.2 -31.1 -71.8 25.353 35.437 -43.6 -48.2 -54.4 -16.7 -25.1 13.87
## 42690 42699 42709 42710 42714 42715 42722 42724 42726 42728 42730
## Predicted 60.5 90.2 91.8 93.8 73.7 75.9 151 103 153 161 94.5
## cvpred 61.7 90.0 91.9 95.2 73.8 75.9 151 102 152 160 94.4
## pm2.5 25.0 210.0 128.0 141.0 246.0 230.0 281 222 304 284 256.0
## CV residual -36.7 120.0 36.1 45.8 172.2 154.1 130 120 152 124 161.6
## 42731 42732 42733 42737 42738 42740 42742 42743 42745 42746 42749
## Predicted 77.82 54.9 42.0 42.0 48.3 39.0 46.2 44.5 46.7 53.0 55.2
## cvpred 77.91 55.2 42.3 42.3 48.5 39.4 46.6 45.1 47.2 53.4 55.5
## pm2.5 79.00 38.0 22.0 19.0 16.0 15.0 12.0 19.0 12.0 13.0 11.0
## CV residual 1.09 -17.2 -20.3 -23.3 -32.5 -24.4 -34.6 -26.1 -35.2 -40.4 -44.5
## 42751 42754 42755 42756 42761 42762 42763 42764 42765 42767 42773
## Predicted 112 35.6 25.17 20.51 -3.60 -3.60 78.4 101.4 120.0 131.4 113.7
## cvpred 112 36.5 26.17 21.49 -2.81 -2.81 78.7 101.4 119.9 132.5 113.3
## pm2.5 9 19.0 19.00 16.00 13.00 16.00 27.0 47.0 54.0 66.0 78.0
## CV residual -103 -17.5 -7.17 -5.49 15.81 18.81 -51.7 -54.4 -65.9 -66.5 -35.3
## 42775 42776 42778 42779 42786 42787 42796 42799 42802 42803 42805
## Predicted 103 101.1 68.1 38.8 72.61 104.2 158 161.4 139 138 127
## cvpred 103 100.9 68.4 39.5 72.84 105.5 157 160.5 139 138 126
## pm2.5 45 39.0 42.0 41.0 63.00 86.0 371 255.0 275 320 346
## CV residual -58 -61.9 -26.4 1.5 -9.84 -19.5 214 94.5 136 182 220
## 42808 42809 42811 42819 42820 42823 42827 42828 42830 42832 42850
## Predicted 123 138 161 126 179 144 122 156 130 130 157
## cvpred 122 139 160 125 177 143 121 154 129 130 156
## pm2.5 399 370 346 330 324 368 305 290 315 292 287
## CV residual 277 231 186 205 147 225 184 136 186 162 131
## 42853 42854 42856 42860 42864 42867 42876 42879 42883 42885 42886
## Predicted 100.38 85.32 1.97 41.8 51.0 85.9 17.2 55.6 93.2 112.1 138.9
## cvpred 99.86 84.87 1.95 42.1 50.7 86.1 17.8 55.8 94.1 113.2 139.9
## pm2.5 93.00 82.00 88.00 22.0 30.0 9.0 36.0 28.0 65.0 101.0 123.0
## CV residual -6.86 -2.87 86.05 -20.1 -20.7 -77.1 18.2 -27.8 -29.1 -12.2 -16.9
## 42887 42897 42898 42899 42900 42904 42909 42912 42913 42916
## Predicted 141.39 111.1750 98.6 88.2 132.6 125.2 164.1 166.1 133 127.1
## cvpred 142.51 110.9156 98.5 88.2 133.7 126.4 164.7 165.6 132 126.5
## pm2.5 146.00 111.0000 113.0 101.0 101.0 141.0 182.0 193.0 240 188.0
## CV residual 3.49 0.0844 14.5 12.8 -32.7 14.6 17.3 27.4 108 61.5
## 42917 42919 42925 42926 42927 42929 42933 42937 42939 42940 42947
## Predicted 124.9 114.77 23.26 47.4 38.7 68.1 137 118.4 132.6 153.0 137.3
## cvpred 124.5 114.22 24.21 47.6 38.8 69.4 138 118.5 132.4 152.2 136.6
## pm2.5 175.0 116.00 19.00 22.0 22.0 31.0 62 90.0 86.0 111.0 151.0
## CV residual 50.5 1.78 -5.21 -25.6 -16.8 -38.4 -76 -28.5 -46.4 -41.2 14.4
## 42950 42954 42955 42956 42959 42962 42963 42968 42971 42972 42975
## Predicted 129.1 147.5 149.2 163.5 168 176 184 186.3 165.7 154.7 137
## cvpred 128.2 147.8 149.3 162.1 167 174 182 185.5 164.2 153.3 136
## pm2.5 174.0 159.0 205.0 230.0 311 299 283 226.0 201.0 234.0 259
## CV residual 45.8 11.2 55.7 67.9 144 125 101 40.5 36.8 80.7 123
## 42983 42984 42987 42988 42989 42990 42991 42998 43002 43006 43016
## Predicted 171 171 124 79.5 67.2 48.6 45.1 32.8 42.6 60.8 113.6
## cvpred 170 170 123 79.7 67.4 48.9 45.3 33.0 42.7 60.5 112.4
## pm2.5 502 522 362 176.0 98.0 24.0 20.0 13.0 16.0 34.0 92.0
## CV residual 332 352 239 96.3 30.6 -24.9 -25.3 -20.0 -26.7 -26.5 -20.4
## 43017 43018 43019 43024 43025 43032 43034 43040 43043 43049 43053
## Predicted 101.5 72.3 66.000 102.4 108.7 155.5 169.8 176 164 135 129
## cvpred 100.6 71.7 65.504 103.1 109.3 155.8 168.5 175 163 135 128
## pm2.5 95.0 83.0 66.000 86.0 90.0 211.0 237.0 291 287 393 323
## CV residual -5.6 11.3 0.496 -17.1 -19.3 55.2 68.5 116 124 258 195
## 43054 43061 43073 43077 43078 43079 43082 43083 43084 43088 43091
## Predicted 127 121 1.523 -0.317 22.9 27.6 51.9 58.5 66.4 61.5 45.7
## cvpred 126 120 0.914 -0.893 22.3 27.0 51.1 57.8 65.6 61.0 45.6
## pm2.5 328 227 19.000 31.000 44.0 32.0 36.0 25.0 21.0 13.0 10.0
## CV residual 202 107 18.086 31.893 21.7 5.0 -15.1 -32.8 -44.6 -48.0 -35.6
## 43092 43094 43095 43097 43098 43100 43101 43102 43103 43112 43115
## Predicted 41.0 26.0 19.41 28.2 42.7 49.0 66.2 64.0 58.3 100.3 62.6
## cvpred 40.9 25.9 19.22 28.0 42.4 48.6 65.7 63.6 58.0 99.1 62.0
## pm2.5 12.0 11.0 10.00 9.0 8.0 15.0 19.0 8.0 15.0 13.0 23.0
## CV residual -28.9 -14.9 -9.22 -19.0 -34.4 -33.6 -46.7 -55.6 -43.0 -86.1 -39.0
## 43116 43118 43126 43130 43133 43135 43138 43144 43145 43146 43149
## Predicted 97.8 92.0 141.5 112.3 65.0 60.9 56.0 18.77 27.0 29.2 49.2
## cvpred 97.0 91.1 140.1 110.7 63.9 59.8 55.3 17.99 26.2 28.3 48.5
## pm2.5 43.0 76.0 111.0 126.0 11.0 9.0 17.0 9.00 11.0 8.0 9.0
## CV residual -54.0 -15.1 -29.1 15.3 -52.9 -50.8 -38.3 -8.99 -15.2 -20.3 -39.5
## 43150 43157 43159 43160 43161 43162 43163 43165 43166 43167 43170
## Predicted 61.7 63.4 91.1 61.2 59.6 53.3 47.0 30.0 25.3 25.3 35.7
## cvpred 60.9 62.4 90.5 60.3 58.8 52.6 46.4 29.4 24.7 24.7 35.0
## pm2.5 7.0 8.0 6.0 9.0 6.0 7.0 7.0 9.0 11.0 10.0 7.0
## CV residual -53.9 -54.4 -84.5 -51.3 -52.8 -45.6 -39.4 -20.4 -13.7 -14.7 -28.0
## 43171 43172 43176 43178 43181 43183 43185 43187 43189 43193 43198
## Predicted 44.5 63.4 49.7 66.4 81.5 95.7 78.7 49.5 21.5 73.3 146.6
## cvpred 43.8 62.4 49.1 65.6 81.3 94.5 77.9 49.0 21.1 73.7 146.4
## pm2.5 10.0 8.0 10.0 6.0 7.0 14.0 25.0 16.0 13.0 11.0 130.0
## CV residual -33.8 -54.4 -39.1 -59.6 -74.3 -80.5 -52.9 -33.0 -8.1 -62.7 -16.4
## 43199 43203 43205 43206 43214 43221 43222 43231 43237 43238 43243
## Predicted 102.2 153.01 152.4 114.7 68.5 102.6 112.52 166 27.0 22.3 42.3
## cvpred 100.9 151.51 150.9 113.3 67.8 103.1 111.66 165 26.7 22.0 42.1
## pm2.5 138.0 149.00 84.0 60.0 17.0 122.0 119.00 59 54.0 34.0 13.0
## CV residual 37.1 -2.51 -66.9 -53.3 -50.8 18.9 7.34 -106 27.3 12.0 -29.1
## 43244 43247 43261 43263 43264 43266 43285 43287 43288 43289 43290
## Predicted 48.6 52.2 79.0 76.0 80.5 97.3 133 128 129 129 100
## cvpred 48.3 52.1 79.5 76.3 82.1 97.5 133 129 129 129 101
## pm2.5 11.0 16.0 40.0 117.0 100.0 136.0 339 388 390 375 367
## CV residual -37.3 -36.1 -39.5 40.7 17.9 38.5 206 259 261 246 266
## 43292 43293 43297 43300 43302 43303 43304 43306 43307 43310 43311
## Predicted 89.1 101 147 165 177 181 181 148.20 72.65 30.5 20.7
## cvpred 89.1 101 146 166 176 180 180 147.94 72.42 30.2 20.5
## pm2.5 351.0 356 311 303 306 311 318 152.00 65.00 62.0 45.0
## CV residual 261.9 255 165 137 130 131 138 4.06 -7.42 31.8 24.5
## 43315 43327 43328 43329 43337 43343 43346 43347 43349 43353 43357
## Predicted 45.1 71.9 71.9 89.2 64.1 37.4 61.8 63.9 70.2 63.9 25.63
## cvpred 44.8 71.8 71.8 88.8 65.0 37.2 61.3 63.4 69.6 63.4 25.21
## pm2.5 31.0 7.0 15.0 11.0 29.0 9.0 8.0 8.0 12.0 8.0 17.00
## CV residual -13.8 -64.8 -56.8 -77.8 -36.0 -28.2 -53.3 -55.4 -57.6 -55.4 -8.21
## 43361 43362 43363 43364 43365 43369 43372 43373 43378 43382 43384
## Predicted 25.1 25.1 82.2 100.8 115.8 143 160 158 129.0 82.6 59.4
## cvpred 24.6 24.6 81.4 99.9 114.9 142 159 158 128.3 83.5 60.3
## pm2.5 12.0 9.0 14.0 17.0 21.0 12 13 16 37.0 46.0 41.0
## CV residual -12.6 -15.6 -67.4 -82.9 -93.9 -130 -146 -142 -91.3 -37.5 -19.3
## 43386 43387 43388 43394 43397 43399 43405 43408 43410 43412 43414
## Predicted 77.69 90.3 86.45 159.0 127.6 123.5 63.05 58.0 89.1 119 135.4
## cvpred 78.35 90.7 87.14 157.6 126.2 122.1 62.73 58.7 89.6 119 135.5
## pm2.5 72.00 80.0 86.00 192.0 107.0 90.0 53.00 44.0 68.0 129 109.0
## CV residual -6.35 -10.7 -1.14 34.4 -19.2 -32.1 -9.73 -14.7 -21.6 10 -26.5
## 43418 43420 43423 43431 43432 43433 43439 43441 43443 43446 43450
## Predicted 135 116 156 23.4 28.1 35.0 56.1 62.4 68.1 73.8 65.4
## cvpred 134 115 154 23.1 27.8 34.6 55.9 62.1 67.7 73.3 65.1
## pm2.5 257 305 269 11.0 8.0 13.0 11.0 6.0 6.0 9.0 12.0
## CV residual 123 190 115 -12.1 -19.8 -21.6 -44.9 -56.1 -61.7 -64.3 -53.1
## 43453 43462 43464 43466 43467 43469 43470 43473 43483 43490 43497
## Predicted 50.3 71.4 68.6 70.2 144 146 131.0 156.0 80.4 114.3 112.6
## cvpred 50.1 70.8 68.1 69.6 144 146 131.1 154.7 80.6 113.4 111.9
## pm2.5 9.0 14.0 8.0 9.0 8 30 43.0 80.0 93.0 170.0 135.0
## CV residual -41.1 -56.8 -60.1 -60.6 -136 -116 -88.1 -74.7 12.4 56.6 23.1
## 43498 43500 43502 43503 43504 43505 43507 43521 43525 43527 43529
## Predicted 97.9 72.7 117.6 127.5 129.1 135.4 153.2 67.1 36.2 33.8 34.9
## cvpred 97.4 72.6 118.5 128.2 129.7 135.9 152.2 66.2 35.8 33.2 34.4
## pm2.5 136.0 135.0 133.0 142.0 163.0 166.0 202.0 22.0 17.0 14.0 7.0
## CV residual 38.6 62.4 14.5 13.8 33.3 30.1 49.8 -44.2 -18.8 -19.2 -27.4
## 43531 43534 43536 43538 43539 43543 43556 43558 43559 43560 43561
## Predicted 40.1 56.0 60.7 67.0 67.0 89.7 49.7 56.6 61.3 61.3 57.2
## cvpred 39.6 55.7 60.4 66.6 66.6 88.8 49.5 56.3 61.0 61.0 56.8
## pm2.5 15.0 8.0 11.0 14.0 8.0 15.0 10.0 8.0 6.0 4.0 4.0
## CV residual -24.6 -47.7 -49.4 -52.6 -58.6 -73.8 -39.5 -48.3 -55.0 -57.0 -52.8
## 43567 43568 43569 43570 43573 43576 43579 43584 43585 43589 43594
## Predicted 73.0 77.1 77.1 64.5 50.5 45.3 57.3 132.2 134.3 162.0 112.9
## cvpred 72.3 76.4 76.4 64.0 49.9 44.7 56.5 130.7 132.8 160.2 112.5
## pm2.5 9.0 9.0 9.0 8.0 21.0 15.0 20.0 64.0 53.0 98.0 145.0
## CV residual -63.3 -67.4 -67.4 -56.0 -28.9 -29.7 -36.5 -66.7 -79.8 -62.2 32.5
## 43597 43600 43601 43605 43611 43615 43617 43618 43622 43630 43631
## Predicted 82.13 62.85 69.14 133.9 133.9 120.4 126.7 116.0 27.4 91.7 87.9
## cvpred 81.62 63.65 69.85 133.8 132.9 118.7 124.9 114.6 26.8 90.4 86.8
## pm2.5 80.00 71.00 63.00 105.0 163.0 84.0 82.0 88.0 81.0 33.0 21.0
## CV residual -1.62 7.35 -6.85 -28.8 30.1 -34.7 -42.9 -26.6 54.2 -57.4 -65.8
## 43634 43639 43644 43645 43652 43654 43656 43657 43659 43661 43663
## Predicted 91.5 96.0 47.7 30.4 42.4 42.4 47.1 48.7 53.4 78.5 106.2
## cvpred 90.6 95.4 48.8 31.0 42.8 42.8 47.5 49.0 53.7 78.5 106.6
## pm2.5 9.0 13.0 11.0 12.0 20.0 16.0 18.0 20.0 22.0 14.0 18.0
## CV residual -81.6 -82.4 -37.8 -19.0 -22.8 -26.8 -29.5 -29.0 -31.7 -64.5 -88.6
## 43664 43668 43669 43672 43676 43678 43682 43683 43684 43685 43689
## Predicted 93.6 26.58 21.35 37.8 121.4 113.5 130.7 141.09 136.9 111.3 151.2
## cvpred 94.2 27.39 22.13 38.8 121.1 113.4 130.5 140.79 137.8 110.9 150.6
## pm2.5 13.0 25.00 16.00 8.0 49.0 50.0 94.0 147.00 226.0 179.0 119.0
## CV residual -81.2 -2.39 -6.13 -30.8 -72.1 -63.4 -36.5 6.21 88.2 68.1 -31.6
## 43698 43703 43706 43707 43708 43709 43710 43714 43717 43719 43720
## Predicted 133 151.7 114.0 114.0 116 116 124.1 105.5 65.3 91.2 97.9
## cvpred 132 150.9 113.4 113.4 115 115 123.1 105.1 65.3 90.9 98.8
## pm2.5 234 210.0 194.0 187.0 216 225 199.0 182.0 194.0 192.0 208.0
## CV residual 102 59.1 80.6 73.6 101 110 75.9 76.9 128.7 101.1 109.2
## 43724 43725 43726 43727 43728 43731 43734 43746 43747 43751 43753
## Predicted 133 152 158 168 166 119 125 47.33 52 131 170
## cvpred 132 151 157 167 165 118 123 46.33 51 129 168
## pm2.5 328 349 327 348 363 388 284 42.00 41 324 362
## CV residual 196 198 170 181 198 270 161 -4.33 -10 195 194
## 43756 43757 43758 43761 43764 43770 43771 43773 43774 43781 43782
## Predicted 180 184 184.22 177.9 112.9 28.38 91.8 133.9 134.48 122.8 110.2
## cvpred 178 181 181.41 175.2 111.2 27.08 90.0 131.8 132.41 120.7 108.3
## pm2.5 372 318 188.00 124.0 134.0 22.00 120.0 112.0 128.00 25.0 9.0
## CV residual 194 137 6.59 -51.2 22.8 -5.08 30.0 -19.8 -4.41 -95.7 -99.3
## 43783 43785 43787 43788 43790 43791 43798 43800 43801 43803 43805
## Predicted 99.8 120 62.0 80.9 84.1 88.2 60.6 39.8 56.8 63.4 58.2
## cvpred 98.0 118 61.7 81.2 84.2 88.3 60.0 39.1 56.1 62.8 57.8
## pm2.5 9.0 17 25.0 48.0 73.0 65.0 20.0 16.0 10.0 20.0 8.0
## CV residual -89.0 -101 -36.7 -33.2 -11.2 -23.3 -40.0 -23.1 -46.1 -42.8 -49.8
## 43806 43807 43812 43818 43822 43823
## Predicted 56.3 51.1 39.4 34.8 45.7 52.0
## cvpred 55.8 50.7 39.4 34.7 45.6 51.8
## pm2.5 9.0 8.0 12.0 9.0 10.0 8.0
## CV residual -46.8 -42.7 -27.4 -25.7 -35.6 -43.8
##
## Sum of squares = 89916295 Mean square = 6460 n = 13919
##
## fold 3
## Observations in test set: 13919
## 25 26 27 30 31 34 38 45 48 50 53
## Predicted 139.6 143.75 164.82 185.9 184.3 174.7 170.62 169.9 173.7 175 185
## cvpred 142.2 146.27 167.22 188.2 186.5 176.6 172.56 171.5 175.5 177 187
## pm2.5 129.0 148.00 159.00 109.0 105.0 132.0 164.00 154.0 126.0 63 65
## CV residual -13.2 1.73 -8.22 -79.2 -81.5 -44.6 -8.56 -17.5 -49.5 -114 -122
## 54 55 56 63 64 67 68 72 73 76 77 80
## Predicted 187 182.9 189 191.6 191.6 190 188 154.9 153 129 122.9 124
## cvpred 189 185.3 192 194.5 194.5 192 190 156.8 155 131 124.8 126
## pm2.5 83 91.0 86 96.0 95.0 61 53 73.0 79 26 28.0 29
## CV residual -106 -94.3 -106 -98.5 -99.5 -131 -137 -83.8 -76 -105 -96.8 -97
## 81 83 86 92 95 96 99 101 102 105 108
## Predicted 118.3 108.8 104.4 108.0 98.8 103.2 128 124.2 118.0 120.5 105.7
## cvpred 120.3 110.4 105.8 109.3 100.1 104.7 130 126.2 119.9 122.2 107.1
## pm2.5 26.0 27.0 32.0 26.0 29.0 31.0 27 28.0 28.0 27.0 30.0
## CV residual -94.3 -83.4 -73.8 -83.3 -71.1 -73.7 -103 -98.2 -91.9 -95.2 -77.1
## 110 111 112 113 114 120 121 122 123 127 129
## Predicted 102.1 139.2 96.8 92.7 96.8 129.1 123 115.2 109.5 111.1 109.5
## cvpred 103.6 140.9 98.3 94.2 98.3 130.8 125 116.9 111.2 112.9 111.2
## pm2.5 39.0 41.0 33.0 50.0 56.0 50.0 56 77.0 50.0 21.0 20.0
## CV residual -64.6 -99.9 -65.3 -44.2 -42.3 -80.8 -69 -39.9 -61.2 -91.9 -91.2
## 135 136 137 139 140 141 149 159 163 168 170
## Predicted 85.1 119 78.8 85.1 154.8 100.69 117.6 80.7 122.6 174.7 144.6
## cvpred 86.1 120 79.7 86.1 156.6 101.84 119.3 81.5 123.9 176.9 146.5
## pm2.5 48.0 49 52.0 96.0 75.0 105.00 30.0 52.0 54.0 190.0 195.0
## CV residual -38.1 -71 -27.7 9.9 -81.6 3.16 -89.3 -29.5 -69.9 13.1 48.5
## 173 183 184 188 189 200 203 205 209 215 218 224
## Predicted 184.0 154.6 156.3 169.4 175.7 145 110.5 108.3 99.9 147 131 129
## cvpred 186.2 156.5 158.2 171.6 177.9 147 111.6 109.3 100.6 148 132 130
## pm2.5 110.0 200.0 231.0 227.0 226.0 106 73.0 40.0 41.0 47 82 25
## CV residual -76.2 43.5 72.8 55.4 48.1 -41 -38.6 -69.3 -59.6 -101 -50 -105
## 225 232 233 234 237 240 241 258 264 265 269 270
## Predicted 127 101.7 96.0 102.3 94.9 77.2 83.5 68.1 145 166 118 109
## cvpred 129 102.3 96.5 102.9 95.4 77.5 83.8 68.7 147 168 120 111
## pm2.5 27 68.0 71.0 88.0 66.0 22.0 23.0 13.0 15 21 15 9
## CV residual -102 -34.3 -25.5 -14.9 -29.4 -55.5 -60.8 -55.7 -132 -147 -105 -102
## 271 272 277 280 283 286 288 289 290 291 295
## Predicted 113 96.5 100.0 104.1 91.1 95.7 98.2 94.1 95.7 91.6 93.3
## cvpred 115 98.2 101.7 105.8 92.5 97.1 99.5 95.4 97.1 93.1 94.8
## pm2.5 11 11.0 24.0 22.0 25.0 25.0 22.0 15.0 16.0 11.0 12.0
## CV residual -104 -87.2 -77.7 -83.8 -67.5 -72.1 -77.5 -80.4 -81.1 -82.1 -82.8
## 297 304 306 308 312 316 320 324 327 329 337
## Predicted 93.3 68.0 133.2 141.3 147.4 150.3 155.7 121.8 102.4 134 94.2
## cvpred 94.8 69.1 135.4 143.1 149.4 152.7 158.5 123.6 103.9 136 94.9
## pm2.5 28.0 47.0 39.0 76.0 65.0 164.0 64.0 95.0 79.0 72 36.0
## CV residual -66.8 -22.1 -96.4 -67.1 -84.4 11.3 -94.5 -28.6 -24.9 -64 -58.9
## 338 341 342 343 347 350 352 353 357 360 364
## Predicted 96.0 92.5 103.5 97.8 86.1 66.0 101.2 94.9 132.8 161.4 143
## cvpred 96.6 93.2 104.3 98.5 86.3 65.9 101.5 95.1 133.9 162.5 144
## pm2.5 37.0 21.0 13.0 23.0 28.0 31.0 36.0 37.0 90.0 87.0 271
## CV residual -59.6 -72.2 -91.3 -75.5 -58.3 -34.9 -65.5 -58.1 -43.9 -75.5 127
## 369 371 374 379 382 384 387 389 400 404 405 407
## Predicted 124.7 116.2 137.8 156.62 167.6 132 173.6 139.98 129.5 136 167.2 180
## cvpred 125.7 116.9 138.6 157.75 168.8 133 175.2 141.27 130.4 137 168.7 181
## pm2.5 102.0 135.0 127.0 154.00 261.0 266 205.0 150.00 166.0 250 268.0 291
## CV residual -23.7 18.1 -11.6 -3.75 92.2 133 29.8 8.73 35.6 113 99.3 110
## 419 423 424 425 426 428 432 433 435 437 439 441 445 446 450
## Predicted 117 99.5 128.4 132.9 149.6 162 152 122 119 126 128 162 153 159 133
## cvpred 118 99.9 129.1 134.2 151.1 164 152 122 120 127 129 163 154 160 134
## pm2.5 161 154.0 173.0 188.0 203.0 408 402 358 332 256 330 297 301 310 357
## CV residual 43 54.1 43.9 53.8 51.9 244 250 236 212 129 201 134 147 150 223
## 459 467 472 473 477 478 479 481 482 486 490
## Predicted 133 68.9 76.1 67.6 54.8 63.5 57.8 66.3 66.3 68.7 56.7
## cvpred 134 68.7 76.3 67.5 54.8 63.6 57.8 66.5 66.5 69.4 57.2
## pm2.5 368 35.0 23.0 28.0 16.0 20.0 20.0 18.0 17.0 19.0 18.0
## CV residual 234 -33.7 -53.3 -39.5 -38.8 -43.6 -37.8 -48.5 -49.5 -50.4 -39.2
## 497 503 507 508 510 512 514 523 526 527 530
## Predicted 45.1 98.2 57.5 63.8 77.4 75.8 63.2 65.4 75.7 75.7 139
## cvpred 45.4 98.9 57.7 64.1 78.0 76.3 63.5 65.8 76.2 76.2 140
## pm2.5 15.0 72.0 26.0 18.0 15.0 21.0 22.0 37.0 39.0 35.0 24
## CV residual -30.4 -26.9 -31.7 -46.1 -63.0 -55.3 -41.5 -28.8 -37.2 -41.2 -116
## 531 533 541 543 544 545 613 618 630 634 637
## Predicted 82.0 79.6 41.0 41.2 36.5 36.5 116.8 127.4 126.3 124.2 87.5
## cvpred 82.6 80.3 41.3 41.8 37.1 37.1 118.5 129.4 128.1 125.8 88.6
## pm2.5 23.0 19.0 15.0 17.0 17.0 22.0 88.0 203.0 153.0 158.0 143.0
## CV residual -59.6 -61.3 -26.3 -24.8 -20.1 -15.1 -30.5 73.6 24.9 32.2 54.4
## 641 646 659 663 666 678 684 687 688 690 692
## Predicted 48.10 63.5 63.9 21.24 27.5 101.6 16.01 -0.46 -0.46 18.1 26.33
## cvpred 49.05 64.3 64.5 22.01 28.4 103.3 16.74 0.37 0.37 19.0 27.11
## pm2.5 41.00 38.0 16.0 13.00 13.0 17.0 12.00 12.00 31.00 42.0 26.00
## CV residual -8.05 -26.3 -48.5 -9.01 -15.4 -86.3 -4.74 11.63 30.63 23.0 -1.11
## 694 703 711 712 721 724 725 729 733 734 738 742
## Predicted 38.9 150 8.80 4.70 58.1 87.6 75 62.0 18.21 43.2 78.7 143.8
## cvpred 39.9 152 9.62 5.55 59.1 88.8 76 62.7 18.52 43.5 80.1 145.3
## pm2.5 25.0 22 16.00 26.00 85.0 24.0 20 22.0 11.00 16.0 26.0 129.0
## CV residual -14.9 -130 6.38 20.45 25.9 -64.8 -56 -40.7 -7.52 -27.5 -54.1 -16.3
## 745 746 749 750 752 762 771 774 776 778 779
## Predicted 154.8 127.7 158.6 162.8 152.5 137.3 178.2 153.7 172.3 116.5 93.8
## cvpred 156.3 128.5 160.4 164.1 153.6 138.9 179.8 155.2 174.4 117.5 94.8
## pm2.5 65.0 70.0 76.0 68.0 73.0 63.0 87.0 97.0 86.0 92.0 55.0
## CV residual -91.3 -58.5 -84.4 -96.1 -80.6 -75.9 -92.8 -58.2 -88.4 -25.5 -39.8
## 782 784 787 789 792 794 797 799 804 807 810
## Predicted 62.1 78.1 69.94 124.9 95.95 127.6 169.6 135.6 54.12 25.34 37.64
## cvpred 62.8 79.2 70.88 126.3 97.08 129.2 172.1 137.2 54.66 26.08 38.29
## pm2.5 25.0 32.0 70.00 66.0 88.00 71.0 107.0 121.0 58.00 17.00 34.00
## CV residual -37.8 -47.2 -0.88 -60.3 -9.08 -58.2 -65.1 -16.2 3.34 -9.08 -4.29
## 811 813 819 823 825 826 827 832 833 834 835 838
## Predicted 33.5 111.4 137.2 169 120.0 80.3 63.7 43.7 43.7 54.1 85.84 77.9
## cvpred 34.2 112.9 139.1 171 121.4 81.3 64.5 44.7 44.7 55.1 87.13 79.0
## pm2.5 96.0 87.0 102.0 29 27.0 26.0 33.0 61.0 64.0 80.0 91.00 59.0
## CV residual 61.8 -25.9 -37.1 -142 -94.4 -55.3 -31.5 16.3 19.3 24.9 3.87 -20.0
## 839 842 843 846 849 850 861 864 869 870 872 873
## Predicted 101.1 86.7 113.9 122.3 94.4 90.6 140.4 152 160 159.5 155 149.3
## cvpred 102.4 87.8 115.2 123.2 95.4 91.4 141.9 153 161 161.1 157 150.2
## pm2.5 82.0 54.0 42.0 105.0 126.0 114.0 67.0 58 47 85.0 68 64.0
## CV residual -20.4 -33.8 -73.2 -18.2 30.6 22.6 -74.9 -95 -114 -76.1 -89 -86.2
## 875 876 877 888 895 898 903 906 918 919 922
## Predicted 147.0 140.7 136.0 176 142.3 140.1 168.2 174.4 153.0 142.0 138.15
## cvpred 148.3 141.9 137.3 177 143.4 141.1 169.7 176.5 154.4 143.3 139.28
## pm2.5 80.0 74.0 93.0 43 81.0 92.0 118.0 152.0 180.0 172.0 133.00
## CV residual -68.3 -67.9 -44.3 -134 -62.4 -49.1 -51.7 -24.5 25.6 28.7 -6.28
## 923 924 925 926 929 930 931 939 941 945
## Predicted 131.86 167.08 160.79 111.6 143.41 149.70 154.5 177.0 143 175.6
## cvpred 132.89 168.51 162.12 112.5 145.06 151.45 155.7 178.5 145 176.8
## pm2.5 140.00 159.00 169.00 170.0 140.00 144.00 166.0 273.0 254 193.0
## CV residual 7.11 -9.51 6.88 57.5 -5.06 -7.45 10.3 94.5 109 16.2
## 946 949 950 953 954 955 956 958 962 973 974
## Predicted 88.5 43.7 82.4 100.4 109.6 120.0 130.7 114.6 59.9 39.2 15.31
## cvpred 88.8 44.1 83.2 101.2 110.9 121.4 131.9 115.1 60.5 39.7 15.74
## pm2.5 207.0 58.0 39.0 49.0 54.0 153.0 181.0 182.0 22.0 14.0 10.00
## CV residual 118.2 13.9 -44.2 -52.2 -56.9 31.6 49.1 66.9 -38.5 -25.7 -5.74
## 975 976 978 982 985 987 988 990 995 996 1001
## Predicted 28.0 44.4 46.6 56.2 55.1 55.1 61.4 65.2 47.1 51.9 33.7
## cvpred 28.6 44.8 47.2 56.5 55.4 55.4 61.8 65.9 47.3 52.0 33.9
## pm2.5 7.0 8.0 15.0 16.0 11.0 10.0 12.0 10.0 12.0 12.0 18.0
## CV residual -21.6 -36.8 -32.2 -40.5 -44.4 -45.4 -49.8 -55.9 -35.3 -40.0 -15.9
## 1006 1009 1012 1013 1014 1016 1017 1020 1022 1025 1027
## Predicted 59.1 62.8 77.0 68.2 72.3 72.8 81.1 48.8 35.3 43.3 61.6
## cvpred 59.5 63.0 77.5 68.8 72.8 73.4 81.6 49.0 35.6 43.7 62.3
## pm2.5 24.0 17.0 16.0 11.0 10.0 11.0 14.0 21.0 13.0 13.0 19.0
## CV residual -35.5 -46.0 -61.5 -57.8 -62.8 -62.4 -67.6 -28.0 -22.6 -30.7 -43.3
## 1030 1032 1035 1037 1043 1044 1045 1050 1051 1052 1058
## Predicted 124.1 107.8 94.3 108.5 119.4 108.9 87.1 75.8 96.55 113.52 152
## cvpred 125.2 108.8 95.4 109.9 120.6 110.5 88.0 77.3 98.19 115.07 153
## pm2.5 58.0 69.0 54.0 27.0 23.0 37.0 46.0 64.0 100.00 113.00 980
## CV residual -67.2 -39.8 -41.4 -82.9 -97.6 -73.5 -42.0 -13.3 1.81 -2.07 827
## 1063 1067 1070 1072 1073 1074 1077 1085 1087 1090 1093
## Predicted 82.1 44.1 43.9 45.5 45.5 49.6 52.6 113.8 91.2 58.1 38.4
## cvpred 82.6 44.3 44.3 46.0 46.0 50.1 53.0 114.9 92.0 58.3 38.5
## pm2.5 8.0 16.0 21.0 16.0 15.0 16.0 36.0 15.0 11.0 39.0 8.0
## CV residual -74.6 -28.3 -23.3 -30.0 -31.0 -34.1 -17.0 -99.9 -81.0 -19.3 -30.5
## 1096 1098 1101 1102 1109 1110 1111 1114 1116 1117 1118
## Predicted 53.6 53.6 108.6 102.7 160.2 131 112.1 84.8 97.0 42.1 71.0
## cvpred 54.3 54.3 109.6 103.6 161.9 132 113.4 85.5 97.9 42.5 71.7
## pm2.5 15.0 13.0 50.0 73.0 65.0 51 29.0 26.0 21.0 24.0 39.0
## CV residual -39.3 -41.3 -59.6 -30.6 -96.9 -81 -84.4 -59.5 -76.9 -18.5 -32.7
## 1119 1125 1126 1127 1128 1130 1131 1138 1142 1145 1147 1150
## Predicted 76.6 138.4 152.2 158 117 149.7 120 49.2 19.6 13.04 69.7 120
## cvpred 77.9 140.1 153.6 160 118 151.2 121 50.0 20.3 13.88 70.9 122
## pm2.5 79.0 167.0 178.0 192 198 237.0 247 22.0 12.0 12.00 9.0 39
## CV residual 1.1 26.9 24.4 32 80 85.8 126 -28.0 -8.3 -1.88 -61.9 -83
## 1153 1156 1158 1162 1167 1169 1170 1174 1177 1179 1190
## Predicted 128.1 153 114.5 79.8 20.61 67.2 67.2 83.9 149.60 167.9 64.4
## cvpred 129.7 155 116.1 80.7 21.32 69.0 69.0 85.9 151.66 170.2 66.0
## pm2.5 50.0 41 70.0 107.0 26.00 27.0 29.0 265.0 159.00 115.0 99.0
## CV residual -79.7 -114 -46.1 26.3 4.68 -42.0 -40.0 179.1 7.34 -55.2 33.0
## 1192 1198 1200 1208 1209 1213 1215 1218 1219 1221 1224
## Predicted 46.86 136.7 153.34 147 182.0 106.4 101.2 112.8 79.2 115.9 174
## cvpred 48.51 138.8 155.61 149 184.6 108.3 103.1 114.3 80.3 117.6 176
## pm2.5 58.00 101.0 165.00 122 152.0 184.0 175.0 163.0 172.0 178.0 282
## CV residual 9.49 -37.8 9.39 -27 -32.6 75.7 71.9 48.7 91.7 60.4 106
## 1226 1237 1239 1240 1242 1249 1254 1255 1257 1259 1266
## Predicted 176.0 20.8 3.22 3.22 25.21 161.35 164.5 168.6 160.7 144.1 132.4
## cvpred 178.2 21.2 3.69 3.69 25.85 162.73 166.6 170.7 162.6 145.8 134.5
## pm2.5 215.0 35.0 27.00 36.00 23.00 154.00 89.0 90.0 99.0 80.0 92.0
## CV residual 36.8 13.8 23.31 32.31 -2.85 -8.73 -77.6 -80.7 -63.6 -65.8 -42.5
## 1271 1273 1274 1275 1278 1280 1281 1284 1285 1286 1291
## Predicted 172 158.6 192.0 189.1 170.4 160.9 196.5 157.9 146.91 142.7 151.7
## cvpred 174 160.7 194.9 191.6 172.8 163.4 199.1 160.1 149.04 145.4 154.6
## pm2.5 87 90.0 111.0 104.0 105.0 130.0 134.0 150.0 148.00 160.0 196.0
## CV residual -87 -70.7 -83.9 -87.6 -67.8 -33.4 -65.1 -10.1 -1.04 14.6 41.4
## 1295 1300 1305 1307 1310 1316 1320 1321 1324 1325 1326
## Predicted 185.1 176.4 145 118 96.3 173 176.8 178.9 177.9 151.2 144.86
## cvpred 187.9 179.2 148 120 97.6 175 178.2 180.5 179.4 152.5 146.09
## pm2.5 274.0 223.0 262 301 307.0 368 218.0 164.0 134.0 139.0 148.00
## CV residual 86.1 43.8 114 181 209.4 193 39.8 -16.5 -45.4 -13.5 1.91
## 1327 1329 1339 1343 1347 1351 1353 1355 1363 1368 1373
## Predicted 145.4 182.5 139.04 134.2 154 158 152.3 139.7 132.5 129.3 137
## cvpred 146.7 184.6 140.42 135.8 156 160 153.9 141.1 134.1 131.2 139
## pm2.5 210.0 253.0 136.00 56.0 46 50 58.0 72.0 70.0 66.0 31
## CV residual 63.3 68.4 -4.42 -79.8 -110 -110 -95.9 -69.1 -64.1 -65.2 -108
## 1376 1377 1378 1381 1383 1385 1388 1391 1392 1393 1394
## Predicted 183 183 177 169.6 166.9 164.5 164.5 160.8 165.9 140.7 171.2
## cvpred 185 184 179 170.9 168.9 166.6 166.6 162.1 167.8 141.7 172.6
## pm2.5 34 52 65 77.0 95.0 101.0 105.0 112.0 123.0 126.0 114.0
## CV residual -151 -132 -114 -93.9 -73.9 -65.6 -61.6 -50.1 -44.8 -15.7 -58.6
## 1395 1397 1401 1403 1404 1407 1408 1409 1411 1413 1417
## Predicted 171.2 175.6 128.0 81.97 65.6 47.0 60.3 95.8 134 130.3 173
## cvpred 172.6 177.2 128.8 82.46 66.2 47.6 60.9 96.4 134 130.7 174
## pm2.5 115.0 138.0 114.0 80.00 37.0 14.0 13.0 16.0 21 85.0 69
## CV residual -57.6 -39.2 -14.8 -2.46 -29.2 -33.6 -47.9 -80.4 -113 -45.7 -105
## 1419 1422 1428 1429 1430 1431 1432 1433 1434 1435 1437 1439
## Predicted 177 177 159 163 158.5 164.3 164.3 166 165.9 172.2 172.2 173.8
## cvpred 178 178 161 165 160.3 166.1 166.1 168 167.8 174.2 174.2 175.9
## pm2.5 42 29 44 51 61.0 70.0 70.0 65 75.0 86.0 95.0 96.0
## CV residual -136 -149 -117 -114 -99.3 -96.1 -96.1 -103 -92.8 -88.2 -79.2 -79.9
## 1440 1442 1444 1447 1449 1450 1453 1454 1455 1456 1460
## Predicted 173.8 173.4 181 190.3 145.00 120.1 61.899 53.7 44.93 38.64 41.69
## cvpred 175.9 174.9 183 192.3 146.27 120.7 62.047 53.9 45.17 38.78 41.73
## pm2.5 99.0 101.0 108 120.0 138.00 164.0 63.000 37.0 37.00 36.00 34.00
## CV residual -76.9 -73.9 -75 -72.3 -8.27 43.3 0.953 -16.9 -8.17 -2.78 -7.73
## 1463 1466 1468 1470 1471 1475 1479 1481 1484 1486 1503
## Predicted 130.14 151.5 149.57 147.1 147.1 135.37 125 116 140.7 146.59 131
## cvpred 131.29 152.8 151.06 148.7 148.7 136.56 126 117 142.2 147.62 133
## pm2.5 139.00 97.0 158.00 135.0 111.0 133.00 230 236 187.0 144.00 252
## CV residual 7.71 -55.8 6.94 -13.7 -37.7 -3.56 104 119 44.8 -3.62 119
## 1510 1516 1517 1521 1522 1523 1525 1527 1531 1533 1534
## Predicted 119 60.5 70.9 61.5 40.4 25.91 14.18 5.42 31.5 32.07 38.6
## cvpred 120 61.4 71.9 62.2 41.2 26.69 14.54 5.80 32.0 32.63 39.1
## pm2.5 255 19.0 15.0 19.0 24.0 24.00 11.00 14.00 22.0 27.00 29.0
## CV residual 135 -42.4 -56.9 -43.2 -17.2 -2.69 -3.54 8.20 -10.0 -5.63 -10.1
## 1540 1543 1552 1554 1555 1557 1558 1560 1561 1562 1563
## Predicted 61.4 63.6 96.36 115.0 130.0 128.4 139.3 137.7 137.7 144.0 150.3
## cvpred 61.8 64.1 97.16 115.8 130.9 129.2 140.2 138.5 138.5 144.9 151.3
## pm2.5 13.0 19.0 91.00 99.0 99.0 96.0 76.0 83.0 62.0 51.0 53.0
## CV residual -48.8 -45.1 -6.16 -16.8 -31.9 -33.2 -64.2 -55.5 -76.5 -93.9 -98.3
## 1565 1567 1568 1569 1573 1577 1583 1588 1589 1590 1592 1594
## Predicted 150.3 152.5 152.6 146.6 109.0 113.9 118.98 156 156 156 156 150
## cvpred 151.3 153.6 153.2 146.9 109.5 114.6 118.96 156 156 156 156 151
## pm2.5 71.0 58.0 69.0 74.0 83.0 132.0 114.00 75 63 73 63 43
## CV residual -80.3 -95.6 -84.2 -72.9 -26.5 17.4 -4.96 -81 -93 -83 -93 -108
## 1598 1602 1606 1607 1608 1609 1610 1614 1621 1622 1624
## Predicted 135 92.8 83.6 80.0 75.9 74.0 69.9 73.4 66.5 57.7 33.6
## cvpred 135 92.1 82.8 79.4 75.3 73.6 69.5 73.5 66.4 57.7 33.8
## pm2.5 29 50.0 27.0 20.0 16.0 5.0 7.0 11.0 19.0 20.0 23.0
## CV residual -106 -42.1 -55.8 -59.4 -59.3 -68.6 -62.5 -62.5 -47.4 -37.7 -10.8
## 1628 1634 1639 1640 1641 1644 1645 1651 1653 1656 1661
## Predicted 49.7 112.8 130.9 168.6 152 37.9 68.4 91.5 121 126.7 182.8
## cvpred 50.0 113.9 132.4 170.4 153 38.2 69.2 93.3 123 128.8 185.2
## pm2.5 16.0 51.0 84.0 87.0 111 53.0 48.0 32.0 51 89.0 140.0
## CV residual -34.0 -62.9 -48.4 -83.4 -42 14.8 -21.2 -61.3 -72 -39.8 -45.2
## 1666 1667 1672 1673 1676 1679 1682 1687 1688 1692 1693
## Predicted 148.3 132.8 117.2 114.6 108 114 61.1 75.7 70.0 13.75 7.46
## cvpred 150.8 134.6 119.8 116.5 110 116 62.3 77.0 71.2 14.33 7.94
## pm2.5 183.0 199.0 163.0 163.0 210 219 314.0 20.0 18.0 23.00 14.00
## CV residual 32.2 64.4 43.2 46.5 100 103 251.7 -57.0 -53.2 8.67 6.06
## 1697 1698 1699 1703 1706 1707 1708 1709 1710 1711 1716
## Predicted 53.5 26.7 58.2 111.8 144.1 148 144 138.4 134.3 126.1 91.1
## cvpred 55.0 27.2 59.7 113.3 145.3 149 145 139.5 135.4 127.3 91.9
## pm2.5 16.0 17.0 19.0 52.0 71.0 47 40 41.0 41.0 38.0 76.0
## CV residual -39.0 -10.2 -40.7 -61.3 -74.3 -102 -105 -98.5 -94.4 -89.3 -15.9
## 1721 1724 1729 1732 1739 1740 1742 1744 1746 1750 1751
## Predicted 86.4 101.2 114.3 129.4 136 140.3 135.7 137.3 178.8 137.3 131.0
## cvpred 87.1 102.2 115.6 130.3 137 141.1 136.4 138.1 180.1 138.1 131.7
## pm2.5 58.0 75.0 37.0 68.0 90 73.0 68.0 83.0 94.0 105.0 112.0
## CV residual -29.1 -27.2 -78.6 -62.3 -47 -68.1 -68.4 -55.1 -86.1 -33.1 -19.7
## 1752 1755 1761 1763 1766 1772 1774 1776 1779 1780 1782
## Predicted 139.5 119.0 75.3 80.3 75.6 63.6 64.2 131.1 159.8 161.4 178
## cvpred 140.4 119.5 76.0 80.7 76.0 63.9 64.5 132.1 161.1 162.8 180
## pm2.5 87.0 153.0 50.0 36.0 27.0 52.0 33.0 44.0 72.0 67.0 50
## CV residual -53.4 33.5 -26.0 -44.7 -49.0 -11.9 -31.5 -88.1 -89.1 -95.8 -130
## 1785 1789 1795 1799 1800 1803 1807 1811 1812 1814 1817
## Predicted 115.3 67.5 67.9 63.0 74.1 106.1 79.9 55.8 44.9 32 53.7
## cvpred 116.1 67.9 68.4 63.3 74.4 106.4 80.2 55.9 44.8 32 54.2
## pm2.5 79.0 53.0 54.0 85.0 89.0 83.0 27.0 27.0 23.0 26 24.0
## CV residual -37.1 -14.9 -14.4 21.7 14.6 -23.4 -53.2 -28.9 -21.8 -6 -30.2
## 1818 1821 1825 1826 1829 1831 1836 1837 1842 1849 1853
## Predicted 57.8 108.6 154.5 160.8 163.6 161.4 157.83 154 123.0 177.6 191.7
## cvpred 58.2 109.8 155.8 162.2 164.6 162.3 158.72 155 124.1 179.4 193.8
## pm2.5 23.0 51.0 71.0 89.0 86.0 80.0 166.00 179 202.0 241.0 228.0
## CV residual -35.2 -58.8 -84.8 -73.2 -78.6 -82.3 7.28 24 77.9 61.6 34.2
## 1854 1858 1859 1870 1871 1872 1876 1877 1882 1888 1895
## Predicted 153.5 155.1 156.7 186.1 191.9 192.4 157.8 143 101 16.1 78.2
## cvpred 155.2 156.9 158.6 188.9 194.3 195.3 159.7 145 103 17.0 78.8
## pm2.5 225.0 217.0 231.0 217.0 180.0 180.0 215.0 700 274 47.0 27.0
## CV residual 69.8 60.1 72.4 28.1 -14.3 -15.3 55.3 555 171 30.0 -51.8
## 1896 1897 1898 1905 1911 1912 1913 1919 1920 1921 1926 1933
## Predicted 92.7 101 145.2 139 49.26 55.0 59.1 128.6 128.1 134.9 125.5 30.6
## cvpred 93.3 102 146.4 141 50.77 56.6 60.6 130.4 129.4 136.8 126.9 31.0
## pm2.5 41.0 46 55.0 48 53.00 73.0 82.0 111.0 83.0 85.0 95.0 204.0
## CV residual -52.3 -56 -91.4 -93 2.23 16.4 21.4 -19.4 -46.4 -51.8 -31.9 173.0
## 1934 1938 1942 1945 1946 1947 1949 1951 1953 1955 1956
## Predicted 18.6 8.74 34.0 51.5 79.2 68.8 131 103.7 85.154 82.0 77.4
## cvpred 18.8 8.99 34.1 51.6 79.5 69.1 132 104.5 85.319 82.5 77.8
## pm2.5 122.0 49.00 27.0 28.0 16.0 24.0 25 54.0 86.000 63.0 59.0
## CV residual 103.2 40.01 -7.1 -23.6 -63.5 -45.1 -107 -50.5 0.681 -19.5 -18.8
## 1957 1958 1959 1961 1962 1964 1970 1971 1973 1981 1984
## Predicted 68.6 63.9 67.2 68.79 71.0 79.7 118 129.8 124.1 16.9 77.1
## cvpred 69.1 64.4 67.8 69.55 71.9 80.6 119 131.2 125.4 16.8 77.8
## pm2.5 59.0 54.0 53.0 60.00 55.0 64.0 72 71.0 71.0 36.0 53.0
## CV residual -10.1 -10.4 -14.8 -9.55 -16.9 -16.6 -47 -60.2 -54.4 19.2 -24.8
## 1987 1998 2003 2008 2010 2011 2012 2015 2018 2019 2021
## Predicted 114.8 112.3 22.4 6.69 60.9 77.1 89.5 102.3 143.9 91.7 154
## cvpred 115.6 112.2 22.1 6.85 62.1 78.3 90.1 102.9 144.8 92.3 155
## pm2.5 97.0 69.0 9.0 20.00 18.0 30.0 27.0 34.0 67.0 62.0 48
## CV residual -18.6 -43.2 -13.1 13.15 -44.1 -48.3 -63.1 -68.9 -77.8 -30.3 -107
## 2029 2031 2035 2039 2040 2041 2043 2045 2046 2048 2049
## Predicted 42.84 41.1 62.98 66.8 75.2 88.1 53.78 132.05 143.0 125.0 113.0
## cvpred 43.99 42.2 64.21 67.2 75.9 88.7 53.94 133.04 144.1 126.1 113.9
## pm2.5 50.00 64.0 72.00 142.0 97.0 106.0 61.00 127.00 134.0 85.0 75.0
## CV residual 6.01 21.8 7.79 74.8 21.1 17.3 7.06 -6.04 -10.1 -41.1 -38.9
## 2054 2055 2056 2064 2067 2068 2069 2072 2075 2076 2078
## Predicted 71.13 72.8 65.5 121.7 138.4 144.3 151.0 150.8 67.5 58.7 63.6
## cvpred 71.51 73.2 65.2 122.7 139.5 144.9 152.3 151.3 66.9 58.2 62.9
## pm2.5 71.00 58.0 48.0 44.0 44.0 56.0 59.0 99.0 86.0 93.0 120.0
## CV residual -0.51 -15.2 -17.2 -78.7 -95.5 -88.9 -93.3 -52.3 19.1 34.8 57.1
## 2085 2087 2092 2099 2101 2102 2104 2108 2111 2116 2126
## Predicted 61.24 88.9 121.66 94.6 81.7 85.4 126 149 122 162.3 150.8
## cvpred 61.56 89.5 122.58 94.7 81.9 85.0 127 149 121 163.2 151.5
## pm2.5 60.00 72.0 129.00 203.0 220.0 222.0 245 280 317 254.0 195.0
## CV residual -1.56 -17.5 6.42 108.3 138.1 137.0 118 131 196 90.8 43.5
## 2145 2154 2156 2157 2160 2163 2164 2168 2169 2170 2175
## Predicted 151.7 31.6 32.8 38.0 23.6 36.7 53.4 19.27 13.0 -3.69 -7.87
## cvpred 152.2 31.6 32.8 38.1 23.6 37.0 53.9 19.63 13.2 -3.61 -7.77
## pm2.5 129.0 200.0 149.0 113.0 42.0 49.0 35.0 22.00 30.0 25.00 31.00
## CV residual -23.2 168.4 116.2 74.9 18.4 12.0 -18.9 2.37 16.8 28.61 38.77
## 2179 2181 2184 2185 2190 2193 2194 2196 2198 2199 2207
## Predicted -2.43 15.10 106.4 142 73.3 28.53 18.71 2.03 -13 -13 112.9
## cvpred -2.01 15.47 107.5 144 74.2 28.89 19.03 2.18 -13 -13 114.4
## pm2.5 15.00 24.00 39.0 27 45.0 27.00 21.00 14.00 13 17 77.0
## CV residual 17.01 8.53 -68.5 -117 -29.2 -1.89 1.97 11.82 26 30 -37.4
## 2210 2211 2212 2214 2216 2218 2220 2226 2227 2229 2230
## Predicted 139.5 154 120.9 131.3 147.7 91.3 67.4 84.0 96.6 98.2 112.7
## cvpred 140.7 155 122.1 132.6 148.8 92.3 68.4 85.1 97.9 99.6 114.1
## pm2.5 53.0 52 53.0 56.0 100.0 138.0 59.0 136.0 132.0 131.0 161.0
## CV residual -87.7 -103 -69.1 -76.6 -48.8 45.7 -9.4 50.9 34.1 31.4 46.9
## 2234 2236 2239 2240 2241 2242 2244 2245 2249 2250 2251
## Predicted 106.3 112.6 124.6 110.4 100.3 82.0 54.6 3.73 16.13 15.8 32.80
## cvpred 107.1 113.5 125.7 111.2 100.8 82.2 55.0 3.66 17.01 17.0 33.86
## pm2.5 178.0 206.0 200.0 170.0 197.0 184.0 111.0 92.00 27.00 32.0 43.00
## CV residual 70.9 92.5 74.3 58.8 96.2 101.8 56.0 88.34 9.99 15.0 9.14
## 2255 2256 2264 2269 2273 2286 2287 2288 2290 2297 2304
## Predicted 116.5 123 151.1 96.6 113.2 47.2 47.8 31.09 -7.99 -35.4 80.2
## cvpred 117.6 124 152.1 97.3 114.2 47.0 47.6 30.79 -8.70 -36.1 80.3
## pm2.5 98.0 173 180.0 176.0 130.0 33.0 26.0 24.00 27.00 17.0 34.0
## CV residual -19.6 49 27.9 78.7 15.8 -14.0 -21.6 -6.79 35.70 53.1 -46.3
## 2305 2307 2308 2310 2311 2313 2315 2316 2318 2320 2322
## Predicted 90.8 111.1 92.65 96.8 98.3 113.3 77.2 66.1 41.7 30.5 31.3
## cvpred 90.7 111.7 92.95 97.0 98.7 113.5 76.8 66.2 41.7 30.6 31.7
## pm2.5 52.0 69.0 87.00 79.0 75.0 78.0 114.0 135.0 118.0 103.0 90.0
## CV residual -38.7 -42.7 -5.95 -18.0 -23.7 -35.5 37.2 68.8 76.3 72.4 58.3
## 2323 2327 2331 2334 2343 2345 2352 2358 2361 2365 2379
## Predicted 41.7 81.6 119.8 134.0 87.4 79.7 114.9 91.9 82.0 142.5 106.64
## cvpred 42.1 82.3 121.1 135.6 88.5 80.8 115.4 92.1 82.2 143.8 106.69
## pm2.5 87.0 110.0 74.0 69.0 128.0 113.0 131.0 50.0 62.0 121.0 102.00
## CV residual 44.9 27.7 -47.1 -66.6 39.5 32.2 15.6 -42.1 -20.2 -22.8 -4.69
## 2384 2388 2394 2397 2400 2404 2405 2411 2414 2417 2421
## Predicted 61.7 6.35 36.48 101 108.4 134.9 134.9 158.5 151.3 102 110.5
## cvpred 62.1 6.19 37.51 102 109.6 136.4 136.4 159.7 152.6 102 110.7
## pm2.5 14.0 19.00 30.00 56 37.0 48.0 54.0 68.0 68.0 50 79.0
## CV residual -48.1 12.81 -7.51 -46 -72.6 -88.4 -82.4 -91.7 -84.6 -52 -31.7
## 2425 2426 2427 2433 2436 2442 2444 2445 2447 2449 2452
## Predicted 159.9 159.9 117.8 112.9 59.9 24.92 45.5 43.9 42.8 47.5 53.8
## cvpred 160.9 160.9 118.2 113.1 60.2 25.33 45.8 44.1 42.9 47.6 54.0
## pm2.5 87.0 84.0 86.0 33.0 42.0 23.00 14.0 12.0 8.0 8.0 13.0
## CV residual -73.9 -76.9 -32.2 -80.1 -18.2 -2.33 -31.8 -32.1 -34.9 -39.6 -41.0
## 2457 2463 2470 2472 2483 2485 2486 2490 2491 2494 2496
## Predicted 19.355 -21.1 96.9 74.29 18.7 -10.5 20.7 54.1 76.8 100.0 120.8
## cvpred 19.181 -21.5 97.7 74.61 18.1 -11.1 20.5 54.5 77.2 100.5 121.4
## pm2.5 19.000 12.0 47.0 69.00 43.0 57.0 38.0 81.0 96.0 67.0 76.0
## CV residual -0.181 33.5 -50.7 -5.61 24.9 68.1 17.5 26.5 18.8 -33.5 -45.4
## 2499 2511 2514 2520 2523 2524 2525 2531 2532 2536 2538 2539
## Predicted 133.4 140.2 130.4 155.6 132 126 130 106 101 103 102.9 119.6
## cvpred 134.2 141.1 130.7 156.3 133 126 131 106 101 103 103.3 120.1
## pm2.5 84.0 199.0 202.0 225.0 244 255 247 254 266 215 151.0 134.0
## CV residual -50.2 57.9 71.3 68.7 111 129 116 148 165 112 47.7 13.9
## 2545 2547 2550 2557 2558 2561 2563 2567 2570 2577 2582
## Predicted 141.3 149.8 152.0 114.3 120.0 128.9 134.67 101 148.3 149.5 106
## cvpred 141.7 150.5 152.8 114.4 120.2 129.4 135.24 100 149.1 149.9 107
## pm2.5 91.0 103.0 116.0 162.0 170.0 156.0 140.00 223 212.0 184.0 215
## CV residual -50.7 -47.5 -36.8 47.6 49.8 26.6 4.76 123 62.9 34.1 108
## 2587 2589 2596 2597 2598 2601 2603 2606 2608 2614 2615 2619
## Predicted 106 123 103 105 104 109 103.7 76.6 109.4 144.8 140.7 157.5
## cvpred 106 123 103 105 104 109 103.2 75.9 109.6 145.1 141.1 157.5
## pm2.5 264 300 382 369 343 307 131.0 17.0 27.0 167.0 155.0 100.0
## CV residual 158 177 279 264 239 198 27.8 -58.9 -82.6 21.9 13.9 -57.5
## 2621 2622 2624 2627 2628 2631 2641 2642 2645 2647 2654
## Predicted 155.5 161.7 151.6 118.1 108 72.1 86.9 101.4 57.0 70.5 67.1
## cvpred 156.2 162.5 152.1 117.4 107 71.9 87.1 101.6 56.3 69.7 66.1
## pm2.5 94.0 87.0 83.0 84.0 69 95.0 48.0 52.0 30.0 27.0 51.0
## CV residual -62.2 -75.5 -69.1 -33.4 -38 23.1 -39.1 -49.6 -26.3 -42.7 -15.1
## 2655 2662 2664 2670 2671 2674 2675 2680 2681 2682 2685
## Predicted 63.0 89.1 116 112 112 106.2 110.3 97.4 131.0 80.7 132.0
## cvpred 62.1 88.3 115 112 112 105.6 109.7 96.9 130.8 80.0 132.4
## pm2.5 39.0 46.0 41 37 45 48.0 47.0 30.0 34.0 35.0 33.0
## CV residual -23.1 -42.3 -74 -75 -67 -57.6 -62.7 -66.9 -96.8 -45.0 -99.4
## 2692 2693 2694 2700 2702 2703 2707 2711 2718 2721 2722
## Predicted 127.5 123.4 121.2 13.2 12.89 -35.8 -17.5 50.8 129.5 100.0 81.10
## cvpred 127.7 123.6 121.3 12.1 12.24 -36.8 -18.2 51.0 130.6 100.4 81.22
## pm2.5 62.0 36.0 31.0 31.0 19.00 18.0 21.0 39.0 73.0 90.0 86.00
## CV residual -65.7 -87.6 -90.3 18.9 6.76 54.8 39.2 -12.0 -57.6 -10.4 4.78
## 2730 2733 2734 2735 2736 2740 2741 2745 2748 2750 2754
## Predicted 63.2 92.5 90.86 107.5 107.5 124.8 135.2 135.17 103.7 87.8 110.7
## cvpred 63.1 92.7 90.98 107.8 107.8 125.3 135.7 135.75 103.8 88.0 110.7
## pm2.5 103.0 78.0 83.00 89.0 93.0 92.0 106.0 141.00 134.0 128.0 22.0
## CV residual 39.9 -14.7 -7.98 -18.8 -14.8 -33.3 -29.7 5.25 30.2 40.0 -88.7
## 2757 2761 2768 2772 2773 2777 2779 2785 2788 2789 2793
## Predicted 164 122 64.8 86.9 90.5 102.8 95.9 64.2 65.5 75.9 62.8
## cvpred 164 122 65.4 87.6 92.0 104.2 96.7 65.3 67.0 77.4 64.1
## pm2.5 16 10 6.0 11.0 18.0 24.0 10.0 13.0 17.0 18.0 27.0
## CV residual -148 -112 -59.4 -76.6 -74.0 -80.2 -86.7 -52.3 -50.0 -59.4 -37.1
## 2797 2799 2800 2804 2806 2807 2809 2810 2813 2817 2820
## Predicted 51.00 56.2 50.4 40.9 56.8 56.8 57.4 75.9 75.7 47.8 22.66
## cvpred 51.83 57.0 51.2 41.9 57.7 57.7 58.3 76.9 76.9 48.5 22.92
## pm2.5 50.00 47.0 30.0 17.0 14.0 14.0 24.0 27.0 11.0 14.0 19.00
## CV residual -1.83 -10.0 -21.2 -24.9 -43.7 -43.7 -34.3 -49.9 -65.9 -34.5 -3.92
## 2823 2824 2829 2832 2833 2836 2838 2839 2843 2846 2848
## Predicted 13.33 13.33 42.9 59.6 59.6 107.4 61.2 71.6 24.01 -5.24 -3.62
## cvpred 13.57 13.57 43.2 60.1 60.1 108.5 61.8 72.3 24.06 -5.57 -3.85
## pm2.5 15.00 11.00 16.0 15.0 18.0 18.0 19.0 17.0 17.00 17.00 19.00
## CV residual 1.43 -2.57 -27.2 -45.1 -42.1 -90.5 -42.8 -55.3 -7.06 22.57 22.85
## 2849 2851 2853 2854 2859 2861 2866 2867 2869 2875 2878
## Predicted 0.480 1.045 22.68 31.4 52.8 48.69 -1.35 -7.64 -31.5 12.0 64.5
## cvpred 0.219 0.822 22.38 31.1 52.6 48.57 -1.98 -8.37 -32.2 12.4 65.3
## pm2.5 17.000 27.000 18.00 19.0 24.0 40.00 21.00 20.00 19.0 23.0 39.0
## CV residual 16.781 26.178 -4.38 -12.1 -28.6 -8.57 22.98 28.37 51.2 10.6 -26.3
## 2879 2886 2892 2896 2897 2899 2900 2901 2905 2908 2911
## Predicted 64.5 117.2 37.8 0.736 -1.74 18.7 31.33 37.6 91.2 122.4 117.94
## cvpred 65.3 118.1 37.5 0.668 -1.68 19.2 31.99 38.4 92.4 123.8 118.57
## pm2.5 45.0 97.0 70.0 52.000 48.00 31.0 37.00 63.0 75.0 93.0 127.00
## CV residual -20.3 -21.1 32.5 51.332 49.68 11.8 5.01 24.6 -17.4 -30.8 8.43
## 2914 2919 2920 2927 2928 2935 2936 2937 2943 2944 2945
## Predicted 81.1 -52.7 -47.0 27.14 -1.71 95.0 75.90 15.8 74.9 82.8 59.2
## cvpred 80.9 -53.5 -47.7 27.59 -1.61 95.7 75.73 15.3 75.1 83.2 58.8
## pm2.5 151.0 65.0 57.0 32.00 24.00 64.0 80.00 53.0 146.0 150.0 150.0
## CV residual 70.1 118.5 104.7 4.41 25.61 -31.7 4.27 37.7 70.9 66.8 91.2
## 2947 2948 2954 2955 2956 2960 2962 2965 2967 2971 2972
## Predicted 59.8 38.4 119.52 140.7 151.1 104.5 111.48 90.8 107.0 141.4 162.8
## cvpred 59.4 37.9 119.98 141.9 152.4 104.7 112.26 90.9 107.5 142.3 163.9
## pm2.5 142.0 138.0 114.00 111.0 113.0 118.0 118.00 135.0 118.0 172.0 208.0
## CV residual 82.6 100.1 -5.98 -30.9 -39.4 13.3 5.74 44.1 10.5 29.7 44.1
## 2976 2977 2980 2991 2993 2999 3002 3008 3017 3019 3021
## Predicted 165.0 172.9 178.33 43.9 46.1 61.0 64.1 67.4 -10.3 -10.6 63.3
## cvpred 166.2 174.3 180.06 44.0 46.3 61.6 64.6 67.6 -11.0 -11.0 64.0
## pm2.5 154.0 165.0 181.00 32.0 9.0 12.0 9.0 17.0 16.0 18.0 32.0
## CV residual -12.2 -9.3 0.94 -12.0 -37.3 -49.6 -55.6 -50.6 27.0 29.0 -32.0
## 3024 3027 3033 3034 3038 3039 3042 3043 3047 3048 3055
## Predicted 61.4 110.9 119.4 106.8 -0.792 -19.4 -15.3 -10.6 43.02 60.3 154.9
## cvpred 62.3 112.2 120.4 107.6 -1.168 -19.8 -15.7 -11.0 43.09 60.5 155.5
## pm2.5 41.0 52.0 81.0 85.0 228.000 204.0 130.0 115.0 38.00 48.0 140.0
## CV residual -21.3 -60.2 -39.4 -22.6 229.168 223.8 145.7 126.0 -5.09 -12.5 -15.5
## 3059 3060 3065 3067 3070 3075 3078 3079 3081 3082 3083
## Predicted 96.5 75.3 83.8 90.1 97.6 126.92 86.5 78.9 60.8 54.5 48.3
## cvpred 96.7 74.8 84.4 90.7 98.3 127.31 86.7 79.1 61.1 54.8 48.4
## pm2.5 203.0 202.0 110.0 132.0 148.0 122.00 294.0 100.0 32.0 19.0 18.0
## CV residual 106.3 127.2 25.6 41.3 49.7 -5.31 207.3 20.9 -29.1 -35.8 -30.4
## 3084 3086 3094 3097 3101 3102 3104 3105 3106 3107 3110
## Predicted 39.8 16.5 40.6 103.3 162 170 125.9 107.1 98.5 4.43 4.71
## cvpred 39.6 16.4 40.8 104.8 164 172 126.8 107.6 99.0 4.65 4.68
## pm2.5 14.0 27.0 108.0 132.0 46 50 55.0 50.0 55.0 45.00 62.00
## CV residual -25.6 10.6 67.2 27.2 -118 -122 -71.8 -57.6 -44.0 40.35 57.32
## 3112 3116 3118 3121 3123 3126 3129 3131 3134 3137 3139
## Predicted 8.81 42 45.0 52.7 59.0 86.6 64.9 43.8 28.8 59.1 65.4
## cvpred 8.75 42 44.9 52.6 58.9 86.9 64.3 42.8 27.7 59.0 65.4
## pm2.5 28.00 15 20.0 10.0 7.0 5.0 10.0 12.0 16.0 11.0 20.0
## CV residual 19.25 -27 -24.9 -42.6 -51.9 -81.9 -54.3 -30.8 -11.7 -48.0 -45.4
## 3141 3143 3147 3148 3159 3160 3171 3175 3177 3183 3186
## Predicted 55.8 100.8 124.6 130.9 68.7 60.3 132.5 130.4 106.0 49.9 65.99
## cvpred 55.0 100.9 124.8 131.2 68.4 59.7 132.9 130.2 105.7 49.2 65.45
## pm2.5 24.0 35.0 40.0 37.0 40.0 43.0 60.0 72.0 83.0 41.0 68.00
## CV residual -31.0 -65.9 -84.8 -94.2 -28.4 -16.7 -72.9 -58.2 -22.7 -8.2 2.55
## 3187 3190 3200 3201 3202 3208 3209 3210 3211 3213 3216
## Predicted 72.28 79.7 117.15 110.87 104.0 52.2 94.1 60.1 70.5 102.3 139.9
## cvpred 71.84 79.4 117.21 110.82 103.8 50.9 93.9 59.0 69.4 101.5 139.4
## pm2.5 78.00 64.0 123.00 117.00 130.0 140.0 159.0 158.0 168.0 181.0 216.0
## CV residual 6.16 -15.4 5.79 6.18 26.2 89.1 65.1 99.0 98.6 79.5 76.6
## 3217 3221 3226 3228 3230 3231 3232 3234 3239 3242 3245
## Predicted 111 112 77.1 91.8 76.2 63.7 63.3 71.6 91.9 109.17 121.748
## cvpred 110 112 75.9 90.6 74.9 63.0 62.0 71.1 91.6 109.01 121.791
## pm2.5 219 238 203.0 185.0 162.0 185.0 188.0 142.0 114.0 105.00 121.000
## CV residual 109 126 127.1 94.4 87.1 122.0 126.0 70.9 22.4 -4.01 -0.791
## 3251 3253 3256 3257 3261 3262 3263 3270 3272 3274 3277 3285
## Predicted 103.2 104.8 112.7 114.9 152.9 153 149 160 160 153.7 140.5 139.7
## cvpred 102.6 104.4 112.5 114.8 153.2 153 149 160 160 154.3 140.9 140.2
## pm2.5 163.0 137.0 81.0 56.0 69.0 47 48 50 48 77.0 75.0 83.0
## CV residual 60.4 32.6 -31.5 -58.8 -84.2 -106 -101 -110 -112 -77.3 -65.9 -57.2
## 3291 3297 3300 3302 3303 3305 3306 3312 3317 3319 3320 3322
## Predicted 157.1 129 86.4 52.2 92.0 139 149 92.4 149 129.9 132.0 74.2
## cvpred 158.2 130 86.6 52.2 92.9 140 150 92.9 151 130.7 132.7 75.0
## pm2.5 94.0 17 37.0 72.0 64.0 54 29 58.0 27 34.0 34.0 50.0
## CV residual -64.2 -113 -49.6 19.8 -28.9 -86 -121 -34.9 -124 -96.7 -98.7 -25.0
## 3326 3330 3331 3332 3336 3338 3342 3345 3346 3348 3350
## Predicted -25.7 -38.6 -38.0 -29.3 7.12 118.5 159.2 67.99 34.0 50.64 17.4
## cvpred -26.2 -39.1 -38.5 -29.7 6.94 119.7 160.1 67.57 33.2 49.71 17.0
## pm2.5 29.0 21.0 19.0 21.0 44.00 65.0 113.0 75.00 65.0 53.00 58.0
## CV residual 55.2 60.1 57.5 50.7 37.06 -54.7 -47.1 7.43 31.8 3.29 41.0
## 3352 3355 3364 3366 3371 3377 3378 3379 3383 3384 3386
## Predicted -14.0 0.736 116 136.8 91.6 63.6 59.5 74.04 124.2 137.2 122.1
## cvpred -14.4 0.668 117 136.9 91.4 63.5 59.4 73.95 124.1 137.9 122.2
## pm2.5 36.0 37.000 106 90.0 129.0 86.0 77.0 82.00 197.0 234.0 214.0
## CV residual 50.4 36.332 -11 -46.9 37.6 22.5 17.6 8.05 72.9 96.1 91.8
## 3389 3392 3393 3394 3395 3400 3401 3402 3406 3409 3411
## Predicted 107 90.6 117.9 103.1 101.0 58.4 72.9 83.3 110 140.02 158.76
## cvpred 107 90.2 117.7 102.6 100.3 58.2 72.7 83.2 110 140.33 159.89
## pm2.5 163 131.0 157.0 178.0 187.0 108.0 121.0 127.0 123 149.00 155.00
## CV residual 56 40.8 39.3 75.4 86.7 49.8 48.3 43.8 13 8.67 -4.89
## 3412 3413 3414 3417 3418 3419 3423 3425 3427 3428 3429
## Predicted 147.81 122.3 118.2 84.5 61.6 54.7 -21.9 13.0 38.3 100.9 118.2
## cvpred 148.83 122.6 118.6 84.3 61.1 54.1 -22.8 12.8 38.8 101.6 119.1
## pm2.5 150.00 155.0 176.0 139.0 140.0 139.0 104.0 63.0 79.0 72.0 165.0
## CV residual 1.17 32.4 57.4 54.7 78.9 84.9 126.8 50.2 40.2 -29.6 45.9
## 3430 3434 3435 3443 3444 3445 3449 3452 3453 3455 3458
## Predicted 123.4 150.3 156 18.4 29.33 29.33 7.42 30.952 48.84 47.4 11.1
## cvpred 124.4 151.2 158 17.5 28.56 28.56 6.43 30.274 48.37 47.2 10.6
## pm2.5 149.0 78.0 78 30.0 31.00 24.00 28.00 30.000 44.00 28.0 24.0
## CV residual 24.6 -73.2 -80 12.5 2.44 -4.56 21.57 -0.274 -4.37 -19.2 13.4
## 3462 3467 3470 3473 3476 3482 3483 3486 3492 3493 3497
## Predicted 49.4 12.2 -9.67 19.41 48.7 99.12 113.61 97.6 52.6 46.3 51.7
## cvpred 49.0 10.7 -11.39 18.82 48.4 98.64 113.17 96.8 51.5 45.1 50.9
## pm2.5 14.0 33.0 28.00 27.00 33.0 105.00 104.00 86.0 115.0 80.0 63.0
## CV residual -35.0 22.3 39.39 8.18 -15.4 6.36 -9.17 -10.8 63.5 34.9 12.1
## 3500 3502 3508 3511 3513 3517 3518 3519 3529 3530 3534
## Predicted 66.8 73.9 80.2 109 77.3 104.6 104.6 75.15 119.3 105.7 113.1
## cvpred 66.0 73.0 78.8 108 75.9 103.4 103.4 73.56 118.3 104.9 112.4
## pm2.5 48.0 48.0 92.0 80 108.0 84.0 85.0 83.00 90.0 89.0 94.0
## CV residual -18.0 -25.0 13.2 -28 32.1 -19.4 -18.4 9.44 -28.3 -15.9 -18.4
## 3537 3539 3543 3544 3546 3549 3550 3551 3552 3555 3557
## Predicted 153.4 146.6 109.72 77.8 113.66 145.3 152.0 150.4 150.4 157.8 162.1
## cvpred 153.7 146.7 109.04 76.8 112.94 145.1 152.4 150.7 150.7 157.8 162.9
## pm2.5 127.0 157.0 117.00 111.0 107.00 206.0 193.0 186.0 168.0 174.0 219.0
## CV residual -26.7 10.3 7.96 34.2 -5.94 60.9 40.6 35.3 17.3 16.2 56.1
## 3561 3567 3570 3576 3585 3589 3590 3592 3598 3602 3603
## Predicted 151 -7.07 -1.34 69.05 55.1 36.84 21.71 82.8 117.4 138.1 134
## cvpred 151 -8.10 -2.31 68.68 54.2 35.65 20.48 82.1 116.7 138.1 134
## pm2.5 251 65.00 20.00 71.00 18.0 41.00 26.00 37.0 65.0 69.0 59
## CV residual 100 73.10 22.31 2.32 -36.2 5.35 5.52 -45.1 -51.7 -69.1 -75
## 3605 3610 3616 3617 3618 3622 3623 3626 3627 3633 3634
## Predicted 134 69.4 62.2 73.1 83.5 120.1 122.3 130.9 131.4 122.5 109.9
## cvpred 134 67.8 60.9 72.4 82.8 119.5 121.9 130.2 131.2 121.5 108.7
## pm2.5 88 103.0 39.0 45.0 99.0 60.0 132.0 177.0 112.0 98.0 87.0
## CV residual -46 35.2 -21.9 -27.4 16.2 -59.5 10.1 46.8 -19.2 -23.5 -21.7
## 3646 3668 3670 3671 3674 3677 3682 3695 3702 3704 3782
## Predicted 135.4 95.3 126.56 126.6 137.9 136.03 96.2 102.1 139.8 128.7 51.4
## cvpred 135.1 94.5 125.53 125.5 137.6 135.84 94.8 101.5 139.9 127.8 50.3
## pm2.5 92.0 119.0 129.00 141.0 154.0 133.00 127.0 81.0 89.0 95.0 129.0
## CV residual -43.1 24.5 3.47 15.5 16.4 -2.84 32.2 -20.5 -50.9 -32.8 78.7
## 3784 3785 3837 3839 3840 3843 3845 3851 3853 3857 3860
## Predicted 43.2 44.9 77.2 88.1 104.4 108.6 106.0 89.4 83.1 99.6 116.2
## cvpred 42.1 43.9 76.5 87.5 103.4 108.4 105.1 88.1 81.7 99.1 115.9
## pm2.5 112.0 109.0 40.0 51.0 42.0 43.0 63.0 39.0 34.0 35.0 77.0
## CV residual 69.9 65.1 -36.5 -36.5 -61.4 -65.4 -42.1 -49.1 -47.7 -64.1 -38.9
## 3862 3865 3869 3873 3875 3878 3879 3880 3881 3885 3887
## Predicted 133.5 143.9 139.8 127 110.0 104.9 105.29 100.62 100.62 125.2 123.6
## cvpred 133.4 143.9 139.8 127 109.6 103.9 104.88 100.21 100.21 125.2 123.4
## pm2.5 58.0 88.0 78.0 78 74.0 92.0 100.00 95.00 98.00 93.0 94.0
## CV residual -75.4 -55.9 -61.8 -49 -35.6 -11.9 -4.88 -5.21 -2.21 -32.2 -29.4
## 3891 3894 3896 3902 3903 3904 3906 3913 3915 3917 3924
## Predicted 142 144.1 136.2 80.3 79.3 81.96 93.4 115 132 140.5 119.4
## cvpred 142 144.3 136.2 79.8 78.2 81.52 93.1 115 132 140.8 119.3
## pm2.5 160 97.0 90.0 115.0 111.0 84.00 104.0 13 23 126.0 154.0
## CV residual 18 -47.3 -46.2 35.2 32.8 2.48 10.9 -102 -109 -14.8 34.7
## 3929 3932 3934 3936 3938 3939 3941 3949 3950 3951 3952
## Predicted 104.9 91.4 156 151 123.8 160.5 122.3 75.08 100.9 99.1 94.5
## cvpred 104.7 90.7 157 151 123.4 160.7 122.1 73.96 100.2 98.9 94.2
## pm2.5 174.0 198.0 35 38 68.0 63.0 63.0 65.00 68.0 67.0 77.0
## CV residual 69.3 107.3 -122 -113 -55.4 -97.7 -59.1 -8.96 -32.2 -31.9 -17.2
## 3954 3955 3956 3957 3960 3963 3967 3968 3970 3971
## Predicted 93.90 106.5 112.8 116.87 138.7770 153.0 148.4 101 81.8 114.8
## cvpred 93.61 106.4 112.8 116.85 138.9733 153.5 148.4 100 80.8 114.1
## pm2.5 85.00 95.0 100.0 118.00 139.0000 216.0 159.0 196 150.0 128.0
## CV residual -8.61 -11.4 -12.8 1.15 0.0267 62.5 10.6 96 69.2 13.9
## 3972 3975 3977 3980 3986 3988 3990 3991 3994 3998 4000
## Predicted 68.6 95.1 70.4 98.9 120.6 113.7 114.3 114.9 115.0 97.1 109.2
## cvpred 67.4 94.3 70.3 98.4 120.3 113.3 113.9 114.5 115.1 97.0 109.2
## pm2.5 139.0 117.0 75.0 118.0 139.0 149.0 155.0 86.0 63.0 120.0 130.0
## CV residual 71.6 22.7 4.7 19.6 18.7 35.7 41.1 -28.5 -52.1 23.0 20.8
## 4001 4002 4021 4023 4035 4036 4037 4040 4043 4044 4051 4057
## Predicted 105.1 115.5 158 130 165 121.4 164 109.7 100.2 130.7 130.0 150.1
## cvpred 105.2 115.6 159 130 166 121.5 164 109.3 99.5 130.4 130.2 150.2
## pm2.5 133.0 139.0 19 21 58 57.0 39 44.0 74.0 93.0 95.0 70.0
## CV residual 27.8 23.4 -140 -109 -108 -64.5 -125 -65.3 -25.5 -37.4 -35.2 -80.2
## 4060 4061 4062 4063 4067 4072 4074 4075 4076 4077 4079
## Predicted 160.5 156.9 156.4 154.2 114.32 86.0 92.3 109.5 119.9 128.7 139.2
## cvpred 160.7 157.6 156.6 154.3 113.62 85.5 91.9 109.3 119.8 128.5 138.6
## pm2.5 96.0 98.0 96.0 90.0 120.00 99.0 80.0 78.0 83.0 92.0 116.0
## CV residual -64.7 -59.6 -60.6 -64.3 6.38 13.5 -11.9 -31.3 -36.8 -36.5 -22.6
## 4080 4082 4088 4097 4101 4106 4108 4115 4116 4130 4134
## Predicted 137.6 117.2 78.3 23.3 98.1 126.0 134 108.7 62.2 101 113.3
## cvpred 136.9 116.4 76.9 21.8 97.8 126.3 134 108.8 61.1 100 112.8
## pm2.5 117.0 202.0 99.0 10.0 71.0 62.0 63 64.0 86.0 117 140.0
## CV residual -19.9 85.6 22.1 -11.8 -26.8 -64.3 -71 -44.8 24.9 17 27.2
## 4135 4163 4166 4168 4171 4176 4177 4178 4183 4187 4191
## Predicted 132.05 51.0 50.30 45.63 63.94 85.8 102.5 119.2 129.4 81.5 45.07
## cvpred 131.59 49.8 49.62 44.95 63.52 85.6 102.5 119.3 128.8 81.0 44.35
## pm2.5 122.00 136.0 42.00 35.00 55.00 69.0 54.0 78.0 100.0 104.0 49.00
## CV residual -9.59 86.2 -7.62 -9.95 -8.52 -16.6 -48.5 -41.3 -28.8 23.0 4.65
## 4195 4199 4204 4205 4206 4208 4211 4213 4214 4215 4216
## Predicted 46.7 103.9 127.4 131.1 114.8 121.0 100.1 78.3 63.2 61.5 63.7
## cvpred 46.1 103.6 127.5 130.6 114.1 120.1 99.6 77.1 62.0 60.6 62.9
## pm2.5 57.0 83.0 214.0 188.0 165.0 149.0 151.0 166.0 136.0 116.0 118.0
## CV residual 10.9 -20.6 86.5 57.4 50.9 28.9 51.4 88.9 74.0 55.4 55.1
## 4217 4221 4225 4226 4229 4230 4231 4234 4240 4241 4250
## Predicted 65.3 92.4 119.5 125.8 135 141.3 141.3 112.1 72.9 75.1 111.5
## cvpred 64.7 92.0 118.9 125.3 135 141.4 141.4 111.8 72.2 74.5 111.7
## pm2.5 107.0 131.0 190.0 207.0 252 238.0 224.0 209.0 152.0 149.0 97.0
## CV residual 42.3 39.0 71.1 81.7 117 96.6 82.6 97.2 79.8 74.5 -14.7
## 4253 4257 4259 4260 4262 4263 4265 4270 4276 4280 4286
## Predicted 121.9 108.9 99.8 93.3 86.4 82.2 75.3 101.3 148.44 106.37 96.1
## cvpred 122.2 108.4 99.1 92.7 85.7 82.0 75.0 100.6 148.41 105.79 95.9
## pm2.5 80.0 133.0 153.0 139.0 120.0 118.0 111.0 121.0 140.00 112.00 153.0
## CV residual -42.2 24.6 53.9 46.3 34.3 36.0 36.0 20.4 -8.41 6.21 57.1
## 4287 4291 4298 4305 4306 4309 4310 4311 4319 4320 4321
## Predicted 89.8 100 139 130.4 124.1 86.6 86.6 81.9 124.0 119.9 126.2
## cvpred 89.5 100 139 129.9 123.5 86.1 86.1 81.4 123.9 119.8 126.2
## pm2.5 164.0 189 228 201.0 211.0 172.0 134.0 153.0 153.0 170.0 188.0
## CV residual 74.5 89 89 71.1 87.5 85.9 47.9 71.6 29.1 50.2 61.8
## 4324 4329 4336 4337 4339 4343 4346 4347 4348 4349 4354
## Predicted 132.5 130.9 109.0 104.9 116.9 132 139.8 143.9 145.6 145.6 146.12
## cvpred 132.6 130.9 108.7 104.7 116.8 132 140.1 144.2 145.9 145.9 146.48
## pm2.5 154.0 205.0 150.0 159.0 174.0 203 198.0 203.0 241.0 239.0 154.00
## CV residual 21.4 74.1 41.3 54.3 57.2 71 57.9 58.8 95.1 93.1 7.52
## 4362 4368 4375 4376 4377 4382 4384 4386 4388 4394 4399
## Predicted 116.5 111.8 118 109.6 91.3 55.2 34.8 27.8 72.3 136.9 135
## cvpred 116.3 111.5 118 109.2 90.7 54.2 34.3 26.9 72.1 136.7 135
## pm2.5 28.0 37.0 11 17.0 20.0 17.0 12.0 14.0 31.0 43.0 55
## CV residual -88.3 -74.5 -107 -92.2 -70.7 -37.2 -22.3 -12.9 -41.1 -93.7 -80
## 4400 4401 4408 4414 4415 4418 4420 4421 4423 4426 4430
## Predicted 125.2 123.0 48.7 99.3 107.5 122.2 99.6 130.6 93.2 64.0 37.3
## cvpred 124.6 122.3 48.2 99.4 107.5 121.6 98.8 130.4 92.4 62.8 36.6
## pm2.5 50.0 73.0 85.0 67.0 54.0 94.0 153.0 168.0 145.0 103.0 58.0
## CV residual -74.6 -49.3 36.8 -32.4 -53.5 -27.6 54.2 37.6 52.6 40.2 21.4
## 4432 4435 4436 4437 4438 4439 4444 4445 4447 4448 4449
## Predicted 33.8 56.65 75.8 98.8 107.5 112.2 105.8 101.7 100.1 54.42 25.7
## cvpred 32.7 56.32 75.5 98.8 107.5 112.2 105.2 101.1 99.4 53.49 24.5
## pm2.5 43.0 51.00 60.0 61.0 66.0 77.0 132.0 114.0 78.0 59.00 35.0
## CV residual 10.3 -5.32 -15.5 -37.8 -41.5 -35.2 26.8 12.9 -21.4 5.51 10.5
## 4452 4456 4462 4470 4473 4474 4478 4479 4485 4489
## Predicted 8.44 -61.8 0.7722 86.2 8.77 -0.978 -14.8 -8.65 43.29 105.7
## cvpred 7.18 -63.4 -0.0824 86.0 7.57 -2.247 -16.1 -9.31 42.99 105.8
## pm2.5 15.00 10.0 34.0000 28.0 21.00 27.000 3.0 9.00 36.00 47.0
## CV residual 7.82 73.4 34.0824 -58.0 13.43 29.247 19.1 18.31 -6.99 -58.8
## 4490 4491 4492 4494 4497 4507 4513 4516 4517 4518 4524
## Predicted 107.9 107.5 107.5 124 97.8 95.9 115.3 113.7 126.3 132.1 12.4
## cvpred 108.2 107.2 107.2 124 97.7 95.4 115.2 113.5 126.3 131.7 10.6
## pm2.5 24.0 29.0 35.0 52 49.0 68.0 52.0 50.0 52.0 52.0 49.0
## CV residual -84.2 -78.2 -72.2 -72 -48.7 -27.4 -63.2 -63.5 -74.3 -79.7 38.4
## 4525 4526 4527 4535 4538 4539 4542 4543 4544 4546 4549
## Predicted 33.55 31.07 24.35 94.3 109.6 109.6 125.8 124 107.0 94.83 87.97
## cvpred 32.68 30.33 22.94 93.7 109.4 109.4 125.3 123 106.1 94.33 87.34
## pm2.5 31.00 28.00 21.00 70.0 86.0 81.0 69.0 79 84.0 86.00 90.00
## CV residual -1.68 -2.33 -1.94 -23.7 -23.4 -28.4 -56.3 -44 -22.1 -8.33 2.66
## 4550 4552 4553 4556 4558 4560 4561 4564 4566 4569
## Predicted 98.363 116.66 122.388 144.3 144.4 148.2 112.5 150.3 154.4 148.7
## cvpred 97.796 116.36 122.153 144.3 143.9 147.9 111.7 150.6 154.7 148.9
## pm2.5 97.000 119.00 123.000 83.0 91.0 58.0 31.0 68.0 88.0 98.0
## CV residual -0.796 2.64 0.847 -61.3 -52.9 -89.9 -80.7 -82.6 -66.7 -50.9
## 4570 4571 4573 4574 4576 4577 4578 4579 4585 4587 4593 4595
## Predicted 148.7 153 144.3 146.5 151.8 146 146 141.8 144.0 146 148.1 141.8
## cvpred 148.9 153 144.3 146.6 151.4 146 146 141.9 144.2 146 148.3 141.9
## pm2.5 84.0 79 100.0 116.0 92.0 72 83 88.0 77.0 107 168.0 181.0
## CV residual -64.9 -74 -44.3 -30.6 -59.4 -74 -63 -53.9 -67.2 -39 19.7 39.1
## 4596 4600 4603 4604 4607 4610 4611 4613 4615 4616 4619 4620
## Predicted 141.8 147.1 116 145.4 109 150.3 148 152 146.0 106.2 93.59 135.9
## cvpred 141.9 146.7 115 145.4 108 150.6 148 152 145.6 105.3 92.52 135.2
## pm2.5 164.0 186.0 220 193.0 211 60.0 42 45 87.0 92.0 86.00 111.0
## CV residual 22.1 39.3 105 47.6 103 -90.6 -106 -107 -58.6 -13.3 -6.52 -24.2
## 4629 4633 4636 4639 4643 4648 4650 4652 4653 4655 4663
## Predicted 107 141.0 143.2 145.3 100.0 78.6 80.2 80.2 74.5 94.3 93.7
## cvpred 106 140.8 143.2 144.5 98.5 76.9 78.7 78.7 72.9 92.7 92.1
## pm2.5 181 189.0 206.0 51.0 85.0 96.0 110.0 121.0 110.0 117.0 118.0
## CV residual 75 48.2 62.8 -93.5 -13.5 19.1 31.3 42.3 37.1 24.3 25.9
## 4666 4669 4670 4672 4674 4677 4679 4680 4681 4684
## Predicted 127.27 112.6 116.7474 112.6 114.3 130.5 130.9 132.6 138.9 140.5
## cvpred 125.98 111.8 115.9132 111.8 113.6 129.4 130.4 132.1 138.5 140.2
## pm2.5 120.00 161.0 116.0000 131.0 102.0 150.0 174.0 161.0 168.0 126.0
## CV residual -5.98 49.2 0.0868 19.2 -11.6 20.6 43.6 28.9 29.5 -14.2
## 4687 4688 4691 4692 4697 4698 4700 4704 4709 4712 4724
## Predicted 135.9 135.9 140.5 135.8 112.8 143.7 144 144 149.6 143.7 119.6
## cvpred 135.2 135.2 140.2 135.6 111.8 143.7 144 144 149.1 143.7 119.2
## pm2.5 167.0 163.0 216.0 193.0 211.0 183.0 262 266 225.0 231.0 161.0
## CV residual 31.8 27.8 75.8 57.4 99.2 39.3 118 122 75.9 87.3 41.8
## 4730 4737 4740 4742 4745 4748 4749 4752 4753 4757 4761
## Predicted 127.1 132.0 102.8 77.6 93.42 108.2 106.56 115.3 129.5 136.10 135.9
## cvpred 126.8 131.5 101.9 75.8 92.55 107.7 105.93 114.7 129.2 136.14 135.2
## pm2.5 57.0 100.0 172.0 176.0 98.00 130.0 111.00 176.0 219.0 140.00 83.0
## CV residual -69.8 -31.5 70.1 100.2 5.45 22.3 5.07 61.3 89.8 3.86 -52.2
## 4767 4768 4770 4773 4778 4782 4785 4786 4787 4793 4796 4803
## Predicted 91.2 84.9 92.9 120.5 129.0 140 136 130 124 132.3 115.0 118.0
## cvpred 90.2 83.8 91.9 119.9 128.6 140 136 129 123 132.1 114.1 117.5
## pm2.5 158.0 122.0 164.0 148.0 161.0 275 241 232 246 78.0 56.0 53.0
## CV residual 67.8 38.2 72.1 28.1 32.4 135 105 103 123 -54.1 -58.1 -64.5
## 4812 4816 4818 4824 4841 4842 4844 4845 4849 4850 4851
## Predicted 62.9 90.1 111.4 138 93.4 99.7 111 117.0 132.6 132.6 138.9
## cvpred 61.7 89.6 111.1 138 92.6 98.9 110 116.4 132.1 132.1 138.5
## pm2.5 34.0 47.0 36.0 34 42.0 53.0 62 70.0 67.0 73.0 91.0
## CV residual -27.7 -42.6 -75.1 -104 -50.6 -45.9 -48 -46.4 -65.1 -59.1 -47.5
## 4852 4854 4856 4857 4863 4865 4866 4871 4874 4878 4882
## Predicted 138.9 138.9 112 134.6 96.2 93.7 89.6 126.0 128.2 140.3 114
## cvpred 138.5 138.5 111 133.5 94.9 92.6 88.5 125.2 127.5 139.3 112
## pm2.5 121.0 202.0 227 227.0 153.0 130.0 137.0 170.0 207.0 233.0 222
## CV residual -17.5 63.5 116 93.5 58.1 37.4 48.5 44.8 79.5 93.7 110
## 4886 4887 4888 4895 4896 4899 4902 4903 4906 4914 4915
## Predicted 88.3 75.4 75.4 103.60 103.60 122.5 133.4 101.9 108.6 66.15 76.5
## cvpred 86.8 74.0 74.0 102.53 102.53 121.7 132.8 100.2 107.2 64.76 75.2
## pm2.5 154.0 144.0 122.0 101.00 105.00 85.0 114.0 116.0 125.0 60.00 64.0
## CV residual 67.2 70.0 48.0 -1.53 2.47 -36.7 -18.8 15.8 17.8 -4.76 -11.2
## 4917 4921 4926 4928 4930 4933 4936 4940 4941 4947 4948
## Predicted 97.9 112.4 128 100.3 110 80.5 77.9 91.0 97.3 128.2 123.7
## cvpred 96.7 111.3 127 98.5 109 78.3 76.4 89.7 96.1 127.5 122.4
## pm2.5 81.0 165.0 201 204.0 231 137.0 96.0 125.0 131.0 173.0 186.0
## CV residual -15.7 53.7 74 105.5 122 58.7 19.6 35.3 34.9 45.5 63.6
## 4950 4952 4956 4965 4966 4968 4969 4972 4975 4976 4978
## Predicted 134.5 126.1 82.5 125.0 125.4 133.4 127.6 131.4 137.7 136 110
## cvpred 133.9 124.8 80.5 123.6 124.6 132.7 126.9 130.9 137.3 135 108
## pm2.5 211.0 215.0 245.0 196.0 171.0 174.0 178.0 220.0 224.0 243 210
## CV residual 77.1 90.2 164.5 72.4 46.4 41.3 51.1 89.1 86.7 108 102
## 4983 4984 4985 4986 4987 4989 4997 5000 5001 5002 5005
## Predicted 82.5 77.8 81.9 85.7 96.1 108.7 139.6 137.9 131.6 129.5 97.2
## cvpred 81.5 76.8 80.9 84.9 95.4 108.2 139.5 137.8 131.4 129.1 96.5
## pm2.5 189.0 173.0 171.0 161.0 148.0 130.0 154.0 198.0 179.0 180.0 181.0
## CV residual 107.5 96.2 90.1 76.1 52.6 21.8 14.5 60.2 47.6 50.9 84.5
## 5008 5014 5015 5024 5028 5034 5038 5039 5041 5045 5049 5050
## Predicted 81.3 120.9 131.3 143.9 129 105 103 139 140 147 151.1 111
## cvpred 80.7 120.8 131.3 144.1 129 104 102 138 140 147 150.7 110
## pm2.5 198.0 169.0 172.0 155.0 192 244 276 246 246 216 206.0 215
## CV residual 117.3 48.2 40.7 10.9 63 140 174 108 106 69 55.3 105
## 5051 5052 5054 5055 5056 5058 5062 5063 5065 5068 5069
## Predicted 116.0 145.3 144.3 138.4 138 135 109.1 109.1 144.3 153.8 147.5
## cvpred 115.1 145.3 143.7 138.3 138 135 108.1 108.1 143.7 153.5 147.1
## pm2.5 204.0 229.0 227.0 192.0 240 302 165.0 170.0 185.0 201.0 208.0
## CV residual 88.9 83.7 83.3 53.7 102 167 56.9 61.9 41.3 47.5 60.9
## 5074 5075 5076 5077 5081 5091 5095 5097 5098 5101 5102 5107
## Predicted 140 107 101.5 93.0 64.6 136 138 101.7 72.3 68.2 60.4 74.6
## cvpred 139 106 100.6 91.9 63.4 136 138 100.2 70.5 66.7 59.5 74.0
## pm2.5 281 306 182.0 46.0 21.0 35 33 53.0 57.0 47.0 49.0 25.0
## CV residual 142 200 81.4 -45.9 -42.4 -101 -105 -47.2 -13.5 -19.7 -10.5 -49.0
## 5108 5109 5111 5123 5125 5126 5129 5132 5137 5138 5139
## Predicted 95.4 100.1 119.2 95.8 81.2 71.991 65.3 85.8 112.8 131.1 135.2
## cvpred 94.9 99.6 118.8 94.6 80.4 70.695 64.7 85.6 112.9 131.4 135.5
## pm2.5 28.0 23.0 66.0 117.0 100.0 71.000 36.0 41.0 74.0 71.0 83.0
## CV residual -66.9 -76.6 -52.8 22.4 19.6 0.305 -28.7 -44.6 -38.9 -60.4 -52.5
## 5140 5141 5145 5148 5151 5153 5154 5163 5171 5175 5179
## Predicted 136.9 136.9 135.24 81.8 99.8 110.6 112.2 104.3 139 105.0 96.3
## cvpred 137.2 137.2 135.51 80.8 99.0 110.5 112.2 103.5 138 104.1 95.4
## pm2.5 94.0 85.0 142.00 166.0 139.0 165.0 174.0 199.0 205 69.0 33.0
## CV residual -43.2 -52.2 6.49 85.2 40.0 54.5 61.8 95.5 67 -35.1 -62.4
## 5182 5183 5186 5189 5191 5195 5196 5199 5200 5201 5202
## Predicted 96.8 96.8 115.8 103.1 101.5 11.6 18.46 3.69 -2.60 -2.03 -6.13
## cvpred 96.0 96.0 115.2 102.4 100.6 10.0 17.04 1.94 -4.45 -3.85 -7.92
## pm2.5 41.0 37.0 36.0 31.0 32.0 23.0 15.00 11.00 13.00 16.00 24.00
## CV residual -55.0 -59.0 -79.2 -71.4 -68.6 13.0 -2.04 9.06 17.45 19.85 31.92
## 5206 5207 5213 5223 5224 5227 5228 5232 5236 5238 5242
## Predicted 34.9 25.1 88.0 48.8 48.8 76.9 87.8 113.3 128.7 128.7 114.34
## cvpred 33.4 23.6 86.9 47.5 47.5 75.9 86.9 112.5 127.8 127.8 113.65
## pm2.5 12.0 12.0 16.0 18.0 18.0 19.0 18.0 48.0 85.0 79.0 108.00
## CV residual -21.4 -11.6 -70.9 -29.5 -29.5 -56.9 -68.9 -64.5 -42.8 -48.8 -5.65
## 5243 5244 5245 5251 5253 5255 5264 5266 5269 5270
## Predicted 111.59 105.30 106.9232 101.1 103.9 97.8 110.0 97.4 107.9 96.9
## cvpred 110.73 104.34 106.0559 100.7 103.6 96.7 109.3 96.6 107.6 96.6
## pm2.5 105.00 106.00 106.0000 38.0 42.0 38.0 56.0 57.0 75.0 81.0
## CV residual -5.73 1.66 -0.0559 -62.7 -61.6 -58.7 -53.3 -39.6 -32.6 -15.6
## 5280 5281 5286 5288 5289 5290 5291 5292 5294 5296 5297 5299 5300
## Predicted 130.7 112 148.6 142.7 143 133 131 116 101 103 103 109 116
## cvpred 129.9 111 148.8 142.1 143 133 130 115 101 102 102 109 115
## pm2.5 221.0 221 231.0 211.0 255 258 246 239 224 221 208 224 270
## CV residual 91.1 110 82.2 68.9 112 125 116 124 123 119 106 115 155
## 5301 5305 5306 5309 5317 5318 5321 5322 5323 5327 5333
## Predicted 124 138 104 93.6 63.2 73.8 85.2 101.9 108.2 133.6 147.8
## cvpred 123 137 103 92.5 62.0 72.8 84.4 101.3 107.7 133.2 147.7
## pm2.5 271 336 360 284.0 40.0 60.0 121.0 155.0 168.0 172.0 122.0
## CV residual 148 199 257 191.5 -22.0 -12.8 36.6 53.7 60.3 38.8 -25.7
## 5335 5338 5340 5342 5345 5350 5352 5354 5360 5362 5375
## Predicted 143.7 135 135 135.25 122.4 130.4 143.4 150.9 156.6 125.2 137.5
## cvpred 143.7 135 135 134.96 122.2 129.9 143.6 150.8 156.5 124.6 136.8
## pm2.5 100.0 120 223 128.00 96.0 76.0 70.0 81.0 115.0 110.0 96.0
## CV residual -43.7 -15 88 -6.96 -26.2 -53.9 -73.6 -69.8 -41.5 -14.6 -40.8
## 5376 5379 5380 5388 5389 5390 5391 5392 5393 5394 5395
## Predicted 139.6 147.5 147.5 135.7 135.7 129.0 131.1 124.8 124.8 132.7 132.7
## cvpred 139.5 147.6 147.6 135.5 135.5 128.1 130.8 124.4 124.4 132.5 132.5
## pm2.5 111.0 88.0 79.0 174.0 167.0 184.0 194.0 190.0 146.0 183.0 157.0
## CV residual -28.5 -59.6 -68.6 38.5 31.5 55.9 63.2 65.6 21.6 50.5 24.5
## 5396 5466 5469 5471 5472 5479 5481 5485 5487 5492 5494
## Predicted 138.99 58.4 74.05 94.8 111.5 137.1 121 61.8 59.3 86.4 107.7
## cvpred 138.91 57.7 73.41 94.3 111.2 136.4 120 60.7 58.3 85.6 107.1
## pm2.5 144.00 68.0 68.00 79.0 68.0 158.0 166 173.0 125.0 152.0 145.0
## CV residual 5.09 10.3 -5.41 -15.3 -43.2 21.6 46 112.3 66.7 66.4 37.9
## 5496 5499 5501 5508 5510 5511 5512 5513 5518 5519 5522 5525
## Predicted 126.8 131 137 119 113 115 115 124.9 93.7 92.324 138 103.8
## cvpred 126.3 130 137 117 112 114 114 124.1 92.1 90.926 137 102.5
## pm2.5 171.0 300 281 230 309 283 237 164.0 136.0 90.000 106 84.0
## CV residual 44.7 170 144 113 197 169 123 39.9 43.9 -0.926 -31 -18.5
## 5530 5538 5540 5545 5547 5549 5553 5554 5557 5558 5565
## Predicted 86.3 107.21 94.6 129.1 99.8 135.0 80.9 72.4 86.9 89.20 122.3
## cvpred 84.6 106.09 92.7 128.2 98.0 133.6 78.8 70.1 84.8 87.55 121.2
## pm2.5 102.0 116.00 121.0 195.0 152.0 165.0 119.0 88.0 63.0 79.00 132.0
## CV residual 17.4 9.91 28.3 66.8 54.0 31.4 40.2 17.9 -21.8 -8.55 10.8
## 5566 5567 5575 5576 5577 5581 5585 5590 5600 5605 5607
## Predicted 122.83 129.1 140.4 140.4 100.5 98.6 113.5 95.1 108.3 52.3 76.9
## cvpred 121.82 128.2 139.4 139.4 99.1 97.3 112.5 93.9 107.3 50.4 75.9
## pm2.5 113.00 63.0 52.0 52.0 53.0 51.0 19.0 29.0 11.0 11.0 18.0
## CV residual -8.82 -65.2 -87.4 -87.4 -46.1 -46.3 -93.5 -64.9 -96.3 -39.4 -57.9
## 5610 5611 5616 5619 5621 5622 5625 5627 5635 5637 5641
## Predicted 86.7 99.3 130.0 143.7 110.8 139.6 89.6 74.88 99.0 116.3 131.3
## cvpred 85.7 98.5 129.4 142.9 109.6 138.8 88.1 72.99 97.9 115.4 130.5
## pm2.5 11.0 24.0 42.0 57.0 61.0 64.0 76.0 66.00 59.0 108.0 186.0
## CV residual -74.7 -74.5 -87.4 -85.9 -48.6 -74.8 -12.1 -6.99 -38.9 -7.4 55.5
## 5644 5647 5649 5650 5652 5658 5661 5672 5674 5681 5687
## Predicted 134.7 139.4 102.0 124.6 102.1 89.2 104.5 142.1 116.9 78.80 133.6
## cvpred 133.6 138.2 100.3 123.1 100.9 88.1 103.8 141.2 115.6 77.63 132.5
## pm2.5 178.0 177.0 159.0 181.0 157.0 70.0 34.0 93.0 100.0 73.00 184.0
## CV residual 44.4 38.8 58.7 57.9 56.1 -18.1 -69.8 -48.2 -15.6 -4.63 51.5
## 5689 5692 5693 5699 5701 5703 5708 5711 5715 5719 5720
## Predicted 104.8 99.743 99.7 46.2 31.1 31.2 111.59 56.0 74.3 97.3 84.7
## cvpred 103.3 98.523 98.5 44.0 28.8 28.9 110.73 54.4 72.9 96.2 83.4
## pm2.5 122.0 98.000 70.0 60.0 42.0 41.0 102.00 22.0 36.0 35.0 42.0
## CV residual 18.7 -0.523 -28.5 16.0 13.2 12.1 -8.73 -32.4 -36.9 -61.2 -41.4
## 5723 5727 5728 5730 5733 5734 5738 5740 5742 5746 5750
## Predicted 66.1 67.7 58.9 73.8 88.6 91.1 130.7 104.6 104.6 61.2 60.4
## cvpred 64.2 66.1 57.4 72.9 88.0 90.4 130.5 103.7 103.7 59.5 59.5
## pm2.5 40.0 31.0 24.0 26.0 59.0 66.0 94.0 48.0 73.0 24.0 17.0
## CV residual -24.2 -35.1 -33.4 -46.9 -29.0 -24.4 -36.5 -55.7 -30.7 -35.5 -42.5
## 5751 5753 5755 5761 5764 5769 5772 5774 5775 5776 5780
## Predicted 53.7 57.9 82.8 133.70 147.9 101.3 98.8 84.2 79.5 77.02 100.55
## cvpred 52.1 57.2 82.2 133.34 147.8 100.2 97.4 83.3 78.6 76.27 100.12
## pm2.5 22.0 11.0 42.0 132.00 168.0 135.0 82.0 110.0 138.0 79.00 91.00
## CV residual -30.1 -46.2 -40.2 -1.34 20.2 34.8 -15.4 26.7 59.4 2.73 -9.12
## 5798 5799 5802 5804 5816 5820 5821 5822 5823 5824 5829
## Predicted 92.9 92.5 109.0 121.62 141.7 117.0 127.4 114.8 108.5 108.55 132.1
## cvpred 92.0 91.0 108.3 121.07 141.1 116.5 126.9 114.2 107.8 107.77 131.6
## pm2.5 61.0 77.0 74.0 128.00 112.0 92.0 102.0 92.0 89.0 103.00 89.0
## CV residual -31.0 -14.0 -34.3 6.93 -29.1 -24.5 -24.9 -22.2 -18.8 -4.77 -42.6
## 5838 5840 5842 5843 5846 5847 5850 5861 5862 5863 5867
## Predicted 100.8 139.4 89.1 81.2 70.2 57.634 65.5 84.98 89.6 89.6 56.58
## cvpred 99.6 138.2 87.5 79.4 68.3 55.536 63.6 83.42 88.1 88.1 54.42
## pm2.5 79.0 90.0 76.0 44.0 45.0 55.000 43.0 85.00 49.0 45.0 51.00
## CV residual -20.6 -48.2 -11.5 -35.4 -23.3 -0.536 -20.6 1.58 -39.1 -43.1 -3.42
## 5868 5882 5883 5885 5890 5892 5896 5897 5901 5903 5912
## Predicted 56.58 91.6 91.6 93.18 83.4 78.7 107.1 107.1 128.4 132.2 139.1
## cvpred 54.42 89.8 89.8 91.56 81.7 77.0 105.7 105.7 127.2 131.2 138.2
## pm2.5 50.00 284.0 228.0 94.00 95.0 52.0 62.0 70.0 103.0 142.0 92.0
## CV residual -4.42 194.2 138.2 2.44 13.3 -25.0 -43.7 -35.7 -24.2 10.8 -46.2
## 5915 5918 5919 5920 5922 5923 5931 5934 5939 5940 5944
## Predicted 62.0 78.5 82.17 84.2 94.6 96.81 138.5 140.7 111.7 107.1 97.59
## cvpred 60.2 77.6 80.67 83.4 93.8 96.17 137.6 139.9 110.3 105.7 96.71
## pm2.5 72.0 86.0 77.00 71.0 80.0 88.00 92.0 100.0 146.0 133.0 89.00
## CV residual 11.8 8.4 -3.67 -12.4 -13.8 -8.17 -45.6 -39.9 35.7 27.3 -7.71
## 5946 5949 5951 5952 5953 5954 5955 5959 5961 5964
## Predicted 95.12 114.84 135.89 139.56 141.7 142.18 141.7 146.4 135.7 67.2
## cvpred 94.36 114.16 135.66 138.73 141.1 142.05 141.1 145.7 134.7 65.4
## pm2.5 87.00 117.00 144.00 147.00 129.0 148.00 163.0 182.0 151.0 135.0
## CV residual -7.36 2.84 8.34 8.27 -12.1 5.95 21.9 36.3 16.3 69.6
## 5965 5977 5978 5980 5984 5987 5989 5993 5994 6000 6001
## Predicted 51.5 105 105 87.9 126.2 79.1 54.74 87.8 96.0 123.5 132.3
## cvpred 49.6 103 103 86.3 124.9 77.1 52.71 86.9 95.1 122.6 131.3
## pm2.5 117.0 226 250 249.0 222.0 210.0 56.00 48.0 43.0 74.0 103.0
## CV residual 67.4 123 147 162.7 97.1 132.9 3.29 -38.9 -52.1 -48.6 -28.3
## 6004 6007 6008 6010 6015 6017 6023 6024 6029 6030 6037 6038
## Predicted 146.5 141 113.8 122.2 63 73.1 103 129.7 135.2 141.5 94.8 96.8
## cvpred 145.8 141 112.6 120.9 62 72.4 102 129.4 134.7 141.1 93.5 96.2
## pm2.5 69.0 129 133.0 81.0 113 97.0 128 118.0 109.0 159.0 216.0 211.0
## CV residual -76.8 -12 20.4 -39.9 51 24.6 26 -11.4 -25.7 17.9 122.5 114.8
## 6040 6042 6043 6045 6047 6048 6049 6050 6051 6055 6057
## Predicted 93.8 100.1 110.45 123.59 134.0 131.5 142 114.8 114.8 158 62.2
## cvpred 93.2 99.6 110.06 123.45 133.9 131.6 142 114.1 114.1 158 61.2
## pm2.5 122.0 85.0 114.00 131.00 147.0 160.0 175 176.0 193.0 50 57.0
## CV residual 28.8 -14.6 3.94 7.55 13.1 28.4 33 61.9 78.9 -108 -4.2
## 6060 6063 6067 6077 6095 6098 6100 6102 6103 6110 6114 6117
## Predicted 24.7 5.03 17.0 99.9 129.9 136.2 108 109.0 120.0 42.2 64.5 100.6
## cvpred 23.4 3.63 15.8 99.5 129.8 136.2 108 108.3 119.4 40.6 63.6 100.2
## pm2.5 62.0 24.00 27.0 28.0 76.0 207.0 221 98.0 69.0 69.0 115.0 132.0
## CV residual 38.6 20.37 11.2 -71.5 -53.8 70.8 113 -10.3 -50.4 28.4 51.4 31.8
## 6119 6120 6122 6130 6134 6140 6144 6145 6146 6154 6164
## Predicted 115.7 99.0 131.9 97.2 62.7 75.5 111.8 134.4 139 55.7 99.3
## cvpred 115.3 97.9 131.2 95.8 60.9 74.6 110.7 133.5 138 53.8 98.5
## pm2.5 132.0 155.0 155.0 120.0 141.0 138.0 191.0 209.0 275 160.0 169.0
## CV residual 16.7 57.1 23.8 24.2 80.1 63.4 80.3 75.5 137 106.2 70.5
## 6165 6168 6169 6174 6175 6176 6181 6185 6186 6187 6190 6194
## Predicted 116.0 130.6 131 141 139 139 94.3 93.5 93.5 99.8 125 125.2
## cvpred 115.4 129.5 131 140 138 138 93.3 92.6 92.6 99.0 125 124.6
## pm2.5 212.0 225.0 321 414 349 298 313.0 187.0 211.0 196.0 297 186.0
## CV residual 96.6 95.5 190 274 211 160 219.7 94.4 118.4 97.0 172 61.4
## 6195 6199 6200 6206 6207 6208 6209 6212 6214 6215 6217
## Predicted 132 137.8 136.2 120 121.1 121.1 122.7 138 142.7 142.7 146.6
## cvpred 131 137.4 135.7 119 120.6 120.6 122.3 138 142.7 142.7 146.7
## pm2.5 205 188.0 181.0 244 199.0 157.0 194.0 174 153.0 104.0 117.0
## CV residual 74 50.6 45.3 125 78.4 36.4 71.7 36 10.3 -38.7 -29.7
## 6218 6222 6226 6230 6232 6237 6238 6240 6242 6243 6245 6249
## Predicted 152.8 150.9 149 119 125.3 153 124 120.1 120.1 151 117.0 126
## cvpred 153.1 151.3 149 118 124.7 153 124 119.5 119.5 150 116.5 126
## pm2.5 94.0 84.0 34 13 33.0 12 8 31.0 20.0 19 17.0 20
## CV residual -59.1 -67.3 -115 -105 -91.7 -141 -116 -88.5 -99.5 -131 -99.5 -106
## 6253 6262 6263 6266 6267 6269 6272 6273 6276 6277 6278
## Predicted 117.9 150 145 122.0 122.0 119.5 110.4 104.12 125.14 79.0 99.1
## cvpred 117.2 150 145 121.3 121.3 118.9 109.6 103.16 124.29 77.6 98.1
## pm2.5 33.0 44 44 45.0 54.0 55.0 84.0 106.00 118.00 138.0 118.0
## CV residual -84.2 -106 -101 -76.3 -67.3 -63.9 -25.6 2.84 -6.29 60.4 19.9
## 6281 6282 6283 6292 6294 6298 6300 6303 6304 6308 6309
## Predicted 97.1 103.4 107.2 109.0 148.87 93.2 93.2 105.8 94.8 117 115.2
## cvpred 96.7 103.1 107.2 108.3 148.62 92.1 92.1 104.9 93.8 116 114.3
## pm2.5 49.0 37.0 47.0 76.0 147.00 99.0 119.0 128.0 106.0 34 35.0
## CV residual -47.7 -66.1 -60.2 -32.3 -1.62 6.9 26.9 23.1 12.2 -82 -79.3
## 6310 6312 6314 6315 6317 6473 6551 6554 6561 6568 6570 6571
## Predicted 119.8 121.4 124 118 125 -8.48 146.6 150 105.0 103 115 130
## cvpred 118.9 120.7 123 117 124 -9.55 145.9 150 103.9 102 115 129
## pm2.5 52.0 49.0 20 11 4 45.00 204.0 268 162.0 224 259 247
## CV residual -66.9 -71.7 -103 -106 -120 54.55 58.1 118 58.1 122 144 118
## 6572 6575 6579 6582 6586 6590 6596 6602 6603 6605 6606
## Predicted 130 88.3 149.1 114.5 99.5 57.6 75.4 94.8 88.6 65.9 59.6
## cvpred 129 86.9 149.1 113.6 98.5 56.6 74.7 94.5 88.1 65.4 59.0
## pm2.5 266 242.0 67.0 54.0 34.0 12.0 6.0 13.0 12.0 13.0 12.0
## CV residual 137 155.1 -82.1 -59.6 -64.5 -44.6 -68.7 -81.5 -76.1 -52.4 -47.0
## 6607 6612 6618 6621 6625 6627 6628 6629 6630 6642 6649
## Predicted 59.6 25.2 16.12 31.7 109 104.7 111.0 111.0 105 82.7 147.6
## cvpred 59.0 24.2 14.87 30.6 109 104.4 110.8 110.8 105 82.3 147.6
## pm2.5 12.0 12.0 5.00 7.0 9 21.0 25.0 22.0 14 24.0 85.0
## CV residual -47.0 -12.2 -9.87 -23.6 -100 -83.4 -85.8 -88.8 -91 -58.3 -62.6
## 6650 6651 6652 6654 6655 6657 6658 6664 6665 6669 6670
## Predicted 129.1 122.5 133.5 122.5 116 103.3 91.4 70.6 81.0 147.8 150.0
## cvpred 128.8 122.4 133.5 122.4 116 102.6 90.5 70.0 80.5 147.5 149.8
## pm2.5 88.0 90.0 73.0 50.0 43 52.0 31.0 56.0 60.0 133.0 166.0
## CV residual -40.8 -32.4 -60.5 -72.4 -73 -50.6 -59.5 -14.0 -20.5 -14.5 16.2
## 6671 6673 6676 6681 6682 6683 6688 6689 6699 6707 6708 6720
## Predicted 144.15 123.9 163.15 113.2 139.9 123 93.3 104 130 133 113 154
## cvpred 144.43 123.5 163.21 112.5 139.4 123 92.7 103 130 132 112 153
## pm2.5 152.00 206.0 170.00 154.0 198.0 252 284.0 252 468 381 359 423
## CV residual 7.57 82.5 6.79 41.5 58.6 129 191.3 149 338 249 247 270
## 6721 6722 6726 6731 6743 6744 6751 6756 6760 6761 6764 6766 6767
## Predicted 125 151 162 139 156 157 169 141 123 124 114 132 132
## cvpred 124 151 162 138 156 157 169 140 123 124 114 132 132
## pm2.5 429 439 408 350 459 378 329 307 396 435 429 430 431
## CV residual 305 288 246 212 303 221 160 167 273 311 315 298 299
## 6768 6770 6773 6777 6788 6791 6795 6796 6798 6800 6801 6804
## Predicted 132 141 170 129 160 114 114 114 90.2 103.6 100.4 71.8
## cvpred 132 141 170 129 160 113 114 114 89.8 103.2 99.8 70.8
## pm2.5 440 438 394 383 420 348 6 5 6.0 16.0 2.0 5.0
## CV residual 308 297 224 254 260 235 -108 -109 -83.8 -87.2 -97.8 -65.8
## 6805 6806 6809 6810 6816 6819 6820 6821 6825 6826 6835
## Predicted 50.3 65.5 57.6 66 96.6 113.9 153.8 154 99.1 80.8 112
## cvpred 49.2 64.4 56.3 65 95.8 113.3 153.6 154 98.2 79.6 112
## pm2.5 4.0 7.0 10.0 10 21.0 45.0 56.0 42 42.0 32.0 45
## CV residual -45.2 -57.4 -46.3 -55 -74.8 -68.3 -97.6 -112 -56.2 -47.6 -67
## 6837 6838 6839 6840 6857 6858 6863 6865 6871 6872 6879
## Predicted 131.2 141.5 143 143 85.9 102.593 111.8 87.2 87.3 91.9 13.15
## cvpred 131.2 141.7 143 143 85.7 102.589 111.3 86.4 87.0 91.7 12.01
## pm2.5 75.0 107.0 125 154 137.0 102.000 164.0 41.0 2.0 7.0 7.00
## CV residual -56.2 -34.7 -18 11 51.3 -0.589 52.7 -45.4 -85.0 -84.7 -5.01
## 6881 6882 6885 6886 6887 6888 6889 6890 6893 6896 6899
## Predicted 13.15 15.34 68.4 64.3 69.0 35.63 41.9 45.7 72.2 64.0 27.9
## cvpred 12.01 14.33 67.8 63.8 68.4 34.74 41.1 45.2 71.9 63.7 27.1
## pm2.5 11.00 18.00 22.0 13.0 21.0 30.00 19.0 19.0 56.0 48.0 9.0
## CV residual -1.01 3.67 -45.8 -50.8 -47.4 -4.74 -22.1 -26.2 -15.9 -15.7 -18.1
## 6900 6903 6909 6910 6920 6925 6932 6944 6948 6950 6952
## Predicted 23.3 69.8 87.7 136.1 123.3 99.4 122.9 90.6 86.8 92.5 94.1
## cvpred 22.4 70.0 87.6 136.4 123.5 99.2 123.1 90.7 86.7 92.5 94.2
## pm2.5 8.0 26.0 71.0 64.0 73.0 123.0 53.0 34.0 38.0 46.0 44.0
## CV residual -14.4 -44.0 -16.6 -72.4 -50.5 23.8 -70.1 -56.7 -48.7 -46.5 -50.2
## 6954 6957 6960 6962 6964 6967 6969 6973 6974 6978 6984
## Predicted 99.8 114.7 127.0 119.3 120.9 125 114.7 86.3 106.5 118.5 151
## cvpred 100.0 114.2 126.4 119.2 120.9 124 114.2 85.4 105.8 117.9 151
## pm2.5 64.0 62.0 89.0 73.0 86.0 71 77.0 71.0 75.0 64.0 39
## CV residual -36.0 -52.2 -37.4 -46.2 -34.9 -53 -37.2 -14.4 -30.8 -53.9 -112
## 6986 6988 6990 6992 6993 6998 7012 7014 7020 7024 7027 7028
## Predicted 153 152 152.6 154.6 147.1 136 145.5 116.2 92.61 136 106.9 136
## cvpred 153 152 152.8 154.2 147.1 136 145.4 115.2 91.29 135 105.8 135
## pm2.5 43 45 57.0 57.0 63.0 89 88.0 81.0 89.00 81 80.0 74
## CV residual -110 -107 -95.8 -97.2 -84.1 -47 -57.4 -34.2 -2.29 -54 -25.8 -61
## 7029 7030 7035 7037 7042 7043 7045 7046 7047 7049 7056
## Predicted 113.2 113.2 147.8 109.49 114.24 143.1 138.4 105 139 135.8 116.9
## cvpred 112.2 112.2 147.2 108.62 113.33 142.5 137.9 104 139 135.9 116.2
## pm2.5 85.0 91.0 93.0 101.00 115.00 130.0 154.0 172 151 109.0 179.0
## CV residual -27.2 -21.2 -54.2 -7.62 1.67 -12.5 16.1 68 12 -26.9 62.8
## 7060 7063 7067 7068 7070 7074 7075 7076 7078 7091 7096
## Predicted 147.39 112.2 137.9 110.6 138.9 116 122.1 105.3 145.2 109.4 133
## cvpred 147.08 111.5 137.3 109.8 138.4 115 121.3 104.5 144.8 108.5 132
## pm2.5 152.00 137.0 154.0 161.0 161.0 197 201.0 195.0 187.0 188.0 260
## CV residual 4.92 25.5 16.7 51.2 22.6 82 79.7 90.5 42.2 79.5 128
## 7097 7098 7101 7103 7104 7105 7108 7115 7116 7117 7118 7121 7127
## Predicted 144 121 150 109 109 109 115 116 117 118 115 101 83.3
## cvpred 143 120 150 108 108 108 114 116 116 117 115 100 82.6
## pm2.5 271 265 261 278 270 262 259 13 11 12 12 10 14.0
## CV residual 128 145 111 170 162 154 145 -103 -105 -105 -103 -90 -68.6
## 7132 7135 7136 7138 7139 7140 7144 7147 7148 7150 7157
## Predicted 55.5 49.5 41.6 41.3 39.1 24.05 8.13724 15.6 18.60 22.2 50.2
## cvpred 54.7 48.9 40.8 40.2 37.9 22.77 7.00336 14.6 17.55 21.1 49.1
## pm2.5 8.0 16.0 10.0 15.0 15.0 14.00 7.00000 12.0 14.00 11.0 6.0
## CV residual -46.7 -32.9 -30.8 -25.2 -22.9 -8.77 -0.00336 -2.6 -3.55 -10.1 -43.1
## 7161 7162 7163 7166 7168 7172 7173 7174 7176 7179 7183
## Predicted 71.9 34.4 40.7 5.89 40.3 102.0 106.1 88 133.6 153 152.5
## cvpred 70.7 32.9 39.4 4.38 39.4 101.5 105.6 88 133.9 153 152.6
## pm2.5 6.0 7.0 8.0 8.00 12.0 28.0 35.0 32 35.0 46 74.0
## CV residual -64.7 -25.9 -31.4 3.62 -27.4 -73.5 -70.6 -56 -98.9 -107 -78.6
## 7191 7192 7194 7195 7197 7199 7205 7206 7213 7214 7222
## Predicted 77.44 83.16 99.8 124.8 141.5 129.9 156.3 110.7 74.5 61.4 82.9
## cvpred 77.36 83.15 100.0 124.6 141.4 129.7 156.5 110.5 73.5 60.1 82.6
## pm2.5 83.00 77.00 90.0 88.0 112.0 158.0 111.0 91.0 45.0 42.0 41.0
## CV residual 5.64 -6.15 -10.0 -36.6 -29.4 28.3 -45.5 -19.5 -28.5 -18.1 -41.6
## 7225 7227 7229 7235 7242 7249 7254 7255 7262 7268 7271
## Predicted 109.8 112.0 107.9 43.42 56.9 98.9 109.6 107.9 4.54 57.4 138.2
## cvpred 109.3 111.6 107.5 41.91 56.4 98.2 109.3 107.5 2.90 57.0 137.9
## pm2.5 47.0 76.0 72.0 49.00 24.0 52.0 47.0 51.0 23.00 102.0 68.0
## CV residual -62.3 -35.6 -35.5 7.09 -32.4 -46.2 -62.3 -56.5 20.10 45.0 -69.9
## 7272 7274 7278 7279 7285 7291 7292 7293 7294 7295 7298
## Predicted 100.5 106.80 106.5 108.7 32.7 105.6 120.11 132.7 91.18 103.8 110.6
## cvpred 99.9 106.33 106.3 108.6 31.3 105.3 119.83 132.6 90.59 103.4 110.4
## pm2.5 64.0 102.00 76.0 51.0 57.0 76.0 111.00 98.0 89.00 77.0 83.0
## CV residual -35.9 -4.33 -30.3 -57.6 25.7 -29.3 -8.83 -34.6 -1.59 -26.4 -27.4
## 7360 7366 7367 7368 7378 7381 7389 7391 7392 7393 7400
## Predicted 47.88 146.9 113.9 107.6 72.0 61.3 136 140.6 96.6 115.5 105.1
## cvpred 47.12 147.1 113.8 107.4 71.4 60.5 136 140.7 96.4 115.5 105.1
## pm2.5 50.00 167.0 183.0 154.0 50.0 30.0 63 119.0 136.0 144.0 67.0
## CV residual 2.88 19.9 69.2 46.6 -21.4 -30.5 -73 -21.7 39.6 28.5 -38.1
## 7407 7409 7419 7420 7422 7425 7427 7428 7430 7433 7434 7437
## Predicted 51.28 65.5 131.8 127.7 129.9 149.1 131.8 113 104 120 139 163
## cvpred 50.98 65.5 132.3 128.2 130.5 149.7 131.9 113 103 120 140 164
## pm2.5 58.00 98.0 221.0 195.0 143.0 127.0 164.0 249 298 352 374 400
## CV residual 7.02 32.5 88.7 66.8 12.5 -22.7 32.1 136 195 232 234 236
## 7444 7445 7446 7449 7453 7456 7459 7463 7464 7471 7475
## Predicted 109.6 156 158 74.9 44.0 42.4 42.5 68.5 51.8 74.5 40.6
## cvpred 109.6 156 159 74.7 43.9 42.2 42.3 68.5 51.6 74.3 40.1
## pm2.5 95.0 34 18 12.0 17.0 14.0 10.0 10.0 9.0 7.0 8.0
## CV residual -14.6 -122 -141 -62.7 -26.9 -28.2 -32.3 -58.5 -42.6 -67.3 -32.1
## 7476 7479 7481 7483 7484 7486 7488 7490 7492 7494 7495 7496
## Predicted 22.0 9.18 5.08 21.76 40.9 64.5 63.9 128 110.9 116.6 133 156
## cvpred 21.5 8.66 4.59 21.44 40.6 64.5 63.9 129 111.5 117.3 134 158
## pm2.5 10.0 6.00 7.00 17.00 19.0 42.0 13.0 25 15.0 19.0 21 39
## CV residual -11.5 -2.66 2.41 -4.44 -21.6 -22.5 -50.9 -104 -96.5 -98.3 -113 -119
## 7497 7500 7502 7503 7507 7508 7510 7513 7516 7517 7518
## Predicted 159 93.1 98.6 99.8 118.8 122.9 162.7 131.6 131.29 137.6 131.3
## cvpred 160 93.5 99.8 100.5 119.5 123.6 163.9 132.3 132.28 138.7 132.3
## pm2.5 45 47.0 75.0 71.0 78.0 99.0 128.0 144.0 129.00 114.0 94.0
## CV residual -115 -46.5 -24.8 -29.5 -41.5 -24.6 -35.9 11.7 -3.28 -24.7 -38.3
## 7519 7520 7522 7527 7528 7533 7534 7539 7541 7544 7546
## Predicted 137.6 140 154.2 102.6 102.6 164.7 144 114.2 166.1 88.7 91.2
## cvpred 138.7 141 155.2 103.8 103.8 166.5 145 115.2 167.7 89.6 92.0
## pm2.5 70.0 99 80.0 126.0 121.0 230.0 207 155.0 149.0 302.0 27.0
## CV residual -68.7 -42 -75.2 22.2 17.2 63.5 62 39.8 -18.7 212.4 -65.0
## 7552 7553 7554 7555 7556 7558 7559 7560 7568 7574 7577 7583
## Predicted 91.2 91.2 91.2 91.2 114 128 128 128 132.1 132.1 132.1 33.5
## cvpred 92.0 92.0 92.0 92.0 115 129 129 129 133.4 133.4 133.4 33.6
## pm2.5 11.0 12.0 12.0 9.0 10 8 6 7 45.0 68.0 99.0 112.0
## CV residual -81.0 -80.0 -80.0 -83.0 -105 -121 -123 -122 -88.4 -65.4 -34.4 78.4
## 7590 7594 7595 7601 7606 7607 7624 7627 7628 7633 7634
## Predicted 50.7 52.1 52.1 52.1 82.6 82.6 82.6 82.6 82.6 82.6 82.6
## cvpred 51.0 52.3 52.3 52.3 82.1 82.1 82.1 82.1 82.1 82.1 82.1
## pm2.5 7.0 12.0 15.0 11.0 43.0 42.0 19.0 10.0 11.0 10.0 16.0
## CV residual -44.0 -40.3 -37.3 -41.3 -39.1 -40.1 -63.1 -72.1 -71.1 -72.1 -66.1
## 7635 7641 7644 7647 7648 7651 7652 7655 7657 7659 7662
## Predicted 82.6 82.6 82.6 82.6 97.3 124.8 124.8 124.8 124.8 124.8 124.8
## cvpred 82.1 82.1 82.1 82.1 97.1 125.4 125.4 125.4 125.4 125.4 125.4
## pm2.5 19.0 26.0 47.0 60.0 70.0 77.0 82.0 139.0 166.0 206.0 152.0
## CV residual -63.1 -56.1 -35.1 -22.1 -27.1 -48.4 -43.4 13.6 40.6 80.6 26.6
## 7666 7671 7677 7679 7685 7686 7687 7688 7690 7693 7699
## Predicted 124.8 124.8 124.8 124.8 177.3 177.3 139.6 139.56 129.83 95.9 153
## cvpred 125.4 125.4 125.4 125.4 178.5 178.5 140.5 140.51 130.15 95.8 154
## pm2.5 92.0 63.0 175.0 217.0 220.0 220.0 177.0 138.00 129.00 247.0 503
## CV residual -33.4 -62.4 49.6 91.6 41.5 41.5 36.5 -2.51 -1.15 151.2 349
## 7700 7703 7709 7712 7718 7720 7721 7724 7725 7726 7729 7734 7737
## Predicted 114 139 132 138 131 135 141 160 166 162 132 142 136
## cvpred 114 140 133 139 132 136 142 160 167 163 133 143 137
## pm2.5 503 502 350 362 307 307 324 476 503 470 535 470 466
## CV residual 389 362 217 223 175 171 182 316 336 307 402 327 329
## 7738 7742 7750 7754 7758 7763 7767 7769 7771 7773 7774 7777
## Predicted 129 122 165.3 142 140 96.7 105.9 128.8 156 169 175 160
## cvpred 130 123 166.6 144 141 97.3 106.7 130.4 157 170 176 162
## pm2.5 501 364 192.0 422 282 200.0 200.0 217.0 280 353 395 433
## CV residual 371 241 25.4 278 141 102.7 93.3 86.6 123 183 219 271
## 7779 7781 7789 7794 7795 7796 7797 7800 7801 7805 7807 7810
## Predicted 149 147 35.8 49.8 44.1 48.7 73.9 100 127 168 174 64.7
## cvpred 151 148 36.3 50.3 44.5 49.2 74.8 101 129 170 176 65.0
## pm2.5 439 355 16.0 11.0 11.0 12.0 18.0 24 19 55 66 80.0
## CV residual 288 207 -20.3 -39.3 -33.5 -37.2 -56.8 -77 -110 -115 -110 15.0
## 7814 7816 7817 7831 7833 7837 7844 7852 7859 7863 7867
## Predicted 25.78 63.5 80.6 145.6 135.0 107 91.6 121 33.0 24.23 37.7
## cvpred 25.96 63.9 81.8 146.9 135.9 108 92.2 122 33.1 24.34 37.8
## pm2.5 33.00 28.0 43.0 225.0 232.0 238 251.0 225 17.0 16.00 12.0
## CV residual 7.04 -35.9 -38.8 78.1 96.1 130 158.8 103 -16.1 -8.34 -25.8
## 7868 7869 7874 7878 7879 7880 7886 7890 7892 7893 7895
## Predicted 38.22 48.6 90.7 102.7 159 136.7 78.5 87.6 127.9 115.9 115.9
## cvpred 38.35 48.8 91.3 103.4 161 137.8 79.6 88.4 128.9 116.8 116.8
## pm2.5 30.00 19.0 26.0 23.0 22 45.0 54.0 63.0 106.0 104.0 177.0
## CV residual -8.35 -29.8 -65.3 -80.4 -139 -92.8 -25.6 -25.4 -22.9 -12.8 60.2
## 7900 7901 7904 7909 7912 7915 7917 7920 7922 7923 7926
## Predicted 120.7 171.0 134.9 119.71 118.3 87.2 171 21.3 12.6 23.6 51.5
## cvpred 121.9 172.6 136.4 121.34 120.1 88.5 173 22.3 13.7 24.7 52.7
## pm2.5 89.0 85.0 80.0 124.00 130.0 148.0 206 56.0 61.0 69.0 21.0
## CV residual -32.9 -87.6 -56.4 2.66 9.9 59.5 33 33.7 47.3 44.3 -31.7
## 7927 7930 7931 7932 7935 7936 7946 7948 7949 7951 7954
## Predicted 49.9 35.2 27.3 28.9 17.9 24.2 143.8 151.3 147.2 160 140.792
## cvpred 51.0 35.9 27.8 29.6 18.5 24.9 145.8 152.9 148.9 162 142.862
## pm2.5 12.0 12.0 13.0 11.0 8.0 9.0 59.0 74.0 74.0 64 142.000
## CV residual -39.0 -23.9 -14.8 -18.6 -10.5 -15.9 -86.8 -78.9 -74.9 -98 -0.862
## 7955 7967 7972 7974 7975 7977 7979 7981 7983 7987 7988
## Predicted 129.4 164 160 130.5 132.1 119.3 110.80 116.0 115 181.0 178.81
## cvpred 130.8 166 162 131.7 133.5 120.1 111.39 116.6 116 182.4 180.12
## pm2.5 150.0 360 309 166.0 154.0 144.0 121.00 136.0 103 168.0 179.00
## CV residual 19.2 194 147 34.3 20.5 23.9 9.61 19.4 -13 -14.4 -1.12
## 7990 7993 7998 8001 8006 8010 8012 8014 8021 8024 8027
## Predicted 139.5 140 152.3 184 172.4 169.5 172.4 170.3 177.4 154.8 183.7
## cvpred 140.4 141 153.8 186 174.1 170.8 174.1 171.4 178.9 156.1 185.3
## pm2.5 174.0 236 176.0 164 261.0 236.0 234.0 243.0 239.0 245.0 248.0
## CV residual 33.6 95 22.2 -22 86.9 65.2 59.9 71.6 60.1 88.9 62.7
## 8029 8031 8033 8034 8035 8047 8052 8054 8055 8056 8061
## Predicted 153 183.9 185.5 185.5 155 55.7 52.6 41.4 41.4 43.9 74.8
## cvpred 155 185.8 187.5 187.5 157 56.6 53.2 42.2 42.2 44.6 75.5
## pm2.5 264 276.0 259.0 257.0 266 128.0 33.0 22.0 14.0 19.0 21.0
## CV residual 109 90.2 71.5 69.5 109 71.4 -20.2 -20.2 -28.2 -25.6 -54.5
## 8063 8065 8071 8074 8076 8077 8080 8082 8083 8084 8085
## Predicted 90.5 96.8 127 145.7 116.5 75.96 103 104.2 122 157.1 142.3
## cvpred 91.3 97.7 128 147.6 117.9 76.64 104 105.5 123 159.6 143.9
## pm2.5 25.0 15.0 28 107.0 72.0 72.00 58 69.0 88 146.0 162.0
## CV residual -66.3 -82.7 -100 -40.6 -45.9 -4.64 -46 -36.5 -35 -13.6 18.1
## 8088 8095 8096 8097 8098 8099 8103 8104 8108 8113 8116
## Predicted 136.7 130.6 141.6 185.6 124.6 141.5 106.78 112.50 163.1 130 141.3
## cvpred 138.6 132.7 143.7 188.1 126.3 143.4 108.43 114.22 165.4 132 143.2
## pm2.5 167.0 158.0 154.0 133.0 100.0 113.0 118.00 121.00 233.0 322 169.0
## CV residual 28.4 25.3 10.3 -55.1 -26.3 -30.4 9.57 6.78 67.6 190 25.8
## 8117 8118 8120 8140 8142 8143 8146 8148 8154 8159 8160
## Predicted 137.2 129 119.20 50.9 53.1 58.8 41.6 30.7 18.01 96.8 94.4
## cvpred 139.1 131 120.56 50.7 53.0 58.8 41.4 30.4 18.04 98.2 95.9
## pm2.5 130.0 161 125.00 10.0 9.0 9.0 15.0 15.0 12.00 46.0 44.0
## CV residual -9.1 30 4.44 -40.7 -44.0 -49.8 -26.4 -15.4 -6.04 -52.2 -51.9
## 8162 8163 8166 8168 8176 8178 8180 8182 8183 8186 8188
## Predicted 131 53.19 47.67 153.9 84.0 102.3 102.3 96.0 100.1 153.8 106.0
## cvpred 132 53.94 48.63 156.2 86.2 104.8 104.8 98.4 101.9 156.1 107.7
## pm2.5 53 45.00 46.00 94.0 50.0 53.0 50.0 56.0 52.0 100.0 46.0
## CV residual -79 -8.94 -2.63 -62.2 -36.2 -51.8 -54.8 -42.4 -49.9 -56.1 -61.7
## 8194 8196 8204 8209 8215 8220 8221 8222 8224 8226 8229
## Predicted 91.1 57.7 55.5 158.2 175.5 151.8 147.1 144.1 137.0 157.0 116
## cvpred 92.1 58.4 56.7 160.7 177.7 154.2 149.6 146.6 139.6 159.5 117
## pm2.5 26.0 36.0 20.0 116.0 154.0 212.0 209.0 215.0 218.0 238.0 257
## CV residual -66.1 -22.4 -36.7 -44.7 -23.7 57.8 59.4 68.4 78.4 78.5 140
## 8233 8234 8237 8238 8239 8245 8247 8248 8250 8255 8256
## Predicted 149.6 151 159.2 146.6 152.9 75.6 55.4 52.2 60.5 81.6 85.7
## cvpred 152.2 154 162.1 149.3 155.7 77.3 57.1 53.7 61.9 82.9 87.0
## pm2.5 230.0 218 231.0 237.0 230.0 35.0 25.0 25.0 18.0 16.0 19.0
## CV residual 77.8 64 68.9 87.7 74.3 -42.3 -32.1 -28.7 -43.9 -66.9 -68.0
## 8257 8258 8259 8260 8262 8263 8265 8270 8275 8276 8278
## Predicted 86.3 80.0 132 92.5 132 107.0 150 97.8 134.4 140.7 148.9
## cvpred 87.6 81.2 134 94.0 134 108.5 152 99.8 136.9 143.3 151.5
## pm2.5 17.0 36.0 18 14.0 22 23.0 23 36.0 43.0 53.0 116.0
## CV residual -70.6 -45.2 -116 -80.0 -112 -85.5 -129 -63.8 -93.9 -90.3 -35.5
## 8283 8284 8288 8291 8292 8295 8296 8297 8300 8303 8306
## Predicted 172.5 174.6 147 109.9 95.45 88.6 99.6 85.3 151.5 126.0 102.0
## cvpred 174.8 177.5 149 111.3 96.77 89.8 100.9 86.3 152.9 126.7 102.8
## pm2.5 112.0 115.0 101 87.0 100.00 104.0 118.0 117.0 122.0 179.0 15.0
## CV residual -62.8 -62.5 -48 -24.3 3.23 14.2 17.1 30.7 -30.9 52.3 -87.8
## 8312 8315 8321 8327 8329 8332 8335 8338 8340 8341 8345
## Predicted 86.2 66.0 62.9 73.1 84.1 96.0 91.9 69.2 58.9 54.2 49.5
## cvpred 87.3 66.9 64.0 74.0 85.0 97.2 93.1 69.9 59.4 54.8 50.1
## pm2.5 16.0 19.0 18.0 21.0 16.0 13.0 19.0 22.0 23.0 22.0 16.0
## CV residual -71.3 -47.9 -46.0 -53.0 -69.0 -84.2 -74.1 -47.9 -36.4 -32.8 -34.1
## 8350 8352 8359 8362 8369 8372 8375 8376 8377 8381 8382
## Predicted 59.4 62.5 82.7 70.1 56.6 98 55.16 50.5 56.8 65.8 67.4
## cvpred 60.0 63.0 83.8 71.1 57.6 100 56.32 51.6 58.0 67.3 69.0
## pm2.5 15.0 15.0 13.0 17.0 24.0 43 54.00 27.0 20.0 27.0 27.0
## CV residual -45.0 -48.0 -70.8 -54.1 -33.6 -57 -2.32 -24.6 -38.0 -40.3 -42.0
## 8387 8392 8397 8399 8401 8403 8413 8419 8424 8438 8441 8443
## Predicted 110.2 35.5 112.7 158.5 85.3 87.4 67.62 119.1 134 116 117 154
## cvpred 112.1 37.4 115.8 161.3 87.3 89.7 69.97 121.3 136 118 119 156
## pm2.5 54.0 89.0 72.0 98.0 55.0 39.0 71.00 135.0 379 224 255 302
## CV residual -58.1 51.6 -43.8 -63.3 -32.3 -50.7 1.03 13.7 243 106 136 146
## 8444 8445 8450 8454 8457 8458 8461 8462 8464 8468 8476 8479
## Predicted 138 146 178 159 46.7 30.9 40.472 38.28 27.89 79.3 170 137.8
## cvpred 140 148 181 161 47.9 31.7 40.975 38.65 28.19 80.2 172 139.8
## pm2.5 315 296 485 298 72.0 64.0 40.000 43.00 22.00 64.0 206 220.0
## CV residual 175 148 304 137 24.1 32.3 -0.975 4.35 -6.19 -16.2 34 80.2
## 8481 8486 8495 8497 8499 8502 8508 8513 8514 8519 8525 8529
## Predicted 173.9 70.0 159.4 133 145 142 148 149 167 187 138 103.6
## cvpred 176.1 70.8 161.4 135 147 144 149 151 169 190 140 104.9
## pm2.5 254.0 91.0 245.0 410 391 367 430 474 500 615 365 67.0
## CV residual 77.9 20.2 83.6 275 244 223 281 323 331 425 225 -37.9
## 8530 8532 8535 8537 8538 8541 8545 8546 8549 8550 8553
## Predicted 83.2 46.3 46.3 36.4 49.3 47.3 78.5 107.1 75.2 63.4 52.8
## cvpred 84.0 46.9 46.9 37.0 50.4 48.2 79.1 107.5 75.6 64.0 53.6
## pm2.5 48.0 35.0 15.0 14.0 13.0 29.0 10.0 10.0 13.0 10.0 21.0
## CV residual -36.0 -11.9 -31.9 -23.0 -37.4 -19.2 -69.1 -97.5 -62.6 -54.0 -32.6
## 8556 8559 8560 8567 8575 8576 8578 8581 8584 8585 8587
## Predicted 35.1 38.6 38.64 74.1 91.9 80.8 68.3 41.7 50.7 61.1 86.3
## cvpred 35.6 39.1 39.11 74.7 92.7 81.6 68.9 42.1 51.3 61.8 87.3
## pm2.5 21.0 24.0 33.00 32.0 24.0 23.0 27.0 25.0 26.0 23.0 71.0
## CV residual -14.6 -15.1 -6.11 -42.7 -68.7 -58.6 -41.9 -17.1 -25.3 -38.8 -16.3
## 8593 8594 8596 8601 8604 8605 8607 8608 8613 8614 8617
## Predicted 128.76 76.3 67.5 137 68.6 59.3 77.6 73.0 117.980 145.1 125.3
## cvpred 130.44 77.4 68.6 139 69.7 60.4 79.0 74.3 120.136 147.5 127.6
## pm2.5 135.00 97.0 17.0 19 35.0 22.0 26.0 21.0 121.000 117.0 163.0
## CV residual 4.56 19.6 -51.6 -120 -34.7 -38.4 -53.0 -53.3 0.864 -30.5 35.4
## 8618 8621 8623 8625 8626 8628 8630 8635 8636 8637 8638
## Predicted 137.3 109.4 111.1 104.8 98.5 80.7 59.0 121.8 117.7 132.1 159.1
## cvpred 139.8 111.3 113.1 106.7 100.3 82.2 60.7 124.6 120.5 135.1 161.9
## pm2.5 128.0 20.0 27.0 27.0 30.0 29.0 48.0 55.0 60.0 76.0 75.0
## CV residual -11.8 -91.3 -86.1 -79.7 -70.3 -53.2 -12.7 -69.6 -60.5 -59.1 -86.9
## 8641 8646 8648 8649 8652 8659 8663 8666 8667 8669 8677
## Predicted 139.7 147 169.0 158.0 90.4 59.2 82.6 95.7 96.3 94.1 59.4
## cvpred 142.5 150 172.2 161.1 92.5 61.1 84.5 97.9 98.5 96.2 60.8
## pm2.5 81.0 125 121.0 124.0 137.0 21.0 15.0 17.0 18.0 16.0 19.0
## CV residual -61.5 -25 -51.2 -37.1 44.5 -40.1 -69.5 -80.9 -80.5 -80.2 -41.8
## 8681 8683 8685 8686 8687 8691 8695 8697 8698 8699 8704
## Predicted 49.0 120.6 142 123.5 125.7 118.2 115.2 107 107 102.9 80.5
## cvpred 50.3 122.6 145 125.4 127.7 120.1 117.1 109 109 104.4 81.7
## pm2.5 14.0 34.0 39 88.0 106.0 35.0 40.0 49 67 59.0 21.0
## CV residual -36.3 -88.6 -106 -37.4 -21.7 -85.1 -77.1 -60 -42 -45.4 -60.7
## 8711 8715 8716 8721 8723 8726 8732 8733 8734 8735 8736
## Predicted 84.1 94.2 90.1 83.6 81.4 72.0 75.7 80.3 80.3 82.8 89.1
## cvpred 85.4 95.8 91.7 85.3 83.0 73.7 77.2 81.9 81.9 84.2 90.6
## pm2.5 14.0 17.0 14.0 10.0 15.0 23.0 19.0 23.0 21.0 16.0 20.0
## CV residual -71.4 -78.8 -77.7 -75.3 -68.0 -50.7 -58.2 -58.9 -60.9 -68.2 -70.6
## 8737 8740 8741 8745 8749 8751 8753 8754 8757 8786 8789
## Predicted 85.0 85.0 89.6 87.5 60.1 59.6 68.3 68.3 77.6 97.5 99.7
## cvpred 86.6 86.6 91.2 88.9 61.0 60.4 69.2 69.2 78.5 97.9 100.2
## pm2.5 20.0 16.0 16.0 18.0 18.0 21.0 18.0 20.0 17.0 31.0 18.0
## CV residual -66.6 -70.6 -75.2 -70.9 -43.0 -39.4 -51.2 -49.2 -61.5 -66.9 -82.2
## 8792 8795 8801 8802 8805 8806 8808 8809 8810 8814 8815
## Predicted 99.7 72.9 95.1 101 128.9 128.5 133 112.2 105.9 149.0 126.4
## cvpred 100.2 72.9 95.6 102 130.3 129.3 134 112.9 106.5 150.2 127.4
## pm2.5 14.0 25.0 37.0 40 72.0 76.0 67 65.0 78.0 188.0 167.0
## CV residual -86.2 -47.9 -58.6 -62 -58.3 -53.3 -67 -47.9 -28.5 37.8 39.6
## 8816 8824 8827 8828 8831 8834 8835 8845 8846 8850 8855
## Predicted 115.4 110.3 110.2 109 160.1 168 130.4 123.5 112.5 61.96 71.9
## cvpred 116.3 111.6 111.1 109 161.8 170 131.9 124.5 113.5 62.68 72.6
## pm2.5 173.0 180.0 188.0 255 234.0 275 153.0 96.0 85.0 65.00 46.0
## CV residual 56.7 68.4 76.9 146 72.2 105 21.1 -28.5 -28.5 2.32 -26.6
## 8856 8860 8863 8865 8867 8868 8869 8877 8879 8889 8891
## Predicted 76.5 85.6 87.7 74.1 71.9 59.3 61.0 69.0 67.3 81.9 55.1
## cvpred 77.3 86.6 88.9 75.0 72.7 59.9 61.7 69.3 67.6 82.2 54.9
## pm2.5 38.0 21.0 24.0 19.0 19.0 21.0 18.0 17.0 30.0 9.0 14.0
## CV residual -39.3 -65.6 -64.9 -56.0 -53.7 -38.9 -43.7 -52.3 -37.6 -73.2 -40.9
## 8893 8895 8898 8904 8906 8913 8915 8922 8923 8925 8927
## Predicted 43.6 40.6 46.3 76.7 82.4 87.8 68.4 106.9 106.9 119.0 131.1
## cvpred 43.3 40.3 46.1 76.9 82.7 88.5 68.7 108.6 108.6 120.8 132.6
## pm2.5 18.0 18.0 20.0 22.0 17.0 44.0 32.0 54.0 69.0 79.0 86.0
## CV residual -25.3 -22.3 -26.1 -54.9 -65.7 -44.5 -36.7 -54.6 -39.6 -41.8 -46.6
## 8928 8929 8931 8932 8937 8942 8994 8997 8998 9000 9007
## Predicted 150.0 158.6 161.98 115.8 91.5 65.0 97.5 116.2 113.7 132.1 86.0
## cvpred 151.8 160.9 163.96 117.3 92.3 65.6 98.9 118.4 116.1 134.3 87.6
## pm2.5 109.0 120.0 156.00 156.0 25.0 23.0 50.0 88.0 106.0 100.0 18.0
## CV residual -42.8 -40.9 -7.96 38.7 -67.3 -42.6 -48.9 -30.4 -10.1 -34.3 -69.6
## 9012 9014 9015 9018 9022 9023 9030 9040 9045 9056 9059
## Predicted 68.5 55.1 59.2 57.3 75.1 121.3 102.2 80.36 130.5 140.38 128.06
## cvpred 69.6 56.2 60.3 58.5 76.6 123.3 103.9 82.39 132.6 142.77 129.66
## pm2.5 21.0 16.0 8.0 13.0 22.0 37.0 37.0 81.00 66.0 139.00 123.00
## CV residual -48.6 -40.2 -52.3 -45.5 -54.6 -86.3 -66.9 -1.39 -66.6 -3.77 -6.66
## 9061 9062 9065 9066 9071 9075 9077 9081 9086 9089 9091
## Predicted 100.14 34.8 33.2 86.4 133.7 76.0 77.1 79.1 49.2 36.4 46.3
## cvpred 101.71 35.8 34.1 88.2 135.9 76.7 77.9 79.7 49.5 36.7 46.6
## pm2.5 111.00 79.0 75.0 60.0 125.0 25.0 12.0 16.0 14.0 13.0 21.0
## CV residual 9.29 43.2 40.9 -28.2 -10.9 -51.7 -65.9 -63.7 -35.5 -23.7 -25.6
## 9094 9098 9099 9100 9103 9105 9106 9108 9110 9113 9114
## Predicted 56.7 62.0 57.9 57.9 64.2 56.2 54.1 43.1 42.0 43.0 43.0
## cvpred 57.2 62.5 58.4 58.4 64.8 56.7 54.4 43.3 42.1 43.2 43.2
## pm2.5 13.0 12.0 15.0 12.0 10.0 11.0 18.0 10.0 17.0 14.0 15.0
## CV residual -44.2 -50.5 -43.4 -46.4 -54.8 -45.7 -36.4 -33.3 -25.1 -29.2 -28.2
## 9115 9117 9120 9125 9126 9132 9135 9140 9141 9142 9144
## Predicted 47.7 106.4 70.9 123 100.3 51.8 48.2 115.7 132.4 130.2 107.3
## cvpred 47.9 107.4 71.7 124 101.4 51.9 48.4 116.6 133.5 131.1 108.3
## pm2.5 15.0 27.0 33.0 13 13.0 25.0 30.0 72.0 61.0 70.0 77.0
## CV residual -32.9 -80.4 -38.7 -111 -88.4 -26.9 -18.4 -44.6 -72.5 -61.1 -31.3
## 9147 9151 9152 9155 9163 9164 9166 9167 9174 9177 9180
## Predicted 86.5 92.8 97.4 67.9 61.8 60.2 70.9 73.3 96.6 102.9 63.0
## cvpred 87.3 93.7 98.4 68.2 62.3 60.6 71.6 74.0 97.8 104.2 63.5
## pm2.5 128.0 34.0 37.0 27.0 20.0 17.0 24.0 16.0 16.0 24.0 30.0
## CV residual 40.7 -59.7 -61.4 -41.2 -42.3 -43.6 -47.6 -58.0 -81.8 -80.2 -33.5
## 9183 9186 9192 9195 9197 9199 9201 9203 9204 9207 9208
## Predicted 53.1 50.6 98.2 98.2 104.5 87.3 103.0 68.7 57.7 39.6 39.6
## cvpred 53.5 51.2 99.5 99.5 105.9 88.4 104.2 69.3 58.2 40.1 40.1
## pm2.5 18.0 18.0 16.0 20.0 21.0 23.0 14.0 26.0 25.0 24.0 13.0
## CV residual -35.5 -33.2 -83.5 -79.5 -84.9 -65.4 -90.2 -43.3 -33.2 -16.1 -27.1
## 9210 9215 9221 9228 9229 9230 9235 9237 9238 9239 9240
## Predicted 35.5 83.5 102.4 55.2 54.7 45.9 105.7 118.3 128.7 143.7 135.5
## cvpred 36.1 84.4 103.6 55.9 55.3 46.5 107.1 119.9 130.4 145.5 137.3
## pm2.5 12.0 34.0 17.0 27.0 44.0 29.0 59.0 74.0 82.0 91.0 100.0
## CV residual -24.1 -50.4 -86.6 -28.9 -11.3 -17.5 -48.1 -45.9 -48.4 -54.5 -37.3
## 9241 9243 9244 9251 9255 9260 9263 9265 9267 9269 9270
## Predicted 89.4 89.4 97.9 73.6 37.64 103.7 133.1 116 115.9 110 111.8
## cvpred 90.7 90.7 99.4 74.5 38.29 105.2 134.5 118 117.4 111 113.3
## pm2.5 124.0 45.0 36.0 36.0 30.00 155.0 170.0 191 74.0 43 44.0
## CV residual 33.3 -45.7 -63.4 -38.5 -8.29 49.8 35.5 73 -43.4 -68 -69.3
## 9271 9272 9280 9283 9285 9288 9289 9290 9291 9292 9293
## Predicted 130.6 121 58.1 67.2 57.9 67.8 74.1 70 76.3 87.3 80.4
## cvpred 132.5 122 58.6 68.0 58.7 68.6 75.0 71 77.4 88.4 81.4
## pm2.5 61.0 67 46.0 36.0 29.0 16.0 11.0 12 13.0 12.0 12.0
## CV residual -71.5 -55 -12.6 -32.0 -29.7 -52.6 -64.0 -59 -64.4 -76.4 -69.4
## 9294 9296 9297 9302 9303 9306 9310 9311 9313 9316 9318
## Predicted 80.4 86.7 78.8 58.8 54.1 48.4 61.8 68.7 81.3 102.3 96.0
## cvpred 81.4 87.8 79.7 59.3 54.7 48.9 62.3 69.3 82.1 103.6 97.2
## pm2.5 11.0 10.0 12.0 21.0 19.0 20.0 11.0 16.0 9.0 19.0 23.0
## CV residual -70.4 -77.8 -67.7 -38.3 -35.7 -28.9 -51.3 -53.3 -73.1 -84.6 -74.2
## 9325 9326 9328 9331 9332 9333 9339 9341 9343 9348 9350
## Predicted 59.6 88.6 83.90 103.2 109.1 103.2 86.41 101.2 94.9 48.8 41.9
## cvpred 60.0 89.2 84.53 104.7 110.1 104.1 87.25 102.4 96.0 49.0 42.0
## pm2.5 36.0 49.0 79.00 52.0 58.0 70.0 90.00 66.0 40.0 13.0 21.0
## CV residual -24.0 -40.2 -5.53 -52.7 -52.1 -34.1 2.75 -36.4 -56.0 -36.0 -21.0
## 9351 9355 9358 9359 9360 9364 9365 9375 9377 9378 9382
## Predicted 41.3 48.8 104 94.3 89.5 92.0 92.0 74.6 71.7 62.0 129.4
## cvpred 41.4 49.0 105 95.0 90.3 92.6 92.6 75.2 71.9 61.9 130.1
## pm2.5 17.0 11.0 23 32.0 31.0 35.0 21.0 55.0 83.0 85.0 144.0
## CV residual -24.4 -38.0 -82 -63.0 -59.3 -57.6 -71.6 -20.2 11.1 23.1 13.9
## 9385 9388 9391 9395 9399 9400 9405 9407 9412 9413 9415
## Predicted 84.4 82.8 74.8 59.7 44.8 44.8 44.7 57.3 73.1 77.8 85.7
## cvpred 84.6 82.8 74.7 59.2 44.5 44.5 44.5 57.3 73.5 78.1 86.3
## pm2.5 128.0 40.0 16.0 23.0 13.0 14.0 26.0 20.0 23.0 23.0 23.0
## CV residual 43.4 -42.8 -58.7 -36.2 -31.5 -30.5 -18.5 -37.3 -50.5 -55.1 -63.3
## 9420 9421 9428 9430 9434 9435 9436 9437 9441 9446 9448
## Predicted 45.8 41.1 42.5 71.7 64.1 64.1 66.3 78.9 83.0 44.1 29.0
## cvpred 45.6 40.9 42.6 72.2 64.7 64.7 67.0 79.8 83.9 44.3 29.2
## pm2.5 21.0 18.0 12.0 14.0 6.0 10.0 7.0 4.0 8.0 11.0 15.0
## CV residual -24.6 -22.9 -30.6 -58.2 -58.7 -54.7 -60.0 -75.8 -75.9 -33.3 -14.2
## 9449 9450 9453 9458 9461 9469 9470 9472 9473 9475 9476
## Predicted 33.1 35.3 63.0 61.3 65.4 25.22 22.2 19.14 18.57 23.24 35.816
## cvpred 33.3 35.6 63.5 61.8 65.8 25.15 22.2 19.24 18.64 23.31 36.093
## pm2.5 13.0 11.0 16.0 22.0 7.0 16.00 14.0 16.00 11.00 16.00 37.000
## CV residual -20.3 -24.6 -47.5 -39.8 -58.8 -9.15 -8.2 -3.24 -7.64 -7.31 0.907
## 9478 9479 9485 9487 9489 9491 9498 9507 9513 9515 9519
## Predicted 59.1 107.4 83.4 142 98.4 39.4 5.64 93.4 93.5 66.4 -8.65
## cvpred 59.4 108.4 84.3 144 99.4 39.6 5.74 94.6 94.7 67.4 -8.31
## pm2.5 45.0 49.0 15.0 10 43.0 27.0 28.00 28.0 44.0 46.0 27.00
## CV residual -14.4 -59.4 -69.3 -134 -56.4 -12.6 22.26 -66.6 -50.7 -21.4 35.31
## 9521 9522 9528 9530 9535 9536 9537 9541 9543 9546 9548
## Predicted 3.36 5.55 29.1 125.3 105.9 101.8 89.5 20.6 15.4 38.6 43.9
## cvpred 3.87 6.19 30.0 127.3 107.9 103.8 91.0 21.3 16.0 39.3 44.6
## pm2.5 28.00 22.00 59.0 73.0 42.0 56.0 48.0 65.0 38.0 19.0 29.0
## CV residual 24.13 15.81 29.0 -54.3 -65.9 -47.8 -43.0 43.7 22.0 -20.3 -15.6
## 9549 9554 9556 9557 9559 9562 9563 9564 9565 9567 9569
## Predicted 54.3 82.4 95.0 113.9 109.2 80.3 72.1 48.5 43.86 25.8 67.71
## cvpred 55.1 83.6 96.4 115.5 110.9 81.2 73.1 49.3 44.59 26.5 69.52
## pm2.5 44.0 348.0 40.0 25.0 23.0 46.0 47.0 30.0 36.00 44.0 78.00
## CV residual -11.1 264.4 -56.4 -90.5 -87.9 -35.2 -26.1 -19.3 -8.59 17.5 8.48
## 9570 9576 9584 9586 9592 9594 9595 9596 9597 9605 9606 9611
## Predicted 69.9 151 93.0 66.8 78.5 91.5 113 121.9 134.8 174 173 160
## cvpred 71.8 153 94.5 67.8 79.1 92.9 115 123.7 136.5 176 175 162
## pm2.5 100.0 289 83.0 86.0 32.0 21.0 196 161.0 143.0 63 74 97
## CV residual 28.2 136 -11.5 18.2 -47.1 -71.9 81 37.3 6.5 -113 -101 -65
## 9612 9613 9618 9620 9623 9624 9626 9628 9634 9635 9636
## Predicted 157.3 154.6 146 133.7 171.934 128.2 144.5 122 84.2 65.3 48.0
## cvpred 158.7 156.7 148 135.6 174.211 129.9 146.2 123 84.8 65.6 48.1
## pm2.5 100.0 105.0 165 169.0 174.000 201.0 186.0 89 54.0 34.0 29.0
## CV residual -58.7 -51.7 17 33.4 -0.211 71.1 39.8 -34 -30.8 -31.6 -19.1
## 9641 9643 9647 9648 9649 9654 9655 9659 9663 9664 9665
## Predicted 81.9 98.9 114.2 128.7 139.1 160.6 158.6 151.7 118.7 122.8 126.6
## cvpred 82.9 100.4 116.1 130.6 141.1 163.1 160.3 153.4 121.1 125.2 129.2
## pm2.5 29.0 22.0 69.0 83.0 93.0 130.0 126.0 113.0 117.0 138.0 146.0
## CV residual -53.9 -78.4 -47.1 -47.6 -48.1 -33.1 -34.3 -40.4 -4.1 12.8 16.8
## 9667 9678 9679 9683 9684 9685 9687 9688 9690 9692 9693
## Predicted 137.6 151.69 151.7 90.9 76.66 74.5 57.8 57.8 50.2 90.9 139.4
## cvpred 140.3 154.17 154.2 92.1 77.64 75.3 58.5 58.5 50.9 92.2 141.6
## pm2.5 77.0 162.00 168.0 109.0 80.00 52.0 37.0 26.0 27.0 37.0 47.0
## CV residual -63.3 7.83 13.8 16.9 2.36 -23.3 -21.5 -32.5 -23.9 -55.2 -94.6
## 9694 9696 9702 9705 9707 9711 9712 9715 9719 9725 9727 9729
## Predicted 151.8 117.2 175.29 149 159 118.7 122.5 137.0 149 176 176 174
## cvpred 153.4 118.5 177.23 150 160 119.7 123.8 138.3 150 177 177 176
## pm2.5 100.0 132.0 176.00 208 199 96.0 68.0 80.0 38 44 34 52
## CV residual -53.4 13.5 -1.23 58 39 -23.7 -55.8 -58.3 -112 -133 -143 -124
## 9730 9733 9736 9737 9740 9741 9744 9751 9754 9755 9759
## Predicted 174 169.6 166.5 162.4 165.0 165.5 140.3 139.9 82.8 82.8 68.3
## cvpred 176 170.9 167.9 163.9 165.8 166.8 140.7 140.6 83.1 83.1 68.6
## pm2.5 66 81.0 76.0 78.0 90.0 95.0 97.0 102.0 239.0 132.0 10.0
## CV residual -110 -89.9 -91.9 -85.9 -75.8 -71.8 -43.7 -38.6 155.9 48.9 -58.6
## 9765 9767 9769 9770 9772 9779 9780 9788 9794 9796 9797 9798
## Predicted 68.4 86.3 109 103.5 101.1 76.9 68.4 129.1 175 181 181 147.4
## cvpred 68.7 86.8 110 104.3 101.9 77.4 68.7 130.8 176 183 183 148.3
## pm2.5 10.0 9.0 7 12.0 17.0 21.0 22.0 41.0 52 58 65 68.0
## CV residual -58.7 -77.8 -103 -92.3 -84.9 -56.4 -46.7 -89.8 -124 -125 -118 -80.3
## 9806 9807 9808 9811 9813 9819 9821 9824 9825 9826 9830
## Predicted 157.7 109.6 140.7 145.8 154.6 87.0 97.4 104.2 110.9 87.9 96.8
## cvpred 158.3 109.9 141.4 147.1 155.9 87.9 98.3 105.3 111.8 88.5 97.3
## pm2.5 79.0 86.0 86.0 104.0 113.0 8.0 7.0 22.0 33.0 29.0 22.0
## CV residual -79.3 -23.9 -55.4 -43.1 -42.9 -79.9 -91.3 -83.3 -78.8 -59.5 -75.3
## 9831 9835 9836 9838 9842 9845 9847 9848 9849 9855 9857
## Predicted 52.2 119.0 119.0 148 168.3 132.8 176.8 150.2 148.0 131 134.5
## cvpred 52.4 120.4 120.4 149 169.9 134.2 178.6 151.7 149.4 131 135.9
## pm2.5 28.0 39.0 40.0 61 125.0 122.0 138.0 125.0 117.0 274 216.0
## CV residual -24.4 -81.4 -80.4 -88 -44.9 -12.2 -40.6 -26.7 -32.4 143 80.1
## 9858 9867 9875 9876 9882 9883 9886 9887 9890 9891 9894 9895 9897
## Predicted 140.8 143 159 148 149.2 155.5 167 167 143 143 138 134 124
## cvpred 142.3 144 160 149 150.9 157.3 169 169 145 145 139 135 125
## pm2.5 209.0 299 285 282 214.0 192.0 249 278 327 328 273 254 237
## CV residual 66.7 155 125 133 63.1 34.7 80 109 182 183 134 119 112
## 9898 9899 9901 9905 9911 9917 9919 9924 9935 9938 9940 9943
## Predicted 120 97.5 65.8 86.0 146 136 121.6 42.61 147 166 130 113.63
## cvpred 121 97.6 65.6 86.1 147 137 122.6 42.45 149 168 131 114.41
## pm2.5 224 234.0 104.0 49.0 404 384 88.0 51.00 262 274 283 120.00
## CV residual 103 136.4 38.4 -37.1 257 247 -34.6 8.55 113 106 152 5.59
## 9945 9946 9948 9952 9955 9956 9965 9967 9971 9973 9974
## Predicted 101.6 89.0 55.1 60.4 89.6 92.1 133 134.97 124 105 97.5
## cvpred 102.2 89.4 55.1 60.9 90.6 92.9 134 135.93 124 105 97.3
## pm2.5 166.0 144.0 131.0 127.0 174.0 221.0 342 130.00 156 379 437.0
## CV residual 63.8 54.6 75.9 66.1 83.4 128.1 208 -5.93 32 274 339.7
## 9977 9980 9981 9982 9985 9988 9994 9995 9997 9999 10004 10008
## Predicted 97.4 128 147 149 166 142 160 154 138 119 106 169
## cvpred 97.6 129 148 150 167 142 161 155 138 120 106 170
## pm2.5 526.0 474 482 482 527 515 495 486 464 452 498 478
## CV residual 428.4 345 334 332 360 373 334 331 326 332 392 308
## 10012 10013 10016 10020 10023 10024 10025 10030 10035 10040 10050
## Predicted 133 141 137 104 117 114 114 162 154 143 134
## cvpred 134 142 138 105 117 115 114 164 156 144 135
## pm2.5 481 445 457 292 360 376 369 395 396 421 387
## CV residual 347 303 319 187 243 261 255 231 240 277 252
## 10057 10058 10059 10066 10072 10074 10076 10078 10079 10080 10081
## Predicted 121 120 128 56.2 -6.45 -10.5 71.9 143.6 142.5 147.2 145.6
## cvpred 122 121 129 56.3 -6.53 -10.6 73.1 144.7 143.6 148.3 146.5
## pm2.5 418 424 413 38.0 34.00 24.0 41.0 142.0 99.0 55.0 55.0
## CV residual 296 303 284 -18.3 40.53 34.6 -32.1 -2.7 -44.6 -93.3 -91.5
## 10083 10087 10089 10093 10094 10096 10098 10099 10100 10102 10118
## Predicted 164.0 166.5 132.2 94.7 86.0 77.22 87.3 83.2 97.7 98.3 165.5
## cvpred 164.7 167.1 132.1 94.9 86.2 77.42 87.8 83.8 98.3 98.9 166.3
## pm2.5 67.0 80.0 95.0 74.0 71.0 73.00 47.0 44.0 61.0 55.0 80.0
## CV residual -97.7 -87.1 -37.1 -20.9 -15.2 -4.42 -40.8 -39.8 -37.3 -43.9 -86.3
## 10119 10120 10121 10124 10126 10127 10129 10133 10135 10138 10145
## Predicted 167.2 162.5 162.5 174.4 124.0 117.74 135.1 124.03 162.7 130.2 99.8
## cvpred 168.1 163.4 163.4 176.1 124.3 117.94 135.4 124.33 163.9 130.3 100.0
## pm2.5 85.0 96.0 111.0 109.0 103.0 109.00 125.0 115.00 90.0 39.0 35.0
## CV residual -83.1 -67.4 -52.4 -67.1 -21.3 -8.94 -10.4 -9.33 -73.9 -91.3 -65.0
## 10156 10158 10162 10165 10168 10172 10173 10175 10179 10180 10181
## Predicted 97.8 101.6 84.2 56.5 40.6 55.7 62.0 65.0 102.7 102.7 96.5
## cvpred 98.2 102.2 84.3 56.4 40.6 55.7 62.1 65.1 103.4 103.4 97.0
## pm2.5 26.0 15.0 37.0 13.0 12.0 18.0 15.0 7.0 9.0 11.0 17.0
## CV residual -72.2 -87.2 -47.3 -43.4 -28.6 -37.7 -47.1 -58.1 -94.4 -92.4 -80.0
## 10183 10185 10187 10191 10205 10206 10210 10220 10222 10227 10228
## Predicted 90.4 76.2 44.5 27.5 123 140 76.3 42.5 45.6 61.2 69.4
## cvpred 91.2 76.7 44.7 27.8 125 141 76.8 42.9 45.9 61.6 69.7
## pm2.5 11.0 17.0 18.0 11.0 12 15 22.0 69.0 20.0 9.0 10.0
## CV residual -80.2 -59.7 -26.7 -16.8 -113 -126 -54.8 26.1 -25.9 -52.6 -59.7
## 10229 10234 10236 10242 10248 10250 10252 10253 10261 10263 10270
## Predicted 75.7 40.7 19.36 15.18 53.2 141.5 149 122.1 23.4 49.27 105.5
## cvpred 76.1 40.7 19.18 15.02 53.4 142.5 151 123.1 23.2 49.44 106.8
## pm2.5 8.0 13.0 15.00 17.00 40.0 48.0 45 46.0 57.0 51.00 89.0
## CV residual -68.1 -27.7 -4.18 1.98 -13.4 -94.5 -106 -77.1 33.8 1.56 -17.8
## 10275 10277 10278 10279 10280 10284 10285 10287 10289 10290 10291
## Predicted 119.1 123.2 158 140.9 153.5 113.72 109.06 98.0 87.59 87.59 104.4
## cvpred 120.7 124.7 159 142.7 155.5 114.43 109.76 99.1 88.63 88.63 105.1
## pm2.5 61.0 74.0 82 77.0 82.0 109.00 106.00 136.0 92.00 90.00 92.0
## CV residual -59.7 -50.7 -77 -65.7 -73.5 -5.43 -3.76 36.9 3.37 1.37 -13.1
## 10294 10295 10296 10297 10300 10304 10305 10306 10307 10308 10309
## Predicted 101 146.02 65.1 55.322 43.3 59.2 57.6 57.6 40.9 37.5 1.55
## cvpred 102 147.02 65.5 55.626 43.4 59.2 57.5 57.5 40.6 37.2 1.12
## pm2.5 130 142.00 129.0 55.000 14.0 6.0 19.0 13.0 18.0 14.0 16.00
## CV residual 28 -5.02 63.5 -0.626 -29.4 -53.2 -38.5 -44.5 -22.6 -23.2 14.88
## 10310 10313 10324 10325 10326 10327 10329 10330 10331 10333 10337
## Predicted 15.83 7.06 53.8 49.7 102 58.1 45.9 39.6 28.6 19.2841 7.19
## cvpred 15.66 6.92 54.0 49.9 103 58.6 45.9 39.5 28.4 19.0908 7.36
## pm2.5 15.00 17.00 9.0 11.0 20 14.0 21.0 17.0 15.0 19.0000 16.00
## CV residual -0.66 10.08 -45.0 -38.9 -83 -44.6 -24.9 -22.5 -13.4 -0.0908 8.64
## 10338 10340 10342 10346 10347 10351 10353 10356 10362 10364 10372
## Predicted 3.09 30.2 53.12 41.7 60.0 60.8 42.5 41.0 55.8 27.5 47.0
## cvpred 3.29 30.6 53.85 42.3 60.8 61.5 42.9 41.2 56.4 27.8 47.1
## pm2.5 22.00 16.0 46.00 25.0 10.0 18.0 21.0 16.0 24.0 15.0 7.0
## CV residual 18.71 -14.6 -7.85 -17.3 -50.8 -43.5 -21.9 -25.2 -32.4 -12.8 -40.1
## 10374 10380 10384 10388 10391 10392 10394 10398 10401 10403 10407
## Predicted 49.5 7.63 -13.5 -5.59 61.8 73.8 88.2 90.4 103.48 22.4 -22.3
## cvpred 49.4 7.03 -14.0 -5.90 62.7 74.9 88.8 91.1 104.16 22.1 -22.8
## pm2.5 10.0 19.00 24.0 18.00 36.0 46.0 51.0 74.0 112.00 54.0 19.0
## CV residual -39.4 11.97 38.0 23.90 -26.7 -28.9 -37.8 -17.1 7.84 31.9 41.8
## 10412 10414 10420 10422 10428 10431 10433 10441 10443 10448 10451
## Predicted 11.3 29.17 74.5 118.6 65.5 46.9 72.8 137 169.8 123 119
## cvpred 11.4 29.53 75.4 119.6 66.7 48.0 74.1 138 172.2 125 120
## pm2.5 26.0 38.00 40.0 26.0 109.0 85.0 116.0 263 253.0 272 254
## CV residual 14.6 8.47 -35.4 -93.6 42.3 37.0 41.9 125 80.8 147 134
## 10456 10459 10461 10466 10471 10476 10478 10479 10480 10481 10489
## Predicted 82.0 107 99.2 164 120 42.0 8.68 10.3 15.0 19.64 44.3
## cvpred 83.2 109 100.1 166 122 42.1 8.36 10.1 14.7 19.42 44.2
## pm2.5 225.0 272 367.0 377 320 164.0 27.00 31.0 25.0 24.00 8.0
## CV residual 141.8 163 266.9 211 198 121.9 18.64 20.9 10.3 4.58 -36.2
## 10490 10493 10495 10498 10499 10500 10501 10502 10503 10505 10506
## Predicted 34.5 32.2 36.9 18.6 6.28 1.62 -4.67 -7.15 -3.61 -3.90 -3.90
## cvpred 34.4 32.0 36.7 18.1 5.89 1.22 -5.18 -7.53 -4.06 -4.09 -4.09
## pm2.5 6.0 8.0 8.0 21.0 18.00 13.00 25.00 22.00 21.00 25.00 17.00
## CV residual -28.4 -24.0 -28.7 2.9 12.11 11.78 30.18 29.53 25.06 29.09 21.09
## 10509 10511 10517 10518 10520 10523 10527 10532 10533 10536 10539
## Predicted 6.78 12.01 47.0 38.8 39.4 16.38 -1.22 12.98 28.3 28.9 81.5
## cvpred 6.40 11.68 47.1 39.0 39.6 16.32 -1.26 13.24 28.4 29.0 81.9
## pm2.5 18.00 17.00 9.0 11.0 13.0 11.00 23.00 18.00 16.0 16.0 7.0
## CV residual 11.60 5.32 -38.1 -28.0 -26.6 -5.32 24.26 4.76 -12.4 -13.0 -74.9
## 10541 10545 10548 10549 10558 10559 10566 10567 10571 10572 10577
## Predicted 97.6 65.4 34.90 70.1 104.1 112.4 109.73 120.1 104.75 92.6 41.9
## cvpred 98.2 65.7 34.83 70.5 105.6 113.4 110.82 121.3 105.21 93.4 42.7
## pm2.5 19.0 19.0 30.00 26.0 70.0 76.0 109.00 105.0 115.00 116.0 96.0
## CV residual -79.2 -46.7 -4.83 -44.5 -35.6 -37.4 -1.82 -16.3 9.79 22.6 53.3
## 10578 10581 10674 10678 10680 10685 10686 10688 10692 10693 10696
## Predicted 40 96.3 -19.2 4.08 4.65 21.3 31.7 25.4 -7.15 -5.52 -9.13
## cvpred 41 97.9 -19.3 4.11 4.71 21.6 32.0 25.6 -7.53 -5.81 -9.37
## pm2.5 96 126.0 13.0 20.00 24.00 8.0 9.0 13.0 14.00 12.00 22.00
## CV residual 55 28.1 32.3 15.89 19.29 -13.6 -23.0 -12.6 21.53 17.81 31.37
## 10697 10703 10705 10706 10708 10711 10715 10716 10720 10722 10723
## Predicted -13.8 4.01 52.4 48.3 69.1 43.7 4.30 -0.364 45.9 47.5 24.15
## cvpred -14.0 4.02 52.9 48.8 69.7 44.1 4.05 -0.624 46.9 48.7 24.25
## pm2.5 19.0 60.00 30.0 23.0 24.0 20.0 12.00 20.000 18.0 16.0 22.00
## CV residual 33.0 55.98 -22.9 -25.8 -45.7 -24.1 7.95 20.624 -28.9 -32.7 -2.25
## 10724 10725 10730 10734 10738 10739 10740 10743 10744 10746 10751
## Predicted 21.97 24.44 11.925 29.2 13.63 9.53 2.68 -13.5 -16.0 -20.1 3.2425
## cvpred 21.92 24.28 12.127 29.6 13.39 9.32 2.33 -14.0 -16.4 -20.4 2.9335
## pm2.5 28.00 32.00 13.000 9.0 18.00 15.00 13.00 15.0 12.0 17.0 3.0000
## CV residual 6.08 7.72 0.873 -20.6 4.61 5.68 10.67 29.0 28.4 37.4 0.0665
## 10754 10755 10756 10757 10763 10769 10773 10775 10779 10786 10789
## Predicted 15.82 26.2 27.8 88.5 -0.846 7.64 64.6 81.2 110.1 91.9 11.7
## cvpred 15.71 26.2 27.9 89.1 -1.678 6.98 65.1 81.9 110.6 92.4 11.0
## pm2.5 13.00 13.0 15.0 23.0 23.000 25.00 39.0 24.0 57.0 178.0 60.0
## CV residual -2.71 -13.2 -12.9 -66.1 24.678 18.02 -26.1 -57.9 -53.6 85.6 49.0
## 10791 10794 10795 10798 10801 10805 10810 10811 10813 10814 10816
## Predicted -14.3 -12.7 10.807 22.3 6.21 14.13 -6.93 -0.641 -20.6 -23.1 9.06
## cvpred -15.2 -13.5 10.379 22.0 5.80 13.91 -7.59 -1.196 -21.6 -23.9 8.75
## pm2.5 39.0 23.0 11.000 12.0 20.00 16.00 20.00 26.000 29.0 25.0 23.00
## CV residual 54.2 36.5 0.621 -10.0 14.20 2.09 27.59 27.196 50.6 48.9 14.25
## 10825 10834 10836 10838 10839 10843 10844 10850 10851 10854 10855
## Predicted 84.8 25.4 19.1 39.26 36.779 49.23 57.99 129.7 135.5 143.4 120.86
## cvpred 85.4 24.5 18.1 38.56 36.209 49.38 58.13 130.2 135.6 143.7 120.93
## pm2.5 43.0 48.0 39.0 36.00 36.000 42.00 51.00 76.0 58.0 100.0 128.00
## CV residual -42.4 23.5 20.9 -2.56 -0.209 -7.38 -7.13 -54.2 -77.6 -43.7 7.07
## 10857 10858 10861 10866 10869 10870 10874 10881 10882 10888 10889
## Predicted 76.8 64.2 20.9 7.60 26.5 41.5 107.8 97.69 85.6 5.90 13.8
## cvpred 76.2 63.4 19.7 7.45 26.6 41.8 108.2 97.73 85.9 5.64 13.8
## pm2.5 116.0 97.0 101.0 60.00 73.0 70.0 87.0 95.00 123.0 84.00 66.0
## CV residual 39.8 33.6 81.3 52.55 46.4 28.2 -21.2 -2.73 37.1 78.36 52.2
## 10891 10897 10907 10912 10914 10918 10919 10920 10922 10923 10927
## Predicted 26.1 97.2 105 65.0 79.6 129 81.6 81.6 65.5 47.4 52.2
## cvpred 26.5 98.0 106 64.4 79.9 129 81.2 81.2 64.9 46.9 51.7
## pm2.5 57.0 148.0 212 188.0 166.0 295 328.0 287.0 222.0 147.0 18.0
## CV residual 30.5 50.0 106 123.6 86.1 166 246.8 205.8 157.1 100.1 -33.7
## 10928 10942 10943 10948 10951 10957 10959 10963 10967 10968 10976
## Predicted 40.7 102.8 141 105.0 107.2 61.5 31.6 55.5 106 115.9 87.4
## cvpred 40.1 101.8 141 104.1 106.5 60.7 31.0 55.8 106 116.2 87.2
## pm2.5 15.0 36.0 33 44.0 32.0 158.0 63.0 11.0 5 55.0 149.0
## CV residual -25.1 -65.8 -108 -60.1 -74.5 97.3 32.0 -44.8 -101 -61.2 61.8
## 10977 10978 10979 10980 10981 10984 10985 10993 10997 10998
## Predicted 47.8 16.6 4.04 -15.1 -34.3 -34.1 3.63 77.4 89.3 78.9
## cvpred 47.1 15.7 2.93 -16.3 -35.5 -35.0 2.99 77.8 89.4 78.9
## pm2.5 156.0 144.0 135.00 94.0 105.0 138.0 170.00 65.0 123.0 151.0
## CV residual 108.9 128.3 132.07 110.3 140.5 173.0 167.01 -12.8 33.6 72.1
## 11007 11008 11009 11012 11013 11015 11017 11022 11025 11032
## Predicted 7.89 3.22 1.31 34.9 54.1 60.67 75.7 123.3 90.5 46.4
## cvpred 7.48 2.81 1.06 35.3 54.5 60.96 76.1 124.3 90.7 46.4
## pm2.5 171.00 211.00 124.00 22.0 17.0 59.00 146.0 152.0 231.0 188.0
## CV residual 163.52 208.19 122.94 -13.3 -37.5 -1.96 69.9 27.7 140.3 141.6
## 11034 11037 11040 11043 11045 11046 11050 11103 11126 11128
## Predicted 54.3 71.0 87.7 89.3 111.98 119.5 111 14.09 17.0 5.75
## cvpred 54.5 71.3 88.2 89.9 112.57 119.7 112 14.32 17.1 6.00
## pm2.5 227.0 184.0 233.0 196.0 103.00 94.0 169 24.00 105.0 105.00
## CV residual 172.5 112.7 144.8 106.1 -9.57 -25.7 57 9.68 87.9 99.00
## 11133 11134 11139 11140 11143 11144 11150 11151 11152 11153 11164
## Predicted 1.83 15.3 68.8 66.9 0.129 -5.59 -5.92 -8.67 -55.1 -57.6 -16.3
## cvpred 1.37 14.8 68.4 66.7 -0.112 -5.90 -6.30 -9.22 -55.9 -58.3 -16.4
## pm2.5 107.00 77.0 39.0 24.0 13.000 11.00 12.00 13.00 14.0 11.0 9.0
## CV residual 105.63 62.2 -29.4 -42.7 13.112 16.90 18.30 22.22 69.9 69.3 25.4
## 11171 11176 11177 11184 11185 11186 11187 11188 11192 11195 11210
## Predicted -37.6 -21.0 -10.8 53.74 47.01 106.9 99.1 115.3 75.5 56.6 120.7
## cvpred -38.5 -21.5 -10.7 54.42 47.03 107.4 100.3 116.2 75.9 56.3 121.3
## pm2.5 16.0 11.0 12.0 50.00 51.00 64.0 67.0 77.0 91.0 88.0 186.0
## CV residual 54.5 32.5 22.7 -4.42 3.97 -43.4 -33.3 -39.2 15.1 31.7 64.7
## 11217 11219 11221 11223 11225 11228 11233 11234 11241 11242 11244
## Predicted 110.9 63.2 79.3 70 73.3 100.5 121.5 148.57 82.7 70.1 -22.1
## cvpred 110.9 62.5 79.3 70 73.4 100.3 121.8 149.13 82.6 69.9 -22.6
## pm2.5 169.0 142.0 141.0 131 152.0 172.0 163.0 144.00 184.0 191.0 74.0
## CV residual 58.1 79.5 61.7 61 78.6 71.7 41.2 -5.13 101.4 121.1 96.6
## 11273 11299 11302 11304 11306 11309 11313 11314 11315 11316 11317
## Predicted -5.44 73.2 75.4 92.1 95.8 37.6 31.1 24.79 18.5 20.7 28.9
## cvpred -6.11 74.0 76.3 93.1 96.2 37.9 31.0 24.61 18.2 20.5 28.7
## pm2.5 25.00 149.0 58.0 56.0 60.0 23.0 16.0 22.00 35.0 72.0 249.0
## CV residual 31.11 75.0 -18.3 -37.1 -36.2 -14.9 -15.0 -2.61 16.8 51.5 220.3
## 11321 11322 11323 11328 11330 11331 11337 11339 11340 11341
## Predicted 11.4 5.42 8.46 -0.231 36.9 41.0 1.68 4.24 -8.98 -9.55
## cvpred 11.3 5.46 8.42 -0.232 37.5 41.6 1.52 3.90 -9.52 -10.12
## pm2.5 44.0 93.00 118.00 18.000 21.0 10.0 4.00 5.00 9.00 12.00
## CV residual 32.7 87.54 109.58 18.232 -16.5 -31.6 2.48 1.10 18.52 22.12
## 11342 11344 11346 11347 11348 11353 11355 11357 11358 11368 11369
## Predicted -3.18 -10.0 -7.85 -1.56 58.9 117.2 100.5 117.2 139.7 24.7 32.6
## cvpred -3.69 -10.7 -8.37 -1.98 59.6 117.8 100.4 117.3 140.1 24.7 32.8
## pm2.5 11.00 13.0 10.00 15.00 19.0 56.0 52.0 48.0 62.0 58.0 68.0
## CV residual 14.69 23.7 18.37 16.98 -40.6 -61.8 -48.4 -69.3 -78.1 33.3 35.2
## 11372 11379 11381 11382 11386 11387 11388 11395 11397 11401 11407
## Predicted 71.7 127.4 147.5 147.9 118.4 109.5 97.4 101.1 114.5 92.1 109.9
## cvpred 72.3 128.7 148.6 149.6 119.3 109.6 97.9 101.8 115.2 92.0 110.6
## pm2.5 105.0 114.0 87.0 91.0 160.0 175.0 166.0 143.0 156.0 175.0 140.0
## CV residual 32.7 -14.7 -61.6 -58.6 40.7 65.4 68.1 41.2 40.8 83.0 29.4
## 11408 11409 11422 11449 11474 11483 11484 11491 11493 11499 11500
## Predicted 102.6 67.6 151 156 65.9 27.3 24.79 24.4 94.0 154.0 162
## cvpred 103.1 67.1 152 157 65.9 27.0 24.61 24.5 95.4 155.4 164
## pm2.5 161.0 169.0 49 49 9.0 15.0 22.00 12.0 24.0 73.0 60
## CV residual 57.9 101.9 -103 -108 -56.9 -12.0 -2.61 -12.5 -71.4 -82.4 -104
## 11504 11506 11507 11509 11513 11520 11523 11528 11533 11544 11545
## Predicted 109.5 130 130 131.4 118.25 165.6 163.1 160.5 41.041 171.5 142.7
## cvpred 110.5 132 132 133.1 119.71 167.4 165.1 161.8 41.246 172.9 143.7
## pm2.5 93.0 165 156 167.0 117.00 96.0 148.0 143.0 41.000 82.0 79.0
## CV residual -17.5 33 24 33.9 -2.71 -71.4 -17.1 -18.8 -0.246 -90.9 -64.7
## 11546 11548 11552 11555 11559 11561 11562 11565 11567 11570 11573
## Predicted 131.6 138.5 146 32.58 51.5 80.4 86.7 118.4 135.6 131.5 144.7
## cvpred 132.6 139.6 147 32.27 51.5 81.0 87.4 119.3 136.8 132.7 145.6
## pm2.5 51.0 67.0 44 25.00 27.0 36.0 39.0 64.0 59.0 61.0 70.0
## CV residual -81.6 -72.6 -103 -7.27 -24.5 -45.0 -48.4 -55.3 -77.8 -71.7 -75.6
## 11576 11578 11579 11582 11602 11603 11604 11606 11607 11609 11617
## Predicted 143.0 86.6 71.6 82.5 156 145.2 139.0 134.3 134.3 137.3 179.59
## cvpred 144.3 86.8 71.7 83.2 158 146.9 140.5 135.9 135.9 138.8 180.87
## pm2.5 82.0 90.0 84.0 105.0 185 162.0 163.0 165.0 163.0 157.0 178.00
## CV residual -62.3 3.2 12.3 21.8 27 15.1 22.5 29.1 27.1 18.2 -2.87
## 11619 11624 11627 11629 11634 11639 11640 11644 11646 11648 11650
## Predicted 188 180.0 162.8 32.6 45.4 49.9 41.7 38.4 48.8 37.1 14.4
## cvpred 190 181.9 164.4 33.1 45.9 50.1 41.9 38.5 49.0 36.8 13.6
## pm2.5 172 195.0 232.0 97.0 81.0 251.0 234.0 88.0 83.0 100.0 89.0
## CV residual -18 13.1 67.6 63.9 35.1 200.9 192.1 49.5 34.0 63.2 75.4
## 11652 11653 11655 11657 11659 11660 11661 11666 11669 11672 11673
## Predicted -6.93 -11 -26.1 -18.2 -22.3 47.6 53.9 35.5 119 48.0 29.18
## cvpred -7.92 -12 -27.1 -19.0 -23.1 47.9 54.3 35.1 120 47.9 28.71
## pm2.5 60.00 49 38.0 39.0 41.0 33.0 37.0 48.0 18 24.0 23.00
## CV residual 67.92 61 65.1 58.0 64.1 -14.9 -17.3 12.9 -102 -23.9 -5.71
## 11675 11684 11688 11689 11690 11692 11696 11699 11704 11706 11707
## Predicted -33.2 -21.2 -4.68 16.66 50.3 8.187 29.5 -1.26 27.8 32.334 38.62
## cvpred -34.1 -21.3 -4.97 16.56 50.5 7.846 28.8 -2.49 27.2 32.261 38.65
## pm2.5 27.0 19.0 14.00 13.00 16.0 8.000 11.0 14.00 13.0 33.000 33.00
## CV residual 61.1 40.3 18.97 -3.56 -34.5 0.154 -17.8 16.49 -14.2 0.739 -5.65
## 11708 11710 11720 11721 11723 11726 11735 11740 11741 11746 11747
## Predicted 51.2 70.4 115.4 129.9 125.8 122.8 158.0 179.1 134.5 171.7 123.9
## cvpred 51.4 70.6 115.9 130.5 126.4 123.4 159.4 180.4 135.4 172.8 124.4
## pm2.5 28.0 35.0 81.0 50.0 44.0 55.0 93.0 107.0 114.0 148.0 168.0
## CV residual -23.4 -35.6 -34.9 -80.5 -82.4 -68.4 -66.4 -73.4 -21.4 -24.8 43.6
## 11750 11752 11754 11762 11766 11767 11771 11773 11774 11775 11778
## Predicted 79.6 1.38 -2.72 159.2 146.3 127.2 11.0 -4.05 -8.72 -13.4 -7.66
## cvpred 79.6 1.70 -2.37 160.6 147.8 128.4 11.1 -4.06 -8.73 -13.4 -7.62
## pm2.5 150.0 84.00 44.00 110.0 86.0 58.0 33.0 34.00 37.00 38.0 26.00
## CV residual 70.4 82.30 46.37 -50.6 -61.8 -70.4 21.9 38.06 45.73 51.4 33.62
## 11782 11785 11787 11789 11791 11793 11794 11796 11797 11800 11801
## Predicted 75.9 128.0 92.5 97.2 76.7 58.7 46.1 65.2 20.6 55.7 51.62
## cvpred 76.2 128.7 93.0 97.7 76.8 58.3 45.5 64.9 19.9 55.9 51.85
## pm2.5 43.0 40.0 30.0 26.0 19.0 27.0 23.0 18.0 14.0 29.0 45.00
## CV residual -33.2 -88.7 -63.0 -71.7 -57.8 -31.3 -22.5 -46.9 -5.9 -26.9 -6.85
## 11802 11803 11807 11808 11809 11810 11812 11821 11822 11825 11828
## Predicted 62.0 66.7 103.6 95.7 121.2 127.5 129.6 99.3 91.1 155 122.6
## cvpred 62.3 67.0 104.2 96.1 121.7 128.1 130.4 99.6 91.5 156 122.8
## pm2.5 46.0 48.0 55.0 50.0 69.0 80.0 62.0 59.0 53.0 42 41.0
## CV residual -16.3 -19.0 -49.2 -46.1 -52.7 -48.1 -68.4 -40.6 -38.5 -114 -81.8
## 11834 11835 11839 11842 11847 11851 11852 11853 11854 11855 11857
## Predicted 132 137.0 132 108.9 75.9 12.15 20.346 20.91 29.68 37.88 50.5
## cvpred 132 137.7 132 108.8 76.2 11.73 19.874 20.48 29.22 37.36 50.1
## pm2.5 78 74.0 88 94.0 22.0 20.00 20.000 25.00 35.00 28.00 31.0
## CV residual -54 -63.7 -44 -14.8 -54.2 8.27 0.126 4.52 5.78 -9.36 -19.1
## 11858 11862 11867 11869 11880 11881 11886 11887 11895 11898 11899
## Predicted 44.2 103 40.4 48.4 147.6 155.5 172.0 139.4 -24.8 -30.8 -24.0
## cvpred 43.7 103 39.7 48.4 148.3 156.5 172.9 139.6 -25.5 -31.3 -24.3
## pm2.5 26.0 24 27.0 21.0 56.0 80.0 98.0 104.0 165.0 118.0 61.0
## CV residual -17.7 -79 -12.7 -27.4 -92.3 -76.5 -74.9 -35.6 190.5 149.3 85.3
## 11902 11903 11904 11905 11906 11907 11912 11915 11920 11921 11926
## Predicted -29.9 -25.3 -19 -12.7 -6.39 2.09 20.1 15.7 17.10 12.434 15.75
## cvpred -30.1 -25.4 -19 -12.6 -6.23 2.48 20.5 15.8 16.44 11.765 15.29
## pm2.5 60.0 56.0 68 51.0 75.00 72.00 63.0 35.0 12.00 11.000 24.00
## CV residual 90.1 81.4 87 63.6 81.23 69.52 42.5 19.2 -4.44 -0.765 8.71
## 11927 11928 11933 11934 11935 11936 11937 11938 11943 11949
## Predicted 55.4 22.04 23.9405 72.6 109.8 80.5 5.36 -0.926 -20.6 -14.9
## cvpred 55.4 21.68 23.9734 73.0 110.2 80.6 4.83 -1.559 -21.4 -15.5
## pm2.5 16.0 29.00 24.0000 18.0 29.0 20.0 28.00 28.000 28.0 70.0
## CV residual -39.4 7.32 0.0266 -55.0 -81.2 -60.6 23.17 29.559 49.4 85.5
## 11952 11957 11958 11965 11968 11972 11982 11984 11986 11987 11991
## Predicted 0.204 -4.75 11.9 -45.8 -6.90 42.6 83.5 22.68 10.96 2.76 12.18
## cvpred -0.353 -5.06 11.8 -46.9 -6.87 43.1 83.8 22.32 10.17 2.03 11.46
## pm2.5 59.000 25.00 22.0 26.0 18.00 29.0 58.0 18.00 16.00 15.00 8.00
## CV residual 59.353 30.06 10.2 72.9 24.87 -14.1 -25.8 -4.32 5.83 12.97 -3.46
## 11995 12004 12011 12012 12018 12020 12034 12035 12037 12039 12048
## Predicted 56.083 105 72.56 59.41 19.40 38.26 129.7 127.5 122.3 128.0 111
## cvpred 56.045 105 72.41 59.03 19.36 38.53 130.7 128.4 123.1 128.9 111
## pm2.5 57.000 37 71.00 69.00 24.00 35.00 147.0 153.0 149.0 159.0 250
## CV residual 0.955 -68 -1.41 9.97 4.64 -3.53 16.3 24.6 25.9 30.1 139
## 12050 12061 12062 12065 12068 12069 12070 12075 12076 12078 12079
## Predicted 164 117.9 117 117 45.6 50.9 53.9 69.0 86.3 59.8 54.1
## cvpred 165 118.5 118 118 45.3 50.6 53.5 68.7 86.2 59.5 53.7
## pm2.5 251 217.0 237 221 75.0 32.0 27.0 7.0 6.0 5.0 6.0
## CV residual 86 98.5 119 103 29.7 -18.6 -26.5 -61.7 -80.2 -54.5 -47.7
## 12086 12087 12088 12090 12092 12093 12095 12097 12103 12105 12107
## Predicted 53.2 44.7 61.2 69.2 78.5 93.0 95.2 101.5 15.5 16.39 25.15
## cvpred 52.7 44.0 61.2 69.3 78.7 93.2 95.5 101.9 15.4 15.99 24.73
## pm2.5 13.0 14.0 16.0 19.0 15.0 20.0 27.0 28.0 46.0 14.00 16.00
## CV residual -39.7 -30.0 -45.2 -50.3 -63.7 -73.2 -68.5 -73.9 30.6 -1.99 -8.73
## 12110 12111 12115 12116 12119 12121 12129 12145 12146 12155 12156
## Predicted 18.30 29.3 72.5 78.8 106.5 97.7 14.5 88.1 119.4 66.8 49.6
## cvpred 17.73 28.8 73.0 79.3 107.3 98.5 13.7 88.6 119.6 66.5 48.7
## pm2.5 12.00 7.0 47.0 31.0 22.0 26.0 54.0 36.0 40.0 114.0 69.0
## CV residual -5.73 -21.8 -26.0 -48.3 -85.3 -72.5 40.3 -52.6 -79.6 47.5 20.3
## 12159 12161 12162 12163 12165 12170 12171 12172 12175 12178 12180
## Predicted -9.29 2.72 14.73 21.02 38.3 108.3 120.4 135.9 136.2 102.9 94.4
## cvpred -9.67 2.51 14.69 21.08 38.5 108.9 120.7 136.8 136.9 102.6 93.9
## pm2.5 25.00 21.00 24.00 31.00 118.0 69.0 66.0 77.0 89.0 155.0 200.0
## CV residual 34.67 18.49 9.31 9.92 79.5 -39.9 -54.7 -59.8 -47.9 52.4 106.1
## 12181 12182 12183 12190 12193 12200 12202 12204 12215 12223 12228
## Predicted 88.1 81.3 62.1 68.9 98.5 129.9 103.17 84.3 84.6 132.1 61.05
## cvpred 87.5 80.5 61.3 68.9 98.5 129.9 102.65 83.5 84.1 132.3 60.21
## pm2.5 187.0 152.0 123.0 47.0 53.0 81.0 100.00 109.0 59.0 56.0 69.00
## CV residual 99.5 71.5 61.7 -21.9 -45.5 -48.9 -2.65 25.5 -25.1 -76.3 8.79
## 12229 12237 12238 12240 12243 12244 12248 12249 12281 12291 12297
## Predicted 50.7 81.3 93.7 113.3 113 119.3 110.79 125.28 79.3 148.2 130.2
## cvpred 49.7 81.1 92.9 113.1 113 119.4 110.73 125.26 78.7 148.4 129.9
## pm2.5 73.0 47.0 48.0 57.0 97 95.0 115.00 116.00 97.0 177.0 171.0
## CV residual 23.3 -34.1 -44.9 -56.1 -16 -24.4 4.27 -9.26 18.3 28.6 41.1
## 12298 12300 12303 12304 12305 12306 12307 12308 12311 12315 12320
## Predicted 117.6 85.9 41.3 42.9 50.8 66.9 73.5 86.1 91.58 128.7 133.4
## cvpred 117.1 85.1 40.3 42.0 50.1 66.4 72.8 85.6 90.89 128.6 133.3
## pm2.5 154.0 140.0 119.0 124.0 105.0 106.0 104.0 112.0 100.00 100.0 90.0
## CV residual 36.9 54.9 78.7 82.0 54.9 39.6 31.2 26.4 9.11 -28.6 -43.3
## 12322 12326 12332 12334 12335 12336 12339 12341 12342 12343 12344
## Predicted 116.7 103.6 83.8 64.6 62.697 92.030 93.6 118.8 107.8 111.9 93.0
## cvpred 116.5 103.1 82.7 63.5 61.715 91.383 93.1 118.7 107.6 111.6 92.5
## pm2.5 105.0 118.0 146.0 114.0 61.000 92.000 82.0 58.0 55.0 62.0 56.0
## CV residual -11.5 14.9 63.3 50.5 -0.715 0.617 -11.1 -60.7 -52.6 -49.6 -36.5
## 12345 12346 12347 12350 12353 12355 12358 12364 12365 12369 12370
## Predicted 86.7 63.8 91.1 60.8 46.3 81.3 128 56.9 50.6 57.2 42.4
## cvpred 86.1 62.8 90.3 60.5 46.5 81.9 129 56.9 50.5 57.0 41.8
## pm2.5 52.0 99.0 65.0 85.0 26.0 28.0 15 15.0 17.0 9.0 9.0
## CV residual -34.1 36.2 -25.3 24.5 -20.5 -53.9 -114 -41.9 -33.5 -48.0 -32.8
## 12371 12375 12386 12388 12392 12399 12400 12401 12406 12413 12415
## Predicted 36.1 66.7 57.0 57.0 59.4 7.17 15.77 28.4 79.0 130.9 128.3
## cvpred 35.5 66.2 56.5 56.5 58.8 6.12 14.69 28.0 79.2 131.5 128.2
## pm2.5 8.0 13.0 17.0 16.0 8.0 10.00 11.00 17.0 29.0 45.0 57.0
## CV residual -27.5 -53.2 -39.5 -40.5 -50.8 3.88 -3.69 -11.0 -50.2 -86.5 -71.2
## 12418 12420 12422 12425 12427 12428 12432 12434 12439 12445 12446
## Predicted 88.5 66.2 29.8 22.8 39.5 44.1 60.7 64.80 42.8 -24.5 -29.2
## cvpred 88.5 65.4 28.7 22.6 39.5 44.2 60.4 64.49 42.5 -25.5 -30.2
## pm2.5 99.0 105.0 81.0 64.0 100.0 92.0 73.0 68.00 18.0 9.0 9.0
## CV residual 10.5 39.6 52.3 41.4 60.5 47.8 12.6 3.51 -24.5 34.5 39.2
## 12447 12448 12452 12454 12455 12456 12457 12463 12470 12471 12475
## Predicted -25.1 33.8 -10.6 61.45 59.8 107.7 109.4 65.73 32.05 34.4 36.3
## cvpred -26.1 33.8 -11.6 61.71 60.0 108.2 109.6 65.21 31.11 33.9 36.1
## pm2.5 11.0 11.0 15.0 56.00 45.0 48.0 53.0 57.00 30.00 44.0 21.0
## CV residual 37.1 -22.8 26.6 -5.71 -15.0 -60.2 -56.6 -8.21 -1.11 10.1 -15.1
## 12476 12477 12479 12481 12488 12489 12490 12491 12496 12497 12499
## Predicted 42.6 57.6 95.2 116 115.10 99.9 81 71.1 37.4 43.7 53.8
## cvpred 42.5 57.7 95.1 117 115.28 99.2 80 70.5 36.7 43.1 53.5
## pm2.5 18.0 25.0 24.0 28 125.00 133.0 133 126.0 90.0 83.0 67.0
## CV residual -24.5 -32.7 -71.1 -89 9.72 33.8 53 55.5 53.3 39.9 13.5
## 12500 12506 12507 12516 12517 12521 12527 12528 12533 12552 12553
## Predicted 62.52 118.3 126.2 95.9 91.27 62.8 120.4 120.4 136.7 127.7 151.9
## cvpred 62.28 118.6 126.7 95.5 90.83 62.1 120.3 120.3 137.1 127.8 152.3
## pm2.5 67.00 65.0 50.0 87.0 85.00 86.0 163.0 170.0 201.0 59.0 66.0
## CV residual 4.72 -53.6 -76.7 -8.5 -5.83 23.9 42.7 49.7 63.9 -68.8 -86.3
## 12558 12560 12566 12571 12572 12573 12575 12586 12587 12588 12589
## Predicted 123 166 63.6 92.8 101.5 116.6 138 124.7 112.1 91.2 88.3
## cvpred 124 166 62.9 92.9 101.7 116.8 138 124.1 111.3 90.8 87.4
## pm2.5 6 7 22.0 27.0 28.0 40.0 33 189.0 165.0 152.0 126.0
## CV residual -118 -159 -40.9 -65.9 -73.7 -76.8 -105 64.9 53.7 61.2 38.6
## 12591 12594 12600 12601 12603 12606 12612 12621 12624 12626 12638
## Predicted 73.7 76.94 121.25 129.2 145.8 148.0 97.7 101.0 149 154.1 102.9
## cvpred 73.3 76.72 121.49 129.6 146.4 148.8 97.6 100.6 150 154.7 102.9
## pm2.5 112.0 67.00 119.00 121.0 121.0 176.0 130.0 48.0 84 122.0 67.0
## CV residual 38.7 -9.72 -2.49 -8.6 -25.4 27.2 32.4 -52.6 -66 -32.7 -35.9
## 12640 12642 12645 12647 12652 12658 12659 12668 12670 12671 12672
## Predicted 99.9 128 138 107.1 106.7 49.1 19.52 66.6 86.3 111.2 94.5
## cvpred 100.0 129 137 106.5 106.4 47.8 18.16 66.4 86.2 111.1 93.7
## pm2.5 85.0 25 33 55.0 14.0 12.0 11.00 48.0 39.0 34.0 45.0
## CV residual -15.0 -104 -104 -51.5 -92.4 -35.8 -7.16 -18.4 -47.2 -77.1 -48.7
## 12678 12679 12680 12681 12684 12686 12691 12692 12693 12695
## Predicted 151.0 143.1 124.65 124.65 88.54 73.5 69.59 78.4 101.3 118.85
## cvpred 150.8 142.7 124.56 124.56 87.94 72.8 69.22 78.0 101.2 118.69
## pm2.5 96.0 98.0 117.00 119.00 96.00 95.0 63.00 45.0 70.0 116.00
## CV residual -54.8 -44.7 -7.56 -5.56 8.06 22.2 -6.22 -33.0 -31.2 -2.69
## 12696 12697 12699 12702 12705 12706 12711 12712 12713 12717
## Predicted 126.764 122.66 131.1 139.6 108.2 95.6 66.8 68.5 76.7 105.1
## cvpred 126.795 122.73 131.4 140.1 108.2 95.4 66.3 68.0 76.2 105.2
## pm2.5 127.000 132.00 156.0 93.0 133.0 153.0 236.0 231.0 220.0 141.0
## CV residual 0.205 9.27 24.6 -47.1 24.8 57.6 169.7 163.0 143.8 35.8
## 12724 12728 12731 12732 12736 12744 12745 12746 12749 12752 12756
## Predicted 156.4 140.5 119.9 107 110.6 145.76 108 110.0 146.3 152.6 103.27
## cvpred 156.5 140.3 119.8 107 110.5 145.57 107 109.3 146.2 152.6 102.48
## pm2.5 128.0 165.0 156.0 167 152.0 138.00 154 192.0 96.0 76.0 95.00
## CV residual -28.5 24.7 36.2 60 41.5 -7.57 47 82.7 -50.2 -76.6 -7.48
## 12757 12758 12762 12763 12768 12770 12772 12774 12775 12778 12779
## Predicted 134.2 128 133.62 128 137.2 137.22 136.8 145.6 99.4 116.3 114.1
## cvpred 134.4 128 133.79 128 137.3 137.35 136.3 145.1 98.4 115.5 113.1
## pm2.5 95.0 97 139.00 144 114.0 134.00 125.0 121.0 110.0 88.0 87.0
## CV residual -39.4 -31 5.21 16 -23.3 -3.35 -11.3 -24.1 11.6 -27.5 -26.1
## 12780 12781 12783 12789 12793 12798 12801 12802 12804 12808 12810
## Predicted 107.8 96.87 92.2 121.9 139.1 122 135.9 119.3 90.0 58.4 72.4
## cvpred 106.7 95.68 91.0 121.6 139.1 122 135.2 118.3 88.7 57.7 71.6
## pm2.5 85.0 88.00 80.0 87.0 151.0 257 227.0 198.0 154.0 101.0 99.0
## CV residual -21.7 -7.68 -11.0 -34.6 11.9 135 91.8 79.7 65.3 43.3 27.4
## 12811 12813 12815 12826 12827 12830 12831 12832 12834 12844 12845
## Predicted 93.1 115 130 128.0 117.6 99.8 91.5 91.5 86.8 138 137.8
## cvpred 92.5 115 130 127.1 116.6 98.5 90.8 90.8 86.1 137 137.5
## pm2.5 113.0 269 245 198.0 205.0 182.0 167.0 161.0 155.0 254 205.0
## CV residual 20.5 154 115 70.9 88.4 83.5 76.2 70.2 68.9 117 67.5
## 12846 12848 12854 12858 12859 12862 12865 12867 12870 12873 12874
## Predicted 122 135.7 94.8 58.6 60.8 105.4 107.6 118.0 133.1 118.3 101.6
## cvpred 121 135.1 94.2 58.2 60.5 105.3 107.6 118.1 133.2 118.1 101.2
## pm2.5 230 187.0 158.0 120.0 111.0 192.0 199.0 158.0 171.0 172.0 169.0
## CV residual 109 51.9 63.8 61.8 50.5 86.7 91.4 39.9 37.8 53.9 67.8
## 12875 12876 12877 12878 12880 12888 12891 12892 12897 12901 12902
## Predicted 82.7 77.6 55.4 57.0 52.3 106.2 120.7 128.59 132.7 130 132
## cvpred 82.1 76.4 54.7 56.4 51.8 106.4 120.9 128.99 133.1 130 132
## pm2.5 178.0 149.0 164.0 117.0 109.0 164.0 146.0 137.00 217.0 251 337
## CV residual 95.9 72.6 109.3 60.6 57.2 57.6 25.1 8.01 83.9 121 205
## 12903 12905 12907 12908 12910 12913 12915 12920 12921 12924 12925
## Predicted 132 132 138 138 142.5 155.1 167.1 161.38 161.4 148.8 148.8
## cvpred 132 132 138 138 142.9 155.7 167.9 162.09 162.1 149.3 149.3
## pm2.5 402 442 445 352 132.0 139.0 152.0 169.00 182.0 169.0 185.0
## CV residual 270 310 307 214 -10.9 -16.7 -15.9 6.91 19.9 19.7 35.7
## 12928 12930 12931 12934 12936 12941 12942 12943 12947 12948 12952
## Predicted 150 137.0 126.01 160 131 121 119.6 120 78.6 81.2 49.3
## cvpred 151 137.1 126.04 160 131 121 119.3 119 77.5 79.9 47.8
## pm2.5 163 194.0 133.00 34 29 11 25.0 18 16.0 22.0 23.0
## CV residual 12 56.9 6.96 -126 -102 -110 -94.3 -101 -61.5 -57.9 -24.8
## 12960 12962 12977 12979 12980 12986 12988 12989 12992 12996 12998
## Predicted 58.7 90.4 50.6 72.6 79.3 141 109.483 102.9 84.0 58.7 47.2
## cvpred 57.2 89.2 49.7 71.3 78.7 141 108.832 102.4 83.2 57.7 46.0
## pm2.5 41.0 43.0 22.0 25.0 26.0 87 109.000 134.0 52.0 24.0 19.0
## CV residual -16.2 -46.2 -27.7 -46.3 -52.7 -54 0.168 31.6 -31.2 -33.7 -27.0
## 13000 13001 13011 13014 13019 13021 13025 13026 13028 13029 13030
## Predicted 68.9 49.8 104.9 132.9 88.8 69.6 88.7 88.7 99.6 98.0 114.7
## cvpred 68.2 48.8 105.1 133.1 88.5 69.3 88.9 88.9 99.9 98.2 115.1
## pm2.5 21.0 20.0 49.0 49.0 59.0 26.0 39.0 40.0 53.0 58.0 55.0
## CV residual -47.2 -28.8 -56.1 -84.1 -29.5 -43.3 -49.9 -48.9 -46.9 -40.2 -60.1
## 13031 13032 13033 13036 13037 13038 13040 13041 13045 13049
## Predicted 117.1 133.8 133.8 146.4 121.779 144.3 96.5 130.14 107 81.3
## cvpred 117.4 134.3 134.3 147.1 121.528 144.3 95.9 129.84 107 80.8
## pm2.5 56.0 93.0 108.0 118.0 121.000 119.0 123.0 125.00 162 166.0
## CV residual -61.4 -41.3 -26.3 -29.1 -0.528 -25.3 27.1 -4.84 55 85.2
## 13063 13068 13073 13074 13075 13077 13081 13088 13091 13096 13101
## Predicted 143 129 111 115 123 128.1 147 157.6 119.9 121.3 132
## cvpred 144 129 110 115 123 127.9 147 158.1 119.2 120.9 132
## pm2.5 265 242 223 228 243 224.0 266 145.0 37.0 52.0 213
## CV residual 121 113 113 113 120 96.1 119 -13.1 -82.2 -68.9 81
## 13102 13104 13106 13116 13117 13118 13119 13120 13122 13126 13134
## Predicted 132 136.9 145 151 148.9 148.9 110.8 141.7 141.7 146.4 126.7
## cvpred 132 136.7 145 151 148.9 148.9 109.9 141.8 141.8 146.5 126.1
## pm2.5 213 233.0 254 39 61.0 77.0 93.0 109.0 81.0 112.0 179.0
## CV residual 81 96.3 109 -112 -87.9 -71.9 -16.9 -32.8 -60.8 -34.5 52.9
## 13136 13140 13143 13145 13148 13150 13154 13156 13157 13159 13160
## Predicted 154.3 105.5 134.89 136.1 136.6 147.6 154.3 131.3 160 112 106
## cvpred 154.6 104.6 134.84 135.6 136.2 147.2 154.6 130.8 160 112 105
## pm2.5 166.0 162.0 140.00 122.0 170.0 187.0 215.0 195.0 245 220 244
## CV residual 11.4 57.4 5.16 -13.6 33.8 39.8 60.4 64.2 85 108 139
## 13163 13166 13169 13170 13171 13182 13184 13185 13186 13191 13196
## Predicted 62.9 22.98 58.2 59.8 64.9 105.3 88.9 72.2 51.47 47.19 94.19
## cvpred 61.7 21.53 57.2 58.9 64.5 104.7 87.9 71.0 50.08 46.58 93.64
## pm2.5 72.0 26.00 26.0 23.0 30.0 85.0 48.0 46.0 47.00 40.00 96.00
## CV residual 10.3 4.47 -31.2 -35.9 -34.5 -19.7 -39.9 -25.0 -3.08 -6.58 2.36
## 13197 13202 13205 13209 13214 13217 13224 13225 13226 13234
## Predicted 73.689 112.8 111 116.6 90.8 92.5 150.56 150.56 157 129.9
## cvpred 73.288 112.8 111 116.8 90.1 91.8 150.64 150.64 157 130.1
## pm2.5 73.000 82.0 67 105.0 165.0 141.0 145.00 152.00 173 142.0
## CV residual -0.288 -30.8 -44 -11.8 74.9 49.2 -5.64 1.36 16 11.9
## 13238 13243 13246 13247 13254 13255 13259 13265 13270 13276 13277
## Predicted 105.4 115.9 133.2 122.8 129.3 125.2 57.1 71.4 116.0 137 166
## cvpred 104.7 116.1 133.6 123.1 129.5 125.4 56.9 72.0 116.8 137 166
## pm2.5 180.0 170.0 188.0 179.0 42.0 44.0 11.0 16.0 19.0 37 38
## CV residual 75.3 53.9 54.4 55.9 -87.5 -81.4 -45.9 -56.0 -97.8 -100 -128
## 13281 13283 13287 13289 13292 13296 13297 13298 13300 13305 13315
## Predicted 136.6 90.8 31.1 27.6 43.2 78.0 86.4 131 131 66.8 57.6
## cvpred 136.7 91.2 30.1 26.7 42.4 77.3 86.0 131 131 65.8 57.0
## pm2.5 37.0 26.0 14.0 16.0 12.0 28.0 18.0 22 41 14.0 21.0
## CV residual -99.7 -65.2 -16.1 -10.7 -30.4 -49.3 -68.0 -109 -90 -51.8 -36.0
## 13316 13317 13318 13323 13327 13336 13338 13340 13346 13347 13349
## Predicted 68.5 85.2 94.0 125.7 124 95.61 89.89 100.0 138.9 145.1 145
## cvpred 68.1 85.0 93.7 125.7 124 94.87 89.08 99.5 138.5 144.9 144
## pm2.5 18.0 23.0 25.0 57.0 93 89.00 91.00 66.0 171.0 185.0 275
## CV residual -50.1 -62.0 -68.7 -68.7 -31 -5.87 1.92 -33.5 32.5 40.1 131
## 13358 13360 13365 13369 13373 13375 13376 13378 13379 13380
## Predicted 100.6 91.8 104.9 116.46 137.2 145.1 137.2 125 124.66 114.27
## cvpred 99.6 90.8 104.2 115.88 136.8 144.9 136.8 124 124.02 113.56
## pm2.5 197.0 130.0 132.0 112.00 105.0 107.0 127.0 111 126.00 109.00
## CV residual 97.4 39.2 27.8 -3.88 -31.8 -37.9 -9.8 -13 1.98 -4.56
## 13381 13382 13383 13388 13393 13396 13397 13398 13399 13400 13401
## Predicted 101.26 101.1 97.0 112.9 133.6 142 142 142 148.4 138.0 142
## cvpred 99.78 100.2 96.1 112.3 133.2 142 142 142 148.3 137.9 142
## pm2.5 108.00 122.0 112.0 92.0 120.0 95 92 89 102.0 99.0 97
## CV residual 8.22 21.8 15.9 -20.3 -13.2 -47 -50 -53 -46.3 -38.9 -45
## 13405 13412 13423 13425 13428 13430 13431 13433 13436 13441 13443
## Predicted 111 113.9 137.6 129.5 119.0 113.8 69.8 96.7 124.3 151 148
## cvpred 110 113.4 136.9 129.2 117.8 112.5 68.1 96.0 123.9 151 148
## pm2.5 95 91.0 90.0 94.0 131.0 144.0 144.0 132.0 133.0 44 42
## CV residual -15 -22.4 -46.9 -35.2 13.2 31.5 75.9 36.0 9.1 -107 -106
## 13450 13455 13456 13461 13464 13466 13468 13478 13483 13488 13492
## Predicted 111 112.29 112.29 128.7 127.6 123.5 141.8 95.3 106.8 150 113.5
## cvpred 110 111.72 111.72 128.5 127.4 123.4 141.9 94.8 106.4 150 112.8
## pm2.5 70 103.00 109.00 107.0 100.0 78.0 77.0 70.0 90.0 47 69.0
## CV residual -40 -8.72 -2.72 -21.5 -27.4 -45.4 -64.9 -24.8 -16.4 -103 -43.8
## 13493 13494 13496 13502 13503 13506 13507 13512 13513 13518 13520
## Predicted 153.8 153.4 105.6 119.8 130.6 143 137.2 111 104 112.5 106.2
## cvpred 154.1 153.1 104.7 118.8 130.3 143 137.3 110 103 111.7 105.3
## pm2.5 71.0 80.0 93.0 181.0 186.0 77 87.0 88 117 69.0 64.0
## CV residual -83.1 -73.1 -11.7 62.2 55.7 -66 -50.3 -22 14 -42.7 -41.3
## 13524 13527 13528 13529 13531 13534 13542 13546 13547 13548 13549
## Predicted 125.0 109.4 109.4 107 77.4 136.2 108.8 94.1 98.8 77.4 77.4
## cvpred 124.1 108.4 108.4 106 76.2 135.7 108.1 93.0 97.7 76.2 76.2
## pm2.5 76.0 127.0 128.0 128 142.0 151.0 121.0 150.0 117.0 105.0 66.0
## CV residual -48.1 18.6 19.6 22 65.8 15.3 12.9 57.0 19.3 28.8 -10.2
## 13553 13556 13562 13563 13570 13577 13579 13580 13582 13588 13589
## Predicted 125 131.4 154.9 155 112.9 140.1 136 140.7 153.3 152.8 124.0
## cvpred 125 131.4 155.2 155 112.2 140.1 136 140.7 153.5 152.5 123.3
## pm2.5 73 79.0 57.0 53 14.0 58.0 65 56.0 80.0 87.0 89.0
## CV residual -52 -52.4 -98.2 -102 -98.2 -82.1 -71 -84.7 -73.5 -65.5 -34.3
## 13590 13591 13595 13596 13597 13601 13602 13604 13608 13609 13617
## Predicted 152.8 156.9 139 142.7 132 127.5 133.3 144.2 144.8 143.2 149.5
## cvpred 152.5 156.6 139 142.1 131 127.3 133.1 144.2 144.8 143.1 149.5
## pm2.5 83.0 77.0 90 92.0 95 88.0 88.0 78.0 106.0 94.0 74.0
## CV residual -69.5 -79.6 -49 -50.1 -36 -39.3 -45.1 -66.2 -38.8 -49.1 -75.5
## 13618 13619 13620 13623 13626 13628 13634 13635 13637 13638 13639
## Predicted 149.5 143.17 141.0 135.7 137.4 142 148 148 119 146 146
## cvpred 149.5 143.07 140.8 135.5 137.2 142 147 147 118 146 146
## pm2.5 111.0 146.00 155.0 189.0 211.0 256 296 321 288 293 307
## CV residual -38.5 2.93 14.2 53.5 73.8 114 149 174 170 147 161
## 13640 13644 13652 13653 13654 13657 13658 13660 13662 13663 13667
## Predicted 146 132 131 135 137.7 144 144 146 144 145 130
## cvpred 146 130 130 135 137.2 144 144 146 143 144 129
## pm2.5 335 336 235 244 237.0 361 325 354 383 355 376
## CV residual 189 206 105 109 99.8 217 181 208 240 211 247
## 13668 13671 13674 13675 13677 13680 13681 13684 13687 13688 13691
## Predicted 123 126 98.7 113.4 130.8 120 156 157 158 156 154.9
## cvpred 122 126 97.6 112.7 130.2 119 155 157 158 155 154.7
## pm2.5 356 310 62.0 49.0 53.0 19 20 40 31 38 64.0
## CV residual 234 184 -35.6 -63.7 -77.2 -100 -135 -117 -127 -117 -90.7
## 13693 13700 13701 13703 13704 13705 13708 13711 13712 13714 13726
## Predicted 155 142 153.2 126.10 126.1 159.6 161.2 121.9 152 99.9 139.0
## cvpred 156 142 153.4 125.54 125.5 159.4 161.1 121.4 151 98.9 138.9
## pm2.5 48 40 63.0 118.00 84.0 85.0 80.0 38.0 39 24.0 60.0
## CV residual -108 -102 -90.4 -7.54 -41.5 -74.4 -81.1 -83.4 -112 -74.9 -78.9
## 13732 13733 13735 13736 13749 13757 13759 13763 13766 13767 13769
## Predicted 127.2 116.2 116.2 154 137.9 147.3 147.3 129.3 112 116.1 116.1
## cvpred 126.7 115.6 115.6 154 137.8 147.1 147.1 128.6 110 115.2 115.2
## pm2.5 61.0 53.0 40.0 37 90.0 183.0 202.0 218.0 213 210.0 215.0
## CV residual -65.7 -62.6 -75.6 -117 -47.8 35.9 54.9 89.4 103 94.8 99.8
## 13770 13774 13775 13778 13779 13781 13783 13786 13791 13792 13793
## Predicted 128.1 137 137 140 139 141 113 106.5 93.9 116.9 101.2
## cvpred 127.4 137 137 139 138 140 111 105.3 92.6 115.8 100.1
## pm2.5 184.0 238 259 311 306 313 284 88.0 32.0 54.0 66.0
## CV residual 56.6 101 122 172 168 173 173 -17.3 -60.6 -61.8 -34.1
## 13795 13800 13801 13803 13806 13811 13812 13819 13820 13822 13829
## Predicted 101.2 109.7 155 130.8 121.4 89.4 83.1 119.8 130.8 135.5 124.0
## cvpred 100.1 108.8 155 130.3 120.9 88.4 82.0 119.7 130.8 135.4 123.3
## pm2.5 38.0 41.0 39 41.0 36.0 38.0 35.0 48.0 44.0 57.0 102.0
## CV residual -62.1 -67.8 -116 -89.3 -84.9 -50.4 -47.0 -71.7 -86.8 -78.4 -21.3
## 13830 13833 13838 13840 13841 13843 13909 13910 13911 13914 13915
## Predicted 128.1 96.6 67.4 48.2 66.7 108.7 109.8 94.8 94.8 111.4 109.5
## cvpred 127.4 95.4 65.8 46.6 65.3 108.2 109.4 94.2 94.2 111.1 109.3
## pm2.5 87.0 59.0 46.0 20.0 41.0 82.0 59.0 46.0 49.0 50.0 66.0
## CV residual -40.4 -36.4 -19.8 -26.6 -24.3 -26.2 -50.4 -48.2 -45.2 -61.1 -43.3
## 13922 13928 13929 13933 13936 13937 13939 13940 13941 13945
## Predicted 147.5 143.7 135.8 111.29 101.3 101.333 109.81 116.099 120.76 146
## cvpred 147.7 143.7 135.6 110.12 100.7 100.659 109.37 115.762 120.43 146
## pm2.5 77.0 110.0 109.0 106.00 114.0 101.000 117.00 115.000 117.00 118
## CV residual -70.7 -33.7 -26.6 -4.12 13.3 0.341 7.63 -0.762 -3.43 -28
## 13947 13948 13952 13954 13955 13956 13961 13964 13968 14026 14027
## Predicted 142 146.21 138.3 136.1 129.8 117.2 110.1 122.7 134.2 91.3 91.97
## cvpred 142 146.03 137.9 135.6 129.2 116.4 109.4 122.2 133.8 90.1 90.75
## pm2.5 166 144.00 190.0 200.0 178.0 134.0 132.0 175.0 104.0 109.0 98.00
## CV residual 24 -2.03 52.1 64.4 48.8 17.6 22.6 52.8 -29.8 18.9 7.25
## 14030 14032 14033 14035 14037 14038 14040 14044 14045 14051 14055
## Predicted 61.9 90.1 88.1 113.0 130.2 132.7 139.559 145.8 152.1 121 108.4
## cvpred 60.5 89.1 87.7 112.7 130.2 132.5 139.516 145.9 152.3 120 107.6
## pm2.5 84.0 75.0 102.0 92.0 94.0 92.0 139.000 208.0 211.0 217 195.0
## CV residual 23.5 -14.1 14.3 -20.7 -36.2 -40.5 -0.516 62.1 58.7 97 87.4
## 14058 14059 14061 14063 14089 14090 14093 14095 14099 14115 14116
## Predicted 115.3 82.1 153 103.2 113.1 142 119.1 110.6 110.0 140.5 147.3
## cvpred 114.6 80.9 153 101.9 111.8 142 118.2 109.4 108.4 139.8 147.1
## pm2.5 202.0 102.0 30 42.0 74.0 64 146.0 64.0 96.0 111.0 105.0
## CV residual 87.4 21.1 -123 -59.9 -37.8 -78 27.8 -45.4 -12.4 -28.8 -42.1
## 14119 14121 14125 14129 14134 14135 14136 14137 14138 14140
## Predicted 146.8 134.25 104.9 108.1 140.4 140.413 143.8 144.2 144.2 152.1
## cvpred 146.1 133.37 104.1 107.6 140.1 140.149 143.2 144.2 144.2 152.3
## pm2.5 107.0 128.00 132.0 161.0 154.0 140.000 130.0 113.0 100.0 91.0
## CV residual -39.1 -5.37 27.9 53.4 13.9 -0.149 -13.2 -31.2 -44.2 -61.3
## 14149 14150 14151 14154 14161 14168 14172 14173 14180 14184
## Predicted 132.71 122.32 117.7 129.7 137.4 156 139.8 133.6 154.6 155.179
## cvpred 132.52 122.06 117.4 129.6 137.2 156 139.5 133.2 154.6 155.252
## pm2.5 135.00 125.00 148.0 147.0 125.0 33 110.0 108.0 128.0 156.000
## CV residual 2.48 2.94 30.6 17.4 -12.2 -123 -29.5 -25.2 -26.6 0.748
## 14195 14196 14197 14198 14209 14215 14221 14225 14226 14227 14234
## Predicted 150.5 121.2 127.52 127.5 114 108.8 59.7 76.2 80.3 96.9 148.4
## cvpred 150.6 120.4 126.77 126.8 113 108.1 58.3 75.6 79.7 96.6 148.3
## pm2.5 99.0 143.0 118.00 116.0 10 17.0 7.0 4.0 8.0 17.0 51.0
## CV residual -51.6 22.6 -8.77 -10.8 -103 -91.1 -51.3 -71.6 -71.7 -79.6 -97.3
## 14241 14244 14249 14252 14255 14257 14258 14259 14261 14267 14269
## Predicted 137.9 85.40 75.3 82.1 85.2 127 126 131 143 54.3 79.1
## cvpred 136.9 83.84 74.0 80.9 83.9 127 125 131 143 52.6 77.7
## pm2.5 69.0 88.00 37.0 29.0 19.0 16 16 18 3 10.0 9.0
## CV residual -67.9 4.16 -37.0 -51.9 -64.9 -111 -109 -113 -140 -42.6 -68.7
## 14270 14272 14274 14275 14277 14279 14282 14283 14287 14288 14289
## Predicted 22.57 62.3 91.9 104.4 125.8 135 140.8 147.1 147.7 140.4 130.3
## cvpred 20.57 61.3 90.9 103.7 125.2 134 140.4 146.8 147.4 139.4 128.9
## pm2.5 18.00 29.0 21.0 29.0 37.0 44 55.0 61.0 63.0 60.0 75.0
## CV residual -2.57 -32.3 -69.9 -74.7 -88.2 -90 -85.4 -85.8 -84.4 -79.4 -53.9
## 14297 14301 14302 14304 14306 14308 14309 14311 14316 14322 14323
## Predicted 82.0 114 126.4 138.9 138.9 147.7 120.6 114.3 101.1 83.4 96
## cvpred 81.1 113 125.8 138.6 138.6 147.4 119.5 113.1 99.3 82.2 95
## pm2.5 48.0 54 50.0 69.0 68.0 76.0 81.0 96.0 79.0 54.0 47
## CV residual -33.1 -59 -75.8 -69.6 -70.6 -71.4 -38.5 -17.1 -20.3 -28.2 -48
## 14324 14328 14329 14342 14346 14349 14355 14356 14358 14362 14365
## Predicted 106.9 136.7 140.8 91.59 97.0 100.6 144.1 117.0 152.1 77.6 87.6
## cvpred 106.1 136.3 140.4 90.35 96.1 99.1 143.8 115.9 151.5 75.8 85.9
## pm2.5 45.0 57.0 60.0 100.00 69.0 77.0 120.0 127.0 134.0 97.0 110.0
## CV residual -61.1 -79.3 -80.4 9.65 -27.1 -22.1 -23.8 11.1 -17.5 21.2 24.1
## 14366 14368 14372 14373 14411 14414 14419 14421 14423 14427 14435
## Predicted 83.5 77.4 103.4 131.6 113.6 81.7 108.5 111.6 112.12 143.2 117
## cvpred 81.8 76.4 102.6 130.6 112.1 79.9 107.8 110.2 110.77 142.3 116
## pm2.5 117.0 92.0 120.0 113.0 137.0 129.0 94.0 88.0 115.00 98.0 106
## CV residual 35.2 15.6 17.4 -17.6 24.9 49.1 -13.8 -22.2 4.23 -44.3 -10
## 14438 14448 14451 14455 14456 14463 14465 14470 14474 14478 14481
## Predicted 91.63 137.7 141.8 107.3 105.1 74.60 65.8 129.25 139.8 141.5 97.3
## cvpred 89.88 136.5 140.6 105.6 103.3 72.42 63.7 127.82 139.2 140.6 95.6
## pm2.5 97.00 118.0 121.0 120.0 126.0 82.00 80.0 118.00 111.0 111.0 120.0
## CV residual 7.12 -18.5 -19.6 14.4 22.7 9.58 16.3 -9.82 -28.2 -29.6 24.4
## 14482 14487 14493 14495 14499 14504 14507 14509 14512 14514 14515
## Predicted 91.0 95.5 128.1 140.7 154.9 106.53 90.21 75.16 95.12 107.1 109.3
## cvpred 89.2 94.5 127.2 139.9 154.4 105.43 88.64 73.51 94.36 106.5 108.9
## pm2.5 115.0 80.0 55.0 62.0 102.0 97.00 84.00 77.00 86.00 63.0 75.0
## CV residual 25.8 -14.5 -72.2 -77.9 -52.4 -8.43 -4.64 3.49 -8.36 -43.5 -33.9
## 14518 14519 14526 14530 14531 14533 14537 14540 14541 14544
## Predicted 128.6 141.2 152.13 132 118.5 107.98 96.74 113.98 133.1 141.5
## cvpred 127.7 140.4 151.51 131 117.2 107.17 96.08 113.53 132.7 140.5
## pm2.5 69.0 75.0 143.00 146 160.0 104.00 93.00 104.00 117.0 188.0
## CV residual -58.7 -65.4 -8.51 15 42.8 -3.17 -3.08 -9.53 -15.7 47.5
## 14547 14548 14549 14556 14560 14561 14564 14571 14575 14576 14578
## Predicted 114 114 114 115.7 107 108.5 115.3 123.8 148.0 152.1 137.3
## cvpred 113 113 113 114.3 106 107.7 114.7 122.8 147.4 151.4 136.3
## pm2.5 195 203 191 174.0 134 136.0 161.0 203.0 206.0 205.0 205.0
## CV residual 82 90 78 59.7 28 28.3 46.3 80.2 58.6 53.6 68.7
## 14580 14581 14582 14584 14586 14587 14588 14593 14599 14609 14610
## Predicted 120.1 120.1 115.8 111 92.3 98.5 140 94.9 141 69.5 71.1
## cvpred 118.9 118.9 115.2 111 90.8 97.2 139 93.7 141 68.8 70.5
## pm2.5 201.0 213.0 204.0 233 240.0 269.0 272 280.0 16 12.0 23.0
## CV residual 82.1 94.1 88.8 122 149.2 171.8 133 186.3 -125 -56.8 -47.5
## 14619 14624 14625 14626 14627 14628 14630 14633 14634 14637 14638
## Predicted 153 136.0 99.0 79.46 106.8 94.6 80.8 84.7 93.2 127.1 127.1
## cvpred 153 135.3 97.9 78.11 105.6 93.8 79.4 83.9 92.6 126.9 126.9
## pm2.5 40 83.0 81.0 88.00 78.0 52.0 39.0 57.0 59.0 51.0 71.0
## CV residual -113 -52.3 -16.9 9.89 -27.6 -41.8 -40.4 -26.9 -33.6 -75.9 -55.9
## 14639 14642 14643 14644 14648 14650 14655 14657 14658 14661 14667
## Predicted 131 142 111.3 140.1 141 120.9 103.7 93.0 101.8 127.2 112.7
## cvpred 131 142 110.1 139.3 140 120.1 102.6 92.1 100.9 126.5 111.4
## pm2.5 72 39 49.0 60.0 102 103.0 78.0 69.0 69.0 107.0 191.0
## CV residual -59 -103 -61.1 -79.3 -38 -17.1 -24.6 -23.1 -31.9 -19.5 79.6
## 14670 14671 14681 14685 14687 14689 14690 14694 14700 14701 14702
## Predicted 150.02 150.0 60.83 101.5 120 143.3 120.3 152 92.2 73.1 79.4
## cvpred 149.28 149.3 59.15 100.8 120 143.3 119.4 151 91.0 71.8 78.2
## pm2.5 159.00 112.0 62.00 36.0 37 73.0 78.0 83 161.0 151.0 105.0
## CV residual 9.72 -37.3 2.85 -64.8 -83 -70.3 -41.4 -68 70.0 79.2 26.8
## 14717 14721 14725 14729 14732 14734 14735 14742 14744 14745 14748
## Predicted 138.8 97.3 92.1 88.5 121.9 132.8 134.5 157 153 151 132
## cvpred 138.2 96.2 91.5 87.9 121.6 132.7 134.4 157 153 151 131
## pm2.5 73.0 109.0 103.0 98.0 143.0 164.0 200.0 230 249 256 277
## CV residual -65.2 12.8 11.5 10.1 21.4 31.3 65.6 73 96 105 146
## 14749 14751 14752 14758 14761 14764 14769 14770 14771 14774 14776
## Predicted 127 77.0 81.1 118.3 105.7 97.5 101.1 110.5 95.4 125 135.1
## cvpred 127 76.8 80.9 117.6 104.8 96.7 100.2 109.6 94.5 125 135.1
## pm2.5 287 116.0 50.0 66.0 80.0 17.0 21.0 17.0 27.0 24 40.0
## CV residual 160 39.2 -30.9 -51.6 -24.8 -79.7 -79.2 -92.6 -67.5 -101 -95.1
## 14777 14782 14788 14789 14791 14792 14794 14796 14799 14801 14802
## Predicted 133.5 145 105.5 99.8 107 90.3 37.0 43.6 16.29 26.7 26.7
## cvpred 133.4 145 104.4 98.6 106 88.8 35.3 41.8 14.45 24.9 24.9
## pm2.5 45.0 44 48.0 34.0 5 6.0 13.0 3.0 8.00 10.0 12.0
## CV residual -88.4 -101 -56.4 -64.6 -101 -82.8 -22.3 -38.8 -6.45 -14.9 -12.9
## 14804 14807 14808 14810 14811 14812 14813 14816 14819 14822 14823
## Predicted 114.5 50.1 73.7 73.1 73.1 117.5 86.0 96.9 91.2 98.6 107.4
## cvpred 113.8 48.2 72.1 71.4 71.4 116.8 84.2 95.3 89.5 97.0 105.8
## pm2.5 23.0 19.0 21.0 31.0 31.0 25.0 23.0 10.0 10.0 19.0 20.0
## CV residual -90.8 -29.2 -51.1 -40.4 -40.4 -91.8 -61.2 -85.3 -79.5 -78.0 -85.8
## 14824 14825 14828 14832 14834 14836 14838 14842 14846 14849 14852
## Predicted 140 98.0 105.9 105.9 107.5 105.0 105.0 122 108 104.0 120.7
## cvpred 139 96.4 104.5 104.5 106.2 103.9 103.9 121 107 103.3 120.1
## pm2.5 14 24.0 29.0 28.0 27.0 28.0 28.0 38 56 71.0 56.0
## CV residual -125 -72.4 -75.5 -76.5 -79.2 -75.9 -75.9 -83 -51 -32.3 -64.1
## 14853 14861 14865 14869 14870 14871 14872 14874 14875 14876 14881
## Predicted 125.4 123.1 148 126.4 126.4 128.0 129.7 136.0 137.6 142.3 140.1
## cvpred 124.8 122.5 147 125.9 125.9 127.6 129.4 135.7 137.5 142.1 139.8
## pm2.5 52.0 78.0 118 149.0 114.0 142.0 168.0 154.0 176.0 180.0 108.0
## CV residual -72.8 -44.5 -29 23.1 -11.9 14.4 38.6 18.3 38.5 37.9 -31.8
## 14884 14885 14888 14889 14893 14898 14901 14904 14905 14906
## Predicted 145.8 145.8 145.8 145.8 134.83 132.4 142.74 140.7 149.03 148.60
## cvpred 145.6 145.6 145.6 145.6 134.54 132.2 142.65 139.9 149.04 148.05
## pm2.5 113.0 117.0 113.0 117.0 126.00 102.0 140.00 120.0 142.00 146.00
## CV residual -32.6 -28.6 -32.6 -28.6 -8.54 -30.2 -2.65 -19.9 -7.04 -2.05
## 14909 14914 14917 14919 14923 14925 14927 14941 14942 14944 14945
## Predicted 150.7 140.6 128.0 112.4 133.4 146.0 156.51 83.0 107.8 109.9 114.0
## cvpred 150.8 140.3 127.5 111.8 133.3 146.1 156.16 81.6 106.7 109.5 113.5
## pm2.5 180.0 177.0 196.0 133.0 99.0 131.0 155.00 160.0 168.0 164.0 145.0
## CV residual 29.2 36.7 68.5 21.2 -34.3 -15.1 -1.16 78.4 61.3 54.5 31.5
## 14953 14956 14958 14963 14964 14965 14968 14969 14971 14973 14975
## Predicted 103 109.3 155 72.3 67.6 63.5 61.3 66.0 71.6 80.4 82.8
## cvpred 102 108.3 155 70.7 66.1 62.0 60.2 64.9 70.6 79.4 81.7
## pm2.5 36 17.0 22 22.0 21.0 11.0 23.0 12.0 16.0 26.0 26.0
## CV residual -66 -91.3 -133 -48.7 -45.1 -51.0 -37.2 -52.9 -54.6 -53.4 -55.7
## 14976 14977 14987 14988 14991 14996 14997 15000 15004 15013 15032
## Predicted 80.7 102.0 20.86 20.94 12.17 75.1 69.4 94.4 95.6 8.93 100.0
## cvpred 79.4 100.9 19.63 19.67 10.93 74.9 69.1 93.5 94.7 7.00 98.8
## pm2.5 31.0 25.0 12.00 12.00 4.00 20.0 26.0 59.0 28.0 5.00 41.0
## CV residual -48.4 -75.9 -7.63 -7.67 -6.93 -54.9 -43.1 -34.5 -66.7 -2.00 -57.8
## 15034 15036 15040 15043 15047 15050 15052 15053 15057 15059 15062
## Predicted 54.0 30.5 37.5 62.5 125.4 148.0 114.4 110.3 60.5 41.65 -7.61
## cvpred 52.3 28.5 36.1 62.1 125.4 147.7 113.8 109.7 59.2 40.01 -9.46
## pm2.5 22.0 15.0 13.0 18.0 37.0 78.0 76.0 59.0 49.0 39.00 26.00
## CV residual -30.3 -13.5 -23.1 -44.1 -88.4 -69.7 -37.8 -50.7 -10.2 -1.01 35.46
## 15064 15065 15066 15069 15071 15073 15075 15076 15080 15085 15090
## Predicted -4.37 30.9 33.5 61.1 135.6 146.0 120 109.9 102.0 7.08 52.3
## cvpred -6.02 29.6 32.9 60.8 135.4 145.8 120 109.6 101.5 5.56 52.0
## pm2.5 12.00 7.0 7.0 28.0 39.0 57.0 60 66.0 58.0 18.00 19.0
## CV residual 18.02 -22.6 -25.9 -32.8 -96.4 -88.8 -60 -43.6 -43.5 12.44 -33.0
## 15092 15094 15096 15099 15100 15107 15110 15112 15114 15115 15119
## Predicted 69.5 132.0 148.7 111.0 113 20.51 -13.1 -9.81 46.3 93.7 143.22
## cvpred 69.5 131.8 148.7 110.7 113 18.97 -14.7 -11.29 45.6 92.9 142.92
## pm2.5 37.0 50.0 68.0 66.0 59 28.00 16.0 14.00 26.0 31.0 133.00
## CV residual -32.5 -81.8 -80.7 -44.7 -54 9.03 30.7 25.29 -19.6 -61.9 -9.92
## 15122 15126 15128 15131 15132 15135 15137 15139 15149 15153 15154
## Predicted 143.66 106.1 96.0 90.1 78.7 63.2 64.9 94.12 117.0 103.1 125.7
## cvpred 143.92 105.5 95.1 89.4 77.3 62.5 64.2 93.88 116.5 102.1 124.9
## pm2.5 140.00 58.0 84.0 76.0 94.0 100.0 104.0 90.00 130.0 122.0 132.0
## CV residual -3.92 -47.5 -11.1 -13.4 16.7 37.5 39.8 -3.88 13.5 19.9 7.1
## 15155 15159 15160 15164 15165 15172 15174 15193 15206 15207 15209
## Predicted 113.1 56.4 56.4 91.9 135.8 126 153.6 139 77.2 56.2 57.8
## cvpred 112.1 55.5 55.5 91.6 135.3 126 153.4 138 76.0 55.1 56.8
## pm2.5 137.0 127.0 135.0 140.0 158.0 247 240.0 299 263.0 156.0 107.0
## CV residual 24.9 71.5 79.5 48.4 22.7 121 86.6 161 187.0 100.9 50.2
## 15210 15213 15214 15216 15220 15221 15225 15230 15232 15236 15238
## Predicted 70.4 135.5 141.8 137.7 125 148 144 92.6 80.2 119.8 118
## cvpred 69.6 135.2 141.6 137.6 124 148 143 91.2 79.4 119.5 118
## pm2.5 118.0 112.0 129.0 153.0 226 218 282 247.0 132.0 161.0 242
## CV residual 48.4 -23.2 -12.6 15.4 102 70 139 155.8 52.6 41.5 124
## 15239 15248 15251 15255 15259 15262 15266 15270 15271 15272 15273
## Predicted 125 113 128 129 135 146 111 37.7 39.9 27.92 20
## cvpred 124 112 127 128 134 145 110 37.0 39.3 27.11 19
## pm2.5 235 277 286 283 338 373 328 18.0 15.0 25.00 15
## CV residual 111 165 159 155 204 228 218 -19.0 -24.3 -2.11 -4
## 15276 15282 15284 15286 15287 15289 15292 15309 15310 15311 15312
## Predicted 15.6 -4.09 20.30 58.3 92.5 74.6 59.0 101.2 130.8 141.2 141.2
## cvpred 14.4 -5.45 19.03 57.4 91.9 73.8 58.1 100.7 130.3 140.8 140.8
## pm2.5 26.0 14.00 25.00 33.0 23.0 19.0 11.0 41.0 35.0 50.0 49.0
## CV residual 11.6 19.45 5.97 -24.4 -68.9 -54.8 -47.1 -59.7 -95.3 -90.8 -91.8
## 15314 15316 15318 15319 15322 15324 15326 15329 15330 15332 15337
## Predicted 145.8 99.7 95.6 104.0 49.92 -14.3 -17.4 7.303 45.4 88.0 62.8
## cvpred 145.5 98.8 94.7 103.4 48.24 -16.3 -19.2 5.773 44.7 87.8 61.7
## pm2.5 72.0 72.0 50.0 31.0 39.00 15.0 23.0 6.000 27.0 60.0 19.0
## CV residual -73.5 -26.8 -44.7 -72.4 -9.24 31.3 42.2 0.227 -17.7 -27.8 -42.7
## 15340 15341 15353 15354 15355 15365 15367 15368 15370 15474 15478
## Predicted 94.6 99.3 6.04 41.6 77.4 100.3 108.8 98.1 22.9 100.2 134.1
## cvpred 93.7 98.4 4.18 40.8 76.8 99.5 108.2 97.1 21.0 99.8 134.1
## pm2.5 22.0 47.0 8.00 9.0 22.0 37.0 28.0 50.0 36.0 139.0 162.0
## CV residual -71.7 -51.4 3.82 -31.8 -54.8 -62.5 -80.2 -47.1 15.0 39.2 27.9
## 15480 15482 15483 15485 15489 15492 15493 15495 15498 15500
## Predicted 146.83 109.1 115.42 114.9 99.0 109.10 81.6 107.4 118 141
## cvpred 146.48 108.5 114.89 114.3 98.1 108.14 80.1 106.3 117 141
## pm2.5 145.00 146.0 122.00 125.0 164.0 111.00 111.0 160.0 250 293
## CV residual -1.48 37.5 7.11 10.7 65.9 2.86 30.9 53.7 133 152
## 15501 15503 15506 15510 15514 15516 15518 15519 15521 15525 15526
## Predicted 140 145 152 108 81.8 77.1 43.6 81.1 100.2 128 127
## cvpred 139 145 151 107 80.1 75.4 41.7 80.0 99.2 128 126
## pm2.5 325 329 354 324 312.0 404.0 318.0 297.0 303.0 562 514
## CV residual 186 184 203 217 231.9 328.6 276.3 217.0 203.8 434 388
## 15527 15532 15535 15539 15540 15543 15545 15546 15548 15555 15556
## Predicted 125 125.6 120.1 26.0 18.8 56.3 64.23 74.6 93.8 122.8 122.3
## cvpred 124 124.5 118.7 23.9 16.9 55.2 63.34 73.8 93.0 122.1 121.1
## pm2.5 485 66.0 54.0 75.0 64.0 89.0 67.00 63.0 69.0 35.0 39.0
## CV residual 361 -58.5 -64.7 51.1 47.1 33.8 3.66 -10.8 -24.0 -87.1 -82.1
## 15557 15567 15569 15570 15572 15578 15580 15581 15582 15584 15590
## Predicted 97.6 83.6 91.5 101.9 114.5 110 110 111 146.6 147.0 112
## cvpred 95.9 82.5 90.6 101.1 113.8 109 109 110 145.9 146.9 110
## pm2.5 41.0 139.0 132.0 151.0 179.0 212 234 235 221.0 211.0 307
## CV residual -54.9 56.5 41.4 49.9 65.2 103 125 125 75.1 64.1 197
## 15596 15597 15598 15599 15602 15608 15613 15614 15616 15618 15620
## Predicted 119.6 134 141 141 152.9 118.03 80.7 100.7 111.0 117.3 119.9
## cvpred 119.5 134 141 141 153.2 117.63 79.9 100.4 111.2 117.6 119.6
## pm2.5 205.0 246 239 196 236.0 108.00 17.0 21.0 36.0 33.0 52.0
## CV residual 85.5 112 98 55 82.8 -9.63 -62.9 -79.4 -75.2 -84.6 -67.6
## 15622 15624 15625 15629 15631 15633 15634 15638 15641 15643 15648
## Predicted 69.9 110.2 74.3 110 103.5 66.6 56.2 12.22 24.2 102.0 78.7
## cvpred 69.4 110.1 74.0 110 103.6 66.5 56.0 11.83 24.0 103.1 78.7
## pm2.5 57.0 39.0 23.0 24 9.0 4.0 3.0 7.00 10.0 16.0 9.0
## CV residual -12.4 -71.1 -51.0 -86 -94.6 -62.5 -53.0 -4.83 -14.0 -87.1 -69.7
## 15649 15650 15658 15662 15663 15664 15669 15675 15678 15688 15699
## Predicted 84.9 86.6 67.1 47.4 43.3 52.1 63.0 71.8 84.9 0.493 148
## cvpred 85.0 86.8 67.0 47.2 43.1 51.9 62.9 71.7 85.0 -0.323 148
## pm2.5 9.0 11.0 23.0 10.0 14.0 9.0 20.0 9.0 29.0 7.000 28
## CV residual -76.0 -75.8 -44.0 -37.2 -29.1 -42.9 -42.9 -62.7 -56.0 7.323 -120
## 15700 15702 15703 15709 15711 15712 15714 15719 15722 15725 15730
## Predicted 146 102.9 96.6 45.9 51.6 53.3 76.2 143.4 143.7 152.1 100.9
## cvpred 147 102.7 96.4 45.3 51.1 52.8 76.1 143.1 143.1 151.8 99.5
## pm2.5 31 22.0 17.0 9.0 16.0 19.0 22.0 73.0 78.0 102.0 60.0
## CV residual -116 -80.7 -79.4 -36.3 -35.1 -33.8 -54.1 -70.1 -65.1 -49.8 -39.5
## 15732 15733 15735 15737 15738 15739 15741 15746 15748 15752 15761
## Predicted 102.1 97.4 77.7 81.970 92.4 121.6 142.0 151.0 119.6 113.3 121.8
## cvpred 100.8 96.1 76.3 81.307 91.8 121.4 141.3 150.6 119.1 112.7 121.3
## pm2.5 75.0 83.0 91.0 82.000 72.0 87.0 123.0 163.0 150.0 96.0 190.0
## CV residual -25.8 -13.1 14.7 0.693 -19.8 -34.4 -18.3 12.4 30.9 -16.7 68.7
## 15770 15772 15777 15779 15785 15787 15788 15793 15799 15804 15806
## Predicted 154 149.7 152 138 130 94.7 118 154 154.2 122.0 111.0
## cvpred 154 149.8 152 138 129 93.4 117 154 154.1 120.9 109.9
## pm2.5 270 243.0 269 296 293 300.0 298 298 248.0 190.0 204.0
## CV residual 116 93.2 117 158 164 206.6 181 144 93.9 69.1 94.1
## 15808 15809 15811 15819 15822 15832 15834 15838 15840 15846 15847
## Predicted 102 109 145 155 123 123 147 151 158 160 112
## cvpred 101 109 145 155 123 122 147 151 158 160 111
## pm2.5 231 233 254 267 227 347 401 408 402 418 409
## CV residual 130 124 109 112 104 225 254 257 244 258 298
## 15848 15849 15852 15853 15855 15856 15857 15867 15868 15869 15873
## Predicted 112 115 109 102.4 100.4 99.5 100.0 158 121 121 89.9
## cvpred 111 114 108 101.6 99.8 98.8 99.4 158 120 120 89.0
## pm2.5 420 407 26 19.0 11.0 8.0 16.0 6 8 9 11.0
## CV residual 309 293 -82 -82.6 -88.8 -90.8 -83.4 -152 -112 -111 -78.0
## 15875 15877 15885 15887 15891 15893 15894 15895 15899 15902 15904
## Predicted 18.81 21.1 104.8 86.9 135 147 152 108.0 70.5 48.2 49.8
## cvpred 17.49 19.9 104.1 86.3 135 147 152 107.6 69.5 47.7 49.4
## pm2.5 16.00 6.0 60.0 45.0 8 19 18 38.0 16.0 26.0 25.0
## CV residual -1.49 -13.9 -44.1 -41.3 -127 -128 -134 -69.6 -53.5 -21.7 -24.4
## 15916 15920 15921 15929 15950 15952 15953 15955 15962 15963 15967
## Predicted 148.3 125.7 147 122 103 92.1 98.4 131.85 121 119 158.69
## cvpred 148.3 125.5 147 122 103 91.7 98.1 131.44 120 119 158.81
## pm2.5 163.0 98.0 80 280 242 207.0 176.0 137.00 261 242 166.00
## CV residual 14.7 -27.5 -67 158 139 115.3 77.9 5.56 141 123 7.19
## 15969 15975 15982 15983 15986 15987 15992 15993 15995 15996 16003
## Predicted 77.3 84.3 154 127 124 126 161.9 160 144.7 128 147.8
## cvpred 76.1 83.2 154 127 124 126 162.2 160 144.2 128 148.1
## pm2.5 125.0 118.0 259 280 342 316 135.0 146 215.0 248 170.0
## CV residual 48.9 34.8 105 153 218 190 -27.2 -14 70.8 120 21.9
## 16008 16009 16011 16014 16015 16022 16024 16025 16026 16028 16032
## Predicted 159 163 129 167 169 135 133 133.6 140 138.3 143
## cvpred 159 164 129 168 170 135 133 133.6 140 138.3 143
## pm2.5 332 350 306 288 293 420 270 181.0 211 224.0 253
## CV residual 173 186 177 120 123 285 137 47.4 71 85.7 110
## 16034 16043 16045 16047 16051 16056 16061 16071 16072 16078 16083
## Predicted 147 139 132 131.3 137.6 142 115 135 113 95.9 109.0
## cvpred 146 138 132 130.3 136.7 141 114 134 112 94.7 108.1
## pm2.5 258 268 263 205.0 227.0 264 254 343 339 57.0 45.0
## CV residual 112 130 131 74.7 90.3 123 140 209 227 -37.7 -63.1
## 16085 16095 16096 16100 16102 16104 16111 16115 16116 16117 16119
## Predicted 113.9 72.3 88.5 111.7 126.6 116.3 134.1 93.1 54.6 94.5 97.7
## cvpred 113.4 71.1 87.4 110.7 126.2 115.7 133.3 92.1 52.9 93.2 96.7
## pm2.5 30.0 32.0 35.0 63.0 86.0 42.0 61.0 64.0 68.0 71.0 54.0
## CV residual -83.4 -39.1 -52.4 -47.7 -40.2 -73.7 -72.3 -28.1 15.1 -22.2 -42.7
## 16121 16122 16125 16126 16127 16131 16141 16142 16144 16146 16148
## Predicted 97.7 118.5 129 95.291 93.1 98.5 69.9 60.5 62.1 88.2 119.56
## cvpred 96.7 117.6 128 94.122 91.8 97.6 68.6 59.2 60.9 87.1 118.69
## pm2.5 79.0 85.0 100 94.000 108.0 78.0 96.0 102.0 113.0 107.0 121.00
## CV residual -17.7 -32.6 -28 -0.122 16.2 -19.6 27.4 42.8 52.1 19.9 2.31
## 16155 16159 16163 16164 16169 16170 16173 16175 16180 16184 16185
## Predicted 58.1 66.9 93.8 91.6 77.9 75.6 86.7 132.5 147.1 106.1 83.1
## cvpred 56.9 65.7 92.5 90.2 76.8 74.4 85.5 131.6 147.1 105.3 82.0
## pm2.5 27.0 11.0 37.0 37.0 35.0 26.0 38.0 41.0 69.0 59.0 48.0
## CV residual -29.9 -54.7 -55.5 -53.2 -41.8 -48.4 -47.5 -90.6 -78.1 -46.3 -34.0
## 16186 16189 16192 16202 16204 16207 16213 16218 16219 16220 16227
## Predicted 77.4 42.85 86 109.8 105.7 107.9 49.22 92.7 101.5 101.5 94.5
## cvpred 76.3 41.31 85 109.3 105.2 107.5 47.73 92.4 101.2 101.2 93.6
## pm2.5 35.0 45.00 45 129.0 63.0 32.0 40.00 49.0 56.0 68.0 157.0
## CV residual -41.3 3.69 -40 19.7 -42.2 -75.5 -7.73 -43.4 -45.2 -33.2 63.4
## 16242 16243 16247 16254 16256 16258 16260 16264 16267 16272 16277
## Predicted 107 119.8 103.1 107.6 110.1 50.1 17.7 13.8 124.5 150 125.9
## cvpred 107 119.7 102.3 107.5 109.9 48.9 16.3 12.7 124.5 151 126.5
## pm2.5 19 21.0 62.0 27.0 24.0 23.0 28.0 23.0 30.0 79 56.0
## CV residual -88 -98.7 -40.3 -80.5 -85.9 -25.9 11.7 10.3 -94.5 -72 -70.5
## 16278 16280 16281 16288 16294 16299 16302 16303 16309 16312 16313
## Predicted 121.8 112 103.2 63.8 159.8 135.89 144.36 142.2 114.4 119.7 130.5
## cvpred 122.5 112 103.3 64.3 161.3 136.87 145.58 143.3 115.4 120.2 131.6
## pm2.5 42.0 34 40.0 45.0 92.0 145.00 153.00 105.0 96.0 153.0 152.0
## CV residual -80.5 -78 -63.3 -19.3 -69.3 8.13 7.42 -38.3 -19.4 32.8 20.4
## 16314 16317 16318 16321 16322 16327 16328 16329 16330 16336 16340
## Predicted 135.2 151.4 155.5 128 132.9 74.1 143 47.92 43.815 5.22 48.58
## cvpred 136.3 152.1 156.2 129 133.4 74.2 144 47.49 43.418 4.98 49.23
## pm2.5 179.0 197.0 211.0 277 208.0 21.0 30 38.00 43.000 46.00 47.00
## CV residual 42.7 44.9 54.8 148 74.6 -53.2 -114 -9.49 -0.418 41.02 -2.23
## 16342 16343 16345 16346 16350 16354 16355 16357 16358 16359 16362
## Predicted 65.15 101.2 45.5 37.6 46.9 16.60 10.31 27.07 51.7 19.93 82.9
## cvpred 65.48 101.7 45.8 37.7 47.0 16.26 9.87 26.75 52.3 19.73 83.7
## pm2.5 75.00 23.0 21.0 15.0 7.0 9.00 12.00 18.00 9.0 18.00 19.0
## CV residual 9.52 -78.7 -24.8 -22.7 -40.0 -7.26 2.13 -8.75 -43.3 -1.73 -64.7
## 16364 16367 16369 16370 16371 16372 16383 16384 16386 16387 16389
## Predicted 140.9 146 131.3 139.3 135.08 134.65 71.6 71.2 98.3 124.1 138.8
## cvpred 141.4 147 132.5 140.2 136.53 135.54 72.0 71.0 98.3 124.9 139.1
## pm2.5 58.0 88 93.0 126.0 145.00 141.00 129.0 124.0 150.0 178.0 204.0
## CV residual -83.4 -59 -39.5 -14.2 8.47 5.46 57.0 53.0 51.7 53.1 64.9
## 16395 16396 16398 16402 16407 16408 16410 16411 16414 16415 16420
## Predicted 132 121 162.3 91.8 119.8 121.0 135.7 139.8 150.8 157.1 106.8
## cvpred 132 121 162.9 91.3 119.7 120.5 135.6 139.6 150.7 157.1 106.3
## pm2.5 285 289 183.0 172.0 173.0 158.0 168.0 184.0 185.0 225.0 202.0
## CV residual 153 168 20.1 80.7 53.3 37.5 32.4 44.4 34.3 67.9 95.7
## 16425 16430 16432 16433 16435 16440 16442 16451 16452 16457
## Predicted 124.0 125.8 125 136 134 126.63 138.2 118.74 124.46 120.9
## cvpred 123.8 125.6 125 136 133 126.74 137.9 118.42 124.21 120.6
## pm2.5 193.0 210.0 271 306 358 128.00 100.0 127.00 119.00 153.0
## CV residual 69.2 84.4 146 170 225 1.26 -37.9 8.58 -5.21 32.4
## 16458 16461 16464 16466 16468 16471 16476 16477 16482 16489 16490
## Predicted 120.9 131.5 171 135.33 134.77 126.3 72.2 64.04 145.3 133.3 165
## cvpred 120.6 131.7 172 135.72 135.12 126.4 71.8 63.68 146.2 133.5 166
## pm2.5 160.0 166.0 128 141.00 142.00 85.0 56.0 60.00 70.0 90.0 82
## CV residual 39.4 34.3 -44 5.28 6.88 -41.4 -15.8 -3.68 -76.2 -43.5 -84
## 16498 16503 16505 16508 16511 16512 16514 16515 16520 16522 16525
## Predicted 56.7 41.7 50.5 59.8 81.7 80.1 92.6 98.9 114.0 68.9 86.9
## cvpred 56.9 41.7 50.5 59.8 81.9 80.2 93.0 99.4 114.5 68.7 86.9
## pm2.5 13.0 15.0 6.0 10.0 22.0 9.0 10.0 12.0 29.0 21.0 58.0
## CV residual -43.9 -26.7 -44.5 -49.8 -59.9 -71.2 -83.0 -87.4 -85.5 -47.7 -28.9
## 16531 16538 16540 16541 16546 16550 16551 16553 16555 16560 16563
## Predicted 130.4 160.2 120.29 122.5 101.7 98.05 108.31 109.9 141.2 143.3 152
## cvpred 130.4 160.7 120.38 122.7 101.2 97.86 108.71 110.4 141.4 144.1 153
## pm2.5 45.0 191.0 123.00 106.0 81.0 99.00 115.00 135.0 163.0 239.0 364
## CV residual -85.4 30.3 2.62 -16.7 -20.2 1.14 6.29 24.6 21.6 94.9 211
## 16565 16567 16572 16573 16575 16576 16578 16579 16586 16589 16590
## Predicted 133 134 140.2 129 41 37.5 53.7 57.3 66.1 66.7 65.1
## cvpred 134 135 141.1 129 41 37.6 53.9 57.5 66.3 66.9 65.2
## pm2.5 322 271 223.0 241 55 12.0 7.0 7.0 7.0 10.0 10.0
## CV residual 188 136 81.9 112 14 -25.6 -46.9 -50.5 -59.3 -56.9 -55.2
## 16594 16595 16598 16599 16605 16607 16609 16610 16612 16616 16617
## Predicted 41.9 37.8 21.3 25.4 121.8 102.6 131 158.0 132.9 138.7 136.5
## cvpred 41.5 37.4 21.0 25.1 122.8 103.6 132 158.9 133.7 139.5 137.2
## pm2.5 13.0 14.0 11.0 10.0 40.0 63.0 91 98.0 100.0 121.0 96.0
## CV residual -28.5 -23.4 -10.0 -15.1 -82.8 -40.6 -41 -60.9 -33.7 -18.5 -41.2
## 16623 16625 16629 16637 16638 16643 16644 16645 16648 16651 16653
## Predicted 102.0 137 148 118 128.5 135.02 126.3 121.6 128.4 143 159.8
## cvpred 102.3 138 149 119 129.1 135.11 126.4 121.7 128.6 144 160.6
## pm2.5 180.0 251 282 232 155.0 126.00 145.0 163.0 196.0 259 258.0
## CV residual 77.7 113 133 113 25.9 -9.11 18.6 41.3 67.4 115 97.4
## 16656 16657 16661 16664 16670 16671 16672 16674 16676 16677 16681
## Predicted 139 147 133.3 129 85.6 76.9 76.9 91.9 159 130 122
## cvpred 139 148 134.1 129 85.8 77.1 77.1 92.2 160 131 122
## pm2.5 343 337 222.0 233 193.0 200.0 200.0 222.0 271 300 330
## CV residual 204 189 87.9 104 107.2 122.9 122.9 129.8 111 169 208
## 16690 16691 16692 16695 16697 16698 16699 16703 16705 16708 16710
## Predicted 92.8 86.5 109.71 102.44 129.5 145.7 124 168 122 122.0 115.8
## cvpred 92.9 86.5 109.91 103.28 130.6 146.4 124 169 122 122.5 116.1
## pm2.5 133.0 115.0 115.00 102.00 178.0 216.0 243 404 362 222.0 174.0
## CV residual 40.1 28.5 5.09 -1.28 47.4 69.6 119 235 240 99.5 57.9
## 16719 16721 16722 16724 16735 16739 16740 16744 16746 16749 16755
## Predicted 119.5 125 133.2 132.1 129.7 101.6 89.3 92.5 105.0 124.4 106
## cvpred 119.7 125 133.7 132.6 130.3 101.9 89.7 93.1 104.9 124.2 106
## pm2.5 131.0 143 100.0 64.0 52.0 34.0 42.0 48.0 73.0 90.0 119
## CV residual 11.3 18 -33.7 -68.6 -78.3 -67.9 -47.7 -45.1 -31.9 -34.2 13
## 16756 16757 16761 16763 16767 16770 16774 16777 16778 16780 16782
## Predicted 150.4 102 74.9 35.8 10.47 82.5 96.30 127.7 142.5 148.2 116.3
## cvpred 150.4 102 74.1 34.7 9.51 82.8 95.75 127.7 142.8 148.6 116.4
## pm2.5 174.0 238 146.0 21.0 33.00 40.0 100.00 125.0 149.0 224.0 186.0
## CV residual 23.6 136 71.9 -13.7 23.49 -42.8 4.25 -2.7 6.2 75.4 69.6
## 16786 16787 16790 16792 16793 16796 16797 16798 16799 16804 16806
## Predicted 144.9 129.9 98.90 115.4 128 150.0 158.6 164.5 169.0 174 176
## cvpred 145.1 129.9 99.03 116.3 129 150.7 159.8 165.2 170.3 175 177
## pm2.5 82.0 53.0 92.00 160.0 271 183.0 209.0 187.0 198.0 282 290
## CV residual -63.1 -76.9 -7.03 43.7 142 32.3 49.2 21.8 27.7 107 113
## 16808 16809 16812 16813 16814 16820 16823 16825 16827 16829 16834
## Predicted 145 149 144 177 172.8 148 169 176 142 144.2 112.9
## cvpred 145 149 145 178 174.2 149 170 177 143 145.2 113.4
## pm2.5 306 309 293 289 254.0 365 490 473 301 96.0 34.0
## CV residual 161 160 148 111 79.8 216 320 296 158 -49.2 -79.4
## 16839 16840 16841 16845 16851 16853 16858 16863 16872 16873 16875
## Predicted 48.8 55.1 89.3 146.0 169.1 163.0 153.0 143.9 169 169 167
## cvpred 48.8 55.1 89.7 147.1 169.9 164.5 153.7 144.7 170 169 167
## pm2.5 32.0 35.0 39.0 168.0 178.0 260.0 113.0 126.0 355 365 324
## CV residual -16.8 -20.1 -50.7 20.9 8.1 95.5 -40.7 -18.7 185 196 157
## 16876 16877 16881 16882 16887 16889 16895 16901 16904 16906 16909
## Predicted 127 127 165 157 157.7 158 157 118 120 120.3 113.4
## cvpred 127 127 165 157 157.8 158 157 117 120 119.8 112.8
## pm2.5 386 397 296 275 248.0 306 304 237 231 181.0 209.0
## CV residual 259 270 131 118 90.2 148 147 120 111 61.2 96.2
## 16916 16919 16922 16926 16929 16930 16934 16935 16939 16945 16947
## Predicted 165.0 136 162 133 158.6 125.9 46.2 50.0 57.5 66.0 60.3
## cvpred 165.8 136 162 133 158.4 125.2 45.5 49.5 57.1 65.9 60.1
## pm2.5 240.0 456 306 281 218.0 202.0 17.0 18.0 16.0 12.0 8.0
## CV residual 74.2 320 144 148 59.6 76.8 -28.5 -31.5 -41.1 -53.9 -52.1
## 16948 16950 16953 16964 16967 16968 16969 16970 16971 16972 16973
## Predicted 72.9 68.8 84.7 52.4 61.7 61.7 74.3 86.3 80.0 86.3 75.3
## cvpred 72.9 68.8 84.6 52.0 61.4 61.4 74.1 86.3 79.9 86.3 75.3
## pm2.5 9.0 8.0 10.0 15.0 7.0 7.0 7.0 17.0 17.0 18.0 13.0
## CV residual -63.9 -60.8 -74.6 -37.0 -54.4 -54.4 -67.1 -69.3 -62.9 -68.3 -62.3
## 16974 16979 16980 16981 16984 16992 16994 16996 16998 16999 17000
## Predicted 81.6 73.2 52.9 40.0 44.9 71.9 79.8 79.8 83.1 79.0 79.0
## cvpred 81.6 73.0 52.5 39.7 44.9 72.2 80.3 80.3 83.7 79.7 79.7
## pm2.5 13.0 26.0 25.0 19.0 16.0 11.0 11.0 17.0 15.0 13.0 15.0
## CV residual -68.6 -47.0 -27.5 -20.7 -28.9 -61.2 -69.3 -63.3 -68.7 -66.7 -64.7
## 17003 17006 17008 17009 17026 17027 17028 17030 17032 17034 17035
## Predicted 47.8 42.0 43.7 47.8 97.5 93.7 83.3 27.77 29.96 40.35 45.02
## cvpred 47.7 41.9 43.6 47.6 97.6 93.8 83.3 27.26 29.58 40.04 44.71
## pm2.5 22.0 21.0 15.0 12.0 180.0 176.0 70.0 30.00 28.00 33.00 49.00
## CV residual -25.7 -20.9 -28.6 -35.6 82.4 82.2 -13.3 2.74 -1.58 -7.04 4.29
## 17038 17042 17044 17046 17047 17049 17054 17066 17078 17087 17088
## Predicted 49.68 98.1 118 98.7 98.7 85.7 82.9 154.9 153.5 129 126
## cvpred 49.39 98.2 118 98.8 98.8 85.6 83.2 155.4 154.1 130 126
## pm2.5 59.00 62.0 46 25.0 17.0 20.0 31.0 81.0 181.0 282 56
## CV residual 9.61 -36.2 -72 -73.8 -81.8 -65.6 -52.2 -74.4 26.9 152 -70
## 17090 17093 17094 17095 17096 17097 17099 17110 17111 17124 17127
## Predicted 75.1 75.2 79.8 82.0 72.5 76.6 52.0 57.2 63.5 46.3 53.6
## cvpred 75.5 75.6 80.3 82.6 72.8 76.8 51.9 57.2 63.6 46.1 53.6
## pm2.5 15.0 13.0 10.0 10.0 11.0 11.0 16.0 14.0 12.0 15.0 16.0
## CV residual -60.5 -62.6 -70.3 -72.6 -61.8 -65.8 -35.9 -43.2 -51.6 -31.1 -37.6
## 17128 17132 17136 17137 17139 17140 17141 17144 17146 17152 17155
## Predicted 57.7 49.6 58.6 61.1 67.4 67.4 63.3 65.8 49.1 24.16 99.0
## cvpred 57.7 49.6 58.9 61.3 67.7 67.7 63.6 66.0 49.1 24.04 99.8
## pm2.5 15.0 7.0 10.0 15.0 10.0 9.0 8.0 10.0 17.0 17.00 19.0
## CV residual -42.7 -42.6 -48.9 -46.3 -57.7 -58.7 -55.6 -56.0 -32.1 -7.04 -80.8
## 17156 17157 17163 17164 17165 17168 17169 17172 17174 17178 17182
## Predicted 119.8 126.1 112.99 110.8 119.28 110.8 102 103.9 32.0 102.9 145.2
## cvpred 120.7 127.1 114.05 111.7 120.44 111.7 103 104.4 32.1 104.1 146.2
## pm2.5 36.0 53.0 122.00 140.0 114.00 68.0 55 69.0 77.0 156.0 170.0
## CV residual -84.7 -74.1 7.95 28.3 -6.44 -43.7 -48 -35.4 44.9 51.9 23.8
## 17183 17184 17186 17191 17196 17197 17198 17206 17211 17213 17220
## Predicted 70.3 95.5 93.8 84.1 46.08 30.38 65.6 63.2 70.1 78.0 38.94
## cvpred 70.5 96.0 94.3 84.5 46.11 30.34 66.0 63.4 70.5 78.6 39.08
## pm2.5 151.0 177.0 50.0 19.0 40.00 35.00 38.0 99.0 27.0 23.0 36.00
## CV residual 80.5 81.0 -44.3 -65.5 -6.11 4.66 -28.0 35.6 -43.5 -55.6 -3.08
## 17223 17226 17237 17239 17240 17247 17250 17253 17254 17256 17257
## Predicted 56.0 93.4 110.7 120.8 112.4 45.6 96.28 117.2 100.83 115.56 84.2
## cvpred 56.6 94.4 111.6 122.1 113.4 45.9 97.62 118.1 101.69 116.42 84.8
## pm2.5 29.0 51.0 72.0 35.0 36.0 65.0 94.00 47.0 103.00 123.00 100.0
## CV residual -27.6 -43.4 -39.6 -87.1 -77.4 19.1 -3.62 -71.1 1.31 6.58 15.2
## 17258 17259 17260 17262 17265 17270 17272 17275 17276 17283 17284
## Predicted 163.7 163.7 113.4 145 65.9 32.5 12.00 21.3 38.3 72.5 66.2
## cvpred 165.2 165.2 114.5 146 66.3 32.6 12.22 21.6 38.4 72.8 66.4
## pm2.5 74.0 81.0 30.0 11 17.0 18.0 14.00 10.0 9.0 14.0 14.0
## CV residual -91.2 -84.2 -84.5 -135 -49.3 -14.6 1.78 -11.6 -29.4 -58.8 -52.4
## 17286 17287 17288 17289 17291 17292 17297 17298 17300 17303 17306
## Predicted 78.8 78.8 72.5 70.9 41.6 32.86 34.7 38.8 86.9 103.6 155.5
## cvpred 79.2 79.2 72.8 71.1 41.4 32.69 34.9 39.0 87.8 104.6 157.1
## pm2.5 12.0 12.0 13.0 18.0 31.0 27.00 22.0 27.0 40.0 68.0 118.0
## CV residual -67.2 -67.2 -59.8 -53.1 -10.4 -5.69 -12.9 -12.0 -47.8 -36.6 -39.1
## 17308 17309 17317 17324 17325 17327 17328 17332 17333 17334 17336
## Predicted 129.8 129.2 51.3 104.9 52.4 66.9 66.9 134 113.1 88.0 117.8
## cvpred 131.3 130.7 51.6 105.9 52.9 67.4 67.4 136 114.4 88.9 119.1
## pm2.5 119.0 106.0 63.0 16.0 17.0 16.0 13.0 11 16.0 14.0 21.0
## CV residual -12.3 -24.7 11.4 -89.9 -35.9 -51.4 -54.4 -125 -98.4 -74.9 -98.1
## 17346 17353 17354 17358 17359 17360 17361 17362 17368 17370 17373
## Predicted 41.5 155.8 118.1 112.4 118.6 123.3 155 82.1 31.2 69.827 127.2
## cvpred 41.8 157.1 119.1 113.4 119.7 124.4 156 82.1 30.9 69.891 127.6
## pm2.5 21.0 105.0 103.0 37.0 54.0 45.0 38 37.0 56.0 70.000 165.0
## CV residual -20.8 -52.1 -16.1 -76.4 -65.7 -79.4 -118 -45.1 25.1 0.109 37.4
## 17376 17378 17386 17391 17394 17395 17400 17401 17402 17403 17404
## Predicted 100.4 149.1 91.2 92.1 127 106.2 125 150 116 112 119.8
## cvpred 100.7 149.8 90.9 92.6 128 106.5 125 150 116 112 120.4
## pm2.5 147.0 69.0 58.0 67.0 151 183.0 316 327 286 249 187.0
## CV residual 46.3 -80.8 -32.9 -25.6 23 76.5 191 177 170 137 66.6
## 17407 17409 17414 17418 17420 17422 17429 17431 17434 17435
## Predicted 121.41 119.22 117.8 142.4 157.4 129 128.8 124.7 138.05 79.9
## cvpred 122.13 119.81 118.2 143.2 158.3 130 129.6 125.6 138.61 79.8
## pm2.5 121.00 122.00 161.0 183.0 250.0 292 154.0 163.0 132.00 134.0
## CV residual -1.13 2.19 42.8 39.8 91.7 162 24.4 37.4 -6.61 54.2
## 17436 17442 17448 17449 17455 17456 17457 17458 17459 17460 17461
## Predicted 64.9 123.2 144.9 117 137 137.8 138 140 129.9 129.3 126.8
## cvpred 64.6 123.9 145.5 117 138 138.6 139 141 130.5 129.9 127.5
## pm2.5 108.0 200.0 66.0 62 33 41.0 36 40 46.0 57.0 64.0
## CV residual 43.4 76.1 -79.5 -55 -105 -97.6 -103 -101 -84.5 -72.9 -63.5
## 17466 17467 17477 17478 17484 17490 17499 17505 17507 17508 17514
## Predicted 132.6 132.6 123.5 149.9 137.3 150.5 126.6 135 72.2 70.3 115.6
## cvpred 133.3 133.3 123.5 150.3 137.5 151.8 127.3 136 72.1 70.4 116.4
## pm2.5 79.0 82.0 70.0 71.0 112.0 201.0 175.0 164 159.0 130.0 192.0
## CV residual -54.3 -51.3 -53.5 -79.3 -25.5 49.2 47.7 28 86.9 59.6 75.6
## 17520 17522 17528 17535 17536 17544 17545 17548 17549 17550 17554
## Predicted 152 132 96.4 43.3 32.29 136.01 142 149.6 153.7 155.4 172.6
## cvpred 153 133 96.7 43.2 32.08 137.26 143 151.2 155.2 156.9 174.4
## pm2.5 283 303 19.0 22.0 29.00 128.00 114 88.0 87.0 98.0 131.0
## CV residual 130 170 -77.7 -21.2 -3.08 -9.26 -29 -63.2 -68.2 -58.9 -43.4
## 17557 17563 17577 17581 17589 17594 17595 17605 17607 17610 17614
## Predicted 135.93 61.8 72.2 50.3 60.2 69.5 90.6 29.3 23.80 38.29 109.3
## cvpred 137.17 62.2 72.7 50.6 60.6 69.9 91.4 29.2 23.91 38.44 110.1
## pm2.5 133.00 13.0 14.0 16.0 11.0 13.0 10.0 12.0 16.00 37.00 87.0
## CV residual -4.17 -49.2 -58.7 -34.6 -49.6 -56.9 -81.4 -17.2 -7.91 -1.44 -23.1
## 17619 17622 17627 17634 17635 17637 17638 17644 17645 17650 17653
## Predicted 161 137.78 83.1 90.8 116 131 102 139.9 146.3 148.2 112
## cvpred 163 139.49 83.7 92.4 117 132 103 141.4 147.4 149.1 113
## pm2.5 91 143.00 60.0 86.0 115 235 241 159.0 197.0 194.0 87
## CV residual -72 3.51 -23.7 -6.4 -2 103 138 17.6 49.6 44.9 -26
## 17654 17655 17657 17658 17665 17670 17673 17683 17686 17687 17688
## Predicted 106.1 107.7 124.6 120.5 127.7 139.7 147.9 158.8 131.7 154.24 160.5
## cvpred 106.6 108.3 125.2 121.2 128.2 140.4 148.5 159.5 131.6 154.41 160.8
## pm2.5 93.0 91.0 54.0 62.0 45.0 51.0 69.0 175.0 171.0 164.00 191.0
## CV residual -13.6 -17.3 -71.2 -59.2 -83.2 -89.4 -79.5 15.5 39.4 9.59 30.2
## 17693 17695 17696 17698 17701 17702 17704 17706 17709 17713 17715
## Predicted 125.5 121.42 128.0 135.2 141.87 129.0 118.6 141.6 163.2 168 138.6
## cvpred 125.7 121.58 128.5 135.6 142.11 129.3 118.8 142.1 164.2 169 139.6
## pm2.5 156.0 120.00 116.0 111.0 151.00 149.0 152.0 197.0 201.0 289 205.0
## CV residual 30.3 -1.58 -12.5 -24.6 8.89 19.7 33.2 54.9 36.8 120 65.4
## 17716 17717 17720 17723 17725 17727 17728 17732 17733 17737 17739
## Predicted 136.46 132.36 136.2 97.18 102.2 98.0 106 156.5 155 130 166
## cvpred 137.26 133.19 137.2 97.23 102.6 98.9 107 158.1 156 131 167
## pm2.5 146.00 127.00 79.0 96.00 77.0 204.0 184 180.0 267 366 388
## CV residual 8.74 -6.19 -58.2 -1.23 -25.6 105.1 77 21.9 111 235 221
## 17741 17744 17745 17747 17748 17751 17752 17753 17757 17767 17769
## Predicted 149 182 176 130 64.8 37.5 37.5 31.7 49.3 132 80.0
## cvpred 149 183 177 130 64.6 37.3 37.3 31.5 49.1 133 79.9
## pm2.5 524 513 491 484 494.0 21.0 19.0 17.0 12.0 25 29.0
## CV residual 375 330 314 354 429.4 -16.3 -18.3 -14.5 -37.1 -108 -50.9
## 17770 17777 17780 17783 17786 17793 17795 17796 17797 17798 17800
## Predicted 73.7 106.0 120.2 136.8 140.34 127.61 96.2 85.2 74.3 94.4 83.9
## cvpred 73.5 107.1 121.6 138.4 141.88 128.97 97.0 86.0 74.9 95.4 85.3
## pm2.5 53.0 65.0 71.0 112.0 147.00 130.00 126.0 130.0 136.0 149.0 162.0
## CV residual -20.5 -42.1 -50.6 -26.4 5.12 1.03 29.0 44.0 61.1 53.6 76.7
## 17801 17802 17805 17809 17811 17813 17818 17819 17822 17826 17831
## Predicted 90.2 117.4 143.4 113.4 113.4 119.7 82.8 66.1 81.6 94.1 152.2
## cvpred 91.7 118.6 144.8 114.5 114.5 120.9 83.1 66.3 82.1 95.3 153.6
## pm2.5 160.0 160.0 171.0 100.0 50.0 57.0 52.0 46.0 45.0 39.0 91.0
## CV residual 68.3 41.4 26.2 -14.5 -64.5 -63.9 -31.1 -20.3 -37.1 -56.3 -62.6
## 17833 17835 17836 17839 17842 17918 17921 17922 17923 17926 17930
## Predicted 122.9 129.235 154.4 125.1 76.3 141 150 169 169 178 172
## cvpred 124.3 130.687 155.9 126.6 76.8 142 152 171 170 180 173
## pm2.5 137.0 130.000 125.0 58.0 33.0 281 304 309 308 398 339
## CV residual 12.7 -0.687 -30.9 -68.6 -43.8 139 152 138 138 218 166
## 17933 17935 17936 17937 17939 17942 17943 17948 17951 17952 17957
## Predicted 128 134 139 139 121 147 136 163 158 163 117
## cvpred 128 135 140 140 121 148 137 164 159 163 117
## pm2.5 385 401 393 381 372 359 382 456 458 446 486
## CV residual 257 266 253 241 251 211 245 292 299 283 369
## 17962 17963 17966 17967 17970 17977 17979 17987 17992 17993 17995
## Predicted 147 105 132 137 147 129 80.2 68.3 51.0 51.0 55.7
## cvpred 148 105 132 138 148 130 80.4 68.3 51.4 51.4 56.0
## pm2.5 390 405 379 387 414 479 121.0 22.0 12.0 13.0 22.0
## CV residual 242 300 247 249 266 349 40.6 -46.3 -39.4 -38.4 -34.0
## 17996 18009 18011 18012 18014 18020 18027 18030 18031 18034 18047
## Predicted 62.0 78.4 52.6 46.3 32.4 70.1 89.8 92.1 92.1 84.2 104.2
## cvpred 62.4 79.3 53.1 46.7 32.7 71.1 90.9 93.2 93.2 85.1 105.8
## pm2.5 16.0 12.0 21.0 17.0 20.0 14.0 19.0 15.0 16.0 16.0 182.0
## CV residual -46.4 -67.3 -32.1 -29.7 -12.7 -57.1 -71.9 -78.2 -77.2 -69.1 76.2
## 18048 18049 18054 18059 18060 18061 18062 18063 18064 18068 18069
## Predicted 133.4 91.1 122 111.0 45.6 45.1 42.6 44.2 42.0 71.8 84.4
## cvpred 135.1 92.5 124 112.4 46.5 45.9 43.5 45.3 42.9 73.2 86.0
## pm2.5 161.0 225.0 284 33.0 36.0 27.0 27.0 20.0 32.0 88.0 103.0
## CV residual 25.9 132.5 160 -79.4 -10.5 -18.9 -16.5 -25.3 -10.9 14.8 17.0
## 18071 18072 18076 18079 18080 18084 18087 18088 18089 18090 18096
## Predicted 95.4 130.9 84.7 79.0 85.3 60.1 42.0 42.0 37.4 76.3 151.4
## cvpred 97.0 132.7 86.0 80.2 86.6 61.0 42.9 42.9 38.3 77.8 153.6
## pm2.5 157.0 97.0 10.0 8.0 11.0 12.0 11.0 16.0 15.0 12.0 73.0
## CV residual 60.0 -35.7 -76.0 -72.2 -75.6 -49.0 -31.9 -26.9 -23.3 -65.8 -80.6
## 18098 18099 18100 18102 18104 18105 18106 18110 18112 18113 18114
## Predicted 109.0 111.2 161 131.1 181 180 141.5 92.4 37.00 41.097 47.4
## cvpred 110.9 113.2 164 133.5 184 183 143.6 94.6 38.14 42.211 48.6
## pm2.5 45.0 61.0 66 37.0 43 48 44.0 47.0 47.00 43.000 39.0
## CV residual -65.9 -52.2 -98 -96.5 -141 -135 -99.6 -47.6 8.86 0.789 -9.6
## 18120 18121 18122 18125 18126 18129 18131 18132 18137 18139 18140
## Predicted 146.6 121.5 128 135.7 136.3 128 124.0 93.8 86.57 124.2 145.5
## cvpred 148.8 123.6 130 138.1 138.7 130 125.6 95.3 88.69 126.1 147.6
## pm2.5 156.0 176.0 169 113.0 77.0 62 55.0 70.0 84.00 115.0 111.0
## CV residual 7.2 52.4 39 -25.1 -61.7 -68 -70.6 -25.3 -4.69 -11.1 -36.6
## 18144 18150 18151 18153 18158 18159 18162 18164 18169 18175 18184
## Predicted 148.5 164.7 167.21 83.2 71.8 86.2 113 128.3 168.6 116.2 140.7
## cvpred 150.5 166.9 169.24 84.3 72.8 87.7 115 130.2 169.9 116.9 141.4
## pm2.5 192.0 139.0 162.00 8.0 23.0 36.0 75 103.0 74.0 69.0 87.0
## CV residual 41.5 -27.9 -7.24 -76.3 -49.8 -51.7 -40 -27.2 -95.9 -47.9 -54.4
## 18186 18189 18191 18194 18195 18198 18201 18202 18203 18208 18210
## Predicted 147.0 164.8 143.4 108.1 110.3 96.4 82.1 80.6 68.0 65.9 95.3
## cvpred 147.8 165.9 144.3 108.8 111.2 97.2 82.7 81.0 68.2 66.5 96.6
## pm2.5 88.0 129.0 159.0 165.0 68.0 15.0 13.0 12.0 23.0 31.0 46.0
## CV residual -59.8 -36.9 14.7 56.2 -43.2 -82.2 -69.7 -69.0 -45.2 -35.5 -50.6
## 18212 18218 18222 18223 18228 18229 18234 18235 18237 18250 18255
## Predicted 127.0 152.8 148.1 151.8 153.2 163.1 162.8 142.5 146.568 120.3 57.9
## cvpred 128.6 154.2 149.5 152.6 154.7 164.6 164.1 143.6 147.634 121.4 59.2
## pm2.5 49.0 73.0 89.0 91.0 127.0 133.0 138.0 155.0 147.000 141.0 22.0
## CV residual -79.6 -81.2 -60.5 -61.6 -27.7 -31.6 -26.1 11.4 -0.634 19.6 -37.2
## 18257 18260 18262 18266 18270 18278 18281 18282 18285 18286 18287
## Predicted 44.6 58.6 63.8 65.1 99.1 61.7 59.5 65.8 73.5 77.6 78.2
## cvpred 45.9 59.9 65.2 66.4 100.7 62.4 60.1 66.5 74.1 78.2 78.8
## pm2.5 18.0 13.0 18.0 14.0 12.0 12.0 16.0 17.0 39.0 52.0 42.0
## CV residual -27.9 -46.9 -47.2 -52.4 -88.7 -50.4 -44.1 -49.5 -35.1 -26.2 -36.8
## 18289 18291 18293 18298 18303 18304 18308 18310 18311 18315 18316
## Predicted 72.4 63.9 70.2 53.5 42.3 32.8 93.2 130.4 136.7 121.1 118.9
## cvpred 72.9 64.2 70.6 53.8 42.6 33.2 94.4 132.2 138.6 123.2 120.9
## pm2.5 24.0 13.0 8.0 16.0 14.0 13.0 57.0 75.0 82.0 40.0 60.0
## CV residual -48.9 -51.2 -62.6 -37.8 -28.6 -20.2 -37.4 -57.2 -56.6 -83.2 -60.9
## 18321 18322 18329 18333 18337 18341 18343 18346 18351 18353 18357
## Predicted 111.2 86.0 6.39 124.80 51.1 93.8 93.8 77.4 66.9 68.91 111.7
## cvpred 113.2 87.7 7.36 126.76 52.2 95.3 95.3 78.5 68.1 70.82 113.4
## pm2.5 60.0 52.0 66.00 129.00 14.0 8.0 9.0 21.0 29.0 69.00 61.0
## CV residual -53.2 -35.7 58.64 2.24 -38.2 -87.3 -86.3 -57.5 -39.1 -1.82 -52.4
## 18358 18362 18364 18369 18371 18374 18375 18377 18378 18385
## Predicted 128.3 150.5 153 114.46 86.48 73.0 108.26 104.03 108.7 132
## cvpred 130.2 152.3 155 116.07 87.55 74.1 109.76 106.08 110.8 134
## pm2.5 72.0 126.0 132 109.00 81.00 103.0 116.00 113.00 127.0 254
## CV residual -58.2 -26.3 -23 -7.07 -6.55 28.9 6.24 6.92 16.2 120
## 18386 18391 18392 18393 18394 18399 18403 18407 18408 18409 18411
## Predicted 137 71.8 70.1 73.2 61.2 38.5 51.1 68.67 72.8 75.0 65.1
## cvpred 138 73.1 71.4 74.3 62.1 39.5 52.3 69.82 73.9 76.2 66.4
## pm2.5 262 18.0 20.0 19.0 12.0 22.0 10.0 66.00 56.0 163.0 7.0
## CV residual 124 -55.1 -51.4 -55.3 -50.1 -17.5 -42.3 -3.82 -17.9 86.8 -59.4
## 18412 18417 18423 18424 18426 18427 18430 18433 18436 18440 18442
## Predicted 65.1 109 45.6 41.0 47.3 49.4 75.4 69.2 81.7 93.5 68.0
## cvpred 66.4 111 46.5 41.8 48.2 50.5 76.7 70.3 83.1 95.3 69.1
## pm2.5 7.0 9 14.0 12.0 13.0 12.0 12.0 11.0 10.0 9.0 16.0
## CV residual -59.4 -102 -32.5 -29.8 -35.2 -38.5 -64.7 -59.3 -73.1 -86.3 -53.1
## 18447 18448 18452 18458 18468 18469 18471 18472 18473 18475 18478
## Predicted 28.0 28.0 64.4 111.9 100.8 81.6 68.6 74.9 76.5 81.2 67.2
## cvpred 28.9 28.9 65.6 113.3 101.9 82.7 70.2 76.6 78.4 83.0 68.0
## pm2.5 11.0 11.0 20.0 39.0 63.0 52.0 36.0 37.0 45.0 55.0 56.0
## CV residual -17.9 -17.9 -45.6 -74.3 -38.9 -30.7 -34.2 -39.6 -33.4 -28.0 -12.0
## 18486 18489 18495 18496 18499 18500 18501 18503 18508 18510 18516
## Predicted 75.2 101 53.9 59.7 73.9 82.6 90.8 97.1 136.5 128.0 37.5
## cvpred 76.2 102 55.2 61.0 75.5 84.3 92.4 98.8 138.9 129.6 37.8
## pm2.5 9.0 21 18.0 19.0 23.0 34.0 46.0 63.0 114.0 117.0 111.0
## CV residual -67.2 -81 -37.2 -42.0 -52.5 -50.3 -46.4 -35.8 -24.9 -12.6 73.2
## 18517 18518 18522 18523 18525 18530 18531 18536 18537 18540 18547
## Predicted 28.8 0.477 21.6 61.9 112.2 158.4 150.5 137.2 121.6 134.9 136.7
## cvpred 29.1 0.552 22.1 63.3 113.9 159.9 151.8 138.3 122.1 136.1 138.3
## pm2.5 73.0 49.000 34.0 29.0 74.0 107.0 99.0 70.0 70.0 113.0 112.0
## CV residual 43.9 48.448 11.9 -34.3 -39.9 -52.9 -52.8 -68.3 -52.1 -23.1 -26.3
## 18551 18552 18554 18558 18560 18565 18568 18572 18573 18577 18583
## Predicted 161.99 163.9 169.9 131.6 127.8 121.2 116 158.3 158 125 99.1
## cvpred 163.42 165.2 171.5 132.9 128.9 122.1 118 160.3 160 127 99.9
## pm2.5 157.00 149.0 183.0 144.0 172.0 163.0 226 254.0 288 376 236.0
## CV residual -6.42 -16.2 11.5 11.1 43.1 40.9 108 93.7 128 249 136.1
## 18584 18585 18586 18588 18590 18593 18596 18597 18598 18602 18605
## Predicted 95.6 84.2 63.4 43.2 -3.35 51.5 66.8 83.7 39.6 163.1 159.0
## cvpred 96.4 84.9 63.9 43.6 -2.95 52.9 67.5 84.9 40.1 164.6 160.5
## pm2.5 151.0 14.0 13.0 16.0 22.00 23.0 22.0 38.0 57.0 129.0 97.0
## CV residual 54.6 -70.9 -50.9 -27.6 24.95 -29.9 -45.5 -46.9 16.9 -35.6 -63.5
## 18606 18607 18608 18609 18618 18619 18622 18626 18632 18642 18646
## Predicted 165.3 142.5 144.5 173.3 117.967 126.4 102.5 60.4 71.4 44.8 73.0
## cvpred 166.9 143.7 145.4 174.6 118.685 127.4 102.9 61.1 72.1 45.3 73.8
## pm2.5 83.0 78.0 92.0 95.0 118.000 114.0 145.0 5.0 9.0 16.0 15.0
## CV residual -83.9 -65.7 -53.4 -79.6 -0.685 -13.4 42.1 -56.1 -63.1 -29.3 -58.8
## 18647 18648 18649 18651 18657 18661 18664 18665 18666 18668 18672
## Predicted 73.0 70.8 70.8 86.1 66.8 30.7 21.89 17.8 38.0 51.4 60.2
## cvpred 73.8 71.5 71.5 87.2 67.5 30.9 22.17 18.1 38.4 51.8 60.6
## pm2.5 15.0 20.0 7.0 9.0 16.0 19.0 24.00 15.0 13.0 8.0 18.0
## CV residual -58.8 -51.5 -64.5 -78.2 -51.5 -11.9 1.83 -3.1 -25.4 -43.8 -42.6
## 18682 18684 18686 18694 18698 18701 18706 18708 18713 18728 18734
## Predicted 60.8 38.3 16.66 107.6 92.9 153.7 92.42 35.5 45.9 121 53.6
## cvpred 61.2 38.4 16.89 108.9 94.1 156.3 93.55 36.0 47.5 123 54.6
## pm2.5 30.0 23.0 19.00 59.0 105.0 99.0 89.00 80.0 33.0 105 139.0
## CV residual -31.2 -15.4 2.11 -49.9 10.9 -57.3 -4.55 44.0 -14.5 -18 84.4
## 18736 18740 18752 18755 18762 18763 18767 18768 18771 18775 18778
## Predicted 57.6 112 111.9 81.0 119.4 132 171.32 182 147.76 141.9 179.6
## cvpred 59.1 114 113.1 81.8 121.2 134 173.55 184 149.14 143.2 181.2
## pm2.5 129.0 236 99.0 95.0 148.0 162 172.00 151 141.00 173.0 178.0
## CV residual 69.9 122 -14.1 13.2 26.8 28 -1.55 -33 -8.14 29.8 -3.2
## 18781 18791 18794 18796 18798 18805 18806 18812 18814 18822 18825
## Predicted 144 60.3 80.5 110.9 103 46.8 20.69 91.9 127 157.2 126.3
## cvpred 145 60.9 81.3 112.1 104 47.1 20.87 93.5 129 159.1 127.2
## pm2.5 206 16.0 11.0 16.0 9 18.0 15.00 27.0 57 99.0 98.0
## CV residual 61 -44.9 -70.3 -96.1 -95 -29.1 -5.87 -66.5 -72 -60.1 -29.2
## 18831 18832 18833 18835 18836 18842 18844 18846 18849 18852 18858
## Predicted 111.9 101.5 101.9 60.6 77.8 70.0 75.2 67.5 68.4 32.6 39.1
## cvpred 112.8 102.3 103.3 60.9 78.4 70.3 75.6 68.1 68.7 32.7 39.6
## pm2.5 129.0 119.0 134.0 153.0 149.0 10.0 6.0 19.0 14.0 21.0 25.0
## CV residual 16.2 16.7 30.7 92.1 70.6 -60.3 -69.6 -49.1 -54.7 -11.7 -14.6
## 18860 18861 18868 18872 18881 18885 18886 18889 18892 18895 18896
## Predicted 75.0 79.7 91.6 90.0 54.3 95.2 111.9 130.49 150.7 140.3 149
## cvpred 76.2 80.9 92.4 90.8 54.8 96.5 113.4 131.95 152.3 141.2 150
## pm2.5 42.0 41.0 108.0 29.0 41.0 59.0 83.0 139.00 133.0 155.0 172
## CV residual -34.2 -39.9 15.6 -61.8 -13.8 -37.5 -30.4 7.05 -19.3 13.8 22
## 18898 18899 18901 18903 18904 18906 18910 18914 18915 18919 18920
## Predicted 161.4 150.4 130.7 98.1 99.7 101.9 130.7 165 164 176.7 172.6
## cvpred 162.8 151.7 131.9 99.3 101.0 103.3 131.9 167 166 178.4 174.4
## pm2.5 201.0 216.0 228.0 212.0 188.0 173.0 211.0 278 290 264.0 245.0
## CV residual 38.2 64.3 96.1 112.7 87.0 69.7 79.1 111 124 85.6 70.6
## 18929 18930 18934 18939 18941 18942 18943 18945 18954 18955 18956
## Predicted 94.5 100.80 136.9 157.8 178.7 147.8 143.1 138.7 111 94.2 115
## cvpred 95.7 102.11 138.7 159.3 181.1 149.2 144.5 139.9 112 94.6 116
## pm2.5 112.0 101.00 111.0 185.0 202.0 200.0 190.0 193.0 203 214.0 253
## CV residual 16.3 -1.11 -27.7 25.7 20.9 50.8 45.5 53.1 91 119.4 137
## 18957 18961 18963 18964 18971 18975 18977 18978 18980 18982 18983
## Predicted 155 135 131 131 136.3 127 155.9 166.3 171.4 159.0 164
## cvpred 156 136 132 132 136.7 128 156.4 166.9 172.6 159.4 164
## pm2.5 285 322 290 270 231.0 314 203.0 192.0 208.0 235.0 267
## CV residual 129 186 158 138 94.3 186 46.6 25.1 35.4 75.6 103
## 18984 18989 18990 18991 18992 18996 18999 19000 19002 19007 19011
## Predicted 164 166.3 166.3 166.3 164.6 160.8 162.4 166.5 148.0 128 155.4
## cvpred 164 167.4 167.4 167.4 165.7 161.6 163.3 167.4 148.8 128 156.4
## pm2.5 278 126.0 113.0 119.0 132.0 120.0 110.0 113.0 110.0 159 79.0
## CV residual 114 -41.4 -54.4 -48.4 -33.7 -41.6 -53.3 -54.4 -38.8 31 -77.4
## 19012 19013 19020 19026 19032 19033 19034 19035 19038 19039 19040
## Predicted 145.0 140.9 137.1 131.6 134.3 150.4 152.0 118.7 163.77 170 163.8
## cvpred 145.9 141.9 137.8 132.5 135.4 151.7 153.4 119.1 165.56 171 165.6
## pm2.5 79.0 66.0 81.0 107.0 106.0 108.0 107.0 106.0 170.00 132 122.0
## CV residual -66.9 -75.9 -56.8 -25.5 -29.4 -43.7 -46.4 -13.1 4.44 -39 -43.6
## 19043 19045 19046 19047 19048 19050 19053 19058 19060 19061 19062
## Predicted 98.9 72.9 109.7 107.2 107.2 110.47 119.63 152.1 180.4 140.5 159.5
## cvpred 99.3 73.1 110.5 108.1 108.1 111.54 120.71 153.8 182.4 142.1 161.3
## pm2.5 121.0 149.0 143.0 142.0 124.0 104.00 111.00 200.0 229.0 213.0 172.0
## CV residual 21.7 75.9 32.5 33.9 15.9 -7.54 -9.71 46.2 46.6 70.9 10.7
## 19067 19071 19074 19078 19085 19086 19088 19098 19102 19105 19106
## Predicted 129.7 105.2 106.8 186.9 89.6 73.5 76.0 19.97 37.50 56.4 117.6
## cvpred 131.1 106.5 108.3 189.3 91.4 75.2 77.5 20.63 38.11 57.3 119.1
## pm2.5 185.0 145.0 148.0 177.0 13.0 12.0 16.0 14.00 42.00 47.0 33.0
## CV residual 53.9 38.5 39.7 -12.3 -78.4 -63.2 -61.5 -6.63 3.89 -10.3 -86.1
## 19111 19112 19117 19118 19122 19124 19127 19129 19132 19135 19136
## Predicted 78.6 70.7 32.9 24.15 3.65 31.6 37.9 68.0 77.5 76.1 76.1
## cvpred 79.4 71.3 33.0 24.25 3.90 31.8 38.3 68.6 78.0 76.8 76.8
## pm2.5 14.0 11.0 19.0 20.00 18.00 14.0 12.0 12.0 12.0 14.0 13.0
## CV residual -65.4 -60.3 -14.0 -4.25 14.10 -17.8 -26.3 -56.6 -66.0 -62.8 -63.8
## 19138 19140 19141 19145 19154 19155 19157 19161 19163 19167 19168
## Predicted 61.9 38.9 28.5 30.9 137.9 125.0 159.6 160.3 139.3 91.3 78.47
## cvpred 62.3 39.1 28.6 31.4 139.5 126.7 160.6 161.6 140.2 92.4 79.56
## pm2.5 16.0 20.0 18.0 19.0 73.0 102.0 93.0 119.0 127.0 82.0 73.00
## CV residual -46.3 -19.1 -10.6 -12.4 -66.5 -24.7 -67.6 -42.6 -13.2 -10.4 -6.56
## 19170 19171 19172 19175 19178 19179 19189 19191 19193 19196 19197
## Predicted 81.72 90.2 106.9 99.0 159.1 152.8 13.84 3.72 4.85 35.5 42.7
## cvpred 82.99 91.7 108.6 100.4 160.9 154.5 13.88 3.99 5.19 36.1 43.1
## pm2.5 73.00 68.0 67.0 67.0 90.0 93.0 21.00 22.00 14.00 10.0 9.0
## CV residual -9.99 -23.7 -41.6 -33.4 -70.9 -61.5 7.12 18.01 8.81 -26.1 -34.1
## 19199 19201 19203 19208 19213 19214 19215 19216 19217 19219 19221
## Predicted 39.4 56.4 58.6 59.1 10.17 -3.26 -2.20 -8.49 -6.87 47.6 56.4
## cvpred 39.7 56.5 58.9 59.5 10.02 -3.40 -2.28 -8.67 -6.95 48.8 57.6
## pm2.5 7.0 4.0 6.0 18.0 13.00 14.00 16.00 17.00 20.00 26.0 30.0
## CV residual -32.7 -52.5 -52.9 -41.5 2.98 17.40 18.28 25.67 26.95 -22.8 -27.6
## 19223 19224 19226 19227 19229 19232 19241 19245 19246 19248 19252
## Predicted 65.2 65.15 123 127.4 97.3 120.3 40.7 84.47 111.5 115.6 114.7
## cvpred 66.3 65.76 125 128.7 98.2 121.5 41.8 85.92 113.2 117.3 116.1
## pm2.5 50.0 64.00 77 84.0 86.0 69.0 64.0 83.00 89.0 106.0 135.0
## CV residual -16.3 -1.76 -48 -44.7 -12.2 -52.5 22.2 -2.92 -24.2 -11.3 18.9
## 19253 19263 19264 19265 19268 19275 19279 19285 19287 19291 19296
## Predicted 158.7 39.5 45.2 42.8 47.4 42.3 51.6 29.4 22.71 47.30 117.6
## cvpred 160.4 40.5 46.2 43.9 48.6 42.9 52.3 29.2 23.22 48.18 118.6
## pm2.5 142.0 127.0 96.0 75.0 62.0 12.0 7.0 19.0 26.00 52.00 55.0
## CV residual -18.4 86.5 49.8 31.1 13.4 -30.9 -45.3 -10.2 2.78 3.82 -63.6
## 19299 19300 19303 19304 19305 19307 19311 19312 19318 19319 19326
## Predicted 140.6 148 119.1 159 105.0 91.8 60.7 88.5 129.5 150.3 154.0
## cvpred 141.8 149 119.7 160 105.3 92.0 61.5 89.4 130.6 151.5 154.9
## pm2.5 68.0 54 59.0 60 89.0 75.0 74.0 68.0 170.0 183.0 186.0
## CV residual -73.8 -95 -60.7 -100 -16.3 -17.0 12.5 -21.4 39.4 31.5 31.1
## 19329 19341 19342 19345 19350 19353 19355 19356 19357 19359
## Predicted 176.6 170 171 178 183.9 187.09 187.09 184.90 184.9 184.33
## cvpred 177.7 171 172 179 185.2 189.13 189.13 186.81 186.8 186.21
## pm2.5 232.0 346 334 280 201.0 188.00 182.00 191.00 173.0 182.00
## CV residual 54.3 175 162 101 15.8 -1.13 -7.13 4.19 -13.8 -4.21
## 19363 19364 19366 19369 19371 19372 19374 19380 19381 19385 19386
## Predicted 177.0 175 172.1 178 150 144 128 90.8 126 118.5 119.0
## cvpred 178.7 177 173.5 179 150 145 129 90.8 126 118.7 119.7
## pm2.5 204.0 211 185.0 113 30 21 25 15.0 21 43.0 39.0
## CV residual 25.3 34 11.5 -66 -120 -124 -104 -75.8 -105 -75.7 -80.7
## 19387 19389 19390 19391 19392 19393 19395 19396 19397 19402 19403
## Predicted 119.0 97.3 137.6 135.9 135.5 152.6 123.3 158.3 124.3 133.3 114.7
## cvpred 119.7 97.0 138.3 136.6 135.6 153.5 123.3 159.3 124.4 133.3 114.7
## pm2.5 65.0 80.0 86.0 74.0 68.0 69.0 69.0 75.0 87.0 66.0 86.0
## CV residual -54.7 -17.0 -52.3 -62.6 -67.6 -84.5 -54.3 -84.3 -37.4 -67.3 -28.7
## 19406 19411 19413 19416 19425 19428 19430 19431 19433 19434 19435
## Predicted 121.9 135.6 141.4 146.5 123.8 63.3 75.7 81.5 91.3 95.94 106.3
## cvpred 122.6 136.5 141.9 147.6 123.8 62.7 76.1 81.9 91.7 96.41 106.9
## pm2.5 143.0 91.0 100.0 106.0 159.0 158.0 101.0 129.0 104.0 90.00 79.0
## CV residual 20.4 -45.5 -41.9 -41.6 35.2 95.3 24.9 47.1 12.3 -6.41 -27.9
## 19439 19442 19443 19445 19452 19453 19455 19464 19465 19467 19468
## Predicted 137.50 152.6 160.5 170.6 138 133 99.4 145 99.3 144 112
## cvpred 138.25 153.4 161.5 171.9 138 134 99.2 146 99.2 144 112
## pm2.5 133.00 202.0 201.0 193.0 280 308 336.0 398 407.0 246 260
## CV residual -5.25 48.6 39.5 21.1 142 174 236.8 252 307.8 102 148
## 19469 19474 19480 19481 19487 19494 19498 19499 19501 19504 19507
## Predicted 150 127.4 78.4 86.3 130.1 180 149.5 59.0 46.4 8.74 15.03
## cvpred 151 127.8 78.9 87.0 131.2 182 150.4 59.5 46.7 8.99 15.38
## pm2.5 354 212.0 64.0 69.0 50.0 54 79.0 18.0 18.0 15.00 10.00
## CV residual 203 84.2 -14.9 -18.0 -81.2 -128 -71.4 -41.5 -28.7 6.01 -5.38
## 19509 19510 19516 19520 19523 19536 19540 19547 19548 19551 19552
## Predicted 116 139 37.5 44.1 15.11 106 74.1 57.8 57.8 35.51 39.04
## cvpred 117 141 38.1 44.5 14.93 107 74.4 57.7 57.7 35.94 39.41
## pm2.5 10 24 27.0 15.0 19.00 45 13.0 22.0 20.0 33.00 35.00
## CV residual -107 -117 -11.1 -29.5 4.07 -62 -61.4 -35.7 -37.7 -2.94 -4.41
## 19553 19562 19564 19565 19571 19573 19574 19576 19577 19581 19582
## Predicted 44.8 126.53 124.02 111 65.8 77.3 66.3 57.0 58.6 123.8 126
## cvpred 45.2 127.73 124.81 112 65.6 77.7 66.7 57.3 59.0 124.3 127
## pm2.5 35.0 130.00 126.00 128 131.0 133.0 138.0 148.0 147.0 204.0 238
## CV residual -10.2 2.27 1.19 16 65.4 55.3 71.3 90.7 88.0 79.7 111
## 19584 19586 19590 19596 19597 19603 19606 19607 19610 19613 19620
## Predicted 133 114 96.0 -22.0 -37.1 16.9 79.89 90.84 6.8 53.3 35.0
## cvpred 134 114 96.3 -23.4 -38.5 16.7 79.68 90.74 5.8 52.9 34.3
## pm2.5 280 283 161.0 72.0 49.0 42.0 72.00 95.00 26.0 3.0 61.0
## CV residual 146 169 64.7 95.4 87.5 25.3 -7.68 4.26 20.2 -49.9 26.7
## 19625 19630 19631 19634 19637 19638 19644 19648 19650 19665 19666
## Predicted 44.78 88.2 96.1 103.1 129.1 84.72 20.7 -27.2 -22.8 25.9 30.0
## cvpred 44.65 88.8 96.9 103.4 130.5 85.11 20.0 -27.7 -23.1 25.5 29.6
## pm2.5 48.00 38.0 47.0 54.0 69.0 77.00 78.0 30.0 17.0 10.0 11.0
## CV residual 3.35 -50.8 -49.9 -49.4 -61.5 -8.11 58.0 57.7 40.1 -15.5 -18.6
## 19669 19671 19672 19673 19675 19679 19680 19681 19682 19683 19684
## Predicted -4.25 -6.72 -13.3 -13.6 0.899 30.94 77.0 74.8 68.5 60.3 27.11
## cvpred -4.75 -7.11 -13.5 -13.6 0.973 31.15 78.2 75.9 69.0 60.8 27.65
## pm2.5 22.00 16.00 8.0 12.0 13.000 34.00 37.0 40.0 42.0 42.0 33.00
## CV residual 26.75 23.11 21.5 25.6 12.027 2.85 -41.2 -35.9 -27.0 -18.8 5.35
## 19687 19688 19689 19691 19692 19693 19694 19695 19696 19700 19702
## Predicted 42.7 64.4 54.1 27.55 22.89 41.2 40.8 33.9 34.4 73.4 75.9
## cvpred 43.4 65.0 54.5 27.81 23.14 42.3 41.3 34.3 35.3 74.8 77.1
## pm2.5 10.0 11.0 10.0 18.00 14.00 21.0 20.0 21.0 24.0 24.0 54.0
## CV residual -33.4 -54.0 -44.5 -9.81 -9.14 -21.3 -21.3 -13.3 -11.3 -50.8 -23.1
## 19704 19705 19709 19710 19711 19712 19713 19717 19719 19724 19726
## Predicted 111.2 117 123.8 133.7 140.2 143.8 123.5 87.09 88.2 109.2 105.7
## cvpred 112.6 119 125.3 134.8 141.6 144.7 124.8 88.12 89.2 110.7 107.3
## pm2.5 52.0 39 65.0 57.0 54.0 53.0 82.0 79.00 56.0 36.0 47.0
## CV residual -60.6 -80 -60.3 -77.8 -87.6 -91.7 -42.8 -9.12 -33.2 -74.7 -60.3
## 19728 19729 19734 19735 19744 19745 19752 19760 19772 19778 19782
## Predicted 103.2 111 124.6 129 96.1 108.4 32.4 70.2 -14.6 42.7 -2.30
## cvpred 104.9 112 125.9 131 97.3 109.6 32.4 70.8 -14.4 44.3 -1.62
## pm2.5 44.0 28 36.0 28 55.0 64.0 11.0 32.0 18.0 25.0 30.00
## CV residual -60.9 -84 -89.9 -103 -42.3 -45.6 -21.4 -38.8 32.4 -19.3 31.62
## 19784 19786 19792 19793 19797 19799 19803 19807 19813 19814 19817
## Predicted 8.38 7.05 -31.3 -29.1 2.16 10.929 11.5 29.0 -16.4 -20.8 -11.3
## cvpred 8.87 7.18 -31.2 -28.9 2.57 11.313 11.9 29.4 -16.6 -21.2 -11.4
## pm2.5 10.00 32.00 22.0 18.0 10.00 11.000 23.0 12.0 31.0 22.0 17.0
## CV residual 1.13 24.82 53.2 46.9 7.43 -0.313 11.1 -17.4 47.6 43.2 28.4
## 19821 19822 19826 19835 19837 19840 19841 19849 19852 19855 19858
## Predicted 6.55 9.03 47.4 -9.26 26.4 -12.8 -27.9 114.2 99.1 100.7 81.5
## cvpred 6.67 9.02 47.5 -10.09 26.5 -13.6 -28.8 115.5 99.8 101.5 81.9
## pm2.5 12.00 13.00 20.0 49.00 37.0 24.0 21.0 18.0 42.0 52.0 56.0
## CV residual 5.33 3.98 -27.5 59.09 10.5 37.6 49.8 -97.5 -57.8 -49.5 -25.9
## 19860 19865 19866 19868 19869 19874 19875 19878 19880 19886 19889
## Predicted 74.1 52.5 58.3 51.3 99.9 67.5 82.5 2.45 -7.08 -52.0 -55.6
## cvpred 74.3 53.1 58.9 51.3 100.4 67.7 82.8 2.60 -7.23 -52.6 -56.2
## pm2.5 54.0 76.0 95.0 83.0 124.0 154.0 123.0 49.00 35.00 18.0 22.0
## CV residual -20.3 22.9 36.1 31.7 23.6 86.3 40.2 46.40 42.23 70.6 78.2
## 19896 19898 19899 19900 19905 19907 19908 19909 19910 19917 19918
## Predicted 47.941 93.9 87.59 110.6 104.4 75.0 57.8 52.5 46.3 74.38 74.38
## cvpred 48.539 95.0 88.63 111.9 104.5 75.3 57.9 52.6 46.2 74.61 74.61
## pm2.5 49.000 79.0 80.00 100.0 164.0 183.0 170.0 171.0 160.0 70.00 73.00
## CV residual 0.461 -16.0 -8.63 -11.9 59.5 107.7 112.1 118.4 113.8 -4.61 -1.61
## 19922 19926 19929 19930 19934 19938 19941 19943 19944 19947 19948
## Predicted 117.7 132.3 96.8 90.5 94.0 105.8 115.0 117.7 120 60.8 65.4
## cvpred 117.8 133.3 97.3 90.9 94.3 106.5 114.7 117.6 120 60.8 65.5
## pm2.5 80.0 104.0 68.0 41.0 60.0 50.0 32.0 51.0 55 13.0 12.0
## CV residual -37.8 -29.3 -29.3 -49.9 -34.3 -56.5 -82.7 -66.6 -65 -47.8 -53.5
## 19951 19954 19955 19961 19962 19965 19968 19971 19974 19975 19976
## Predicted 43.8 25.2 2.53 -15.9 -18.4 73.6 92.2 21.2 20.4 25.1 12.5
## cvpred 44.0 24.8 2.15 -16.1 -18.4 74.6 93.2 21.7 21.0 25.7 12.9
## pm2.5 7.0 10.0 29.00 15.0 9.0 22.0 39.0 51.0 46.0 57.0 68.0
## CV residual -37.0 -14.8 26.85 31.1 27.4 -52.6 -54.2 29.3 25.0 31.3 55.1
## 19980 19985 19988 19989 19992 19993 20001 20005 20009 20012 20014
## Predicted -13.5 -24.0 74.9 73.2 84.0 105.4 106.1 33.6 23.98 55.7 54.1
## cvpred -13.8 -24.3 76.2 74.5 84.6 106.1 107.1 33.9 24.48 56.5 54.7
## pm2.5 22.0 24.0 10.0 19.0 33.0 51.0 91.0 58.0 22.00 19.0 24.0
## CV residual 35.8 48.3 -66.2 -55.5 -51.6 -55.1 -16.1 24.1 -2.48 -37.5 -30.7
## 20018 20019 20020 20022 20023 20027 20031 20038 20046 20048 20049
## Predicted 92.1 102.5 137.6 118.8 152.7 73.0 -7.19 56.77 149.2 122.40 95.6
## cvpred 93.1 103.6 138.6 119.8 153.7 73.4 -6.90 57.58 150.6 122.76 95.5
## pm2.5 44.0 56.0 56.0 72.0 76.0 111.0 29.00 51.00 106.0 119.00 139.0
## CV residual -49.1 -47.6 -82.6 -47.8 -77.7 37.6 35.90 -6.58 -44.6 -3.76 43.5
## 20054 20061 20063 20064 20066 20069 20070 20071 20077 20083 20084
## Predicted -5.51 101.0 105 105.1 101.6 99.3 145 144 14.51 49.3 59.7
## cvpred -6.20 101.4 105 105.6 102.1 99.2 146 144 13.96 49.7 60.1
## pm2.5 29.00 75.0 68 73.0 60.0 8.0 7 22 21.00 38.0 48.0
## CV residual 35.20 -26.4 -37 -32.6 -42.1 -91.2 -139 -122 7.04 -11.7 -12.1
## 20087 20091 20094 20095 20099 20105 20106 20108 20110 20114 20117
## Predicted 95.5 124.2 142.5 142.5 74.9 65.3 65.3 87.9 105.5 138.8 155.5
## cvpred 96.2 125.2 143.8 143.8 74.7 65.8 65.8 88.4 105.9 139.6 156.5
## pm2.5 63.0 73.0 90.0 90.0 130.0 168.0 136.0 184.0 127.0 113.0 138.0
## CV residual -33.2 -52.2 -53.8 -53.8 55.3 102.2 70.2 95.6 21.1 -26.6 -18.5
## 20120 20121 20124 20129 20137 20143 20144 20149 20152 20154
## Predicted 141.88 141.88 124 112 119.7 163.9 152.3 136.2 135.66 101.7
## cvpred 142.56 142.56 124 112 119.4 164.3 153.1 136.9 136.26 101.4
## pm2.5 140.00 144.00 155 213 50.0 77.0 85.0 102.0 139.00 156.0
## CV residual -2.56 1.44 31 101 -69.4 -87.3 -68.1 -34.9 2.74 54.6
## 20164 20165 20170 20171 20175 20176 20178 20180 20182 20190
## Predicted 111.3 150.6 137.66 143.9 155 154.61 155 158.7 127.8 163.29
## cvpred 110.8 150.4 137.56 143.9 155 154.98 155 159.1 127.1 164.17
## pm2.5 169.0 183.0 143.00 157.0 177 149.00 65 110.0 98.0 167.00
## CV residual 58.2 32.6 5.44 13.1 22 -5.98 -90 -49.1 -29.1 2.83
## 20191 20192 20194 20198 20200 20201 20202 20206 20215 20218 20221
## Predicted 163.3 157.0 150.72 151.3 142.0 143.6 145.7 156.6 157.1 157.4 133.3
## cvpred 164.2 157.8 151.39 151.5 142.2 143.9 146.6 157.7 158.7 158.7 134.3
## pm2.5 185.0 184.0 155.00 206.0 185.0 156.0 149.0 192.0 116.0 132.0 167.0
## CV residual 20.8 26.2 3.61 54.5 42.8 12.1 2.4 34.3 -42.7 -26.7 32.7
## 20233 20236 20239 20241 20249 20251 20252 20253 20258 20261 20263
## Predicted 158.8 160.4 156.3 152.5 126 93.8 100.1 153 151.9 166.1 122.5
## cvpred 159.9 161.6 157.5 153.5 126 93.5 99.9 153 152.9 167.4 122.7
## pm2.5 217.0 191.0 222.0 230.0 272 280.0 288.0 303 183.0 195.0 173.0
## CV residual 57.1 29.4 64.5 76.5 146 186.5 188.1 150 30.1 27.6 50.3
## 20268 20270 20271 20272 20277 20279 20283 20287 20288 20290 20291
## Predicted 121 129.7 121.8 125.6 124.5 120.4 95.2 104.9 58.9 34.3 23.94
## cvpred 121 129.7 121.6 125.6 124.5 120.4 96.0 105.9 59.4 34.4 23.97
## pm2.5 40 44.0 48.0 37.0 43.0 29.0 9.0 11.0 11.0 11.0 18.00
## CV residual -81 -85.7 -73.6 -88.6 -81.5 -91.4 -87.0 -94.9 -48.4 -23.4 -5.97
## 20292 20298 20305 20308 20309 20310 20311 20317 20321 20323 20324
## Predicted 11.64 8.60 151 161 175 137.4 135.2 110.6 73.1 93.0 105.5
## cvpred 11.76 8.81 152 163 177 138.9 136.6 112.2 74.3 93.5 106.2
## pm2.5 16.00 11.00 45 35 62 81.0 75.0 88.0 62.0 65.0 72.0
## CV residual 4.24 2.19 -107 -128 -115 -57.9 -61.6 -24.2 -12.3 -28.5 -34.2
## 20327 20329 20331 20335 20337 20340 20341 20345 20347 20351 20356
## Predicted 155.91 161.8 161.07 177.9 147.3 5.20 -8.73 -23.2 -13.9 9.44 32.0
## cvpred 157.96 163.4 163.15 179.6 148.3 5.73 -8.19 -22.7 -13.4 9.99 32.8
## pm2.5 163.00 143.0 160.00 108.0 107.0 55.00 55.00 29.0 30.0 30.00 107.0
## CV residual 5.04 -20.4 -3.15 -71.6 -41.3 49.27 63.19 51.7 43.4 20.01 74.2
## 20359 20361 20363 20364 20367 20372 20377 20378 20381 20382 20383
## Predicted 78.4 43.5 38.0 41.9 44.9 90.0 110.3 116.6 155.9 145.1 116
## cvpred 79.4 43.9 38.3 42.7 45.6 90.9 111.3 117.7 157.2 145.8 116
## pm2.5 108.0 98.0 79.0 70.0 106.0 113.0 203.0 201.0 194.0 184.0 224
## CV residual 28.6 54.1 40.7 27.3 60.4 22.1 91.7 83.3 36.8 38.2 108
## 20384 20390 20391 20393 20394 20397 20405 20415 20416 20420 20424
## Predicted 96.7 58.5 54.4 72.2 76.3 103.9 167.7 117.3 83.3 108.8 128
## cvpred 96.7 58.9 54.9 72.8 76.9 104.8 168.3 117.6 82.7 108.3 128
## pm2.5 198.0 190.0 166.0 141.0 127.0 176.0 111.0 168.0 151.0 204.0 286
## CV residual 101.3 131.1 111.1 68.2 50.1 71.2 -57.3 50.4 68.3 95.7 158
## 20428 20432 20433 20435 20436 20437 20438 20439 20443 20444 20445
## Predicted 116 112 133 107.0 108.9 107 100.1 100.1 113.5 101.2 109.94
## cvpred 115 111 133 106.7 108.4 106 99.7 99.7 113.6 101.4 110.09
## pm2.5 243 227 186 163.0 192.0 280 298.0 199.0 78.0 85.0 112.00
## CV residual 128 116 53 56.3 83.6 174 198.3 99.3 -35.6 -16.4 1.91
## 20448 20450 20455 20457 20459 20460 20461 20466 20469 20471 20473
## Predicted 122.5 128.5 167.2 136.0 58.1 89.9 64.1 48.6 80.33 124.2 141.4
## cvpred 122.9 129.2 167.7 135.8 57.1 89.7 63.1 48.4 80.34 124.1 141.6
## pm2.5 80.0 75.0 115.0 120.0 124.0 127.0 118.0 72.0 90.00 114.0 126.0
## CV residual -42.9 -54.2 -52.7 -15.8 66.9 37.3 54.9 23.6 9.66 -10.1 -15.6
## 20475 20478 20483 20489 20492 20495 20496 20497 20500 20503 20506
## Predicted 107.8 117 10.55 25.9 67.5 109.7 126.8 126.8 145.3 107.8 76.8
## cvpred 107.7 117 8.93 25.7 67.5 109.6 127.4 127.4 145.6 107.7 75.8
## pm2.5 139.0 85 57.00 45.0 26.0 91.0 101.0 99.0 128.0 90.0 134.0
## CV residual 31.3 -32 48.07 19.3 -41.5 -18.6 -26.4 -28.4 -17.6 -17.7 58.2
## 20507 20508 20509 20515 20524 20526 20528 20532 20533 20534 20537
## Predicted 82.7 74.2 74.0 64.1 125.9 139.0 56.3 -5.99 9.99 13.5 18.3
## cvpred 81.7 73.0 73.4 64.0 125.9 139.3 55.5 -7.25 9.14 12.6 18.2
## pm2.5 133.0 130.0 145.0 80.0 76.0 85.0 89.0 32.00 98.00 87.0 212.0
## CV residual 51.3 57.0 71.6 16.0 -49.9 -54.3 33.5 39.25 88.86 74.4 193.8
## 20543 20544 20547 20552 20553 20554 20558 20561 20562 20563 20565
## Predicted 89.1 91.0 140.2 103 115.6 107.10 52.4 72.6 84.6 81.1 104.06
## cvpred 89.6 91.4 141.3 103 116.3 107.62 52.4 72.7 84.9 81.4 104.67
## pm2.5 50.0 66.0 62.0 90 102.0 100.00 284.0 142.0 180.0 141.0 95.00
## CV residual -39.6 -25.4 -79.3 -13 -14.3 -7.62 231.6 69.3 95.1 59.6 -9.67
## 20567 20571 20572 20581 20584 20585 20587 20589 20593 20597 20601
## Predicted 82.5 90.3 81.8 33.8 64.1 70.4 75.1 92.3 77.62 145.2 64.1
## cvpred 83.2 90.7 82.0 33.2 64.5 70.9 75.6 93.1 78.59 146.1 63.5
## pm2.5 48.0 64.0 61.0 87.0 97.0 105.0 110.0 134.0 71.00 78.0 135.0
## CV residual -35.2 -26.7 -21.0 53.8 32.5 34.1 34.4 40.9 -7.59 -68.1 71.5
## 20603 20604 20608 20609 20610 20611 20613 20616 20619 20623 20625
## Predicted 24.5 16.0 21.7 24.3 42.9 55.4 71.63 118.4 117.4 107.50 86.6
## cvpred 23.4 14.7 20.7 24.0 42.6 55.4 71.69 118.8 117.7 107.27 85.9
## pm2.5 112.0 109.0 73.0 73.0 71.0 71.0 69.00 77.0 136.0 108.00 166.0
## CV residual 88.6 94.3 52.3 49.0 28.4 15.6 -2.69 -41.8 18.3 0.73 80.1
## 20633 20634 20636 20639 20641 20645 20649 20650 20660 20667 20668
## Predicted 49.5 53.6 82.874 110.1 116.4 140.9 72.7 93.6 83.9 95.2 120
## cvpred 49.1 53.2 82.784 109.7 116.1 141.1 71.8 93.3 83.4 95.0 120
## pm2.5 124.0 102.0 82.000 131.0 148.0 166.0 168.0 166.0 164.0 263.0 207
## CV residual 74.9 48.8 -0.784 21.3 31.9 24.9 96.2 72.7 80.6 168.0 87
## 20672 20673 20674 20676 20678 20679 20680 20682 20684 20687
## Predicted 120.6 119.0 122.7 128.95 101.2 100.5 102.1 98.0 144.21 146.7
## cvpred 120.6 118.9 121.9 128.33 100.2 99.6 101.3 97.3 143.95 146.3
## pm2.5 144.0 153.0 137.0 126.00 116.0 122.0 142.0 144.0 153.00 137.0
## CV residual 23.4 34.1 15.1 -2.33 15.8 22.4 40.7 46.7 9.05 -9.3
## 20692 20698 20703 20706 20712 20715 20716 20717 20718 20729
## Predicted 147.40 149.439 91.7 112.6 151.5 155 159.41 161.03 156.9 122.7
## cvpred 147.87 149.222 91.0 112.9 151.9 156 160.04 161.76 157.7 123.3
## pm2.5 139.00 149.000 38.0 78.0 122.0 138 157.00 164.00 170.0 66.0
## CV residual -8.87 -0.222 -53.0 -34.9 -29.9 -18 -3.04 2.24 12.3 -57.3
## 20730 20732 20738 20739 20740 20741 20746 20748 20749 20750 20751
## Predicted 116.9 102.7 107.4 142.3 165 167.4 61.4 50.84 50.28 29.2 -33.8
## cvpred 117.5 102.4 107.2 142.7 166 168.3 61.4 51.31 50.71 29.8 -34.2
## pm2.5 55.0 78.0 83.0 70.0 70 69.0 26.0 53.00 52.00 50.0 37.0
## CV residual -62.5 -24.4 -24.2 -72.7 -96 -99.3 -35.4 1.69 1.29 20.2 71.2
## 20752 20753 20756 20758 20760 20761 20762 20764 20768 20771 20774
## Predicted -34.4 -34.4 -0.444 21.46 48.5 27.8 108.9 43.87 118.7 1.47 -10.1
## cvpred -34.8 -34.8 -0.504 21.62 48.9 28.0 109.6 44.26 119.4 1.24 -10.4
## pm2.5 33.0 30.0 14.000 26.00 37.0 43.0 44.0 47.00 41.0 38.00 38.0
## CV residual 67.8 64.8 14.504 4.38 -11.9 15.0 -65.6 2.74 -78.4 36.76 48.4
## 20782 20783 20785 20786 20787 20789 20798 20805 20806 20808 20811
## Predicted 29.03 33.13 81.4 57.7 57.7 104.2 -4.33 -5.18 -9.28 -13.4 58.0
## cvpred 29.07 33.14 82.5 58.1 58.1 105.2 -4.63 -5.27 -9.34 -13.4 58.7
## pm2.5 22.00 36.00 40.0 51.0 32.0 44.0 24.00 32.00 38.00 28.0 36.0
## CV residual -7.07 2.86 -42.5 -7.1 -26.1 -61.2 28.63 37.27 47.34 41.4 -22.7
## 20812 20814 20815 20820 20822 20823 20828 20829 20832 20834 20836
## Predicted 121.3 128.4 130 75.2 64.2 65.836 94.5 97.3 115.1 138 138
## cvpred 122.7 129.7 131 75.2 64.1 65.812 94.8 97.8 115.8 138 138
## pm2.5 44.0 50.0 47 102.0 92.0 66.000 42.0 25.0 27.0 32 35
## CV residual -78.7 -79.7 -84 26.8 27.9 0.188 -52.8 -72.8 -88.8 -106 -103
## 20839 20840 20843 20845 20846 20849 20850 20856 20859 20861
## Predicted 148.0 121.2 105.9 84.7 79.6 72.6 76.7 94.5 131.84 138.56
## cvpred 148.5 121.2 105.5 84.4 78.8 72.2 76.2 93.7 131.65 139.03
## pm2.5 55.0 67.0 85.0 106.0 136.0 125.0 108.0 140.0 139.00 136.00
## CV residual -93.5 -54.2 -20.5 21.6 57.2 52.8 31.8 46.3 7.35 -3.03
## 20863 20864 20865 20868 20870 20873 20875 20919 20920 20925 20926
## Predicted 141.04 133.1 123.0 108 91.0 90.5 65.8 98.2 103.5 102.0 112.4
## cvpred 141.38 133.3 122.8 108 90.3 89.7 64.2 97.4 102.2 101.4 111.9
## pm2.5 150.00 160.0 151.0 298 164.0 154.0 136.0 164.0 167.0 119.0 135.0
## CV residual 8.62 26.7 28.2 190 73.7 64.3 71.8 66.6 64.8 17.6 23.1
## 20931 20932 20933 20944 20950 20953 20955 20956 20966 20967 20969
## Predicted 136.6 126.6 134.5 64.501 102.0 108.5 47.3 39.7 10.56 11.61 24.06
## cvpred 135.9 126.4 134.5 64.124 101.9 108.3 46.7 39.2 9.74 10.86 24.03
## pm2.5 93.0 86.0 75.0 65.000 72.0 132.0 85.0 52.0 11.00 17.00 15.00
## CV residual -42.9 -40.4 -59.5 0.876 -29.9 23.7 38.3 12.8 1.26 6.14 -9.03
## 20973 20975 20978 20980 20981 20982 20984 20985 20990 20994 20998
## Predicted 57.4 84.3 115.5 98.6 80.930 88.8 47.50 33.650 -31.8 17.5 93.3
## cvpred 57.7 84.1 115.5 98.4 80.471 88.5 46.73 32.842 -32.9 17.6 93.8
## pm2.5 30.0 40.0 47.0 65.0 80.000 63.0 48.00 33.000 10.0 6.0 19.0
## CV residual -27.7 -44.1 -68.5 -33.4 -0.471 -25.5 1.27 0.158 42.9 -11.6 -74.8
## 21003 21006 21012 21015 21016 21020 21021 21028 21035 21037 21041
## Predicted 110.1 95.7 42.94 43.6 50.3 74.9 94.0 162.4 103.6 65.0 23.9
## cvpred 110.2 95.6 42.66 42.8 50.2 75.1 94.3 163.5 103.6 64.6 23.8
## pm2.5 84.0 48.0 48.00 73.0 66.0 39.0 42.0 93.0 122.0 75.0 39.0
## CV residual -26.2 -47.6 5.34 30.2 15.8 -36.1 -52.3 -70.5 18.4 10.4 15.2
## 21047 21048 21049 21054 21057 21062 21063 21064 21066 21072 21075
## Predicted 62.5 79.2 102.2 140.3 99.48 78.1 69.4 67.8 84.4 109.7 122.4
## cvpred 62.8 79.7 102.9 140.9 99.54 77.5 68.7 67.0 83.9 109.5 121.9
## pm2.5 43.0 56.0 54.0 79.0 101.00 147.0 133.0 136.0 149.0 139.0 133.0
## CV residual -19.8 -23.7 -48.9 -61.9 1.46 69.5 64.3 69.0 65.1 29.5 11.1
## 21077 21079 21080 21083 21084 21086 21087 21089 21090 21091 21092
## Predicted 141.2 93.8 66.1 79.1 72.8 61.3 61.3 43.7 39.6 37.7 46.5
## cvpred 141.1 92.7 64.8 78.2 71.8 60.1 60.1 42.7 38.6 36.8 45.6
## pm2.5 125.0 146.0 137.0 130.0 136.0 149.0 152.0 105.0 87.0 82.0 104.0
## CV residual -16.1 53.3 72.2 51.8 64.2 88.9 91.9 62.3 48.4 45.2 58.4
## 21102 21121 21122 21142 21146 21147 21148 21149 21150 21156 21159
## Predicted 115.4 96.8 90.5 81.9 103.2 84.3 107.6 146.8 136 68.6 51.2
## cvpred 115.3 96.2 89.8 81.8 103.3 83.5 106.8 146.5 136 66.9 50.3
## pm2.5 101.0 11.0 8.0 27.0 67.0 60.0 71.0 80.0 122 87.0 37.0
## CV residual -14.3 -85.2 -81.8 -54.8 -36.3 -23.5 -35.8 -66.5 -14 20.1 -13.3
## 21161 21162 21163 21167 21168 21172 21173 21174 21175 21176 21177
## Predicted 44.648 55.04 88.0 138.3 103 144.0 150.3 124 146.2 136.2 129.5
## cvpred 43.927 54.39 86.9 137.7 102 143.5 149.9 123 145.8 136.3 128.9
## pm2.5 43.000 51.00 37.0 50.0 40 63.0 57.0 58 65.0 55.0 53.0
## CV residual -0.927 -3.39 -49.9 -87.7 -62 -80.5 -92.9 -65 -80.8 -81.3 -75.9
## 21179 21183 21184 21185 21188 21191 21194 21195 21197 21202 21204
## Predicted 100.7 109.7 109.7 109.1 132.1 149.60 151.79 159.7 159.3 137.0 115.7
## cvpred 99.7 109.5 109.5 108.9 132.2 149.65 151.97 160.1 159.1 136.9 115.3
## pm2.5 55.0 52.0 66.0 71.0 115.0 152.00 144.00 149.0 141.0 185.0 158.0
## CV residual -44.7 -57.5 -43.5 -37.9 -17.2 2.35 -7.97 -11.1 -18.1 48.1 42.7
## 21207 21209 21213 21215 21221 21222 21223 21224 21226 21229 21233
## Predicted 75.18 63.94 99.48 122.74 149.2 152.9 153.3 146.6 142.4 129 151.9
## cvpred 74.61 63.52 99.54 122.82 149.5 152.6 153.6 146.2 142.5 128 152.4
## pm2.5 69.00 62.00 95.00 130.00 207.0 233.0 248.0 244.0 239.0 238 59.0
## CV residual -5.61 -1.52 -4.54 7.18 57.5 80.4 94.4 97.8 96.5 110 -93.4
## 21238 21240 21244 21252 21254 21255 21256 21262 21264 21269 21270
## Predicted 152 159 169.0 113.1 93.4 88.7 84.6 84.4 126.2 118.17 101.49
## cvpred 152 159 169.4 112.9 93.1 88.4 84.4 84.3 126.7 118.03 101.17
## pm2.5 92 80 140.0 135.0 143.0 154.0 118.0 52.0 56.0 109.00 97.00
## CV residual -60 -79 -29.4 22.1 49.9 65.6 33.6 -32.3 -70.7 -9.03 -4.17
## 21271 21273 21277 21279 21280 21281 21283 21284 21285 21289 21297
## Predicted 91.39 63.3 -3.66 20.5 22.6 51.0 63.6 69.9 76.7 132.8 122.1
## cvpred 90.74 62.4 -5.08 19.4 22.2 50.6 63.4 69.8 76.8 133.2 122.7
## pm2.5 88.00 76.0 6.00 8.0 8.0 20.0 52.0 54.0 46.0 199.0 167.0
## CV residual -2.74 13.6 11.08 -11.4 -14.2 -30.6 -11.4 -15.8 -30.8 65.8 44.3
## 21300 21301 21307 21310 21311 21312 21315 21318 21319 21321 21325
## Predicted 100.5 94.2 59.9 137.8 85.9 93.8 108 112.6 146.2 125.2 79.1
## cvpred 100.6 94.2 59.2 137.9 85.4 93.5 108 112.7 146.6 125.1 79.0
## pm2.5 191.0 189.0 46.0 50.0 59.0 56.0 43 50.0 49.0 38.0 53.0
## CV residual 90.4 94.8 -13.2 -87.9 -26.4 -37.5 -65 -62.7 -97.6 -87.1 -26.0
## 21326 21328 21331 21337 21341 21346 21347 21349 21351 21354 21360
## Predicted 70.4 86.472 90.28 85.7 121.5 115.09 70.5 89.51 61.59 67.3 124.5
## cvpred 70.3 86.551 90.59 85.4 121.5 114.71 69.7 89.51 61.56 67.3 124.9
## pm2.5 55.0 87.000 98.00 17.0 85.0 107.00 121.0 98.00 63.00 33.0 73.0
## CV residual -15.3 0.449 7.41 -68.4 -36.5 -7.71 51.3 8.49 1.44 -34.3 -51.9
## 21363 21367 21368 21371 21375 21377 21379 21388 21389 21392 21393
## Predicted 151.6 152.1 152.1 126.4 88.6 72.2 129 96.2 98.4 145 77.9
## cvpred 152.2 152.8 152.8 126.7 88.8 72.5 129 96.4 98.8 145 77.9
## pm2.5 75.0 197.0 189.0 178.0 140.0 104.0 23 8.0 8.0 10 8.0
## CV residual -77.2 44.2 36.2 51.3 51.2 31.5 -106 -88.4 -90.8 -135 -69.9
## 21395 21396 21401 21402 21408 21411 21412 21413 21414 21417 21420
## Predicted 28.2 19.4 -18.3 -16.7 87.9 66.4 146 133 171 85.9 45.2
## cvpred 27.9 19.1 -18.7 -16.9 88.9 66.7 147 134 172 86.0 45.8
## pm2.5 14.0 9.0 6.0 2.0 21.0 30.0 33 34 37 52.0 13.0
## CV residual -13.9 -10.1 24.7 18.9 -67.9 -36.7 -114 -100 -135 -34.0 -32.8
## 21423 21424 21425 21428 21429 21435 21437 21441 21443 21445 21448
## Predicted 27.6 22.98 -17.3 5.63 87.6 156.3 107 56.8 46.5 40.2 33.9
## cvpred 28.3 23.67 -17.6 5.61 88.4 157.5 108 56.8 46.4 40.0 33.6
## pm2.5 12.0 16.00 9.0 12.00 12.0 81.0 44 13.0 7.0 3.0 7.0
## CV residual -16.3 -7.67 26.6 6.39 -76.4 -76.5 -64 -43.8 -39.4 -37.0 -26.6
## 21451 21453 21456 21462 21463 21465 21466 21468 21470 21471 21472
## Predicted 38.6 66.2 85.9 141.9 115.5 100.7 88.1 74.6 104.0 103.43 113.8
## cvpred 38.3 66.2 86.0 142.5 115.7 100.6 87.8 74.3 104.6 103.97 114.4
## pm2.5 3.0 23.0 7.0 73.0 96.0 130.0 135.0 148.0 86.0 99.00 62.0
## CV residual -35.3 -43.2 -79.0 -69.5 -19.7 29.4 47.2 73.7 -18.6 -4.97 -52.4
## 21477 21478 21480 21482 21486 21487 21490 21491 21493 21497 21499
## Predicted 127.2 121.5 111.7 107.6 118 103.7 74.4 89.6 95.9 83.0 68.8
## cvpred 127.3 121.5 111.6 107.6 118 103.5 73.9 89.0 96.0 83.2 68.1
## pm2.5 60.0 40.0 17.0 15.0 13 16.0 8.0 5.0 7.0 7.0 6.0
## CV residual -67.3 -81.5 -94.6 -92.6 -105 -87.5 -65.9 -84.0 -89.0 -76.2 -62.1
## 21500 21501 21502 21506 21511 21513 21520 21533 21536 21537 21540
## Predicted 76.9 99.9 116 155 149 57.0 27.5 115.2 73.7 92.2 54.2
## cvpred 76.2 99.5 115 155 149 55.9 26.3 115.2 72.8 91.6 53.2
## pm2.5 11.0 10.0 8 11 16 12.0 6.0 31.0 25.0 16.0 12.0
## CV residual -65.2 -89.5 -107 -144 -133 -43.9 -20.3 -84.2 -47.8 -75.6 -41.2
## 21545 21546 21550 21551 21553 21555 21558 21559 21565 21568 21571
## Predicted 34.0 44.6 72.5 97.8 145 116.0 145 150 48.4 18.7 26.6
## cvpred 33.7 43.6 71.6 97.7 146 115.7 146 150 47.3 18.0 26.1
## pm2.5 17.0 16.0 37.0 38.0 35 58.0 42 38 111.0 113.0 96.0
## CV residual -16.7 -27.6 -34.6 -59.7 -111 -57.7 -104 -112 63.7 95.0 69.9
## 21576 21578 21579 21584 21588 21590 21591 21597 21601 21603 21604
## Predicted 114.8 88.2 98.6 116.1 90.4 92.6 84.1 105 132 134.4 140.7
## cvpred 114.7 88.4 98.8 116.3 90.1 92.5 83.7 105 133 134.9 141.3
## pm2.5 99.0 113.0 111.0 154.0 153.0 154.0 160.0 255 259 219.0 185.0
## CV residual -15.7 24.6 12.2 37.7 62.9 61.5 76.3 150 126 84.1 43.7
## 21618 21620 21621 21622 21623 21624 21626 21629 21630 21632 21635
## Predicted 122 126.4 127 135.74 137.9 146.1 147 117 161.0 145.1 111.3
## cvpred 122 126.7 127 136.02 138.3 146.5 147 117 161.2 145.4 110.7
## pm2.5 259 204.0 228 139.00 117.0 160.0 296 289 237.0 135.0 82.0
## CV residual 137 77.3 101 2.98 -21.3 13.5 149 172 75.8 -10.4 -28.7
## 21638 21642 21644 21646 21647 21651 21652 21655 21656 21659 21660
## Predicted 98.70 96.1 112.8 122.1 120.5 147.1 149 121 148 102.2 95.9
## cvpred 97.88 95.9 112.8 122.1 120.4 146.7 149 120 147 101.8 95.4
## pm2.5 92.00 226.0 164.0 175.0 171.0 214.0 192 293 284 165.0 166.0
## CV residual -5.88 130.1 51.2 52.9 50.6 67.3 43 173 137 63.2 70.6
## 21661 21665 21666 21667 21671 21672 21682 21683 21685 21689 21690
## Predicted 91.2 93.9 93.5 98.1 133.6 152 125.1 125.1 129.2 119.3 125.6
## cvpred 90.8 93.6 92.6 97.3 133.8 152 125.1 125.1 129.1 119.2 125.6
## pm2.5 153.0 163.0 182.0 230.0 60.0 52 80.0 61.0 110.0 165.0 145.0
## CV residual 62.2 69.4 89.4 132.7 -73.8 -100 -45.1 -64.1 -19.1 45.8 19.4
## 21691 21694 21695 21697 21699 21701 21704 21708 21709 21710 21715
## Predicted 132 139 137.2 143.0 150.92 118.9 145.1 132.49 134.1 134.1 137.2
## cvpred 132 139 137.3 142.6 150.76 118.6 145.4 132.58 134.3 134.3 136.8
## pm2.5 148 105 111.0 127.0 146.00 173.0 182.0 138.00 142.0 152.0 190.0
## CV residual 16 -34 -26.3 -15.6 -4.76 54.4 36.6 5.42 7.7 17.7 53.2
## 21718 21720 21721 21725 21728 21731 21734 21742 21747 21753 21755
## Predicted 136 152.3 154.9 152.4 150.8 140.4 154.89 157.9 158.1 110.3 138.0
## cvpred 136 151.9 155.2 152.9 151.2 140.7 155.22 158.2 157.8 109.4 137.9
## pm2.5 218 101.0 186.0 229.0 166.0 127.0 163.00 144.0 70.0 94.0 76.0
## CV residual 82 -50.9 30.8 76.1 14.8 -13.7 7.78 -14.2 -87.8 -15.4 -61.9
## 21758 21762 21765 21766 21768 21770 21772 21776 21777 21778 21779
## Predicted 125.4 121 130.1 136.4 134.8 141.05 136.95 133.3 133.7 132.1 125.8
## cvpred 125.1 121 129.8 136.2 134.5 140.84 136.77 132.3 133.3 131.6 125.2
## pm2.5 95.0 147 88.0 60.0 73.0 132.00 131.00 116.0 120.0 111.0 108.0
## CV residual -30.1 26 -41.8 -76.2 -61.5 -8.84 -5.77 -16.3 -13.3 -20.6 -17.2
## 21787 21790 21793 21794 21797 21802 21803 21804 21808 21809 21815
## Predicted 123.0 129.9 136.7 136.7 141 112.2 101.8 95.5 92.4 98.7 116.0
## cvpred 122.3 129.3 136.3 136.3 140 111.3 100.9 94.5 91.5 97.9 115.4
## pm2.5 126.0 57.0 48.0 51.0 110 96.0 62.0 51.0 70.0 72.0 41.0
## CV residual 3.7 -72.3 -88.3 -85.3 -30 -15.3 -38.9 -43.5 -21.5 -25.9 -74.4
## 21818 21821 21823 21825 21829 21831 21835 21837 21844 21845 21848
## Predicted 134.3 135.9 140.6 144.7 146.3 141.2 118 118 154.4 158.1 154.4
## cvpred 133.9 135.7 140.3 144.4 146.1 140.4 117 117 154.7 157.8 154.7
## pm2.5 43.0 59.0 52.0 60.0 84.0 128.0 218 178 104.0 118.0 90.0
## CV residual -90.9 -76.7 -88.3 -84.4 -62.1 -12.4 101 61 -50.7 -39.8 -64.7
## 21850 21851 21853 21854 21856 21857 21859 21867 21872 21875 21876
## Predicted 154.4 154.4 153.8 147.5 143 143 143 153.4 111.3 113.5 80.5
## cvpred 154.7 154.7 154.1 147.7 143 143 143 153.1 110.5 112.4 79.2
## pm2.5 75.0 74.0 61.0 61.0 67 69 72 104.0 128.0 70.0 50.0
## CV residual -79.7 -80.7 -93.1 -86.7 -76 -74 -71 -49.1 17.5 -42.4 -29.2
## 21878 21880 21881 21882 21884 21885 21886 21893 21894 21895 21896
## Predicted 61.2 60.7 62.7 64.9 104.9 104.9 115.2 156.5 156.5 156.5 154.3
## cvpred 60.1 59.5 62.2 64.5 104.7 104.7 115.1 156.9 156.9 156.9 154.6
## pm2.5 30.0 21.0 27.0 40.0 27.0 42.0 71.0 112.0 126.0 131.0 134.0
## CV residual -30.1 -38.5 -35.2 -24.5 -77.7 -62.7 -44.1 -44.9 -30.9 -25.9 -20.6
## 21898 21905 21906 21909 21912 21917 21918 21919 21920 21921 21927
## Predicted 141.18 99.6 92.8 102.0 102 87.2 97.6 133 108.5 63.0 47.7
## cvpred 141.23 99.3 91.9 101.1 101 87.1 97.6 133 108.3 62.2 47.2
## pm2.5 145.00 140.0 121.0 120.0 205 61.0 38.0 27 17.0 17.0 12.0
## CV residual 3.77 40.7 29.1 18.9 104 -26.1 -59.6 -106 -91.3 -45.2 -35.2
## 21928 21931 21935 21939 21940 21943 21946 21956 21959 21964 21965
## Predicted 56.4 70.6 100.7 108 120.5 116.7 69.2 83.4 106.7 118.8 97.4
## cvpred 56.3 70.8 101.1 108 120.7 116.7 68.5 83.6 106.9 119.1 97.1
## pm2.5 19.0 22.0 22.0 48 51.0 35.0 21.0 22.0 42.0 60.0 69.0
## CV residual -37.3 -48.8 -79.1 -60 -69.7 -81.7 -47.5 -61.6 -64.9 -59.1 -28.1
## 21973 21975 21977 21981 21982 21990 21993 21999 22002 22003
## Predicted 93.9 99.2 95.5 117.4 109.2 156.6 146.5 119.9 125.6 131.9234
## cvpred 93.6 98.4 95.3 117.4 109.3 156.5 146.1 119.8 125.6 131.9796
## pm2.5 83.0 85.0 114.0 98.0 89.0 93.0 73.0 96.0 110.0 132.0000
## CV residual -10.6 -13.4 18.7 -19.4 -20.3 -63.5 -73.1 -23.8 -15.6 0.0204
## 22011 22012 22014 22016 22020 22023 22024 22027 22029 22034 22035
## Predicted 153 152.5 111.0 115.1 134.0 150.64 146.0 117.1 123.4 112.4 152.3
## cvpred 152 152.5 110.5 114.5 133.3 150.19 145.5 116.3 122.7 111.6 151.9
## pm2.5 47 53.0 52.0 56.0 123.0 153.00 159.0 199.0 194.0 177.0 180.0
## CV residual -105 -99.5 -58.5 -58.5 -10.3 2.81 13.5 82.7 71.3 65.4 28.1
## 22037 22041 22048 22049 22051 22052 22055 22058 22059 22061
## Predicted 152.3 148.5 120.7 120.1 122.3 128.61 131.4 147.60 147.6 154.33
## cvpred 151.9 147.9 120.3 119.7 122.1 128.45 131.4 147.23 147.2 154.62
## pm2.5 183.0 183.0 97.0 90.0 105.0 134.00 167.0 152.00 136.0 163.00
## CV residual 31.1 35.1 -23.3 -29.7 -17.1 5.55 35.6 4.77 -11.2 8.38
## 22067 22068 22069 22072 22073 22083 22087 22088 22091 22093 22100
## Predicted 102.3 89.7 85.0 108.2 127.0 152.7 125.9 156 148.5 136.3 141.7
## cvpred 101.2 88.4 83.7 107.2 126.7 152.9 125.1 156 147.9 136.1 141.8
## pm2.5 174.0 152.0 145.0 130.0 139.0 101.0 110.0 122 110.0 103.0 94.0
## CV residual 72.8 63.6 61.3 22.8 12.3 -51.9 -15.1 -34 -37.9 -33.1 -47.8
## 22110 22111 22113 22114 22116 22117 22118 22120 22121 22124 22126
## Predicted 117.3 117.3 104.1 95.6 128.4 119.9 128.2 125.2 126.8 168 122
## cvpred 116.8 116.8 103.4 94.7 127.9 119.2 128.3 125.4 127.1 170 122
## pm2.5 48.0 47.0 42.0 33.0 35.0 36.0 30.0 53.0 63.0 56 20
## CV residual -68.8 -69.8 -61.4 -61.7 -92.9 -83.2 -98.3 -72.4 -64.1 -114 -102
## 22130 22133 22134 22135 22138 22139 22144 22152 22156 22169 22170
## Predicted 121.8 176 175 174 159.5 151.5 87.35 120.2 127 97.8 62.0
## cvpred 121.9 178 176 175 159.9 152.1 86.98 120.2 127 97.2 60.9
## pm2.5 33.0 49 47 61 101.0 96.0 80.00 28.0 25 9.0 9.0
## CV residual -88.9 -129 -129 -114 -58.9 -56.1 -6.98 -92.2 -102 -88.2 -51.9
## 22171 22175 22176 22177 22187 22195 22198 22199 22209 22211 22214
## Predicted 88.4 128 134 134 81.1 104.9 128.2 124.1 91.8 68.8 47.4
## cvpred 87.7 128 134 134 79.8 104.7 127.5 123.5 90.8 67.6 46.0
## pm2.5 16.0 17 16 29 10.0 33.0 41.0 42.0 23.0 19.0 14.0
## CV residual -71.7 -111 -118 -105 -69.8 -71.7 -86.5 -81.5 -67.8 -48.6 -32.0
## 22215 22216 22225 22227 22232 22234 22237 22239 22242 22243 22245
## Predicted 51.3 80.1 138.9 149 93.6 64.3 43.6 59.6 60.1 62.2 94.0
## cvpred 50.1 79.3 138.6 149 92.5 62.9 42.0 58.4 59.4 61.7 93.7
## pm2.5 15.0 15.0 63.0 63 50.0 29.0 32.0 25.0 25.0 27.0 38.0
## CV residual -35.1 -64.3 -75.6 -86 -42.5 -33.9 -10.0 -33.4 -34.4 -34.7 -55.7
## 22246 22251 22254 22257 22263 22264 22269 22270 22276 22277 22278
## Predicted 88.2 138.6 145.0 109.7 56.7 58.7 92.6 97.3 126.8 133.1 133.1
## cvpred 87.9 138.5 144.5 108.5 55.0 57.7 92.0 96.7 126.3 132.7 132.7
## pm2.5 41.0 84.0 68.0 131.0 71.0 62.0 50.0 56.0 61.0 80.0 114.0
## CV residual -46.9 -54.5 -76.5 22.5 16.0 4.3 -42.0 -40.7 -65.3 -52.7 -18.7
## 22290 22291 22293 22297 22299 22302 22303 22305 22306 22311 22315
## Predicted 88.3 94.6 109.61 129.3 135.6 137.8 144.1 132 123.0 98.65 101.9
## cvpred 87.4 93.8 108.89 128.7 135.1 137.4 143.8 131 122.3 97.83 101.3
## pm2.5 75.0 79.0 107.00 89.0 99.0 51.0 54.0 65 76.0 104.00 88.0
## CV residual -12.4 -14.8 -1.89 -39.7 -36.1 -86.4 -89.8 -66 -46.3 6.17 -13.3
## 22317 22323 22329 22332 22333 22339 22343 22346 22347 22348
## Predicted 117.0 134.2 138.3 119.43 121.05 117.4 134.69 134.7 134.7 141.0
## cvpred 116.4 133.8 137.9 118.75 120.46 116.9 134.36 134.4 134.4 140.8
## pm2.5 106.0 92.0 126.0 128.00 130.00 138.0 132.00 173.0 167.0 179.0
## CV residual -10.4 -41.8 -11.9 9.25 9.54 21.1 -2.36 38.6 32.6 38.2
## 22349 22351 22354 22356 22357 22358 22361 22363 22366 22367 22371
## Predicted 145.6 145.2 124.7 118 108 107 104.9 112.8 126.2 133 145
## cvpred 145.4 144.4 123.5 118 107 106 104.1 112.2 125.6 132 145
## pm2.5 187.0 197.0 205.0 222 226 259 197.0 188.0 194.0 206 246
## CV residual 41.6 52.6 81.5 104 119 153 92.9 75.8 68.4 74 101
## 22375 22383 22384 22391 22392 22394 22401 22402 22403 22405 22406
## Predicted 145.1 114 129.1 163 164 138 114.2 75.1 59.0 42.3 32.0
## cvpred 144.8 113 128.5 163 164 138 113.8 74.3 58.1 41.2 30.8
## pm2.5 185.0 299 164.0 26 23 23 24.0 11.0 10.0 8.0 10.0
## CV residual 40.2 186 35.5 -137 -141 -115 -89.8 -63.3 -48.1 -33.2 -20.8
## 22410 22413 22417 22418 22424 22426 22432 22441 22442 22443 22444
## Predicted 15.27 135 101 84.0 125 77.0 104 138 133 105.5 134.8
## cvpred 13.91 134 100 83.1 124 75.7 103 138 132 104.3 134.5
## pm2.5 8.00 21 27 14.0 12 10.0 70 27 24 49.0 59.0
## CV residual -5.91 -113 -73 -69.1 -112 -65.7 -33 -111 -108 -55.3 -75.5
## 22445 22451 22463 22467 22468 22476 22478 22485 22486 22488 22495
## Predicted 134.3 91.3 122.5 136.7 136.7 132.30 123.5 143.5 141.8 143.5 153.6
## cvpred 133.5 89.8 121.7 136.2 136.2 131.56 122.8 143.1 141.4 143.1 153.5
## pm2.5 64.0 75.0 89.0 102.0 90.0 130.00 108.0 61.0 56.0 62.0 57.0
## CV residual -69.5 -14.8 -32.7 -34.2 -46.2 -1.56 -14.8 -82.1 -85.4 -81.1 -96.5
## 22498 22499 22505 22508 22514 22516 22518 22522 22527 22531 22537
## Predicted 151.4 147.3 141 142.6 145.6 151.9 116.4 131.0 128.8 105.7 141.8
## cvpred 151.2 147.1 141 142.5 145.4 151.8 115.2 129.9 127.6 104.2 141.4
## pm2.5 77.0 70.0 30 49.0 63.0 59.0 82.0 86.0 99.0 94.0 51.0
## CV residual -74.2 -77.1 -111 -93.5 -82.4 -92.8 -33.2 -43.9 -28.6 -10.2 -90.4
## 22545 22550 22553 22599 22600 22603 22604 22605 22617 22618 22620
## Predicted 153.0 128.9 125.85 113.9 119.8 139 116.4 143.6 155 122 149
## cvpred 152.9 128.5 125.53 113.4 118.8 138 115.2 142.7 154 121 150
## pm2.5 116.0 108.0 124.00 45.0 48.0 58 80.0 76.0 25 21 17
## CV residual -36.9 -20.5 -1.53 -68.4 -70.8 -80 -35.2 -66.7 -129 -100 -133
## 22623 22625 22626 22627 22628 22637 22641 22643 22645 22647 22654
## Predicted 157 112.5 112.5 111 111 117.1 115.5 127 109.2 104.5 104.5
## cvpred 157 111.7 111.7 110 110 116.4 114.6 126 108.3 103.6 103.6
## pm2.5 15 20.0 24.0 21 22 17.0 22.0 8 16.0 13.0 16.0
## CV residual -142 -91.7 -87.7 -89 -88 -99.4 -92.6 -118 -92.3 -90.6 -87.6
## 22659 22660 22661 22664 22666 22667 22668 22671 22672 22673 22674
## Predicted 113.0 124 118 96.6 75.6 80.9 65.2 98.7 94.6 92.4 100.3
## cvpred 112.3 123 117 95.5 74.0 79.3 63.5 97.8 93.8 91.4 99.5
## pm2.5 13.0 18 11 15.0 14.0 10.0 16.0 17.0 15.0 17.0 21.0
## CV residual -99.3 -105 -106 -80.5 -60.0 -69.3 -47.5 -80.8 -78.8 -74.4 -78.5
## 22676 22677 22679 22680 22684 22685 22686 22687 22688 22691 22694
## Predicted 121.6 129.9 141 135.0 147.2 147.2 118.3 118.3 140.9 92.6 107
## cvpred 121.1 128.8 141 134.5 146.3 146.3 117.1 117.1 139.9 90.9 106
## pm2.5 22.0 30.0 33 55.0 61.0 50.0 48.0 54.0 60.0 74.0 54
## CV residual -99.1 -98.8 -108 -79.5 -85.3 -96.3 -69.1 -63.1 -79.9 -16.9 -52
## 22696 22699 22704 22706 22708 22709 22710 22711 22721 22725 22726
## Predicted 112.6 120.5 140 135 107.5 103.4 119.1 108.1 98.9 112.1 110.5
## cvpred 111.8 119.9 140 135 106.5 102.4 118.2 107.1 97.9 111.2 109.5
## pm2.5 42.0 51.0 31 23 28.0 29.0 39.0 36.0 15.0 31.0 25.0
## CV residual -69.8 -68.9 -109 -112 -78.5 -73.4 -79.2 -71.1 -82.9 -80.2 -84.5
## 22728 22729 22730 22731 22732 22734 22735 22743 22748 22751 22752
## Predicted 129.6 129.2 135.9 142.2 137.7 142.2 142.2 85.3 110.5 119.2 119.2
## cvpred 128.7 127.7 135.1 141.5 136.4 141.5 141.5 84.0 109.5 118.3 118.3
## pm2.5 29.0 32.0 43.0 54.0 46.0 44.0 52.0 29.0 53.0 84.0 79.0
## CV residual -99.7 -95.7 -92.1 -87.5 -90.4 -97.5 -89.5 -55.0 -56.5 -34.3 -39.3
## 22753 22756 22758 22760 22765 22766 22767 22768 22769 22773 22775
## Predicted 125.5 137.1 103.50 95.0 91.0 101.4 103.0 98.9 94.3 119.4 128.2
## cvpred 124.7 135.8 101.93 93.2 89.7 100.2 101.9 97.9 93.2 118.7 127.5
## pm2.5 73.0 82.0 95.00 82.0 61.0 63.0 55.0 50.0 46.0 37.0 38.0
## CV residual -51.7 -53.8 -6.93 -11.2 -28.7 -37.2 -46.9 -47.9 -47.2 -81.7 -89.5
## 22778 22785 22786 22788 22790 22796 22800 22802 22803 22806 22810
## Predicted 134.0 125.6 115.2 104.7 105.9 124.6 136 137.2 137.2 143.5 134.5
## cvpred 132.9 124.2 113.7 103.6 104.4 123.9 135 136.7 136.7 143.1 133.4
## pm2.5 52.0 74.0 67.0 66.0 67.0 68.0 89 88.0 101.0 116.0 109.0
## CV residual -80.9 -50.2 -46.7 -37.6 -37.4 -55.9 -46 -48.7 -35.7 -27.1 -24.4
## 22812 22816 22821 22822 22823 22826 22828 22831 22836 22838 22840
## Predicted 122.0 75.23 88.6 133.2 137.3 146 110.3 108.6 82.1 77.4 85.5
## cvpred 120.6 73.32 87.3 132.3 136.3 145 109.4 107.7 80.6 75.9 84.4
## pm2.5 84.0 79.00 28.0 35.0 37.0 43 21.0 21.0 52.0 45.0 52.0
## CV residual -36.6 5.68 -59.3 -97.3 -99.3 -102 -88.4 -86.7 -28.6 -30.9 -32.4
## 22841 22842 22844 22845 22849 22850 22860 22868 22869 22872 22873
## Predicted 89.3 89.3 106.6 112.9 136.7 145 104.66 108.2 123.2 127.6 142
## cvpred 88.5 88.5 105.9 112.3 136.2 144 103.64 107.7 122.8 127.4 141
## pm2.5 56.0 57.0 32.0 38.0 37.0 43 108.00 72.0 97.0 76.0 85
## CV residual -32.5 -31.5 -73.9 -74.3 -99.2 -101 4.36 -35.7 -25.8 -51.4 -56
## 22874 22880 22887 22889 22934 22937 22938 22939 22943 22946 22949
## Predicted 142 112.82 124.4 118.7 35.5 74.6 80.9 95.4 137.5 152 125
## cvpred 142 111.76 123.5 117.7 34.0 74.0 80.4 94.9 137.4 152 124
## pm2.5 93 118.00 88.0 67.0 13.0 15.0 21.0 26.0 46.0 50 72
## CV residual -49 6.24 -35.5 -50.7 -21.0 -59.0 -59.4 -68.9 -91.4 -102 -52
## 22957 22958 22959 22965 22967 22978 22979 22981 22983 22985 22987
## Predicted 109.6 105.2 105.2 132 143 87.9 92.6 56.42 58.7 81.2 103.0
## cvpred 109.4 105.3 105.3 133 143 86.7 91.4 54.78 57.1 79.9 102.5
## pm2.5 47.0 42.0 27.0 31 42 72.0 63.0 45.00 14.0 25.0 23.0
## CV residual -62.4 -63.3 -78.3 -102 -101 -14.7 -28.4 -9.78 -43.1 -54.9 -79.5
## 22989 23000 23001 23002 23004 23006 23014 23025 23029 23031 23034
## Predicted 103.6 136.3 127.8 90.50 100.5 79.3 110.7 139.4 124.1 113.14 112.9
## cvpred 103.1 135.3 126.6 88.67 98.7 78.1 110.1 139.1 123.4 112.36 112.3
## pm2.5 45.0 97.0 108.0 96.00 78.0 52.0 53.0 123.0 146.0 118.00 144.0
## CV residual -58.1 -38.3 -18.6 7.33 -20.7 -26.1 -57.1 -16.1 22.6 5.64 31.7
## 23036 23039 23040 23041 23045 23046 23047 23049 23129 23130 23135
## Predicted 129.5 127.9 134.2 134.2 152.5 146.77 146.77 140.5 51.8 45.7 131
## cvpred 129.2 127.5 133.8 133.8 152.4 146.63 146.63 140.2 50.5 45.0 131
## pm2.5 161.0 166.0 185.0 206.0 186.0 153.00 140.00 182.0 8.0 12.0 25
## CV residual 31.8 38.5 51.2 72.2 33.6 6.37 -6.63 41.8 -42.5 -33.0 -106
## 23137 23142 23147 23150 23151 23157 23159 23160 23163 23165 23167
## Predicted 113.5 110.6 46.2 -8.39 28.5 90.9 128.2 126.7 143.4 134.6 145.1
## cvpred 112.5 109.7 44.8 -10.05 27.7 90.4 127.2 126.5 143.3 134.6 144.7
## pm2.5 36.0 13.0 13.0 8.00 11.0 17.0 35.0 36.0 63.0 81.0 82.0
## CV residual -76.5 -96.7 -31.8 18.05 -16.7 -73.4 -92.2 -90.5 -80.3 -53.6 -62.7
## 23170 23172 23177 23180 23181 23184 23192 23194 23195 23200 23201
## Predicted 116.0 89.9 76.3 89.5 106.1 133.3 113.25 116.9 104.4 45.4 55.82
## cvpred 115.5 88.3 75.3 88.7 105.5 132.4 111.97 115.6 102.8 44.5 54.93
## pm2.5 98.0 105.0 65.0 69.0 65.0 63.0 110.00 143.0 156.0 59.0 52.00
## CV residual -17.5 16.7 -10.3 -19.7 -40.5 -69.4 -1.97 27.4 53.2 14.5 -2.93
## 23202 23207 23210 23211 23215 23218 23220 23225 23226 23231 23234
## Predicted 55.82 135.4 131.3 137.6 120.9 120 90.9 75.5 85.9 119.78 142.31
## cvpred 54.93 135.1 131.1 137.5 120.1 119 89.4 74.6 85.1 119.41 141.66
## pm2.5 56.00 84.0 104.0 104.0 143.0 146 151.0 118.0 117.0 113.00 133.00
## CV residual 1.07 -51.1 -27.1 -33.5 22.9 27 61.6 43.4 31.9 -6.41 -8.66
## 23237 23238 23242 23243 23244 23245 23247 23249 23250 23251 23253
## Predicted 142.3 142.3 114 105.0 105.0 90.2 89.4 93.5 93.5 106.1 114.8
## cvpred 141.7 141.7 113 104.3 104.3 89.2 88.6 92.6 92.6 105.4 114.2
## pm2.5 178.0 174.0 169 153.0 158.0 160.0 159.0 145.0 156.0 166.0 149.0
## CV residual 36.3 32.3 56 48.7 53.7 70.8 70.4 52.4 63.4 60.6 34.8
## 23254 23258 23260 23262 23263 23273 23276 23280 23281 23289 23291
## Predicted 121.1 135.6 135.6 141.5 141.5 103.3 128.5 138.9 138.9 142 90.9
## cvpred 120.6 135.1 135.1 140.5 140.5 102.5 128.1 138.5 138.5 141 89.6
## pm2.5 140.0 102.0 93.0 71.0 74.0 62.0 56.0 55.0 68.0 92 76.0
## CV residual 19.4 -33.1 -42.1 -69.5 -66.5 -40.5 -72.1 -83.5 -70.5 -49 -13.6
## 23292 23296 23299 23300 23303 23306 23307 23314 23319 23320 23321
## Predicted 111.0 59.39 92.5 107.0 149.2 153.89 154.33 55.9 20.7 54.1 83.0
## cvpred 110.1 58.13 92.4 106.9 148.9 153.62 154.62 54.2 18.8 53.0 82.1
## pm2.5 88.0 57.00 75.0 105.0 128.0 157.00 161.00 42.0 29.0 24.0 38.0
## CV residual -22.1 -1.13 -17.4 -1.9 -20.9 3.38 6.38 -12.2 10.2 -29.0 -44.1
## 23324 23326 23327 23329 23330 23334 23335 23337 23339 23340 23343
## Predicted 118.86 123.7 124.1 131 108 144 114 127 108 101.5 86.4
## cvpred 118.14 122.4 123.4 130 107 143 113 125 106 99.8 85.1
## pm2.5 123.00 175.0 205.0 245 260 286 301 277 242 231.0 233.0
## CV residual 4.86 52.6 81.6 115 153 143 188 152 136 131.2 147.9
## 23346 23352 23356 23358 23362 23364 23368 23370 23372 23373 23375
## Predicted 88.6 132.9 137.5 139.7 123 104.5 82.8 97.3 104.2 121 125.5
## cvpred 87.4 132.2 136.8 139.2 122 103.2 81.6 96.1 103.1 120 124.7
## pm2.5 170.0 204.0 206.0 212.0 242 179.0 145.0 143.0 166.0 160 180.0
## CV residual 82.6 71.8 69.2 72.8 120 75.8 63.4 46.9 62.9 40 55.3
## 23378 23379 23380 23384 23385 23386 23387 23388 23391 23393 23397
## Predicted 132 135.9 132 135.5 135.9 123.3 117.0 104.5 109.9 103.2 114
## cvpred 131 135.1 131 134.1 135.1 122.3 115.9 103.2 108.9 101.9 113
## pm2.5 205 196.0 192 204.0 206.0 202.0 207.0 179.0 141.0 124.0 111
## CV residual 74 60.9 61 69.9 70.9 79.7 91.1 75.8 32.1 22.1 -2
## 23401 23406 23407 23413 23418 23420 23421 23423 23424 23428 23429
## Predicted 106.45 113 115 94.7 97.8 99.9 99.9 102.7 96.4 91.6 91.6
## cvpred 105.34 112 115 93.7 96.7 99.0 99.0 101.9 95.5 91.0 91.0
## pm2.5 109.00 10 7 10.0 16.0 17.0 18.0 18.0 13.0 5.0 5.0
## CV residual 3.66 -102 -108 -83.7 -80.7 -82.0 -81.0 -83.9 -82.5 -86.0 -86.0
## 23431 23433 23444 23445 23449 23456 23463 23465 23469 23475 23476
## Predicted 103 75.2 42.1 52.5 57.1 90.8 36.0 50.9 113.8 152 150
## cvpred 102 74.1 41.0 51.4 56.1 89.8 34.8 50.3 113.7 152 149
## pm2.5 6 13.0 11.0 8.0 10.0 17.0 12.0 9.0 15.0 30 30
## CV residual -96 -61.1 -30.0 -43.4 -46.1 -72.8 -22.8 -41.3 -98.7 -122 -119
## 23478 23486 23491 23492 23498 23501 23502 23507 23520 23522 23523
## Predicted 112.1 59.84 66.3 91.7 142 120.9 120.9 108 145.146 117.9 106.9
## cvpred 111.4 58.12 65.5 91.1 141 120.1 120.1 107 144.128 116.6 105.5
## pm2.5 25.0 50.00 25.0 29.0 40 58.0 62.0 67 144.000 141.0 151.0
## CV residual -86.4 -8.12 -40.5 -62.1 -101 -62.1 -58.1 -40 -0.128 24.4 45.5
## 23524 23526 23529 23531 23535 23543 23544 23547 23551 23554 23558
## Predicted 119.5 108.5 107.0 80.2 106.4 140 111.6 100.6 109.7 82.4 93.4
## cvpred 118.4 107.3 105.6 78.3 105.5 139 110.3 99.2 108.5 80.6 91.8
## pm2.5 140.0 135.0 134.0 115.0 50.0 31 31.0 47.0 43.0 35.0 40.0
## CV residual 21.6 27.7 28.4 36.7 -55.5 -108 -79.3 -52.2 -65.5 -45.6 -51.8
## 23561 23563 23565 23566 23567 23568 23572 23586 23588 23597 23603
## Predicted 97.7 104.0 121.2 124 137.9 143.7 145.9 95.48 117 146.64 118.9
## cvpred 96.8 103.2 120.6 123 137.5 142.9 145.2 94.48 116 146.24 117.4
## pm2.5 60.0 60.0 61.0 61 69.0 73.0 95.0 85.00 90 143.00 179.0
## CV residual -36.8 -43.2 -59.6 -62 -68.5 -69.9 -50.2 -9.48 -26 -3.24 61.6
## 23604 23606 23607 23616 23621 23626 23629 23630 23632 23640 23642
## Predicted 113 99.9 88.8 132.6 140.6 130.17 119.2 112.9 110.4 129.3 158.1
## cvpred 111 98.6 87.1 132.2 140.3 129.87 118.8 112.4 110.1 128.7 157.9
## pm2.5 176 149.0 134.0 109.0 121.0 138.00 132.0 92.0 78.0 48.0 64.0
## CV residual 65 50.4 46.9 -23.2 -19.3 8.13 13.2 -20.4 -32.1 -80.7 -93.9
## 23645 23650 23651 23653 23655 23661 23664 23667 23669 23671 23676
## Predicted 89.5 57 52.9 24.0 23.4 92.2 85.8 153 124 134 71.0
## cvpred 89.1 56 51.9 22.9 22.3 91.6 85.1 153 124 134 70.2
## pm2.5 37.0 6 7.0 5.0 7.0 14.0 14.0 11 13 20 10.0
## CV residual -52.1 -50 -44.9 -17.9 -15.3 -77.6 -71.1 -142 -111 -114 -60.2
## 23682 23686 23687 23688 23689 23691 23694 23696 23697 23698 23700
## Predicted 64.3 56.6 94.6 116 107.1 107.1 120 101.7 77.1 50.1 35.9
## cvpred 63.1 55.5 93.9 115 106.7 106.7 120 100.9 75.9 48.6 34.2
## pm2.5 17.0 14.0 15.0 12 11.0 15.0 24 17.0 20.0 25.0 12.0
## CV residual -46.1 -41.5 -78.9 -103 -95.7 -91.7 -96 -83.9 -55.9 -23.6 -22.2
## 23702 23706 23710 23713 23715 23717 23722 23724 23730 23733 23734
## Predicted 7.94 53.5 117.4 120 148.7 106.9 47.1 24.13 49.1 80.8 128.7
## cvpred 6.19 52.3 117.2 119 148.2 106.2 45.2 21.99 48.1 80.1 128.3
## pm2.5 8.00 8.0 28.0 23 70.0 28.0 29.0 24.00 26.0 37.0 43.0
## CV residual 1.81 -44.3 -89.2 -96 -78.2 -78.2 -16.2 2.01 -22.1 -43.1 -85.3
## 23736 23737 23738 23740 23744 23746 23747 23748 23753 23755 23760
## Predicted 137.0 112.8 108.7 104.0 96.1 62.4 81.5 74.69 48.54 61.1 148.2
## cvpred 136.1 111.6 107.5 102.8 94.7 60.4 79.8 72.78 47.51 60.3 147.6
## pm2.5 52.0 68.0 77.0 78.0 45.0 47.0 57.0 69.00 43.00 42.0 58.0
## CV residual -84.1 -43.6 -30.5 -24.8 -49.7 -13.4 -22.8 -3.78 -4.51 -18.3 -89.6
## 23762 23768 23769 23771 23773 23775 23779 23780 23783 23786 23788
## Predicted 104.2 86.9 74.4 46.7 17.55 9.20 79.8 69.4 136.0 130.1 113.1
## cvpred 103.3 85.8 73.0 45.1 16.05 7.79 79.8 69.4 135.8 129.8 112.9
## pm2.5 81.0 50.0 46.0 33.0 23.00 16.00 23.0 40.0 66.0 77.0 36.0
## CV residual -22.3 -35.8 -27.0 -12.1 6.95 8.21 -56.8 -29.4 -69.8 -52.8 -76.9
## 23790 23795 23797 23799 23800 23802 23803 23804 23811 23814 23817
## Predicted 121.6 38.74 50.7 33.2 -14.9 22.50 87.2 127.1 131.5 122.6 98.3
## cvpred 121.6 37.45 49.8 32.3 -16.1 21.83 87.3 127.5 131.5 122.8 97.8
## pm2.5 43.0 33.00 31.0 8.0 7.0 13.00 16.0 29.0 46.0 27.0 27.0
## CV residual -78.6 -4.45 -18.8 -24.3 23.1 -8.83 -71.3 -98.5 -85.5 -95.8 -70.8
## 23818 23820 23823 23824 23832 23834 23835 23836 23837 23843
## Predicted 79.4 61.1 33.6 29.510 143.02 124.7 147.8 126.88 114.22 106.27
## cvpred 78.7 60.3 33.3 29.246 143.22 124.1 147.5 126.41 113.59 105.12
## pm2.5 25.0 26.0 20.0 30.000 136.00 165.0 134.0 129.00 116.00 102.00
## CV residual -53.7 -34.3 -13.3 0.754 -7.22 40.9 -13.5 2.59 2.41 -3.12
## 23845 23850 23857 23868 23870 23871 23872 23875 23877 23878 23884
## Predicted 99.4 82.9 133.5 122 100.9 98.4 67.5 111.01 107.5 97.1 117.8
## cvpred 98.1 82.2 133.4 121 100.2 97.9 67.1 110.67 107.2 96.7 117.1
## pm2.5 130.0 108.0 166.0 231 196.0 183.0 97.0 109.00 92.0 71.0 54.0
## CV residual 31.9 25.8 32.6 110 95.8 85.1 29.9 -1.67 -15.2 -25.7 -63.1
## 23892 23893 23895 23902 23904 23908 23909 23912 23915 23916 23921
## Predicted 61.2 73.8 89.8 126.6 122.53 123.1 158 110.4 66.4 70.6 80.70
## cvpred 59.5 72.4 88.8 126.4 122.33 122.4 158 109.6 64.8 68.9 79.92
## pm2.5 146.0 121.0 107.0 97.0 129.00 91.0 131 98.0 85.0 94.0 83.00
## CV residual 86.5 48.6 18.2 -29.4 6.67 -31.4 -27 -11.6 20.2 25.1 3.08
## 23922 23938 23942 23943 23947 23949 23950 23952 23955 23956 23958
## Predicted 101.5 81.9 91.30 99.21 117.9 108.1 114.4 113 131.1 131.1 143.7
## cvpred 100.8 80.1 89.54 97.64 117.2 107.4 113.7 112 130.6 130.6 143.4
## pm2.5 82.0 53.0 99.00 96.00 84.0 72.0 63.0 47 58.0 59.0 68.0
## CV residual -18.8 -27.1 9.46 -1.64 -33.2 -35.4 -50.7 -65 -72.6 -71.6 -75.4
## 23961 23963 23968 23970 23974 23975 23978 23982 23984 23985 23987
## Predicted 131.1 114.7 92.7 139.4 96.6 109 143 107.2 97.1 82.4 63.5
## cvpred 130.6 113.8 91.0 138.3 95.2 108 142 106.2 95.8 80.7 61.5
## pm2.5 82.0 87.0 110.0 51.0 12.0 13 26 19.0 18.0 27.0 32.0
## CV residual -48.6 -26.8 19.0 -87.3 -83.2 -95 -116 -87.2 -77.8 -53.7 -29.5
## 23988 23991 23996 24000 24003 24010 24014 24015 24016 24018 24019
## Predicted 57.2 10.70 124.9 141.9 114.6 145.9 92.40 86.7 90.8 80.4 68.1
## cvpred 55.1 8.57 123.8 141.2 113.7 145.7 91.02 85.8 89.8 79.4 67.2
## pm2.5 31.0 11.00 31.0 56.0 90.0 95.0 82.00 10.0 10.0 5.0 8.0
## CV residual -24.1 2.43 -92.8 -85.2 -23.7 -50.7 -9.02 -75.8 -79.8 -74.4 -59.2
## 24021 24024 24025 24026 24028 24030 24034 24035 24042 24047 24051
## Predicted 53.6 50.0 54.7 50.6 46.5 48.7 -0.206 -6.49 -31.2 7.71 103.6
## cvpred 52.6 49.2 53.8 49.8 45.7 48.0 -1.317 -7.71 -32.2 6.79 103.5
## pm2.5 24.0 7.0 3.0 3.0 2.0 4.0 3.000 0.00 1.0 5.00 8.0
## CV residual -28.6 -42.2 -50.8 -46.8 -43.7 -44.0 4.317 7.71 33.2 -1.79 -95.5
## 24053 24054 24056 24065 24071 24072 24074 24085 24086 24087 24091
## Predicted 97.1 93.0 125 -17.5 77.4 146.5 106 44.3 25.1 30.9 92.8
## cvpred 96.9 92.8 124 -18.9 76.5 146.4 105 43.0 23.8 29.6 92.7
## pm2.5 10.0 6.0 5 5.0 53.0 48.0 4 11.0 9.0 6.0 8.0
## CV residual -86.9 -86.8 -119 23.9 -23.5 -98.4 -101 -32.0 -14.8 -23.6 -84.7
## 24100 24101 24103 24106 24114 24116 24117 24122 24123 24125 24127
## Predicted 160.2 122.5 120.9 66.7 63.5 99.3 132.7 124.4 158 120 120
## cvpred 160.3 122.4 120.6 65.5 63.1 99.2 132.9 124.1 158 120 120
## pm2.5 64.0 59.0 23.0 22.0 51.0 72.0 92.0 100.0 108 103 70
## CV residual -96.3 -63.4 -97.6 -43.5 -12.1 -27.2 -40.9 -24.1 -50 -17 -50
## 24128 24129 24135 24136 24137 24139 24140 24141 24143 24147 24150
## Predicted 131.3 147 91.4 81.0 93.0 132.6 145.3 119 143 156 114
## cvpred 131.1 147 91.0 80.5 92.7 132.8 145.2 118 143 156 114
## pm2.5 63.0 72 164.0 169.0 162.0 181.0 202.0 244 274 259 235
## CV residual -68.1 -75 73.0 88.5 69.3 48.2 56.8 126 131 103 121
## 24154 24157 24158 24164 24165 24168 24170 24171 24178 24179 24184
## Predicted 47.8 14.71 1.840 131 91.8 145 151 80.4 56.7 29.0 4.32
## cvpred 46.8 13.63 0.823 131 91.5 145 152 79.9 55.6 27.7 3.17
## pm2.5 11.0 10.00 8.000 20 16.0 8 10 8.0 13.0 13.0 13.00
## CV residual -35.8 -3.63 7.177 -111 -75.5 -137 -142 -71.9 -42.6 -14.7 9.83
## 24189 24190 24191 24192 24195 24196 24198 24200 24202 24203 24209
## Predicted 34.4 78.8 48.9 55.2 154 150 114.0 118.7 54.7 23.55 54.5
## cvpred 33.4 78.8 48.0 54.4 154 151 113.7 118.3 53.3 21.92 53.9
## pm2.5 19.0 16.0 16.0 19.0 20 17 19.0 27.0 30.0 19.00 23.0
## CV residual -14.4 -62.8 -32.0 -35.4 -134 -134 -94.7 -91.3 -23.3 -2.92 -30.9
## 24211 24212 24222 24223 24224 24227 24229 24239 24242 24243
## Predicted 100.8 107.1 105 105.68 105.7 33.0 3.42 130.669 112 114.5
## cvpred 100.4 106.8 104 104.58 104.6 30.8 1.16 130.172 111 113.4
## pm2.5 48.0 68.0 147 95.00 77.0 43.0 36.00 131.000 151 144.0
## CV residual -52.4 -38.8 43 -9.58 -27.6 12.2 34.84 0.828 40 30.6
## 24246 24249 24252 24257 24259 24260 24261 24263 24266 24269 24274
## Predicted 107.3 90.9 102.9 83.0 99.4 107.8 118.6 137.0 110.4 156 130.7
## cvpred 106.3 89.5 101.3 81.9 98.7 106.4 117.9 136.1 109.2 155 129.7
## pm2.5 136.0 67.0 89.0 108.0 112.0 122.0 149.0 176.0 194.0 259 206.0
## CV residual 29.7 -22.5 -12.3 26.1 13.3 15.6 31.1 39.9 84.8 104 76.3
## 24275 24276 24285 24288 24294 24295 24299 24305 24306 24309
## Predicted 118.1 113.5 143 145 154.1 154.10 60.1 5.16 9.8231 36.1
## cvpred 116.9 112.2 142 145 153.9 153.89 59.0 4.35 9.0222 35.2
## pm2.5 203.0 209.0 338 398 239.0 161.00 25.0 11.00 9.0000 10.0
## CV residual 86.1 96.8 196 253 85.1 7.11 -34.0 6.65 -0.0222 -25.2
## 24312 24321 24323 24325 24327 24329 24332 24333 24336 24339 24340
## Predicted 45.5 55.1 21.71 -6.21 -9.54 -13.6 66.0 72.3 116.3 130.5 130.5
## cvpred 44.6 54.0 20.27 -7.68 -10.66 -14.7 66.1 72.5 116.1 130.6 130.6
## pm2.5 5.0 26.0 12.00 10.00 5.00 5.0 19.0 26.0 63.0 134.0 133.0
## CV residual -39.6 -28.0 -8.27 17.68 15.66 19.7 -47.1 -46.5 -53.1 3.4 2.4
## 24341 24346 24347 24348 24353 24361 24376 24378 24380 24382 24387
## Predicted 139.0 137.2 119.91 105 67.6 144.8 144.83 144.8 144.8 144.8 144.8
## cvpred 139.3 137.6 120.13 105 67.7 145.2 145.18 145.2 145.2 145.2 145.2
## pm2.5 103.0 90.0 114.00 194 113.0 177.0 143.00 156.0 194.0 243.0 167.0
## CV residual -36.3 -47.6 -6.13 89 45.3 31.8 -2.18 10.8 48.8 97.8 21.8
## 24389 24391 24393 24394 24402 24405 24407 24408 24409 24410 24411
## Predicted 145 145 145 145 145 144.8 144.8 144.1 120.3 120.3 120.3
## cvpred 145 145 145 145 145 145.2 145.2 144.1 119.8 119.8 119.8
## pm2.5 10 8 10 9 9 51.0 55.0 45.0 58.0 62.0 41.0
## CV residual -135 -137 -135 -136 -136 -94.2 -90.2 -99.1 -61.8 -57.8 -78.8
## 24413 24414 24422 24424 24426 24429 24433 24434 24444 24451
## Predicted 120.3 120.3 120.3 120.3 120.3 120.3 120.33 120.33 120.3 120.3
## cvpred 119.8 119.8 119.8 119.8 119.8 119.8 119.77 119.77 119.8 119.8
## pm2.5 29.0 21.0 22.0 33.0 32.0 77.0 123.00 122.00 87.0 99.0
## CV residual -90.8 -98.8 -97.8 -86.8 -87.8 -42.8 3.23 2.23 -32.8 -20.8
## 24452 24457 24459 24462 24463 24466 24467 24472 24476 24477 24478
## Predicted 120.33 113.9 113 159.9 115.9 102.3 100.4 31.2 32.4 37.0 68.8
## cvpred 119.77 113.2 112 159.8 115.4 101.5 99.8 30.5 31.8 36.5 68.5
## pm2.5 116.00 96.0 91 89.0 83.0 58.0 19.0 7.0 11.0 14.0 11.0
## CV residual -3.77 -17.2 -21 -70.8 -32.4 -43.5 -80.8 -23.5 -20.8 -22.5 -57.5
## 24479 24480 24486 24487 24488 24489 24491 24493 24494 24498 24499
## Predicted 68.8 64.7 164 172 161 67.6 53.5 -14.7 -8.98 46.9 63.6
## cvpred 68.5 64.4 165 173 162 67.3 53.9 -15.3 -9.52 47.4 64.3
## pm2.5 8.0 6.0 6 13 15 17.0 23.0 16.0 17.00 19.0 29.0
## CV residual -60.5 -58.4 -159 -160 -147 -50.3 -30.9 31.3 26.52 -28.4 -35.3
## 24501 24519 24520 24522 24525 24526 24528 24529 24531 24533 24534
## Predicted 66.0 6.93 35.8 90.1 134.2 149.2 113.22 126.4 125.80 134.3 132.7
## cvpred 66.6 6.19 35.4 90.4 134.2 149.8 113.11 126.5 125.89 134.6 132.9
## pm2.5 55.0 17.00 16.0 27.0 75.0 102.0 115.00 142.0 129.00 78.0 68.0
## CV residual -11.6 10.81 -19.4 -63.4 -59.2 -47.8 1.89 15.5 3.11 -56.6 -64.9
## 24538 24539 24540 24545 24550 24551 24553 24558 24560 24561 24567
## Predicted 103.1 120.037 109.5 93.0 160 136 171 131.2 127.4 123 60.5
## cvpred 102.7 119.741 109.7 93.3 161 136 172 131.7 127.6 123 60.2
## pm2.5 88.0 119.000 156.0 206.0 303 334 324 214.0 222.0 219 117.0
## CV residual -14.7 -0.741 46.3 112.7 142 198 152 82.3 94.4 96 56.8
## 24568 24570 24572 24573 24574 24579 24580 24581 24587 24588 24597
## Predicted 68.7 96.4 135 125 123.2 120.3 119.8 123.9 91.0 81.6 121.7
## cvpred 68.4 96.3 135 125 123.1 120.3 119.3 123.3 90.1 80.7 121.3
## pm2.5 154.0 199.0 341 311 151.0 48.0 60.0 66.0 54.0 56.0 38.0
## CV residual 85.6 102.7 206 186 27.9 -72.3 -59.3 -57.3 -36.1 -24.7 -83.3
## 24598 24602 24614 24615 24618 24619 24621 24624 24627 24628 24630
## Predicted 128.1 161 21.6 17.53 32.6 45.2 154 113.8 174 172 138.1
## cvpred 127.7 161 20.7 16.65 31.8 44.6 155 113.7 175 173 138.6
## pm2.5 37.0 43 9.0 11.00 11.0 15.0 49 42.0 48 71 73.0
## CV residual -90.7 -118 -11.7 -5.65 -20.8 -29.6 -106 -71.7 -127 -102 -65.6
## 24635 24636 24640 24641 24644 24646 24648 24661 24662 24664 24665
## Predicted 119.2 83.4 65.69 77.70 151 136.5 135.8 64.1 -15.4 -15.4 -13.8
## cvpred 119.1 83.1 65.96 78.14 151 136.9 136.2 63.8 -16.1 -16.1 -14.4
## pm2.5 50.0 49.0 64.00 69.00 83 162.0 185.0 78.0 52.0 24.0 31.0
## CV residual -69.1 -34.1 -1.96 -9.14 -68 25.1 48.8 14.2 68.1 40.1 45.4
## 24666 24668 24669 24671 24676 24678 24679 24682 24685 24688 24690
## Predicted 5.36 91.6 122.9 132.7 134.8 131 169 129.9 92.6 93.6 137
## cvpred 4.83 92.1 123.1 132.8 135.1 131 170 129.6 92.2 93.4 137
## pm2.5 94.00 120.0 137.0 122.0 191.0 42 35 33.0 164.0 236.0 252
## CV residual 89.17 27.9 13.9 -10.8 55.9 -89 -135 -96.6 71.8 142.6 115
## 24693 24694 24696 24699 24701 24702 24708 24709 24711 24713 24714
## Predicted 155 157 147 155.0 155.0 154 125 149 146 135 146
## cvpred 155 158 146 154.6 154.6 154 124 148 145 135 145
## pm2.5 338 367 293 226.0 237.0 259 283 288 293 296 308
## CV residual 183 209 147 71.4 82.4 105 159 140 148 161 163
## 24724 24726 24727 24736 24739 24742 24743 24746 24750 24752 24758
## Predicted 118 124 127 9.55 11.24 -2.90 16.25 62.8 76.8 83.4 55.5
## cvpred 117 124 126 8.45 10.26 -3.61 15.59 62.1 76.2 82.6 55.2
## pm2.5 272 260 246 34.00 15.00 6.00 12.00 7.0 13.0 13.0 16.0
## CV residual 155 136 120 25.55 4.74 9.61 -3.59 -55.1 -63.2 -69.6 -39.2
## 24766 24767 24768 24769 24770 24772 24773 24775 24776 24780 24784
## Predicted 125.5 129.6 129.2 106.6 136 133.0 133.0 135.0 129 86.88 12.9
## cvpred 125.5 129.6 128.6 105.8 136 132.6 132.6 135.4 129 85.99 12.1
## pm2.5 57.0 46.0 41.0 40.0 39 42.0 43.0 53.0 55 80.00 53.0
## CV residual -68.5 -83.6 -87.6 -65.8 -97 -90.6 -89.6 -82.4 -74 -5.99 40.9
## 24792 24795 24796 24799 24805 24809 24810 24820 24828 24831 24835
## Predicted 23.5 34.1 73.2 146 52.2 75.1 93.7 119 55.8 -12.8 120.3
## cvpred 22.7 33.7 73.2 146 52.8 75.9 94.5 119 55.9 -13.0 120.9
## pm2.5 9.0 11.0 10.0 17 15.0 40.0 48.0 10 11.0 11.0 38.0
## CV residual -13.7 -22.7 -63.2 -129 -37.8 -35.9 -46.5 -109 -44.9 24.0 -82.9
## 24836 24837 24838 24839 24843 24849 24851 24852 24853 24858 24860
## Predicted 125.0 145.7 152.0 156.6 169.3 119.3 43.8 77.41 72.75 90.92 145.9
## cvpred 125.5 146.4 152.8 157.9 170.3 119.6 43.4 77.33 72.65 91.62 146.9
## pm2.5 65.0 79.0 78.0 76.0 121.0 45.0 99.0 85.00 77.00 82.00 115.0
## CV residual -60.5 -67.4 -74.8 -81.9 -49.3 -74.6 55.6 7.67 4.35 -9.62 -31.9
## 24861 24862 24865 24868 24872 24874 24875 24877 24880 24883
## Predicted 154.4 125.13 156.4229 166.8 121.2 104.2 87.6 118 115.8 126.7
## cvpred 155.6 125.95 156.9391 167.4 121.3 103.9 87.0 118 116.1 126.6
## pm2.5 130.0 134.00 157.0000 124.0 144.0 141.0 123.0 147 181.0 190.0
## CV residual -25.6 8.05 0.0609 -43.4 22.7 37.1 36.0 29 64.9 63.4
## 24884 24898 24902 24904 24918 24919 24922 24925 24932 24935 24936
## Predicted 151.8 144 158.6 121.9 149 149 145 137 116.5 115 111.3
## cvpred 151.7 144 158.6 121.8 150 150 147 138 117.1 116 111.9
## pm2.5 204.0 192 207.0 162.0 8 8 15 27 30.0 22 22.0
## CV residual 52.3 48 48.4 40.2 -142 -142 -132 -111 -87.1 -94 -89.9
## 24937 24938 24941 24942 24946 24949 24961 24964 24965 24967 24969
## Predicted 111.3 99.3 103.1 101 79.4 66.8 91.2 110.0 145.3 145.3 120.1
## cvpred 111.9 99.7 103.8 102 79.4 66.7 91.1 110.3 145.9 145.9 120.2
## pm2.5 25.0 21.0 15.0 14 22.0 28.0 39.0 54.0 51.0 49.0 68.0
## CV residual -86.9 -78.7 -88.8 -88 -57.4 -38.7 -52.1 -56.3 -94.9 -96.9 -52.2
## 24975 24976 24977 24980 24989 24990 24991 24998 25006 25010 25012
## Predicted 92.33 92.3 96.44 156.9 175.0 137.3 137.3 26.3 43.53 76.9 116.5
## cvpred 92.85 92.9 96.92 157.9 176.1 138.1 138.1 25.9 43.39 77.1 117.2
## pm2.5 89.00 106.0 106.00 102.0 82.0 88.0 93.0 49.0 50.00 35.0 27.0
## CV residual -3.85 13.1 9.08 -55.9 -94.1 -50.1 -45.1 23.1 6.61 -42.1 -90.2
## 25015 25016 25024 25029 25030 25031 25033 25038 25039 25040 25042
## Predicted 119.0 127.5 73.2 158.6 134.4 167.9 168.4 126.8 118.9 150.2 127.25
## cvpred 119.5 128.2 73.6 159.3 134.7 168.6 169.6 126.7 118.5 150.1 126.86
## pm2.5 42.0 38.0 60.0 94.0 102.0 106.0 119.0 96.0 98.0 104.0 134.00
## CV residual -77.5 -90.2 -13.6 -65.3 -32.7 -62.6 -50.6 -30.7 -20.5 -46.1 7.14
## 25044 25045 25050 25063 25069 25070 25074 25076 25077 25079 25082
## Predicted 108.38 104.3 129.3 111.96 110.5 114.6 166 114.1 105.9 99.3 88.3
## cvpred 107.68 103.6 129.6 111.52 110.3 114.3 167 114.3 106.1 99.7 89.2
## pm2.5 103.00 91.0 62.0 108.00 72.0 62.0 31 22.0 19.0 12.0 12.0
## CV residual -4.68 -12.6 -67.6 -3.52 -38.3 -52.3 -136 -92.3 -87.1 -87.7 -77.2
## 25084 25087 25090 25091 25092 25102 25103 25104 25105 25108 25113
## Predicted 83.9 87.7 82.5 72.1 68.3 75.0 73.3 73.3 73.3 79.6 57.2
## cvpred 85.1 89.1 83.9 73.4 69.4 75.9 74.2 74.2 74.2 80.6 57.9
## pm2.5 7.0 11.0 11.0 12.0 17.0 10.0 11.0 13.0 10.0 13.0 25.0
## CV residual -78.1 -78.1 -72.9 -61.4 -52.4 -65.9 -63.2 -61.2 -64.2 -67.6 -32.9
## 25118 25119 25121 25124 25125 25126 25128 25129 25131 25136 25139
## Predicted 24.1 19.41 33.9 63.4 67.5 61.8 68.1 78.5 64.3 69.5 50.6
## cvpred 24.7 20.02 34.6 64.2 68.3 62.5 68.9 79.3 65.4 70.7 51.5
## pm2.5 26.0 24.00 22.0 43.0 45.0 35.0 6.0 9.0 11.0 7.0 17.0
## CV residual 1.3 3.98 -12.6 -21.2 -23.3 -27.5 -62.9 -70.3 -54.4 -63.7 -34.5
## 25142 25146 25147 25150 25153 25157 25163 25164 25170 25171 25176
## Predicted 33.1 37.8 48.7 38.9 50.2 105.2 64.8 50.3 98.8 122.1 154.7
## cvpred 34.0 38.7 49.7 39.9 51.0 106.3 65.1 50.6 99.5 122.8 155.4
## pm2.5 11.0 7.0 15.0 23.0 17.0 12.0 25.0 31.0 32.0 36.0 144.0
## CV residual -23.0 -31.7 -34.7 -16.9 -34.0 -94.3 -40.1 -19.6 -67.5 -86.8 -11.4
## 25178 25183 25191 25198 25199 25207 25209 25211 25216 25219
## Predicted 136.2 129.8 97.2 123.19 165.3 174.796 168.51 143.8 64.3 75.3
## cvpred 136.6 130.2 97.2 123.15 165.8 175.599 169.21 144.1 64.3 75.4
## pm2.5 117.0 102.0 225.0 130.00 137.0 175.000 171.00 206.0 10.0 20.0
## CV residual -19.6 -28.2 127.8 6.85 -28.8 -0.599 1.79 61.9 -54.3 -55.4
## 25220 25222 25226 25228 25233 25234 25243 25252 25253 25254 25262
## Predicted 84.0 86.2 113.0 132 144.8 140.6 147 174.1 173.5 168.99 133.9
## cvpred 84.1 86.4 113.7 133 145.7 141.3 148 175.9 175.3 170.26 134.8
## pm2.5 25.0 19.0 20.0 27 75.0 70.0 66 189.0 219.0 174.00 157.0
## CV residual -59.1 -67.4 -93.7 -106 -70.7 -71.3 -82 13.1 43.7 3.74 22.2
## 25267 25273 25274 25275 25276 25279 25282 25284 25285 25288 25289
## Predicted 43.2 56.5 60.6 54.8 67.7 128 79.6 35.2 43.2 73.5 73.5
## cvpred 43.4 56.8 60.9 55.1 67.9 129 79.7 34.9 43.0 74.3 74.3
## pm2.5 17.0 11.0 7.0 9.0 10.0 13 27.0 22.0 24.0 31.0 36.0
## CV residual -26.4 -45.8 -53.9 -46.1 -57.9 -116 -52.7 -12.9 -19.0 -43.3 -38.3
## 25292 25315 25317 25321 25325 25327 25328 25332 25333 25336 25340
## Predicted 103 139.4 149.35 170.8 153 140 153 135 120.3 113 154
## cvpred 103 140.5 150.01 172.5 154 141 154 136 120.9 114 155
## pm2.5 67 110.0 159.00 149.0 334 331 293 235 164.0 218 277
## CV residual -36 -30.5 8.99 -23.5 180 190 139 99 43.1 104 122
## 25342 25346 25351 25353 25358 25359 25360 25362 25363 25364 25369
## Predicted 140 179 129 111 82.7 47.7 48.3 47.2 58.2 34.4 39.9
## cvpred 141 181 130 111 82.4 47.5 48.2 47.0 58.1 34.3 40.2
## pm2.5 308 410 335 226 38.0 28.0 23.0 13.0 16.0 13.0 15.0
## CV residual 167 229 205 115 -44.4 -19.5 -25.2 -34.0 -42.1 -21.3 -25.2
## 25372 25375 25379 25383 25385 25387 25392 25393 25398 25402 25405
## Predicted 72.7 125 51.1 29.95 39.77 96.3 114 163.3 175.1 120.7 103.4
## cvpred 73.3 126 51.2 30.12 39.98 97.1 115 164.6 176.7 121.3 104.1
## pm2.5 15.0 10 23.0 39.00 44.00 78.0 95 106.0 162.0 109.0 72.0
## CV residual -58.3 -116 -28.2 8.88 4.02 -19.1 -20 -58.6 -14.7 -12.3 -32.1
## 25409 25410 25412 25415 25416 25418 25419 25421 25423 25425 25427
## Predicted 104.6 125.4 157 178 149 142 144 141 127 127 115
## cvpred 106.1 127.1 159 180 150 143 145 143 128 128 115
## pm2.5 118.0 158.0 204 246 315 358 445 345 290 284 246
## CV residual 11.9 30.9 45 66 165 215 300 202 162 156 131
## 25432 25433 25434 25435 25436 25437 25439 25441 25443 25444 25446
## Predicted 30.2 30.2 34.8 34.8 41.7 100.7 50.4 77.5 60.8 62.5 93.6
## cvpred 30.6 30.6 35.3 35.3 42.3 101.8 51.0 78.3 61.5 63.2 94.6
## pm2.5 11.0 8.0 9.0 17.0 20.0 17.0 22.0 23.0 19.0 19.0 13.0
## CV residual -19.6 -22.6 -26.3 -18.3 -22.3 -84.8 -29.0 -55.3 -42.5 -44.2 -81.6
## 25450 25455 25456 25459 25462 25463 25464 25466 25467 25469 25473
## Predicted 50.4 17.9 19.48 79.0 142.9 147.0 159.0 154.5 133.55 164.5 185.86
## cvpred 51.0 18.4 20.12 80.6 145.1 149.2 161.3 156.3 135.18 167.1 188.14
## pm2.5 17.0 16.0 23.00 39.0 54.0 69.0 90.0 120.0 129.00 142.0 179.00
## CV residual -34.0 -2.4 2.88 -41.6 -91.1 -80.2 -71.3 -36.3 -6.18 -25.1 -9.14
## 25474 25475 25476 25479 25485 25486 25489 25493 25495 25497 25502
## Predicted 171.09 160 153.9 150 144 167.49 27.9 72.8 71.7 60.5 40.1
## cvpred 173.04 162 155.6 152 146 169.48 29.3 74.1 73.0 61.4 40.6
## pm2.5 169.00 181 204.0 253 285 161.00 63.0 14.0 9.0 10.0 11.0
## CV residual -4.04 19 48.4 101 139 -8.48 33.7 -60.1 -64.0 -51.4 -29.6
## 25504 25514 25517 25518 25519 25524 25534 25540 25544 25545 25549
## Predicted 41.7 141.0 125.92 132.2 176 55.4 132.6 96.2 82.4 74.5 41.7
## cvpred 42.3 142.3 127.16 133.6 178 55.7 133.6 97.1 83.2 75.1 42.0
## pm2.5 13.0 45.0 131.00 99.0 37 40.0 81.0 42.0 13.0 23.0 14.0
## CV residual -29.3 -97.3 3.84 -34.6 -141 -15.7 -52.6 -55.1 -70.2 -52.1 -28.0
## 25551 25556 25564 25565 25573 25578 25580 25589 25592 25593
## Predicted 39.2 96.0 121.6 125.7 119.04 148.5 166.8 154.04 161 189.549
## cvpred 39.7 96.8 122.3 126.3 120.37 149.9 168.5 155.59 162 191.244
## pm2.5 12.0 19.0 48.0 43.0 118.00 79.0 97.0 163.00 185 192.000
## CV residual -27.7 -77.8 -74.3 -83.3 -2.37 -70.9 -71.5 7.41 23 0.756
## 25596 25598 25600 25602 25603 25605 25608 25615 25619 25625 25631
## Predicted 143 179.7 182 182 177.6 188.0 189 119 56.4 50.2 162
## cvpred 144 181.3 184 184 179.9 190.4 191 121 57.4 51.0 163
## pm2.5 292 266.0 305 316 263.0 282.0 313 12 14.0 15.0 38
## CV residual 148 84.7 121 132 83.1 91.6 122 -109 -43.4 -36.0 -125
## 25635 25636 25640 25642 25644 25646 25652 25657 25659 25660 25663
## Predicted 109.0 155 155.0 165.2 108.8 115.97 158.1 155 163 89.8 90.4
## cvpred 110.3 157 156.8 166.9 109.7 117.39 159.8 156 165 91.1 91.7
## pm2.5 61.0 59 99.0 95.0 91.0 109.00 149.0 34 22 13.0 8.0
## CV residual -49.3 -98 -57.8 -71.9 -18.7 -8.39 -10.8 -122 -143 -78.1 -83.7
## 25664 25672 25677 25684 25687 25688 25691 25693 25695 25704 25705
## Predicted 74.2 47.5 90.1 105.7 166 166 155 108.7 120 136.3 127.8
## cvpred 75.4 48.7 91.7 107.4 169 168 157 110.3 122 138.2 129.5
## pm2.5 7.0 10.0 14.0 28.0 48 39 99 44.0 37 158.0 149.0
## CV residual -68.4 -38.7 -77.7 -79.4 -121 -129 -58 -66.3 -85 19.8 19.5
## 25709 25710 25712 25715 25716 25720 25721 25723 25724 25725 25726
## Predicted 134.7 136.9 128.7 89.3 70.1 41.7 58.6 71.5 59.8 64.4 60.3
## cvpred 136.4 138.8 130.6 90.6 71.4 42.8 59.7 72.5 60.9 65.6 61.5
## pm2.5 61.0 51.0 31.0 44.0 44.0 85.0 97.0 61.0 16.0 18.0 9.0
## CV residual -75.4 -87.8 -99.6 -46.6 -27.4 42.2 37.3 -11.5 -44.9 -47.6 -52.5
## 25727 25728 25733 25734 25737 25740 25743 25746 25747 25752 25753
## Predicted 63.1 67.7 77.3 77.3 71.1 52.2 44.5 71.6 69.9 68.3 68.3
## cvpred 64.4 69.1 79.0 79.0 72.6 53.5 45.8 73.1 71.4 69.7 69.7
## pm2.5 9.0 10.0 8.0 7.0 14.0 14.0 17.0 13.0 13.0 16.0 15.0
## CV residual -55.4 -59.1 -71.0 -72.0 -58.6 -39.5 -28.8 -60.1 -58.4 -53.7 -54.7
## 25755 25756 25769 25770 25772 25773 25774 25775 25776 25778 25779
## Predicted 73.0 78.7 25.1 37.4 117.6 87.7 111.6 99 92.7 100.5 104.6
## cvpred 74.4 80.2 26.1 38.3 119.1 88.8 112.8 100 93.6 101.7 105.7
## pm2.5 13.0 14.0 16.0 21.0 28.0 43.0 51.0 48 35.0 30.0 22.0
## CV residual -61.4 -66.2 -10.1 -17.3 -91.1 -45.8 -61.8 -52 -58.6 -71.7 -83.7
## 25781 25782 25783 25786 25787 25789 25797 25798 25804 25806 25807
## Predicted 94.3 139 127 89.1 78.72 108.6 149 146.5 171.7 145 132.4
## cvpred 95.3 141 128 89.5 79.08 109.9 150 147.3 172.9 146 133.2
## pm2.5 21.0 27 25 102.0 78.00 62.0 122 117.0 211.0 107 116.0
## CV residual -74.3 -114 -103 12.5 -1.08 -47.9 -28 -30.3 38.1 -39 -17.2
## 25808 25809 25811 25813 25814 25817 25820 25824 25825 25828
## Predicted 137.1 128.5 103.68 82.3 109.36 123.43 140.67 159.26 159.26 165.0
## cvpred 137.9 129.2 103.62 82.1 109.58 124.47 141.93 160.53 160.53 166.3
## pm2.5 125.0 148.0 101.00 107.0 114.00 122.00 146.00 151.00 154.00 180.0
## CV residual -12.9 18.8 -2.62 24.9 4.42 -2.47 4.07 -9.53 -6.53 13.7
## 25830 25832 25834 25836 25837 25838 25839 25840 25845 25849 25852
## Predicted 165.0 168.52 168.5 166.3 168.0 167.4 169.0 169.0 129 140 169.1
## cvpred 166.3 169.78 169.8 167.5 169.2 168.6 170.3 170.3 130 141 169.9
## pm2.5 200.0 172.00 154.0 187.0 139.0 111.0 110.0 121.0 277 268 255.0
## CV residual 33.7 2.22 -15.8 19.5 -30.2 -57.6 -60.3 -49.3 147 127 85.1
## 25856 25859 25860 25868 25871 25874 25876 25882 25884 25885 25886
## Predicted 131 123.0 116.7 115.8 118.3 134.4 136.0 135.5 129 129 130.8
## cvpred 131 123.2 116.8 116.2 118.5 134.8 136.5 135.9 130 130 131.2
## pm2.5 259 203.0 187.0 202.0 205.0 203.0 201.0 219.0 240 231 213.0
## CV residual 128 79.8 70.2 85.8 86.5 68.2 64.5 83.1 110 101 81.8
## 25893 25899 25900 25901 25902 25903 25907 25908 25909 25913 25914
## Predicted 141.8 168.9 168.9 170.1 170.6 170.6 171.0 165 162 156 114
## cvpred 142.3 170.2 170.2 170.9 171.9 171.9 171.6 165 163 156 114
## pm2.5 211.0 222.0 215.0 209.0 227.0 222.0 226.0 324 276 271 260
## CV residual 68.7 51.8 44.8 38.1 55.1 50.1 54.4 159 113 115 146
## 25917 25918 25920 25921 25928 25930 25931 25933 25937 25938 25945
## Predicted 174 166 161 160 171.5 163.3 161.7 159.2 166.5 164.5 123.8
## cvpred 175 166 162 161 172.6 164.5 162.8 160.4 167.9 165.2 123.8
## pm2.5 348 343 299 335 96.0 76.0 71.0 69.0 85.0 94.0 147.0
## CV residual 173 177 137 174 -76.6 -88.5 -91.8 -91.4 -82.9 -71.2 23.2
## 25947 25948 25949 25952 25953 25954 25955 25958 25966 25967 25970
## Predicted 172.7 129 99.8 90.5 72.8 71.2 69.0 64.3 73.9 64.1 68.8
## cvpred 173.5 129 100.0 90.8 72.8 71.1 68.8 64.1 74.0 64.2 68.8
## pm2.5 86.0 28 19.0 20.0 17.0 16.0 14.0 19.0 20.0 24.0 18.0
## CV residual -87.5 -101 -81.0 -70.8 -55.8 -55.1 -54.8 -45.1 -54.0 -40.2 -50.8
## 25974 25978 25979 25985 25992 25993 25996 25998 26004 26005 26007
## Predicted 95.5 79.2 61.9 118.1 148.7 138 160.3 138.9 155.49 150.8 148.6
## cvpred 96.1 79.3 61.8 118.9 149.6 139 162.2 140.1 156.55 151.9 149.6
## pm2.5 17.0 37.0 24.0 35.0 85.0 93 138.0 176.0 152.00 168.0 203.0
## CV residual -79.1 -42.3 -37.8 -83.9 -64.6 -46 -24.2 35.9 -4.55 16.1 53.4
## 26008 26009 26012 26013 26016 26023 26031 26033 26039 26044 26045
## Predicted 148.6 154.9 164.7 133 131 139.1 153.6 157 173.8 139 141
## cvpred 149.6 155.9 166.3 134 132 140.1 154.3 159 174.6 140 142
## pm2.5 209.0 215.0 258.0 290 241 235.0 251.0 273 259.0 323 303
## CV residual 59.4 59.1 91.7 156 109 94.9 96.7 114 84.4 183 161
## 26050 26051 26052 26053 26060 26062 26066 26071 26073 26074 26075
## Predicted 132.0 115.3 92.4 96.8 67.3 93.3 98.3 103.0 101.3 91.0 84.7
## cvpred 132.5 115.7 92.4 97.1 67.5 93.7 99.0 103.7 101.9 91.5 85.1
## pm2.5 80.0 35.0 29.0 27.0 24.0 19.0 17.0 19.0 31.0 23.0 22.0
## CV residual -52.5 -80.7 -63.4 -70.1 -43.5 -74.7 -82.0 -84.7 -70.9 -68.5 -63.1
## 26077 26078 26083 26086 26092 26093 26223 26224 26225 26227 26229
## Predicted 68.7 64.0 61.6 69.0 75.6 71.5 118.0 118.0 112 115 141.5
## cvpred 68.7 64.1 61.8 69.4 76.4 72.3 119.1 119.1 113 116 142.4
## pm2.5 36.0 38.0 30.0 21.0 13.0 9.0 215.0 219.0 217 269 241.0
## CV residual -32.7 -26.1 -31.8 -48.4 -63.4 -63.3 95.9 99.9 104 153 98.6
## 26234 26239 26240 26242 26257 26260 26265 26267 26268 26270 26273
## Predicted 134 85.3 81.7 73.8 75.2 82.5 104.4 75.1 60.6 61.7 57.6
## cvpred 135 86.0 82.6 74.5 76.2 83.7 105.7 76.1 61.5 62.6 58.6
## pm2.5 248 14.0 16.0 16.0 9.0 16.0 18.0 16.0 17.0 16.0 16.0
## CV residual 113 -72.0 -66.6 -58.5 -67.2 -67.7 -87.7 -60.1 -44.5 -46.6 -42.6
## 26275 26277 26279 26285 26286 26287 26288 26292 26294 26301 26304
## Predicted 76.4 99.4 144 152.39 148.3 160.3 154.0 151 127.4 164.9 140
## cvpred 77.8 101.0 146 154.95 150.9 163.1 156.7 153 129.5 167.3 142
## pm2.5 11.0 19.0 26 153.00 109.0 71.0 65.0 51 90.0 131.0 39
## CV residual -66.8 -82.0 -120 -1.95 -41.9 -92.1 -91.7 -102 -39.5 -36.3 -103
## 26306 26311 26315 26316 26322 26324 26325 26327 26330 26333 26334
## Predicted 144 187 63.6 61.9 69.9 75.2 79.8 78.8 79.3 76.1 80.7
## cvpred 146 190 64.9 63.2 71.4 76.7 81.4 80.3 80.9 77.4 82.1
## pm2.5 31 9 11.0 9.0 16.0 20.0 17.0 19.0 15.0 17.0 17.0
## CV residual -115 -181 -53.9 -54.2 -55.4 -56.7 -64.4 -61.3 -65.9 -60.4 -65.1
## 26337 26342 26344 26348 26355 26357 26368 26369 26372 26373 26378
## Predicted 76.9 42.8 46.9 57.1 51.9 58.2 38.7 42.8 82.5 90.4 117.2
## cvpred 78.1 43.3 47.3 57.3 52.1 58.5 38.7 42.7 82.8 90.9 118.2
## pm2.5 13.0 19.0 19.0 25.0 20.0 20.0 26.0 24.0 34.0 37.0 33.0
## CV residual -65.1 -24.3 -28.3 -32.3 -32.1 -38.5 -12.7 -18.7 -48.8 -53.9 -85.2
## 26381 26384 26385 26386 26388 26389 26391 26392 26394 26403 26408
## Predicted 114.1 120 125.8 102.6 110.8 65.64 93.7 49.7 102 125.0 100.0
## cvpred 115.3 121 127.4 103.6 111.9 66.33 94.9 50.6 104 126.7 101.7
## pm2.5 56.0 37 41.0 41.0 48.0 59.00 74.0 69.0 89 111.0 34.0
## CV residual -59.3 -84 -86.4 -62.6 -63.9 -7.33 -20.9 18.4 -15 -15.7 -67.7
## 26411 26421 26423 26424 26426 26437 26441 26444 26445 26448 26450
## Predicted 71.7 110.2 98.1 106.3 111.1 78.8 104.5 117 144 176 139.9
## cvpred 72.7 111.6 99.4 107.5 112.2 79.7 106.3 119 145 178 141.7
## pm2.5 43.0 86.0 64.0 72.0 49.0 65.0 142.0 266 335 339 236.0
## CV residual -29.7 -25.6 -35.4 -35.5 -63.2 -14.7 35.7 147 190 161 94.3
## 26453 26457 26459 26468 26471 26472 26480 26483 26487 26488 26489
## Predicted 137.4 135 95.9 129.3 154.9 165 131.22 78.2 52.5 52.5 48.4
## cvpred 139.4 137 97.0 130.7 156.5 167 132.53 78.6 52.9 52.9 48.9
## pm2.5 128.0 84 76.0 164.0 250.0 299 135.00 36.0 19.0 14.0 11.0
## CV residual -11.4 -53 -21.0 33.3 93.5 132 2.47 -42.6 -33.9 -38.9 -37.9
## 26491 26494 26496 26498 26501 26502 26503 26504 26505 26506 26510
## Predicted 61.0 89.2 66.8 93.5 106 109.7 156 120.0 144 141.4 93.4
## cvpred 61.7 90.2 67.5 94.8 107 111.1 158 121.5 145 142.7 94.4
## pm2.5 19.0 21.0 19.0 29.0 24 22.0 17 27.0 44 46.0 69.0
## CV residual -42.7 -69.2 -48.5 -65.8 -83 -89.1 -141 -94.5 -101 -96.7 -25.4
## 26512 26513 26516 26523 26524 26529 26530 26539 26540 26542 26553
## Predicted 26.2 32.5 137 137 137.2 135.0 120.3 173 176 180 134
## cvpred 26.7 33.1 139 139 138.9 136.6 121.5 175 178 182 135
## pm2.5 59.0 57.0 15 303 221.0 81.0 56.0 449 389 486 434
## CV residual 32.3 23.9 -124 164 82.1 -55.6 -65.5 274 211 304 299
## 26554 26559 26562 26565 26567 26569 26572 26575 26576 26579 26582
## Predicted 150 154 87.6 170 183 187 192 182.8 191.2 130 154
## cvpred 150 155 88.2 172 185 189 195 184.9 193.6 131 156
## pm2.5 391 356 146.0 325 371 374 425 275.0 174.0 319 458
## CV residual 241 201 57.8 153 186 185 230 90.1 -19.6 188 302
## 26585 26588 26589 26591 26592 26594 26595 26597 26603 26605 26610
## Predicted 162 188 186 189 149 143 179 139 118 113 174
## cvpred 164 189 188 191 150 144 181 139 119 114 175
## pm2.5 845 824 886 858 805 731 722 651 266 295 325
## CV residual 681 635 698 667 655 587 541 512 147 181 150
## 26615 26621 26628 26633 26640 26642 26643 26650 26653 26654 26655
## Predicted 180 147 153 147 166.0 164.1 166 177.8 172.5 167.9 163
## cvpred 182 148 154 148 167.4 165.7 167 179.6 174.3 169.6 164
## pm2.5 304 468 291 267 68.0 66.0 58 80.0 90.0 109.0 120
## CV residual 122 320 137 119 -99.4 -99.7 -109 -99.6 -84.3 -60.6 -44
## 26657 26663 26668 26672 26674 26676 26680 26682 26685 26689 26692
## Predicted 161.1 177.3 112.2 158 162.9 135 57.8 68.77 60.8 106.3 142
## cvpred 162.2 178.6 112.8 159 164.1 135 57.7 68.78 60.6 106.6 143
## pm2.5 132.0 201.0 76.0 25 245.0 240 39.0 61.00 193.0 30.0 26
## CV residual -30.2 22.4 -36.8 -134 80.9 105 -18.7 -7.78 132.4 -76.6 -117
## 26693 26694 26695 26698 26702 26703 26704 26710 26712 26720 26721
## Predicted 106.3 103.7 103.7 77.9 25.8 67.3 67.2 112.8 153.9 143.2 136.9
## cvpred 106.6 104.3 104.3 77.6 25.2 67.2 67.6 113.5 154.9 144.7 138.3
## pm2.5 19.0 35.0 37.0 33.0 41.0 37.0 45.0 167.0 226.0 149.0 86.0
## CV residual -87.6 -69.3 -67.3 -44.6 15.8 -30.2 -22.6 53.5 71.1 4.3 -52.3
## 26722 26724 26727 26734 26736 26738 26741 26743 26744 26753 26758
## Predicted 126.3 96.46 114.0 170 129 104 157 171.9 178.2 106 123.7
## cvpred 127.3 97.05 115.6 172 130 105 158 173.4 179.8 107 124.5
## pm2.5 82.0 94.00 138.0 557 603 300 285 236.0 157.0 71 128.0
## CV residual -45.3 -3.05 22.4 385 473 195 127 62.6 -22.8 -36 3.5
## 26768 26772 26774 26775 26778 26780 26781 26783 26789 26799 26802
## Predicted 161.2 133.2 113.4 159.0 161.2 166.3 165.9 165.9 136 90.3 102.83
## cvpred 162.3 133.2 113.4 159.5 161.8 167.5 166.5 166.5 136 90.1 102.93
## pm2.5 78.0 84.0 129.0 128.0 122.0 150.0 138.0 145.0 188 104.0 93.00
## CV residual -84.3 -49.2 15.6 -31.5 -39.8 -17.5 -28.5 -21.5 52 13.9 -9.93
## 26806 26808 26809 26810 26811 26814 26815 26817 26818 26820 26822
## Predicted 133.2 122.75 162 166.7 174.0 184 184 187 180 114.9 146.7
## cvpred 133.8 123.27 163 167.6 175.6 187 186 189 181 115.2 147.3
## pm2.5 162.0 131.00 104 84.0 88.0 38 37 52 46 55.0 111.0
## CV residual 28.2 7.73 -59 -83.6 -87.6 -149 -149 -137 -135 -60.2 -36.3
## 26823 26826 26827 26828 26830 26832 26835 26841 26848 26853 26855
## Predicted 153 177 177 181 183 180 186 187 185 197 145
## cvpred 154 179 179 183 185 181 188 188 187 199 146
## pm2.5 127 352 366 396 374 437 439 394 359 336 378
## CV residual -27 173 187 213 189 256 251 206 172 137 232
## 26859 26866 26867 26870 26871 26875 26881 26882 26885 26887 26888
## Predicted 90.1 63.0 46.3 37.6 32.9 75.6 114.5 144 148 139.7 141.2
## cvpred 91.1 63.8 46.9 38.2 33.5 76.6 116.1 146 150 141.7 143.4
## pm2.5 17.0 20.0 29.0 16.0 17.0 10.0 27.0 31 42 64.0 68.0
## CV residual -74.1 -43.8 -17.9 -22.2 -16.5 -66.6 -89.1 -115 -108 -77.7 -75.4
## 26892 26897 26902 26905 26911 26913 26914 26921 26935 26938
## Predicted 83.0 131.6 147.6 146.0 152.766 140.5 124.09 117 154 179.2
## cvpred 84.2 133.1 149.3 147.6 154.531 141.8 124.96 118 155 180.8
## pm2.5 55.0 78.0 113.0 135.0 155.000 126.0 124.00 162 284 261.0
## CV residual -29.2 -55.1 -36.3 -12.6 0.469 -15.8 -0.96 44 129 80.2
## 26939 26940 26943 26944 26946 26950 26951 26954 26974 26975 26976
## Predicted 177 170 160 155 177 170 172 173 182 153 178
## cvpred 178 171 161 156 178 172 173 174 184 155 180
## pm2.5 387 340 322 313 288 329 306 359 443 444 510
## CV residual 209 169 161 157 110 157 133 185 259 289 330
## 26977 26978 26981 26993 26994 26995 26997 26998 26999 27004 27006
## Predicted 187 160 184 174 174 173 173 171 171 173 175.0
## cvpred 189 161 186 176 176 174 174 173 173 175 176.7
## pm2.5 508 490 448 441 436 411 357 345 335 282 266.0
## CV residual 319 329 262 265 260 237 183 172 162 107 89.3
## 27007 27012 27013 27018 27023 27026 27027 27032 27037 27041 27049
## Predicted 146 167 168 139 137 166 126 172.3 147 178.6 156.3
## cvpred 146 168 169 139 138 167 127 173.7 147 179.6 157.4
## pm2.5 278 299 297 251 288 276 259 206.0 177 143.0 123.0
## CV residual 132 131 128 112 150 109 132 32.3 30 -36.6 -34.4
## 27050 27055 27065 27067 27070 27071 27074 27079 27080 27083 27085
## Predicted 141.5 127 49.5 77.7 76.7 78.9 89.8 114.3 121 74.4 86.7
## cvpred 142.3 127 49.4 78.0 76.9 79.2 90.3 115.2 122 74.5 86.9
## pm2.5 155.0 15 15.0 22.0 21.0 9.0 10.0 19.0 17 46.0 52.0
## CV residual 12.7 -112 -34.4 -56.0 -55.9 -70.2 -80.3 -96.2 -105 -28.5 -34.9
## 27086 27088 27091 27092 27093 27098 27099 27100 27101 27102 27110
## Predicted 83.6 78.8 112.2 109.6 132.4 146.6 154.51 129.3 167.44 169.5 185.7
## cvpred 84.0 79.7 113.4 110.1 133.7 148.2 156.31 130.2 168.64 171.3 187.1
## pm2.5 55.0 63.0 59.0 66.0 81.0 129.0 150.00 161.0 166.00 191.0 201.0
## CV residual -29.0 -16.7 -54.4 -44.1 -52.7 -19.2 -6.31 30.8 -2.64 19.7 13.9
## 27112 27115 27120 27124 27125 27126 27128 27131 27133 27134 27140
## Predicted 160.1 160.1 148.8 132 107.9 108.5 103.9 80.1 90.6 85.9 135
## cvpred 161.3 161.3 150.3 132 108.6 109.2 104.6 80.3 90.8 86.1 137
## pm2.5 223.0 227.0 225.0 25 12.0 16.0 20.0 15.0 21.0 17.0 27
## CV residual 61.7 65.7 74.7 -107 -96.6 -93.2 -84.6 -65.3 -69.8 -69.1 -110
## 27141 27144 27145 27147 27148 27149 27150 27151 27153 27161 27162
## Predicted 128.9 153.2 163.0 165 165 171 168 170 172.5 166.7 168.9
## cvpred 130.2 154.6 164.5 166 166 173 170 172 174.3 168.4 170.7
## pm2.5 31.0 65.0 94.0 60 52 49 50 57 85.0 96.0 99.0
## CV residual -99.2 -89.6 -70.5 -106 -114 -124 -120 -115 -89.3 -72.4 -71.7
## 27163 27165 27166 27169 27170 27171 27174 27176 27182 27184 27201
## Predicted 171.1 174 182.2 184.4 162.1 153 194.5 162.1 48.3 40.6 88.7
## cvpred 173.1 176 183.7 186.1 163.8 155 196.5 163.8 48.7 41.2 89.8
## pm2.5 105.0 128 136.0 156.0 192.0 214 212.0 227.0 9.0 6.0 11.0
## CV residual -68.1 -48 -47.7 -30.1 28.2 59 15.5 63.2 -39.7 -35.2 -78.8
## 27205 27207 27209 27211 27212 27213 27218 27225 27230 27231 27235
## Predicted 51.0 50.5 55.7 78.6 88.0 80.1 86.9 81.6 96.5 93.8 131
## cvpred 51.4 50.8 56.0 79.2 88.6 80.5 87.5 82.2 97.4 94.5 132
## pm2.5 15.0 11.0 9.0 18.0 24.0 18.0 10.0 19.0 48.0 64.0 106
## CV residual -36.4 -39.8 -47.0 -61.2 -64.6 -62.5 -77.5 -63.2 -49.4 -30.5 -26
## 27236 27239 27240 27244 27247 27248 27249 27251 27252 27253 27254
## Predicted 130 160.9 156.8 166.3 184.3 165.42 156.9 114.5 112.9 86.8 91.0
## cvpred 131 162.8 158.7 168.5 187.1 167.35 158.6 115.6 113.9 87.7 91.8
## pm2.5 166 144.0 115.0 125.0 168.0 175.00 172.0 185.0 184.0 172.0 167.0
## CV residual 35 -18.8 -43.7 -43.5 -19.1 7.65 13.4 69.4 70.1 84.3 75.2
## 27255 27260 27268 27271 27280 27284 27288 27291 27294 27302 27307
## Predicted 104.8 90.4 103 83.5 38.6 58.8 137.5 100.5 93.8 126.5 127.2
## cvpred 105.8 91.1 104 84.3 39.1 59.3 138.6 101.3 94.3 127.4 128.5
## pm2.5 155.0 210.0 185 17.0 13.0 23.0 70.0 21.0 17.0 77.0 107.0
## CV residual 49.2 118.9 81 -67.3 -26.1 -36.3 -68.6 -80.3 -77.3 -50.4 -21.5
## 27308 27309 27310 27311 27312 27316 27321 27322 27326 27327 27328
## Predicted 130.90 141 150.5 122.8 158.0 113.4 153 128.0 22.3 13.5 78.18
## cvpred 131.59 142 151.8 123.3 158.9 113.9 154 128.5 22.6 13.8 79.53
## pm2.5 124.00 121 113.0 113.0 75.0 145.0 133 70.0 78.0 101.0 71.00
## CV residual -7.59 -21 -38.8 -10.3 -83.9 31.1 -21 -58.5 55.4 87.2 -8.53
## 27339 27340 27342 27345 27348 27357 27365 27366 27371 27376 27379
## Predicted 179.7 183.8 185.9 155 154 171 85.3 85.3 53.6 29.5 80.0
## cvpred 181.4 185.5 188.2 156 155 173 86.0 86.0 54.1 30.2 80.9
## pm2.5 246.0 263.0 282.0 307 341 296 38.0 15.0 15.0 14.0 21.0
## CV residual 64.6 77.5 93.8 151 186 123 -48.0 -71.0 -39.1 -16.2 -59.9
## 27387 27389 27390 27391 27398 27405 27407 27413 27414 27417 27419
## Predicted 85.3 93.8 100.1 112.6 70.3 143.6 148.2 170.3 166.2 159.5 142.6
## cvpred 86.0 94.8 101.1 113.9 71.5 145.2 149.9 172.5 168.5 161.1 143.6
## pm2.5 12.0 16.0 17.0 14.0 47.0 57.0 75.0 80.0 78.0 112.0 118.0
## CV residual -74.0 -78.8 -84.1 -99.9 -24.5 -88.2 -74.9 -92.5 -90.5 -49.1 -25.6
## 27428 27429 27433 27434 27437 27439 27440 27442 27443 27444 27455
## Predicted 153 153 169.4 174 181.0 184.8 146 144.2 135.7 124 61.0
## cvpred 155 155 171.3 175 182.4 186.5 147 145.1 136.4 125 61.6
## pm2.5 192 208 271.0 281 255.0 247.0 274 231.0 215.0 167 21.0
## CV residual 37 53 99.7 106 72.6 60.5 127 85.9 78.6 42 -40.6
## 27456 27472 27473 27476 27479 27481 27485 27486 27487 27492 27495
## Predicted 73.8 68.9 85.3 46.41 63.9 66.7 85.6 91.8 93.1 28.2 60.8
## cvpred 74.4 70.3 86.6 47.03 64.5 67.4 86.6 93.0 94.2 28.6 62.2
## pm2.5 26.0 31.0 38.0 52.00 22.0 9.0 8.0 12.0 9.0 14.0 31.0
## CV residual -48.4 -39.3 -48.6 4.97 -42.5 -58.4 -78.6 -81.0 -85.2 -14.6 -31.2
## 27498 27500 27502 27503 27510 27513 27514 27516 27517 27519 27521
## Predicted 84.5 118.2 126.4 139.0 175.7 132.00 107.1 81.7 104.9 58.4 23.0
## cvpred 86.0 119.7 127.9 140.7 177.4 133.07 107.5 81.9 105.4 58.8 23.2
## pm2.5 42.0 57.0 72.0 68.0 81.0 140.00 133.0 129.0 117.0 107.0 8.0
## CV residual -44.0 -62.7 -55.9 -72.7 -96.4 6.93 25.5 47.1 11.6 48.2 -15.2
## 27526 27529 27531 27532 27533 27544 27548 27558 27559 27561 27566
## Predicted 98.0 85.28 160.3 164.42 170.7 133 162 113 105 64.5 -3.83
## cvpred 99.4 86.04 161.6 165.71 172.1 134 163 113 105 64.6 -4.00
## pm2.5 77.0 80.00 66.0 175.00 159.0 237 268 222 259 8.0 11.00
## CV residual -22.4 -6.04 -95.6 9.29 -13.1 103 105 109 154 -56.6 15.00
## 27567 27568 27569 27570 27572 27573 27576 27579 27580 27581 27586
## Predicted -18.9 -21.4 -21.4 -25.5 -0.581 83.0 126.5 149.5 107.1 117.51 78.2
## cvpred -19.1 -21.5 -21.5 -25.6 -0.563 83.9 127.5 150.7 108.1 118.54 78.5
## pm2.5 10.0 14.0 10.0 9.0 30.000 31.0 49.0 114.0 120.0 113.00 55.0
## CV residual 29.1 35.5 31.5 34.6 30.563 -52.9 -78.5 -36.7 11.9 -5.54 -23.5
## 27590 27592 27593 27595 27596 27599 27602 27605 27608 27609 27611
## Predicted 42 39.0 39.4 74.8 84.0 143 153 119 158 156 125
## cvpred 42 39.1 40.1 75.1 84.9 144 154 120 159 157 126
## pm2.5 78 116.0 144.0 164.0 185.0 356 397 318 266 270 284
## CV residual 36 76.9 103.9 88.9 100.1 212 243 198 107 113 158
## 27613 27616 27619 27622 27625 27628 27633 27634 27643 27649 27661
## Predicted 80.8 115 96.8 139 142.1 157.0 138.7 137.1 126 123.2 96.0
## cvpred 80.8 116 97.0 141 142.6 158.1 139.5 137.8 126 123.7 96.3
## pm2.5 347.0 323 316.0 532 240.0 202.0 153.0 150.0 153 155.0 190.0
## CV residual 266.2 207 219.0 391 97.4 43.9 13.5 12.2 27 31.3 93.7
## 27662 27663 27665 27667 27668 27669 27670 27672 27678 27681 27682
## Predicted 125.0 104 87.1 125.1 136 151 163 171 154 134 109
## cvpred 125.5 105 88.1 126.5 137 152 165 173 155 135 109
## pm2.5 200.0 208 196.0 206.0 244 289 341 382 403 330 247
## CV residual 74.5 103 107.9 79.5 107 137 176 209 248 195 138
## 27684 27685 27688 27696 27697 27703 27704 27707 27708 27713 27716
## Predicted 42.3 -6.52 -5.11 148 152 191 191 185 102 26.54 41.4
## cvpred 42.3 -6.62 -4.90 149 153 194 194 187 103 27.59 42.2
## pm2.5 129.0 63.00 25.00 265 367 525 502 510 229 20.00 11.0
## CV residual 86.7 69.62 29.90 116 214 331 308 323 126 -7.59 -31.2
## 27718 27719 27721 27722 27723 27725 27732 27734 27738 27739 27742
## Predicted 41.7 31.9 40.7 47.0 38.8 33.6 1.97 30.9 -9.55 19.99 36.3
## cvpred 42.4 32.5 41.2 47.6 39.5 34.3 1.88 31.1 -9.79 19.88 36.2
## pm2.5 8.0 6.0 9.0 7.0 5.0 4.0 12.00 11.0 9.00 10.00 17.0
## CV residual -34.4 -26.5 -32.2 -40.6 -34.5 -30.3 10.12 -20.1 18.79 -9.88 -19.2
## 27744 27745 27748 27751 27758 27764 27768 27770 27773 27774
## Predicted 46.9 51.0 94.9 85.4 62.2 60.21 115.6 117 121.25 123.44
## cvpred 46.7 50.8 95.1 85.6 62.9 60.52 116.4 118 122.49 124.81
## pm2.5 12.0 10.0 10.0 12.0 43.0 66.00 153.0 161 119.00 133.00
## CV residual -34.7 -40.8 -85.1 -73.6 -19.9 5.48 36.6 43 -3.49 8.19
## 27776 27778 27779 27780 27781 27783 27791 27793 27802 27806 27808
## Predicted 126.97 64.4 60.3 49.3 56.9 -23.5 121.4 24.2 18.87 -32.7 4.18
## cvpred 128.28 64.9 60.9 49.8 57.5 -23.5 122.6 24.2 18.61 -33.2 4.13
## pm2.5 138.00 100.0 110.0 117.0 115.0 38.0 73.0 69.0 16.00 10.0 13.00
## CV residual 9.72 35.1 49.1 67.2 57.5 61.5 -49.6 44.8 -2.61 43.2 8.87
## 27810 27813 27816 27817 27821 27826 27827 27828 27833 27835 27838
## Predicted 16.63 65.0 73.24 85.25 149.5 117 99.8 93.5 66.5 112.0 99.8
## cvpred 17.31 66.1 74.28 86.46 151.5 118 100.5 94.1 67.7 113.2 100.8
## pm2.5 23.00 47.0 78.00 80.00 129.0 150 163.0 172.0 218.0 208.0 263.0
## CV residual 5.69 -19.1 3.72 -6.46 -22.5 32 62.5 77.9 150.3 94.8 162.2
## 27839 27842 27845 27846 27852 27854 27855 27859 27863 27867 27871
## Predicted 140 106 114.0 114.0 62.0 105 94.2 132 154 141.0 156
## cvpred 141 107 115.3 115.3 62.4 106 95.1 133 155 142.6 158
## pm2.5 274 225 202.0 200.0 187.0 233 259.0 257 249 240.0 344
## CV residual 133 118 86.7 84.7 124.6 127 163.9 124 94 97.4 186
## 27872 27877 27878 27881 27883 27890 27893 27895 27899 27906 27908
## Predicted 187 97.6 82.0 71.4 120.8 132 185 192 105 129.6 150.6
## cvpred 189 99.0 83.2 72.3 122.2 134 187 194 106 131.4 152.9
## pm2.5 351 363.0 306.0 230.0 200.0 397 357 350 234 99.0 93.0
## CV residual 162 264.0 222.8 157.7 77.8 263 170 156 128 -32.4 -59.9
## 27911 27912 27927 27928 27934 27935 27939 27943 27944 27946 27950
## Predicted 148.7 162.9 -2.51 -3.57 14.11 12.49 128 151 151 43.6 11.0
## cvpred 151.2 165.7 -1.56 -2.67 14.45 12.73 130 152 152 44.2 11.6
## pm2.5 97.0 89.0 40.00 32.00 10.00 18.00 18 27 26 29.0 33.0
## CV residual -54.2 -76.7 41.56 34.67 -4.45 5.27 -112 -125 -126 -15.2 21.4
## 27952 27958 27962 27963 27964 27965 27970 27976 27978 27980 27982
## Predicted 16.1 97.6 126.3 125.9 138 148.7 117.27 76.7 94.4 113.6 124.0
## cvpred 16.8 98.8 127.8 126.8 139 150.4 118.48 77.7 95.6 114.8 125.3
## pm2.5 33.0 75.0 106.0 103.0 118 111.0 122.00 114.0 153.0 162.0 158.0
## CV residual 16.2 -23.8 -21.8 -23.8 -21 -39.4 3.52 36.3 57.4 47.2 32.7
## 27986 27989 27990 27991 27992 27995 28000 28003 28007 28010 28016
## Predicted 141.43 157.1 138.6 178.3 177.9 142.1 125.7 122.5 148.9 108.7 77.9
## cvpred 143.22 158.5 139.7 180.4 179.4 143.2 126.3 122.9 149.8 109.2 77.9
## pm2.5 135.00 137.0 150.0 153.0 145.0 161.0 147.0 164.0 194.0 23.0 16.0
## CV residual -8.22 -21.5 10.3 -27.4 -34.4 17.8 20.7 41.1 44.2 -86.2 -61.9
## 28017 28019 28024 28025 28026 28027 28031 28035 28042 28047 28054
## Predicted 76.9 40.0 38.5 42.6 43.0 67.9 114.4 152 139.6 89.2 138.34
## cvpred 76.8 39.7 38.6 42.6 43.6 68.6 115.2 153 140.2 89.5 139.43
## pm2.5 15.0 16.0 12.0 15.0 16.0 23.0 34.0 77 92.0 122.0 136.00
## CV residual -61.8 -23.7 -26.6 -27.6 -27.6 -45.6 -81.2 -76 -48.2 32.5 -3.43
## 28057 28066 28068 28069 28073 28076 28078 28081 28086 28087 28089
## Predicted 148.3 109.5 132.5 125 112 131 151 119 122 114 93.9
## cvpred 148.9 109.7 133.5 126 113 132 152 120 123 114 93.5
## pm2.5 182.0 181.0 216.0 247 294 302 315 405 332 328 325.0
## CV residual 33.1 71.3 82.5 121 181 170 163 285 209 214 231.5
## 28090 28092 28093 28094 28095 28098 28099 28109 28112 28113 28117
## Predicted 73.4 77.8 75.3 73.3 68.6 92.6 112.8 158.0 174.2 166.9 138
## cvpred 72.6 76.9 74.6 73.2 68.5 92.9 113.2 159.1 176.3 168.3 139
## pm2.5 315.0 239.0 212.0 214.0 215.0 235.0 199.0 235.0 241.0 258.0 337
## CV residual 242.4 162.1 137.4 140.8 146.5 142.1 85.8 75.9 64.7 89.7 198
## 28120 28121 28124 28125 28128 28129 28134 28143 28145 28149 28150
## Predicted 130 125 158 148 141 131 67.6 -12.7 47.5 156 161
## cvpred 131 127 159 150 142 132 69.1 -11.5 50.0 159 163
## pm2.5 393 402 429 480 522 498 15.0 10.0 14.0 49 36
## CV residual 262 275 270 330 380 366 -54.1 21.5 -36.0 -110 -127
## 28151 28152 28153 28154 28157 28162 28164 28166 28173 28175 28178
## Predicted 163 163 168 170 152 135.1 128.8 119.7 180 176.9 177
## cvpred 166 166 170 173 153 136.3 129.9 120.5 181 178.3 179
## pm2.5 30 35 30 33 25 48.0 68.0 69.0 69 105.0 62
## CV residual -136 -131 -140 -140 -128 -88.3 -61.9 -51.5 -112 -73.3 -117
## 28182 28188 28189 28191 28195 28196 28198 28205 28206 28210 28217
## Predicted 172 92.9 71.8 62.5 134.4 148.9 155.2 171.8 173.4 164.1 143.9
## cvpred 174 92.9 72.0 62.7 135.8 150.4 156.8 174.1 175.8 166.4 145.5
## pm2.5 29 56.0 56.0 49.0 70.0 91.0 102.0 94.0 97.0 105.0 192.0
## CV residual -145 -36.9 -16.0 -13.7 -65.8 -59.4 -54.8 -80.1 -78.8 -61.4 46.5
## 28218 28222 28224 28225 28229 28230 28232 28237 28244 28250 28255
## Predicted 110 128.4 125.1 134.5 114.8 104 81.5 94.5 120.4 173 178
## cvpred 111 129.7 126.3 135.6 115.9 105 82.3 95.7 121.8 175 180
## pm2.5 198 224.0 210.0 209.0 51.0 58 17.0 63.0 74.0 50 56
## CV residual 87 94.3 83.7 73.4 -64.9 -47 -65.3 -32.7 -47.8 -125 -124
## 28258 28259 28260 28261 28266 28269 28270 28271 28274 28278 28283
## Predicted 159.4 159.4 126.1 96.16 33.8 52.0 46.8 61.9 67.8 101.4 20.13
## cvpred 161.8 161.8 127.5 97.23 34.5 52.6 47.5 62.6 68.5 102.2 20.27
## pm2.5 97.0 86.0 88.0 91.00 71.0 11.0 12.0 8.0 10.0 11.0 12.00
## CV residual -64.8 -75.8 -39.5 -6.23 36.5 -41.6 -35.5 -54.6 -58.5 -91.2 -8.27
## 28289 28290 28291 28293 28297 28299 28302 28308 28311 28320 28325
## Predicted 52.9 57.0 71.5 86.6 136 154.7 156.5 104.3 79.9 129.5 155.3
## cvpred 54.4 58.5 73.0 88.1 137 156.2 157.6 104.7 80.2 131.1 156.8
## pm2.5 12.0 15.0 21.0 50.0 71 88.0 86.0 112.0 129.0 97.0 174.0
## CV residual -42.4 -43.5 -52.0 -38.1 -66 -68.2 -71.6 7.3 48.8 -34.1 17.2
## 28330 28335 28337 28342 28346 28356 28360 28363 28368 28372 28376
## Predicted 155.2 103 102 137.5 168.4 103.3 0.685 -7.46 24.22 49.7 62.2
## cvpred 156.7 104 104 139.1 170.4 103.7 0.701 -6.80 24.82 50.4 62.6
## pm2.5 205.0 211 219 234.0 132.0 194.0 16.000 26.00 15.00 7.0 25.0
## CV residual 48.3 107 115 94.9 -38.4 90.3 15.299 32.80 -9.82 -43.4 -37.6
## 28380 28381 28387 28391 28393 28394 28398 28399 28401 28406 28410
## Predicted 36.2 16.24 3.17 107.95 99.1 157.8 115.1 146.4 142.4 70.5 67.1
## cvpred 36.7 16.14 3.33 108.59 99.2 158.7 115.6 147.1 143.5 71.4 67.3
## pm2.5 18.0 15.00 17.00 111.00 110.0 93.0 100.0 93.0 116.0 119.0 97.0
## CV residual -18.7 -1.14 13.67 2.41 10.8 -65.7 -15.6 -54.1 -27.5 47.6 29.7
## 28411 28412 28413 28419 28421 28422 28425 28427 28431 28434 28436
## Predicted 71.2 119.2 124.3 127.7 128.9 91.15 68.5 100.88 92.9 136 140.7
## cvpred 71.3 119.7 125.4 128.9 129.7 91.68 68.5 101.65 93.5 137 141.7
## pm2.5 100.0 101.0 80.0 75.0 85.0 82.00 90.0 100.00 116.0 104 91.0
## CV residual 28.7 -18.7 -45.4 -53.9 -44.7 -9.68 21.5 -1.65 22.5 -33 -50.7
## 28438 28445 28446 28448 28456 28467 28470 28471 28475 28476 28478
## Predicted 150 162.1 162.1 159.9 154.9 159.9 178.2 179 43.5 41.8 54.8
## cvpred 151 163.2 163.2 160.9 156.1 160.9 179.4 181 43.3 41.6 54.4
## pm2.5 107 130.0 131.0 141.0 248.0 244.0 245.0 247 15.0 15.0 39.0
## CV residual -44 -33.2 -32.2 -19.9 91.9 83.1 65.6 66 -28.3 -26.6 -15.4
## 28487 28488 28492 28498 28500 28502 28505 28508 28510 28513 28514
## Predicted -8.36 4.51 132.0 86.6 103.6 73.7 57.8 94.4 115.71 135.77 125.2
## cvpred -8.28 4.53 133.6 86.5 103.5 74.2 58.4 95.5 117.06 136.95 126.3
## pm2.5 7.00 7.00 49.0 175.0 164.0 155.0 113.0 108.0 111.00 138.00 149.0
## CV residual 15.28 2.47 -84.6 88.5 60.5 80.8 54.6 12.5 -6.06 1.05 22.7
## 28520 28524 28529 28531 28538 28540 28544 28546 28554 28559 28560
## Predicted 133.3 79.9 80.2 87 113.6 121.5 114.8 104.4 127.6 129.0 129.0
## cvpred 134.4 80.5 81.0 88 114.8 122.9 115.5 105.1 128.1 129.3 129.3
## pm2.5 184.0 156.0 100.0 60 38.0 61.0 72.0 92.0 83.0 111.0 118.0
## CV residual 49.6 75.5 19.0 -28 -76.8 -61.9 -43.5 -13.1 -45.1 -18.3 -11.3
## 28562 28567 28573 28576 28580 28581 28582 28587 28590 28591 28598
## Predicted 129.0 135.3 44.3 34.2 42.2 59.7 62.5 98.1 141 119 26.3
## cvpred 129.3 135.7 43.9 34.0 42.2 59.7 62.7 98.7 142 120 26.5
## pm2.5 117.0 122.0 88.0 12.0 9.0 10.0 9.0 6.0 5 12 12.0
## CV residual -12.3 -13.7 44.1 -22.0 -33.2 -49.7 -53.7 -92.7 -137 -108 -14.5
## 28604 28607 28609 28612 28613 28616 28620 28624 28625 28632 28635
## Predicted 97.1 116.3 122.6 159 165 157.3 126 107.64 115.56 126.0 130.4
## cvpred 99.0 118.2 124.6 161 168 159.4 128 109.31 117.42 126.9 131.5
## pm2.5 14.0 34.0 36.0 57 57 90.0 71 106.00 114.00 78.0 44.0
## CV residual -85.0 -84.2 -88.6 -104 -111 -69.4 -57 -3.31 -3.42 -48.9 -87.5
## 28639 28641 28643 28644 28651 28653 28654 28655 28660 28661 28667
## Predicted 13.9 32.8 26.8 20.46 14.74 25.7 24.1 34.5 57.2 61.8 26.1
## cvpred 15.3 33.9 27.5 21.14 15.35 26.4 24.7 35.2 57.8 62.5 26.0
## pm2.5 29.0 15.0 16.0 14.00 12.00 10.0 15.0 11.0 6.0 8.0 12.0
## CV residual 13.7 -18.9 -11.5 -7.14 -3.35 -16.4 -9.7 -24.2 -51.8 -54.5 -14.0
## 28669 28670 28671 28673 28674 28675 28678 28679 28685 28694 28695
## Predicted 11.01 -3.48 15.112 31.2 21.4 31.8 32.9 37.6 65.7 6.06 7.97
## cvpred 10.86 -3.67 14.931 31.2 21.3 31.8 33.0 37.7 66.1 6.16 7.91
## pm2.5 13.00 14.00 14.000 11.0 11.0 12.0 22.0 11.0 11.0 10.00 14.00
## CV residual 2.14 17.67 -0.931 -20.2 -10.3 -19.8 -11.0 -26.7 -55.1 3.84 6.09
## 28696 28700 28702 28703 28705 28707 28712 28713 28714 28722 28727
## Predicted 19.98 24.4 24.92 20.824 44.1 94.1 40.3 23.59 11.58 -34.4 83.3
## cvpred 20.09 24.7 25.33 21.261 44.5 95.1 40.5 23.64 11.46 -34.6 84.6
## pm2.5 17.00 10.0 17.00 21.000 21.0 29.0 19.0 19.00 18.00 6.0 41.0
## CV residual -3.09 -14.7 -8.33 -0.261 -23.5 -66.1 -21.5 -4.64 6.54 40.6 -43.6
## 28728 28730 28738 28739 28740 28746 28747 28749 28756 28757 28760
## Predicted 56.20 118.1 77.9 17.2 -1.93 30.3 51.12 86.5 161.1 162.7 128.8
## cvpred 57.31 119.1 78.4 17.2 -2.04 31.0 51.88 86.9 162.9 164.6 130.1
## pm2.5 49.00 38.0 53.0 62.0 53.00 45.0 54.00 51.0 91.0 100.0 111.0
## CV residual -8.31 -81.1 -25.4 44.8 55.04 14.0 2.12 -35.9 -71.9 -64.6 -19.1
## 28767 28768 28769 28770 28771 28773 28775 28778 28779 28783 28786
## Predicted 22.17 3.87 1.96 4.71 11.57 17.07 14.67 27.4 14.5 67.6 44.8
## cvpred 22.07 3.50 1.76 4.68 11.67 17.52 15.26 28.2 15.3 68.9 45.8
## pm2.5 25.00 14.00 16.00 13.00 10.00 8.00 10.00 6.0 5.0 4.0 7.0
## CV residual 2.93 10.50 14.24 8.32 -1.67 -9.52 -5.26 -22.2 -10.3 -64.9 -38.8
## 28788 28790 28791 28797 28799 28800 28801 28805 28814 28816 28822
## Predicted 49.7 81.5 72.7 100.0 115.1 131.7 121.4 156 77.5356 97.18 142.6
## cvpred 50.4 82.7 74.0 101.8 116.9 133.8 123.3 159 79.0444 98.76 144.7
## pm2.5 34.0 53.0 45.0 50.0 56.0 63.0 59.0 50 79.0000 89.00 64.0
## CV residual -16.4 -29.7 -29.0 -51.8 -60.9 -70.8 -64.3 -109 -0.0444 -9.76 -80.7
## 28827 28828 28829 28831 28834 28841 28843 28848 28856 28858 28860
## Predicted 152 144.4 114.9 132.1 85.8 51.5 83.3 130.8 139 119.8 98.2
## cvpred 154 146.1 116.2 133.7 86.2 52.0 84.4 132.2 140 121.1 99.6
## pm2.5 53 63.0 64.0 63.0 70.0 28.0 27.0 75.0 34 51.0 32.0
## CV residual -101 -83.1 -52.2 -70.7 -16.2 -24.0 -57.4 -57.2 -106 -70.1 -67.6
## 28862 28863 28866 28868 28870 28875 28876 28878 28879 28880 28881
## Predicted 83.1 86.7 88.8 85.9 81.1 59.5 49.0 59.0 63.7 35.0 18.87
## cvpred 84.4 87.9 90.2 87.4 81.8 59.7 49.2 59.2 63.9 34.9 18.61
## pm2.5 46.0 55.0 68.0 55.0 43.0 13.0 9.0 8.0 10.0 8.0 9.00
## CV residual -38.4 -32.9 -22.2 -32.4 -38.8 -46.7 -40.2 -51.2 -53.9 -26.9 -9.61
## 28885 28890 28891 28893 28894 28895 28897 28898 28902 28903 28904
## Predicted 3.25 10.05 -12.9 42.1 40.4 38.4 76.0 115.1 117.8 117.8 109.9
## cvpred 2.88 10.89 -12.9 42.9 41.2 38.5 76.7 115.6 118.5 118.5 110.4
## pm2.5 6.00 7.00 9.0 16.0 25.0 28.0 41.0 41.0 65.0 56.0 60.0
## CV residual 3.12 -3.89 21.9 -26.9 -16.2 -10.5 -35.7 -74.6 -53.5 -62.5 -50.4
## 28906 28909 28915 28919 28926 28929 28930 28932 28936 28937 28939
## Predicted 99.5 123.4 124.6 147.9 140 105.4 88.70 96.9 74.5 76.15 87.1
## cvpred 100.0 123.4 125.4 148.7 140 105.1 88.24 96.6 74.8 76.51 87.6
## pm2.5 43.0 28.0 51.0 77.0 84 92.0 92.00 75.0 70.0 69.00 75.0
## CV residual -57.0 -95.4 -74.4 -71.7 -56 -13.1 3.76 -21.6 -4.8 -7.51 -12.6
## 28940 28944 28945 28949 28950 28951 28954 28956 28965 28966 28971
## Predicted 89.3 129.4 132 155.2 163.1 133.86 132.0 98.1 110.9 117.1 141.7
## cvpred 89.9 129.6 133 156.2 164.3 134.13 132.4 98.1 111.4 117.8 142.7
## pm2.5 67.0 91.0 105 123.0 132.0 126.00 143.0 156.0 126.0 102.0 120.0
## CV residual -22.9 -38.6 -28 -33.2 -32.3 -8.13 10.6 57.9 14.6 -15.8 -22.7
## 28974 28975 28976 28978 28979 28982 28984 28986 28993 28994
## Predicted 154.9 152.69 150.498 135.7 129 124.2 120 129.1 140.0 146.3
## cvpred 156.1 153.77 151.454 136.4 129 124.7 120 129.8 140.9 147.3
## pm2.5 138.0 147.00 151.000 165.0 175 214.0 218 190.0 152.0 135.0
## CV residual -18.1 -6.77 -0.454 28.6 46 89.3 98 60.2 11.1 -12.3
## 28995 29004 29005 29010 29011 29012 29014 29017 29018 29029 29032
## Predicted 155 145.8 141 104 129 117.0 125.8 169.4 141 6.42 -41.4
## cvpred 156 146.7 141 104 129 117.1 125.8 170.1 141 5.95 -41.7
## pm2.5 135 214.0 229 275 258 215.0 190.0 224.0 241 77.00 15.0
## CV residual -21 67.3 88 171 129 97.9 64.2 53.9 100 71.05 56.7
## 29034 29039 29042 29046 29048 29050 29051 29057 29058 29061 29062
## Predicted 10.51 40.4 59.3 47.0 26.5 9.81 -6.87 -39.5 -45.5 11.42 62.0
## cvpred 10.56 40.3 59.5 47.3 26.4 9.56 -7.29 -39.9 -45.7 11.82 62.6
## pm2.5 8.00 8.0 7.0 14.0 10.0 8.00 9.00 6.0 5.0 19.00 22.0
## CV residual -2.56 -32.3 -52.5 -33.3 -16.4 -1.56 16.29 45.9 50.7 7.18 -40.6
## 29065 29067 29068 29069 29074 29086 29087 29088 29089 29090 29094
## Predicted 93.2 67.76 122.6 73.5 76.07 80.4 78.7 82.8 93.2 70.2 105.1
## cvpred 94.0 68.23 124.1 74.0 76.97 81.5 79.8 83.9 94.3 70.5 105.9
## pm2.5 95.0 71.00 64.0 92.0 83.00 52.0 41.0 38.0 45.0 55.0 122.0
## CV residual 1.0 2.77 -60.1 18.0 6.03 -29.5 -38.8 -45.9 -49.3 -15.5 16.1
## 29097 29104 29105 29106 29107 29108 29116 29117 29118 29122 29124
## Predicted 48.1 59.3 51.1 61.5 76.01 87.0 133.0 148 140.9 116 126.2
## cvpred 47.9 59.5 51.3 61.8 76.33 87.4 133.5 149 141.6 117 126.5
## pm2.5 62.0 75.0 76.0 70.0 80.00 82.0 96.0 80 85.0 94 79.0
## CV residual 14.1 15.5 24.7 8.2 3.67 -5.4 -37.5 -69 -56.6 -23 -47.5
## 29126 29128 29131 29133 29134 29140 29141 29147 29153 29154 29158
## Predicted 84.18 116.3 68.5 -8.29 0.480 112.0 123 -30.4 -80.5 -78.3 -53.9
## cvpred 83.91 116.5 68.1 -8.52 0.219 112.6 124 -31.1 -81.2 -78.9 -54.4
## pm2.5 85.00 85.0 96.0 16.00 21.000 14.0 15 17.0 11.0 12.0 31.0
## CV residual 1.09 -31.5 27.9 24.52 20.781 -98.6 -109 48.1 92.2 90.9 85.4
## 29159 29161 29162 29164 29166 29167 29168 29175 29189 29191 29194
## Predicted -53.9 -1.43 -8.7 10.730 110.1 27.1 6.92 -20.3 112 100.9 73.8
## cvpred -54.4 -1.53 -9.0 10.776 110.9 27.0 6.74 -21.1 112 100.9 73.2
## pm2.5 32.0 81.00 36.0 10.000 15.0 10.0 11.00 12.0 59 48.0 33.0
## CV residual 86.4 82.53 45.0 -0.776 -95.9 -17.0 4.26 33.1 -53 -52.9 -40.2
## 29198 29201 29203 29205 29206 29208 29209 29210 29213 29216 29217
## Predicted 16.5 27.380 52.3 56.9 86.2 113.5 94.9 90.8 115.7 126 82.9
## cvpred 16.6 27.558 52.5 57.2 86.9 114.2 95.6 91.5 116.5 127 82.3
## pm2.5 28.0 28.000 38.0 41.0 51.0 70.0 71.0 55.0 57.0 98 103.0
## CV residual 11.4 0.442 -14.5 -16.2 -35.9 -44.2 -24.6 -36.5 -59.5 -29 20.7
## 29226 29227 29228 29229 29231 29232 29236 29237 29241 29248 29251
## Predicted 67.2 82.3 84.485 93.251 102.6 105.1 141.7 148 75.2 68.31 72.6
## cvpred 67.6 82.7 85.044 93.786 103.1 105.5 142.2 148 74.2 67.38 72.4
## pm2.5 96.0 95.0 86.000 94.000 87.0 81.0 60.0 44 51.0 73.00 57.0
## CV residual 28.4 12.3 0.956 0.214 -16.1 -24.5 -82.2 -104 -23.2 5.62 -15.4
## 29254 29260 29268 29277 29281 29284 29286 29289 29290 29295 29302
## Predicted 114.7 125.6 77.2 68.46 112.49 135.0 117.1 109.2 104.4 61.9 105
## cvpred 114.9 125.9 76.5 68.34 112.54 134.8 116.6 109.1 103.5 60.8 104
## pm2.5 72.0 74.0 117.0 71.00 104.00 145.0 153.0 152.0 166.0 177.0 254
## CV residual -42.9 -51.9 40.5 2.66 -8.54 10.2 36.4 42.9 62.5 116.2 150
## 29303 29304 29306 29309 29310 29315 29316 29318 29319 29323 29329
## Predicted 118 130 137 122 151 98.4 89.9 64.4 47.9 45.7 132.4
## cvpred 117 129 136 121 150 97.0 88.3 62.7 46.8 45.0 132.3
## pm2.5 271 275 297 320 315 261.0 266.0 259.0 171.0 85.0 161.0
## CV residual 154 146 161 199 165 164.0 177.7 196.3 124.2 40.0 28.7
## 29331 29336 29337 29338 29340 29342 29344 29347 29351 29352 29354
## Predicted 134 130.4 118 106 93.4 69.5 52.6 64.6 96.6 102.9 105
## cvpred 133 129.6 117 104 92.2 68.4 51.5 63.7 96.2 102.6 105
## pm2.5 170 217.0 230 251 246.0 137.0 130.0 153.0 166.0 199.0 223
## CV residual 37 87.4 113 147 153.8 68.6 78.5 89.3 69.8 96.4 118
## 29355 29356 29357 29359 29361 29364 29366 29370 29371 29388 29392
## Predicted 111 121 129.8 117.65 103.4 90.9 88.1 101.8 108.0 131 123.0
## cvpred 111 121 129.5 117.72 103.2 90.4 87.5 101.4 107.8 131 123.4
## pm2.5 218 272 172.0 119.00 120.0 123.0 141.0 88.0 68.0 24 47.0
## CV residual 107 151 42.5 1.28 16.8 32.6 53.5 -13.4 -39.8 -107 -76.4
## 29395 29398 29405 29406 29407 29409 29414 29420 29425 29426 29428
## Predicted 130.9 154.5 146 187.6 187.6 159.9 -26.2 49.8 115.2 150.2 168
## cvpred 131.5 155.3 147 189.1 189.1 160.6 -26.8 49.9 116.8 152.2 170
## pm2.5 60.0 60.0 108 105.0 108.0 98.0 14.0 19.0 47.0 60.0 54
## CV residual -71.5 -95.3 -39 -84.1 -81.1 -62.6 40.8 -30.9 -69.8 -92.2 -116
## 29432 29433 29434 29439 29440 29442 29450 29451 29454 29459 29469
## Predicted 146.1 121.0 96.1 -87.6 -98.3 -60.8 79.8 139.6 75.7 -0.1615 49.34
## cvpred 147.6 122.1 97.1 -87.4 -97.9 -60.7 81.4 141.3 77.2 0.0133 50.53
## pm2.5 111.0 106.0 77.0 25.0 17.0 22.0 32.0 67.0 52.0 24.0000 43.00
## CV residual -36.6 -16.1 -20.1 112.4 114.9 82.7 -49.4 -74.3 -25.2 23.9867 -7.53
## 29474 29476 29477 29480 29493 29497 29499 29501 29504 29505 29507
## Predicted 133.4 145.4 110 83.5 125.61 123 119.0 -2.92 3.94 4.23 2.33
## cvpred 134.4 146.6 111 83.7 126.67 123 119.2 -2.86 3.60 3.63 1.34
## pm2.5 87.0 53.0 76 96.0 128.00 264 196.0 25.00 28.00 17.00 21.00
## CV residual -47.4 -93.6 -35 12.3 1.33 141 76.8 27.86 24.40 13.37 19.66
## 29508 29512 29519 29520 29529 29532 29533 29540 29542 29548 29551
## Predicted -16.3 -2.38 62.1 68.4 71.8 46.2 37.4 70.09 87.3 125 134.3
## cvpred -17.3 -3.16 61.3 67.7 71.3 44.8 36.0 69.52 87.0 125 133.7
## pm2.5 21.0 89.00 51.0 86.0 90.0 67.0 75.0 76.00 44.0 53 62.0
## CV residual 38.3 92.16 -10.3 18.3 18.7 22.2 39.0 6.48 -43.0 -72 -71.7
## 29553 29560 29564 29565 29566 29569 29572 29574 29577 29581 29584
## Predicted 96.5 57.5 73.34 100.7 101.3 113.8 128.0 135.5 127.5 103.5 92.42
## cvpred 95.4 56.7 72.96 100.3 100.9 113.7 128.2 135.3 127.6 102.7 92.07
## pm2.5 68.0 79.0 65.00 74.0 80.0 66.0 97.0 107.0 112.0 124.0 96.00
## CV residual -27.4 22.3 -7.96 -26.3 -20.9 -47.7 -31.2 -28.3 -15.6 21.3 3.93
## 29601 29606 29608 29609 29610 29612 29613 29614 29616 29617 29621
## Predicted 135.3 111.5 108.5 108.5 116.4 122.7 127.3 138 144 145 162
## cvpred 135.6 111.7 108.8 108.8 116.9 123.3 127.9 138 144 145 163
## pm2.5 150.0 90.0 83.0 87.0 86.0 68.0 54.0 32 29 37 61
## CV residual 14.4 -21.7 -25.8 -21.8 -30.9 -55.3 -73.9 -106 -115 -108 -102
## 29631 29632 29634 29637 29640 29647 29648 29650 29657 29663 29666
## Predicted -74.4 -59.9 -53.6 -6.25 34.9 84.4 19.48 28.07 18.7 101.8 113.8
## cvpred -73.9 -59.4 -53.0 -5.84 35.5 86.0 19.78 29.09 19.7 103.3 115.5
## pm2.5 49.0 36.0 29.0 34.00 13.0 23.0 29.00 27.00 41.0 86.0 75.0
## CV residual 122.9 95.4 82.0 39.84 -22.5 -63.0 9.22 -2.09 21.3 -17.3 -40.5
## 29667 29669 29670 29677 29678 29679 29683 29686 29688 29689 29693
## Predicted 124 130.5 140.4 89.2 91.12 88.9 96.1 104.4 91.3 107.8 133.2
## cvpred 126 132.4 141.8 90.0 91.77 89.4 96.5 104.7 91.9 107.8 133.4
## pm2.5 80 71.0 72.0 105.0 101.00 104.0 109.0 153.0 112.0 65.0 62.0
## CV residual -46 -61.4 -69.8 15.0 9.23 14.6 12.5 48.3 20.1 -42.8 -71.4
## 29698 29700 29702 29703 29715 29718 29721 29728 29737 29741 29743
## Predicted 70.3 57.7 30.9 34.5 104.2 116.1 79.0 68.6 135.2 119 102
## cvpred 70.0 57.2 30.5 33.9 103.7 116.1 78.2 68.2 134.6 118 101
## pm2.5 98.0 79.0 83.0 79.0 54.0 93.0 51.0 104.0 164.0 249 231
## CV residual 28.0 21.8 52.5 45.1 -49.7 -23.1 -27.2 35.8 29.4 131 130
## 29745 29748 29751 29752 29753 29754 29758 29759 29760 29761 29763
## Predicted 74.4 7.94 26.5 107.8 108.3 120 77.1 112.3 118.6 127 131
## cvpred 73.0 6.13 24.7 107.2 107.8 120 75.9 111.5 117.9 127 130
## pm2.5 173.0 59.00 58.0 89.0 146.0 76 46.0 29.0 35.0 35 42
## CV residual 100.0 52.87 33.3 -18.2 38.2 -44 -29.9 -82.5 -82.9 -92 -88
## 29770 29772 29779 29782 29783 29790 29793 29798 29799 29801
## Predicted 90.9 59.63 70.22 116.7 127.1 143.1 128.7 132.560 126.3 122.17
## cvpred 90.0 58.97 69.91 116.5 126.9 142.7 128.6 132.673 126.3 122.21
## pm2.5 34.0 53.00 77.00 77.0 66.0 120.0 109.0 133.000 140.0 131.00
## CV residual -56.0 -5.97 7.09 -39.5 -60.9 -22.7 -19.6 0.327 13.7 8.79
## 29805 29812 29814 29815 29816 29818 29820 29822 29828 29829 29832
## Predicted 144.1 153.7 112.2 157.8 116.3 149.9 131.5 128.0 91.39 85.7 144.3
## cvpred 144.3 153.8 111.8 157.8 115.8 149.7 131.6 127.6 90.74 85.0 144.8
## pm2.5 73.0 66.0 67.0 64.0 55.0 60.0 66.0 71.0 100.00 100.0 94.0
## CV residual -71.3 -87.8 -44.8 -93.8 -60.8 -89.7 -65.6 -56.6 9.26 15.0 -50.8
## 29838 29840 29847 29848 29849 29850 29855 29858 29862 29864 29867
## Predicted 158.0 114 91.4 121.3 121.3 121 94.4 12.7 48.8 38.7 -5.01
## cvpred 158.3 114 90.7 121.6 121.6 121 93.7 12.3 48.4 38.0 -6.17
## pm2.5 95.0 99 59.0 64.0 61.0 55 102.0 40.0 13.0 10.0 12.00
## CV residual -63.3 -15 -31.7 -57.6 -60.6 -66 8.3 27.7 -35.4 -28.0 18.17
## 29868 29870 29871 29874 29881 29885 29888 29890 29893 29894 29899
## Predicted -13.8 -54.0 -62.2 -77.5 110.3 154.3 104.6 77.2 26.2 -5.26 -2.31
## cvpred -14.9 -55.1 -63.2 -78.4 110.2 154.9 104.4 76.5 25.7 -5.69 -2.29
## pm2.5 9.0 25.0 17.0 17.0 40.0 80.0 63.0 54.0 66.0 71.00 52.00
## CV residual 23.9 80.1 80.2 95.4 -70.2 -74.9 -41.4 -22.5 40.3 76.69 54.29
## 29900 29901 29904 29905 29907 29910 29919 29927 29928 29933 29935
## Predicted 16.3 47.7 60.32 62.5 100.0 143.3 81.9 117.71 128.2 125.1 144.41
## cvpred 16.3 47.7 60.51 62.8 100.6 143.8 82.0 118.02 128.1 125.1 144.43
## pm2.5 62.0 65.0 59.00 52.0 44.0 73.0 97.0 110.00 109.0 146.0 143.00
## CV residual 45.7 17.3 -1.51 -10.8 -56.6 -70.8 15.0 -8.02 -19.1 20.9 -1.43
## 29942 29944 29947 29949 29952 29954 29955 29956 29958 29960 29962
## Predicted -10.7 -6.90 72.4 76.8 108.1 131.5 118.2 130.9 145 144.8 135
## cvpred -10.9 -6.87 72.2 76.9 107.9 132.1 118.3 131.5 145 145.4 135
## pm2.5 36.0 23.00 24.0 55.0 48.0 60.0 64.0 71.0 121 215.0 210
## CV residual 46.9 29.87 -48.2 -21.9 -59.9 -72.1 -54.3 -60.5 -24 69.6 75
## 29964 29965 29968 29972 29976 29980 29982 29983 29984 29987
## Predicted 135.8 127 125.9 125.91 136.995 163.77 126.1 116.0 139.5 44.5
## cvpred 136.1 127 126.2 126.16 136.832 164.11 126.1 115.7 139.2 43.2
## pm2.5 229.0 231 186.0 135.00 136.000 169.00 182.0 189.0 186.0 141.0
## CV residual 92.9 104 59.8 8.84 -0.832 4.89 55.9 73.3 46.8 97.8
## 29992 29995 29997 30003 30005 30011 30013 30016 30017 30021
## Predicted 0.0245 25.3 102.02 104.1 125.2 118.7 118.72 120.31 108.3 114.0
## cvpred -0.9000 25.1 101.41 104.2 125.2 118.3 118.29 119.45 107.3 113.1
## pm2.5 54.0000 115.0 94.00 152.0 174.0 147.0 125.00 113.00 96.0 86.0
## CV residual 54.9000 89.9 -7.41 47.8 48.8 28.7 6.71 -6.45 -11.3 -27.1
## 30022 30023 30026 30030 30031 30042 30043 30044 30045 30046 30049
## Predicted 112.40 95.08 144 151.2 147.0 145 144 145 145 142.9 141.3
## cvpred 111.34 93.85 144 151.4 146.3 145 144 145 145 142.3 140.5
## pm2.5 103.00 101.00 78 78.0 93.0 190 207 225 196 192.0 175.0
## CV residual -8.34 7.15 -66 -73.4 -53.3 45 63 80 51 49.7 34.5
## 30051 30055 30056 30059 30060 30062 30065 30073 30074 30075 30076
## Predicted 144 151.2 149.6 154.9 149 150.66 151.28 105.1 116.1 111.4 152.9
## cvpred 144 151.4 149.6 154.4 149 150.76 150.88 104.2 115.3 110.6 152.6
## pm2.5 164 164.0 134.0 106.0 129 158.00 148.00 146.0 159.0 157.0 165.0
## CV residual 20 12.6 -15.6 -48.4 -20 7.24 -2.88 41.8 43.7 46.4 12.4
## 30080 30091 30092 30093 30094 30096 30097 30103 30104 30105 30107
## Predicted 141.3 116.1 105.1 103.5 103.5 149.7 109.8 155.1 153.5 147.18 147.2
## cvpred 141.4 115.3 104.2 102.5 102.5 149.2 108.9 154.9 153.2 146.81 146.8
## pm2.5 94.0 141.0 134.0 137.0 140.0 137.0 139.0 139.0 140.0 147.00 191.0
## CV residual -47.4 25.7 29.8 34.5 37.5 -12.2 30.1 -15.9 -13.2 0.19 44.2
## 30108 30109 30116 30130 30135 30136 30144 30147 30148 30155 30156
## Predicted 145.4 145.4 108.4 108.4 111.5 105.2 150 152 152 100.4 114.5
## cvpred 145.5 145.5 107.6 107.7 110.7 104.3 149 152 153 99.2 113.3
## pm2.5 212.0 220.0 191.0 14.0 16.0 18.0 29 32 28 48.0 27.0
## CV residual 66.5 74.5 83.4 -93.7 -94.7 -86.3 -120 -120 -125 -51.2 -86.3
## 30161 30163 30165 30166 30170 30171 30177 30184 30186 30187 30188
## Predicted 88.3 93.0 117.9 130.4 138 148 97.5 107.1 119.0 74.7 111.5
## cvpred 88.0 92.7 117.7 130.4 138 148 96.7 107.1 118.8 73.9 111.7
## pm2.5 16.0 21.0 33.0 34.0 37 42 86.0 86.0 67.0 20.0 27.0
## CV residual -72.0 -71.7 -84.7 -96.4 -101 -106 -10.7 -21.1 -51.8 -53.9 -84.7
## 30195 30199 30201 30205 30206 30212 30213 30219 30221 30223
## Predicted 114 133.4 140.0 99.8 95.1 103 118.1 113.86 153.7 110.048
## cvpred 114 133.3 140.3 99.6 94.9 103 118.1 113.47 153.8 109.435
## pm2.5 24 61.0 59.0 65.0 60.0 90 101.0 110.00 111.0 109.000
## CV residual -90 -72.3 -81.3 -34.6 -34.9 -13 -17.1 -3.47 -42.8 -0.435
## 30226 30228 30231 30235 30236 30238 30239 30240 30241 30243 30244
## Predicted 112.20 100.1 86.9 71.6 88.2 109.6 95.7 87.5 83.4 106.3 106.3
## cvpred 111.39 99.6 86.2 71.1 87.9 109.4 95.5 87.4 83.3 106.5 106.5
## pm2.5 112.00 121.0 134.0 90.0 103.0 122.0 97.0 75.0 80.0 70.0 77.0
## CV residual 0.61 21.4 47.8 18.9 15.1 12.6 1.5 -12.4 -3.3 -36.5 -29.5
## 30250 30251 30252 30253 30255 30257 30259 30260 30262 30264 30265
## Predicted 87.8 85.6 75.2 66.7 63.7 65.3 83.6 77.9 91.0 114.53 116.2
## cvpred 87.4 85.1 74.6 65.9 62.9 64.7 83.2 77.4 90.8 114.68 116.4
## pm2.5 105.0 115.0 130.0 143.0 119.0 127.0 132.0 127.0 117.0 105.00 103.0
## CV residual 17.6 29.9 55.4 77.1 56.1 62.3 48.8 49.6 26.2 -9.68 -13.4
## 30267 30269 30272 30276 30278 30280 30282 30283 30284 30288 30290
## Predicted 104.11 124.2 124.9 97.6 82.0 69.4 75.1 89.6 100.0 107.1 125.0
## cvpred 103.65 124.1 125.1 97.3 81.5 68.7 74.5 89.1 99.5 107.1 124.7
## pm2.5 101.00 69.0 78.0 123.0 132.0 151.0 140.0 148.0 168.0 146.0 138.0
## CV residual -2.65 -55.1 -47.1 25.7 50.5 82.3 65.5 58.9 68.5 38.9 13.3
## 30292 30294 30295 30296 30298 30299 30302 30303 30306 30308 30309
## Predicted 116.7 131.14 131.14 135.2 133.1 133.1 111.0 130.0 114.3 118.9 111.0
## cvpred 116.9 131.44 131.44 135.5 133.2 133.2 110.5 129.7 113.9 118.6 110.5
## pm2.5 133.0 138.00 140.00 154.0 160.0 165.0 200.0 201.0 199.0 199.0 209.0
## CV residual 16.1 6.56 8.56 18.5 26.8 31.8 89.5 71.3 85.1 80.4 98.5
## 30316 30318 30320 30323 30327 30328 30329 30331 30335 30336 30341
## Predicted 116.1 105.0 98.7 75.8 79.7 78.7 79.1 97.4 108.4 104.3 115
## cvpred 115.7 104.6 98.3 75.0 79.6 78.0 79.0 97.6 108.7 104.6 115
## pm2.5 41.0 25.0 14.0 8.0 17.0 29.0 39.0 41.0 52.0 52.0 68
## CV residual -74.7 -79.6 -84.3 -67.0 -62.6 -49.0 -40.0 -56.6 -56.7 -52.6 -47
## 30345 30346 30348 30351 30355 30357 30361 30364 30365 30369 30371
## Predicted 127.6 102.7 65.4 70.6 68.7 107.0 133.8 121.8 151.1 75.5 35.8
## cvpred 127.4 102.4 65.6 70.8 69.0 107.4 134.3 121.5 151.7 74.4 34.3
## pm2.5 74.0 64.0 31.0 37.0 40.0 51.0 86.0 69.0 78.0 94.0 47.0
## CV residual -53.4 -38.4 -34.6 -33.8 -29.0 -56.4 -48.3 -52.5 -73.7 19.6 12.7
## 30372 30377 30380 30385 30389 30391 30392 30395 30398 30402 30405
## Predicted 59.3 -31.2 67.7 97.2 124.7 91.1 89.49 59.3 34.37 78.15 97.1
## cvpred 58.4 -32.5 67.5 97.1 124.1 90.2 88.45 57.7 32.75 77.48 96.3
## pm2.5 34.0 16.0 36.0 64.0 105.0 124.0 95.00 39.0 38.00 68.00 212.0
## CV residual -24.4 48.5 -31.5 -33.1 -19.1 33.8 6.55 -18.7 5.25 -9.48 115.7
## 30406 30407 30409 30411 30415 30421 30423 30427 30430 30432 30434
## Predicted 100.1 97.9 91.5 126.69 135.5 58.22 55.7 97.3 97.6 104.4 118.9
## cvpred 99.6 97.3 90.3 125.92 134.7 57.19 54.8 96.7 97.3 104.2 118.8
## pm2.5 188.0 146.0 102.0 132.00 69.0 52.00 30.0 67.0 29.0 29.0 37.0
## CV residual 88.4 48.7 11.7 6.08 -65.7 -5.19 -24.8 -29.7 -68.3 -75.2 -81.8
## 30438 30439 30440 30444 30449 30451 30452 30453 30457 30461 30464
## Predicted 131 139.3 143.4 103.5 111.5 140.8 140.8 147.0 149.2 155.0 104
## cvpred 131 138.7 142.8 102.5 110.6 140.8 140.8 147.2 149.5 155.3 103
## pm2.5 61 79.0 98.0 63.0 69.0 59.0 57.0 54.0 57.0 94.0 113
## CV residual -70 -59.7 -44.8 -39.5 -41.6 -81.8 -83.8 -93.2 -92.5 -61.3 10
## 30467 30469 30470 30476 30477 30478 30479 30482 30485 30488 30492
## Predicted 109.7 33.935 71.9 98.3 115.0 109.2 107.6 130.6 153.1 151.4 119.9
## cvpred 108.9 32.595 71.1 98.2 115.1 109.3 107.6 130.8 153.1 151.8 119.8
## pm2.5 55.0 33.000 39.0 67.0 60.0 60.0 68.0 75.0 57.0 176.0 143.0
## CV residual -53.9 0.405 -32.1 -31.2 -55.1 -49.3 -39.6 -55.8 -96.1 24.2 23.2
## 30495 30501 30506 30510 30511 30516 30522 30523 30524 30526
## Predicted 109.0 118.38 159 131.6 154.2 123.1 157.28 155.7 121.6 163.57
## cvpred 108.7 117.97 159 131.4 154.2 122.7 158.02 156.3 121.4 164.42
## pm2.5 125.0 120.00 50 73.0 82.0 168.0 162.00 183.0 189.0 172.00
## CV residual 16.3 2.03 -109 -58.4 -72.2 45.3 3.98 26.7 67.6 7.58
## 30527 30528 30530 30536 30541 30542 30548 30553 30554 30557
## Predicted 157.283 160.33 159.0 163.1 127.5 125.3 122.2 151 121.4 157
## cvpred 158.024 160.98 159.3 163.4 127.8 125.5 122.5 152 121.4 158
## pm2.5 159.000 164.00 171.0 188.0 172.0 167.0 94.0 277 184.0 62
## CV residual 0.976 3.02 11.7 24.6 44.2 41.5 -28.5 125 62.6 -96
## 30559 30561 30565 30566 30567 30568 30580 30581 30588 30589 30593
## Predicted 154.9 92.4 38.59 65.7 62.8 64.7 145 123 136 132 135
## cvpred 155.3 91.8 37.76 65.6 62.3 64.0 145 122 136 132 135
## pm2.5 64.0 165.0 40.00 29.0 26.0 29.0 342 292 247 230 428
## CV residual -91.3 73.2 2.24 -36.6 -36.3 -35.0 197 170 111 98 293
## 30594 30595 30601 30608 30611 30612 30615 30617 30621 30627 30628
## Predicted 135 133 153 149 118.8 112.53 140.8 92.5 143.30 113.5 153.8
## cvpred 135 133 153 149 118.1 111.73 140.3 91.3 142.68 112.8 154.1
## pm2.5 432 441 25 63 85.0 103.00 126.0 133.0 137.00 185.0 189.0
## CV residual 297 308 -128 -86 -33.1 -8.73 -14.3 41.7 -5.68 72.2 34.9
## 30631 30633 30638 30640 30656 30657 30658 30661 30663 30664
## Predicted 152.2 143.7 125.9 127.5 143.94 143.501 143.94 114.1 147 147
## cvpred 152.4 143.7 125.6 127.3 144.16 143.162 144.16 113.4 147 147
## pm2.5 194.0 236.0 167.0 151.0 152.00 144.000 147.00 160.0 183 195
## CV residual 41.6 92.3 41.4 23.7 7.84 0.838 2.84 46.6 36 48
## 30665 30667 30668 30669 30670 30679 30682 30683 30685 30688 30689
## Predicted 117.3 150 121.1 158.3 158.3 122 80.6 66.1 39.0 21.77 17.10
## cvpred 116.8 151 120.8 159.1 159.1 122 80.1 65.5 38.2 20.78 16.11
## pm2.5 191.0 199 156.0 104.0 95.0 13 15.0 16.0 13.0 13.00 14.00
## CV residual 74.2 48 35.2 -55.1 -64.1 -109 -65.1 -49.5 -25.2 -7.78 -2.11
## 30691 30692 30696 30697 30699 30706 30709 30710 30711 30713 30714
## Predicted 59.6 74.1 105.8 116.2 145 60.1 25.87 19.58 11.4 31.59 19.29
## cvpred 59.7 74.3 106.2 116.7 145 59.2 24.85 18.46 10.3 30.64 18.43
## pm2.5 18.0 19.0 25.0 24.0 30 31.0 16.00 25.00 26.0 23.00 14.00
## CV residual -41.7 -55.3 -81.2 -92.7 -115 -28.2 -8.85 6.54 15.7 -7.64 -4.43
## 30716 30717 30718 30720 30721 30723 30727 30734 30738 30745 30749
## Predicted 44.2 121.5 86.3 136.6 75.9 98.6 119.4 70.9 44.4 106.3 120.5
## cvpred 43.4 121.5 85.9 136.6 75.4 98.6 119.5 70.3 44.0 106.2 120.7
## pm2.5 20.0 31.0 30.0 51.0 45.0 49.0 33.0 17.0 25.0 32.0 24.0
## CV residual -23.4 -90.5 -55.9 -85.6 -30.4 -49.6 -86.5 -53.3 -19.0 -74.2 -96.7
## 30755 30756 30760 30766 30767 30771 30772 30773 30774 30782 30784
## Predicted 50.5 42.7 62.9 97.4 89.5 137 144 143.2 146.1 62.2 70.1
## cvpred 49.4 41.8 62.7 97.6 89.5 138 144 143.1 146.5 61.6 69.7
## pm2.5 25.0 17.0 22.0 30.0 35.0 32 37 60.0 66.0 44.0 43.0
## CV residual -24.4 -24.8 -40.7 -67.6 -54.5 -106 -107 -83.1 -80.5 -17.6 -26.7
## 30785 30786 30787 30793 30799 30800 30802 30803 30807 30811 30815
## Predicted 67.9 75.8 84.6 136 154.0 145.7 106.7 128.7 111.9 119.27 134.3
## cvpred 67.4 75.5 84.3 137 154.6 145.5 105.9 128.1 111.6 119.11 134.2
## pm2.5 45.0 45.0 64.0 35 60.0 51.0 56.0 66.0 75.0 129.00 164.0
## CV residual -22.4 -30.5 -20.3 -102 -94.6 -94.5 -49.9 -62.1 -36.6 9.89 29.8
## 30821 30823 30825 30830 30832 30837 30838 30841 30842 30847 30849
## Predicted 156.5 156.1 150.6 133.4 133.8 139.7 144.8 108.6 148.45 150.6 115.5
## cvpred 156.9 155.9 150.2 132.7 133.7 139.1 144.8 107.6 147.87 150.2 114.6
## pm2.5 61.0 69.0 73.0 80.0 86.0 129.0 133.0 150.0 152.00 135.0 145.0
## CV residual -95.9 -86.9 -77.2 -52.7 -47.7 -10.1 -11.8 42.4 4.13 -15.2 30.4
## 30851 30853 30855 30859 30861 30863 30867 30868 30869 30874 30877
## Predicted 99.8 115.5 110.8 117.7 153 151.2 112.9 108.8 115.1 99.3 93.0
## cvpred 98.8 114.6 109.9 116.9 153 150.8 112.2 108.1 114.5 98.3 91.9
## pm2.5 57.0 63.0 50.0 32.0 40 55.0 46.0 51.0 49.0 34.0 38.0
## CV residual -41.8 -51.6 -59.9 -84.9 -113 -95.8 -66.2 -57.1 -65.5 -64.3 -53.9
## 30880 30883 30887 30892 30893 30907 30912 30917 30921 30923 30927
## Predicted 97.7 99.3 97.7 105.6 111.9 107.9 123.5 123.5 89.2 83.6 94.6
## cvpred 96.6 98.3 96.6 104.7 111.1 107.6 123.4 122.8 87.9 82.1 93.3
## pm2.5 28.0 28.0 36.0 33.0 31.0 42.0 57.0 74.0 65.0 70.0 68.0
## CV residual -68.6 -70.3 -60.6 -71.7 -80.1 -65.6 -66.4 -48.8 -22.9 -12.1 -25.3
## 30930 30934 30945 30946 30947 30949 30954 30955 30973 30974 30977
## Predicted 101.3 127.3 125.28 125.72 112.7 109.0 98.1 104.4 103.3 104.9 100.3
## cvpred 100.7 126.9 124.14 125.14 111.4 108.3 97.2 103.6 102.5 104.2 99.5
## pm2.5 44.0 115.0 130.00 135.00 128.0 92.0 59.0 68.0 73.0 80.0 76.0
## CV residual -56.7 -11.9 5.86 9.86 16.6 -16.3 -38.2 -35.6 -29.5 -24.2 -23.5
## 30978 30980 30986 30988 30989 30992 30996 31005 31008 31013 31015
## Predicted 102.5 114 147.8 153.3 154.5 154.3 155 162 156 128.4 128
## cvpred 101.9 114 147.7 153.5 154.2 154.6 156 163 157 128.3 128
## pm2.5 68.0 85 70.0 77.0 84.0 96.0 53 58 54 57.0 16
## CV residual -33.9 -29 -77.7 -76.5 -70.2 -58.6 -103 -105 -103 -71.3 -112
## 31017 31018 31019 31023 31027 31028 31033 31043 31045 31048 31049
## Predicted 77.9 67.5 61.2 24.3 69.3 92.6 141 108.8 93.6 66.3 76.2
## cvpred 77.2 66.8 60.4 23.2 69.2 92.5 141 108.3 92.2 65.8 75.6
## pm2.5 11.0 12.0 12.0 10.0 16.0 18.0 38 55.0 58.0 35.0 33.0
## CV residual -66.2 -54.8 -48.4 -13.2 -53.2 -74.5 -103 -53.3 -34.2 -30.8 -42.6
## 31050 31056 31059 31062 31064 31067 31071 31073 31074 31075
## Predicted 73.7 127.1 143.7 143.3 137.44 135 126.5 132.21 132.21 132
## cvpred 73.3 126.8 143.7 142.7 137.29 135 126.2 132.01 132.01 132
## pm2.5 34.0 53.0 128.0 157.0 145.00 167 163.0 137.00 137.00 122
## CV residual -39.3 -73.8 -15.7 14.3 7.71 32 36.8 4.99 4.99 -10
## 31080 31081 31086 31087 31089 31090 31091 31092 31099 31102
## Predicted 134.5 139 150.35 150.4 129.9 91.6 129.30 123.45 118.8 125.6
## cvpred 133.9 139 150.16 150.2 129.3 90.7 128.66 123.27 118.6 125.6
## pm2.5 86.0 93 160.00 165.0 166.0 150.0 134.00 120.00 94.0 111.0
## CV residual -47.9 -46 9.84 14.8 36.7 59.3 5.34 -3.27 -24.6 -14.6
## 31103 31107 31110 31111 31116 31118 31119 31124 31125 31128 31130
## Predicted 129.9 122 151.2 109.1 41.16 35.5 11.89 109.0 113.6 130.6 137.4
## cvpred 129.3 121 150.8 108.2 39.65 35.0 10.56 108.7 113.4 130.3 137.3
## pm2.5 105.0 136 168.0 166.0 31.00 14.0 16.00 96.0 137.0 112.0 93.0
## CV residual -24.3 15 17.2 57.8 -8.65 -21.0 5.44 -12.7 23.6 -18.3 -44.3
## 31132 31136 31142 31146 31147 31150 31152 31161 31163 31170 31176
## Predicted 141.3 110.3 101.9 94.8 89.0 120.8 139.6 120.76 112.0 109.0 129.9
## cvpred 141.3 109.4 101.3 94.2 88.5 120.4 139.6 120.43 111.7 108.7 129.3
## pm2.5 74.0 86.0 91.0 66.0 56.0 50.0 54.0 116.00 96.0 75.0 102.0
## CV residual -67.3 -23.4 -10.3 -28.2 -32.5 -70.4 -85.6 -4.43 -15.7 -33.7 -27.3
## 31177 31183 31187 31189 31190 31194 31200 31206 31212 31213 31217
## Predicted 137.8 134.4 60.1 89.5 88.5 93.8 134.9 118.1 68 5.45 -7.98
## cvpred 137.4 134.9 59.3 89.5 87.9 94.1 135.4 117.9 67 4.05 -9.37
## pm2.5 70.0 53.0 23.0 22.0 24.0 31.0 48.0 80.0 17 12.00 14.00
## CV residual -67.4 -81.9 -36.3 -67.5 -63.9 -63.1 -87.4 -37.9 -50 7.95 23.37
## 31219 31222 31224 31227 31228 31230 31236 31238 31241 31244 31249
## Predicted -7.98 115.6 122.4 99.2 101.4 89.4 52.5 47.8 54.0 95.5 114
## cvpred -9.37 115.2 122.2 98.8 101.1 88.9 51.4 46.7 53.5 95.3 114
## pm2.5 18.00 29.0 48.0 36.0 30.0 23.0 19.0 17.0 32.0 74.0 43
## CV residual 27.37 -86.2 -74.2 -62.8 -71.1 -65.9 -32.4 -29.7 -21.5 -21.3 -71
## 31251 31252 31253 31257 31264 31265 31266 31269 31273 31275 31283
## Predicted 122.1 118.0 118.0 111.3 92.2 96.3 85.3 93.8 108.9 138.2 149.8
## cvpred 122.1 118.1 118.1 110.7 91.3 95.4 84.3 93.0 108.2 138.4 149.6
## pm2.5 40.0 32.0 41.0 55.0 71.0 69.0 56.0 66.0 74.0 76.0 87.0
## CV residual -82.1 -86.1 -77.1 -55.7 -20.3 -26.4 -28.3 -27.0 -34.2 -62.4 -62.6
## 31285 31287 31293 31296 31306 31318 31324 31329 31340 31342 31344
## Predicted 112 149.2 145.12 151.4 114.2 76.9 138.8 126.3 121.5 109.7 129
## cvpred 111 148.9 144.88 151.3 113.5 76.7 138.5 125.7 121.4 109.8 129
## pm2.5 94 104.0 145.00 179.0 48.0 30.0 91.0 74.0 50.0 59.0 98
## CV residual -17 -44.9 0.12 27.7 -65.5 -46.7 -47.5 -51.7 -71.4 -50.8 -31
## 31347 31348 31349 31350 31354 31357 31360 31365 31375 31378 31379
## Predicted 152.6 152.2 123.3 158.5 132.42 102.3 91.4 120.6 153 131.1 122.2
## cvpred 153.4 152.4 123.2 158.7 132.49 102.2 91.2 120.8 154 131.3 121.6
## pm2.5 96.0 115.0 77.0 125.0 142.00 114.0 69.0 99.0 25 34.0 34.0
## CV residual -57.4 -37.4 -46.2 -33.7 9.51 11.8 -22.2 -21.8 -129 -97.3 -87.6
## 31383 31384 31386 31394 31395 31398 31406 31408 31409 31412 31414
## Predicted 90.9 104.8 108.9 114.3 127.5 156 143.4 143 137.2 103.2 147.7
## cvpred 90.7 104.6 108.6 113.9 127.3 157 143.6 143 137.3 102.4 147.3
## pm2.5 54.0 67.0 81.0 36.0 31.0 42 45.0 46 42.0 62.0 55.0
## CV residual -36.7 -37.6 -27.6 -77.9 -96.3 -115 -98.6 -97 -95.3 -40.4 -92.3
## 31416 31419 31421 31422 31429 31430 31432 31438 31439 31440 31441
## Predicted 146.0 147.7 147.7 110.0 99.8 99.8 91.5 66.2 101.9 68.71 109.0
## cvpred 145.6 147.3 147.3 109.3 98.5 98.5 90.8 65.2 101.2 67.53 108.8
## pm2.5 73.0 84.0 79.0 69.0 72.0 70.0 88.0 36.0 38.0 61.00 32.0
## CV residual -72.6 -63.3 -68.3 -40.3 -26.5 -28.5 -2.8 -29.2 -63.2 -6.53 -76.8
## 31446 31452 31453 31456 31460 31466 31468 31469 31471 31478 31479
## Predicted 132.3 86.7 76.7 59.2 112.8 131 116.8 152.0 152.0 95.0 94.4
## cvpred 132.2 85.7 76.2 58.8 112.8 131 116.3 151.9 151.9 94.7 94.1
## pm2.5 38.0 25.0 28.0 28.0 37.0 75 90.0 86.0 103.0 76.0 80.0
## CV residual -94.2 -60.7 -48.2 -30.8 -75.8 -56 -26.3 -65.9 -48.9 -18.7 -14.1
## 31483 31484 31493 31505 31509 31510 31512 31513 31514 31517 31518
## Predicted 118.42 122.5 123.5 94.1 129.7 138.4 119.5 119.5 147.2 146.7 119.5
## cvpred 118.47 122.5 123.7 94.1 130.1 138.9 119.1 119.1 147.6 146.6 119.1
## pm2.5 122.00 169.0 54.0 54.0 34.0 40.0 46.0 55.0 69.0 86.0 90.0
## CV residual 3.53 46.5 -69.7 -40.1 -96.1 -98.9 -73.1 -64.1 -78.6 -60.6 -29.1
## 31522 31524 31526 31528 31535 31536 31537 31538 31539 31544 31545
## Predicted 136.65 99.3 115.0 113.0 130.1 130.5 106.2 97.3 96.3 144.1 142.3
## cvpred 136.17 98.3 114.1 112.7 129.2 130.2 105.2 96.5 95.4 143.8 142.4
## pm2.5 130.00 127.0 143.0 130.0 169.0 177.0 151.0 36.0 40.0 45.0 43.0
## CV residual -6.17 28.7 28.9 17.3 39.8 46.8 45.8 -60.5 -55.4 -98.8 -99.4
## 31547 31553 31556 31558 31562 31563 31566 31568 31569 31570 31571
## Predicted 76.8 83.4 103.9 96.0 105.5 116.5 111.8 133 97.0 97.7 110.1
## cvpred 75.6 82.5 103.4 95.3 105.2 116.3 111.5 133 96.4 97.1 109.5
## pm2.5 37.0 19.0 23.0 23.0 18.0 20.0 19.0 22 29.0 41.0 33.0
## CV residual -38.6 -63.5 -80.4 -72.3 -87.2 -96.3 -92.5 -111 -67.4 -56.1 -76.5
## 31575 31576 31580 31582 31585 31589 31591 31592 31593 31594 31595
## Predicted 61.9 65.4 105.3 65.88 99.2 109.9 106.1 93.5 68.9 52.2 58.6
## cvpred 61.6 65.1 105.2 64.52 98.8 109.8 105.8 93.0 68.0 51.2 57.6
## pm2.5 37.0 31.0 50.0 58.00 30.0 31.0 29.0 26.0 28.0 22.0 29.0
## CV residual -24.6 -34.1 -55.2 -6.52 -68.8 -78.8 -76.8 -67.0 -40.0 -29.2 -28.6
## 31596 31603 31609 31610 31612 31615 31616 31618 31623 31624 31625
## Predicted 32.81 78.3 104.5 110.8 104.18 136.7 122.5 118.7 90.2 80.3 86.6
## cvpred 31.39 77.9 103.5 109.9 103.47 136.3 121.8 117.7 88.6 79.2 85.6
## pm2.5 28.00 41.0 61.0 96.0 101.00 42.0 45.0 46.0 113.0 128.0 132.0
## CV residual -3.39 -36.9 -42.5 -13.9 -2.47 -94.3 -76.8 -71.7 24.4 48.8 46.4
## 31626 31627 31628 31631 31634 31635 31637 31638 31639 31642 31643
## Predicted 86.6 92.86 105.43 121.1 131.4 131.4 131.4 131.0 131.4 89.5 133.9
## cvpred 85.6 91.95 104.73 120.5 130.9 130.9 130.9 129.9 130.9 87.9 133.3
## pm2.5 116.0 93.00 100.00 93.0 70.0 80.0 141.0 172.0 178.0 175.0 180.0
## CV residual 30.4 1.05 -4.73 -27.5 -60.9 -50.9 10.1 42.1 47.1 87.1 46.7
## 31646 31649 31651 31652 31654 31658 31663 31668 31670 31672 31678
## Predicted 105.7 111.7 98.7 90.8 85.1 143.7 141 118.6 112.3 104 124.4
## cvpred 104.8 111.1 97.7 89.6 83.8 143.7 141 118.1 111.7 103 123.5
## pm2.5 176.0 127.0 47.0 58.0 57.0 61.0 38 56.0 50.0 47 63.0
## CV residual 71.2 15.9 -50.7 -31.6 -26.8 -82.7 -103 -62.1 -61.7 -56 -60.5
## 31679 31688 31689 31695 31699 31700 31701 31702 31704 31709 31710
## Predicted 124.9 129.5 126.9 96.7 113.3 119.6 128 93.39 112.2 141.3 94.6
## cvpred 124.5 129.2 125.9 96.0 112.8 119.2 128 91.99 112.7 141.3 93.6
## pm2.5 64.0 77.0 78.0 78.0 96.0 95.0 92 95.00 36.0 45.0 54.0
## CV residual -60.5 -52.2 -47.9 -18.0 -16.8 -24.2 -36 3.01 -76.7 -96.3 -39.6
## 31711 31713 31717 31718 31722 31723 31724 31727 31734 31737 31738
## Predicted 139.6 120.8 99.1 96.7 100.8 112.8 117.4 122.1 142.2 128 121.7
## cvpred 139.6 120.4 98.3 96.0 100.1 112.2 116.9 121.6 141.5 127 120.6
## pm2.5 65.0 29.0 58.0 58.0 80.0 87.0 80.0 77.0 78.0 77 76.0
## CV residual -74.6 -91.4 -40.3 -38.0 -20.1 -25.2 -36.9 -44.6 -63.5 -50 -44.6
## 31739 31743 31745 31749 31750 31751 31753 31767 31770 31771
## Predicted 109.1 102.392 108.12 128.9 128.9 135.2 136.8 136.6 136.58 135.0
## cvpred 107.8 101.775 107.56 128.5 128.5 134.9 136.6 136.1 136.08 134.4
## pm2.5 86.0 101.000 109.00 151.0 164.0 160.0 179.0 117.0 140.00 154.0
## CV residual -21.8 -0.775 1.44 22.5 35.5 25.1 42.4 -19.1 3.92 19.6
## 31773 31775 31776 31782 31785 31789 31790 31792 31793 31796
## Predicted 112.4 145.91 141.81 54.9 18.59 -2.19 1.914 -4.37 -4.37 -1.62
## cvpred 111.5 145.42 141.35 54.0 17.43 -3.49 0.581 -5.81 -5.81 -2.89
## pm2.5 145.0 154.00 150.00 24.0 24.00 42.00 29.000 27.00 24.00 18.00
## CV residual 33.5 8.58 8.65 -30.0 6.57 45.49 28.419 32.81 29.81 20.89
## 31799 31804 31806 31811 31812 31813 31814 31818 31819 31821 31822
## Predicted 85.2 92.0 116.0 20.09 13.805 10.3 5.04 54.9 58.6 68.3 66.3
## cvpred 84.4 91.3 115.4 18.22 11.826 8.4 3.08 54.2 57.3 67.6 64.9
## pm2.5 17.0 9.0 18.0 13.00 11.000 12.0 12.00 18.0 22.0 27.0 21.0
## CV residual -67.4 -82.3 -97.4 -5.22 -0.826 3.6 8.92 -36.2 -35.3 -40.6 -43.9
## 31823 31826 31827 31828 31830 31831 31832 31837 31838 31844 31845
## Predicted 97.4 85.2 93.7 83.3 98.0 134 119 38.1 41.7 70.5 95.2
## cvpred 96.3 83.9 92.6 82.2 97.3 134 118 36.5 39.9 69.9 94.0
## pm2.5 26.0 44.0 39.0 36.0 22.0 20 18 19.0 14.0 36.0 27.0
## CV residual -70.3 -39.9 -53.6 -46.2 -75.3 -114 -100 -17.5 -25.9 -33.9 -67.0
## 31846 31847 31850 31852 31853 31856 31859 31861 31863 31865 31868
## Predicted 89.7 110.4 129.6 124.5 124.9 126.98 96 97.59 69.29 88.2 111.20
## cvpred 89.1 110.1 129.3 123.6 124.6 125.95 95 96.71 67.59 86.8 110.04
## pm2.5 33.0 40.0 57.0 69.0 76.0 122.00 108 91.00 70.00 66.0 105.00
## CV residual -56.1 -70.1 -72.3 -54.6 -48.6 -3.95 13 -5.71 2.41 -20.8 -5.04
## 31869 31870 31874 31875 31880 31883 31884 31886 31887 31888
## Predicted 92.3 86.5 134.3 138.4 138.43 117.94 118.37 100.840 84.2 80.06
## cvpred 90.8 85.0 133.5 137.5 137.53 116.64 117.63 100.147 83.3 79.23
## pm2.5 109.0 110.0 118.0 117.0 140.00 121.00 109.00 101.000 95.0 85.00
## CV residual 18.2 25.0 -15.5 -20.5 2.47 4.36 -8.63 0.853 11.7 5.77
## 31890 31891 31897 31900 31903 31910 31919 31922 31923 31925 31942
## Predicted 77.6 96.5 142.9 101.0 105.7 87.2 99.7 99.1 99.1 90.9 106
## cvpred 76.9 96.0 143.1 100.1 104.8 85.7 98.5 97.8 97.8 89.7 105
## pm2.5 61.0 72.0 106.0 116.0 143.0 123.0 141.0 116.0 148.0 114.0 36
## CV residual -15.9 -24.0 -37.1 15.9 38.2 37.3 42.5 18.2 50.2 24.3 -69
## 31943 31945 31946 31948 31950 31952 31956 31957 31958 31961 31965
## Predicted 122.6 127.7 98.4 99.9 104 89.6 10.27 45.5 -25.6 40.7 83.1
## cvpred 121.9 127.5 97.3 99.0 103 88.5 8.36 44.0 -27.7 39.7 82.7
## pm2.5 43.0 44.0 73.0 81.0 54 27.0 22.00 20.0 22.0 11.0 50.0
## CV residual -78.9 -83.5 -24.3 -18.0 -49 -61.5 13.64 -24.0 49.7 -28.7 -32.7
## 31967 31973 31977 31980 31984 31985 31986 31987 31992 31997 32000
## Predicted 124.2 103.2 103.7 69.8 37.36 45.56 45.56 55.7 119.8 118.5 81.3
## cvpred 123.6 102.4 102.7 68.4 36.72 44.86 44.86 55.3 119.4 118.1 80.3
## pm2.5 49.0 54.0 26.0 29.0 44.00 38.00 37.00 42.0 49.0 74.0 50.0
## CV residual -74.6 -48.4 -76.7 -39.4 7.28 -6.86 -7.86 -13.3 -70.4 -44.1 -30.3
## 32001 32002 32003 32013 32015 32018 32019 32020 32021 32023 32026
## Predicted 69.4 40.66 26.17 115.0 128 128.7 135 128.7 124.6 124.6 123.0
## cvpred 68.2 39.14 24.61 114.6 128 128.6 135 128.6 124.6 124.6 122.8
## pm2.5 50.0 37.00 23.00 84.0 55 57.0 51 47.0 51.0 51.0 59.0
## CV residual -18.2 -2.14 -1.61 -30.6 -73 -71.6 -84 -81.6 -73.6 -73.6 -63.8
## 32028 32029 32031 32032 32036 32037 32039 32040 32045 32046 32047
## Predicted 114.5 120.3 86.3 121 129.2 123.5 131.4 131.4 151 150.5 158
## cvpred 114.1 119.9 85.1 121 129.1 123.4 131.5 131.5 151 151.1 159
## pm2.5 62.0 65.0 65.0 67 48.0 46.0 44.0 38.0 49 57.0 54
## CV residual -52.1 -54.9 -20.1 -54 -81.1 -77.4 -87.5 -93.5 -102 -94.1 -105
## 32052 32054 32057 32061 32062 32063 32070 32076 32080 32084 32087
## Predicted 156.2 136.4 140.2 157 157 153 115.6 21.1 9.61 41.9 82.7
## cvpred 156.9 136.1 140.2 158 157 153 115.6 20.3 8.75 41.3 82.1
## pm2.5 84.0 94.0 85.0 85 101 112 73.0 9.0 9.00 12.0 16.0
## CV residual -72.9 -42.1 -55.2 -73 -56 -41 -42.6 -11.3 0.25 -29.3 -66.1
## 32088 32092 32098 32109 32110 32111 32114 32117 32121 32125 32128
## Predicted 77.0 75.9 37.7 118.1 99.6 82.9 90.4 105.2 53.8 -5.00 9.15
## cvpred 76.3 75.2 36.3 118.2 99.6 82.8 89.7 104.8 52.6 -6.71 7.96
## pm2.5 14.0 10.0 16.0 34.0 36.0 33.0 49.0 39.0 25.0 12.00 14.00
## CV residual -62.3 -65.2 -20.3 -84.2 -63.6 -49.8 -40.7 -65.8 -27.6 18.71 6.04
## 32134 32135 32139 32140 32146 32150 32155 32158 32164 32166 32167
## Predicted 103.3 125 137 110.8 65.1 54.2 76.6 70.49 92.1 137 94.9
## cvpred 102.6 125 137 110.2 63.7 53.2 75.9 68.89 91.0 136 93.9
## pm2.5 17.0 22 73 55.0 35.0 33.0 55.0 69.00 29.0 33 41.0
## CV residual -85.6 -103 -64 -55.2 -28.7 -20.2 -20.9 0.11 -62.0 -103 -52.9
## 32169 32170 32171 32178 32179 32181 32183 32186 32187 32190 32191
## Predicted 116.2 93.2 44.84 73.35 85.9 125.9 120.1 132.3 109.72 138.57 130.7
## cvpred 115.1 91.8 42.82 72.41 85.2 125.3 119.5 131.3 108.51 137.71 129.6
## pm2.5 43.0 44.0 45.00 74.00 74.0 82.0 87.0 95.0 102.00 132.00 112.0
## CV residual -72.1 -47.8 2.18 1.59 -11.2 -43.3 -32.5 -36.3 -6.51 -5.71 -17.6
## 32193 32196 32198 32203 32206 32210 32212 32216 32218 32220 32221
## Predicted 85.13 86.63 82.40 94.1 107.56 124.2 124.2 101.8 128.9 116.3 113.8
## cvpred 83.55 84.86 81.19 93.3 106.75 123.6 123.6 100.4 128.3 115.5 113.1
## pm2.5 79.00 76.00 89.00 115.0 101.00 135.0 160.0 50.0 62.0 67.0 77.0
## CV residual -4.55 -8.86 7.81 21.7 -5.75 11.4 36.4 -50.4 -66.3 -48.5 -36.1
## 32226 32227 32232 32234 32236 32243 32258 32261 32264 32272 32279
## Predicted 121.8 125.9 100.3 100.3 96.2 71.7 130.4 134.9 104.0 83.7 125.99
## cvpred 121.2 125.3 99.1 99.1 95.1 70.1 129.6 134.6 102.7 82.9 124.93
## pm2.5 68.0 70.0 67.0 19.0 21.0 14.0 61.0 72.0 55.0 64.0 118.00
## CV residual -53.2 -55.3 -32.1 -80.1 -74.1 -56.1 -68.6 -62.6 -47.7 -18.9 -6.93
## 32284 32286 32287 32288 32291 32294 32301 32302 32305 32306
## Predicted 134.47 140.76 97.1 94.9 47.3 24.4 107.8 127.0 128.74 126.556
## cvpred 133.64 140.03 95.7 93.4 45.2 22.5 107.3 126.5 127.85 125.529
## pm2.5 142.00 131.00 113.0 118.0 92.0 27.0 51.0 79.0 123.00 126.000
## CV residual 8.36 -9.03 17.3 24.6 46.8 4.5 -56.3 -47.5 -4.85 0.471
## 32308 32312 32314 32317 32318 32320 32323 32324 32327 32331 32333
## Predicted 139.1 93.0 112 70.4 65.7 89.9 112.7 123.1 75.2 135.5 141.3
## cvpred 138.3 91.6 111 68.4 63.8 88.3 111.9 122.4 73.6 134.8 140.5
## pm2.5 95.0 33.0 50 93.0 103.0 125.0 161.0 190.0 137.0 57.0 60.0
## CV residual -43.3 -58.6 -61 24.6 39.2 36.7 49.1 67.6 63.4 -77.8 -80.5
## 32334 32335 32339 32341 32353 32355 32356 32357 32358 32362 32364
## Predicted 140.1 136.0 133.34 106.1 132.9 140.4 140.8 147.1 146.7 65.8 11.96
## cvpred 139.8 135.7 132.43 105.5 132.8 139.9 140.9 147.3 146.3 64.2 10.17
## pm2.5 66.0 70.0 138.00 92.0 98.0 106.0 107.0 106.0 114.0 102.0 9.00
## CV residual -73.8 -65.7 5.57 -13.5 -34.8 -33.9 -33.9 -41.3 -32.3 37.8 -1.17
## 32365 32366 32367 32369 32370 32376 32380 32382 32384 32392 32394
## Predicted -14.8 -25.5 -23.9 -23.9 -23.9 100.7 100.3 111.9 103 58.3 66.21
## cvpred -16.6 -27.1 -25.3 -25.3 -25.3 99.7 99.7 111.4 102 57.3 65.39
## pm2.5 9.0 15.0 9.0 10.0 12.0 110.0 50.0 24.0 35 70.0 72.00
## CV residual 25.6 42.1 34.3 35.3 37.3 10.3 -49.7 -87.4 -67 12.7 6.61
## 32395 32396 32402 32409 32411 32414 32422 32428 32429 32430 32432
## Predicted 82.89 95.8 131.9 129.7 104.1 76.0 133.4 152.0 147.3 154 147.3
## cvpred 82.24 95.1 131.7 129.4 102.8 75.2 133.3 152.4 147.8 154 147.8
## pm2.5 87.00 113.0 109.0 166.0 163.0 126.0 204.0 60.0 59.0 54 50.0
## CV residual 4.76 17.9 -22.7 36.6 60.2 50.8 70.7 -92.4 -88.8 -100 -97.8
## 32439 32445 32450 32453 32456 32464 32467 32469 32476 32477
## Predicted 147.8 102.6 150.426 150.4 107.295 -30.0 16.9 78.2 58.8 46.1
## cvpred 148.3 101.8 150.246 150.2 106.511 -31.3 15.9 77.5 58.4 45.6
## pm2.5 122.0 198.0 151.000 127.0 107.000 12.0 17.0 27.0 19.0 13.0
## CV residual -26.3 96.2 0.754 -23.2 0.489 43.3 1.1 -50.5 -39.4 -32.6
## 32480 32482 32483 32484 32493 32494 32495 32505 32506 32510 32511
## Predicted 60.2 25.2 41.5 39.3 127.0 100.4 110.8 120.7 108.2 72.2 82.0
## cvpred 59.6 24.2 40.6 38.3 126.6 100.3 110.7 120.2 107.4 71.8 81.6
## pm2.5 10.0 10.0 12.0 16.0 42.0 45.0 39.0 60.0 62.0 58.0 56.0
## CV residual -49.6 -14.2 -28.6 -22.3 -84.6 -55.3 -71.7 -60.2 -45.4 -13.8 -25.6
## 32518 32519 32520 32529 32530 32532 32533 32539 32541 32543 32546
## Predicted 134.1 134.5 140.4 89.35 79.0 125.4 91.831 134.2 134.8 130.9 91.1
## cvpred 133.5 134.5 139.9 88.06 77.6 124.3 90.414 133.1 133.7 129.6 89.3
## pm2.5 70.0 70.0 113.0 84.00 84.0 94.0 91.000 102.0 114.0 117.0 121.0
## CV residual -63.5 -64.5 -26.9 -4.06 6.4 -30.3 0.586 -31.1 -19.7 -12.6 31.7
## 32549 32550 32552 32557 32560 32562 32563 32564 32565 32568 32570
## Predicted 129.32 89.4 127.7 115.6 95.8 78.6 114.1 97.4 122.61 128.9 131
## cvpred 127.91 87.6 126.2 114.4 94.6 76.6 113.2 95.8 121.88 128.3 130
## pm2.5 126.00 113.0 98.0 148.0 106.0 90.0 90.0 110.0 119.00 106.0 113
## CV residual -1.91 25.4 -28.2 33.6 11.4 13.4 -23.2 14.2 -2.88 -22.3 -17
## 32573 32575 32578 32579 32580 32585 32587 32591 32592 32604
## Predicted 133.8 93.5 80.9 91.3 124.86 106.63 121.69 139.06 140.06 -1.11
## cvpred 133.4 92.1 79.4 89.8 123.72 106.03 121.16 138.22 139.82 -3.13
## pm2.5 114.0 128.0 125.0 126.0 124.00 112.00 126.00 140.00 138.00 15.00
## CV residual -19.4 35.9 45.6 36.2 0.28 5.97 4.84 1.78 -1.82 18.13
## 32608 32609 32610 32613 32619 32620 32623 32627 32629 32631 32637
## Predicted 52.8 50.4 91.7 121.8 130 89.9 134.5 89.3 66.0 62.96 82.4
## cvpred 52.1 49.7 91.0 121.2 129 88.7 133.6 88.2 64.9 61.95 81.7
## pm2.5 12.0 16.0 16.0 54.0 74 75.0 34.0 46.0 54.0 59.00 48.0
## CV residual -40.1 -33.7 -75.0 -67.2 -55 -13.7 -99.6 -42.2 -10.9 -2.95 -33.7
## 32643 32647 32648 32650 32651 32653 32654 32655 32664 32665 32666
## Predicted 124.1 88.3 139.0 132.3 126.0 111.4 115.0 112.56 104.5 129.2 135.0
## cvpred 123.2 86.9 138.7 131.3 124.9 110.8 113.9 111.51 103.2 128.4 134.1
## pm2.5 38.0 69.0 67.0 93.0 91.0 77.0 96.0 107.00 152.0 161.0 162.0
## CV residual -85.2 -17.9 -71.7 -38.3 -33.9 -33.8 -17.9 -4.51 48.8 32.6 27.9
## 32672 32678 32681 32682 32683 32685 32690 32692 32705 32708 32713
## Predicted 85.0 63.2 40.5 57.5 59.7 140 98.2 109.3 -9.25 112.1 80.3
## cvpred 84.1 62.0 39.3 56.2 58.6 140 97.5 108.6 -10.63 111.6 79.6
## pm2.5 14.0 13.0 11.0 10.0 12.0 22 23.0 10.0 9.00 17.0 13.0
## CV residual -70.1 -49.0 -28.3 -46.2 -46.6 -118 -74.5 -98.6 19.63 -94.6 -66.6
## 32714 32716 32717 32718 32719 32725 32727 32728 32731 32733 32734
## Predicted 77.7 141 13.50 61.3 79.0 -28.9 -44.5 16.02 38.1 55.7 100.9
## cvpred 77.2 141 12.67 60.9 78.4 -30.3 -46.1 15.53 38.1 55.6 100.5
## pm2.5 10.0 8 14.00 19.0 30.0 11.0 23.0 9.00 14.0 22.0 22.0
## CV residual -67.2 -133 1.33 -41.9 -48.4 41.3 69.1 -6.53 -24.1 -33.6 -78.5
## 32736 32738 32742 32752 32754 32759 32761 32763 32764 32770 32771
## Predicted 111.7 122.1 115.4 49.6 61.60 132.4 152.5 125.8 160.9 133.60 96.3
## cvpred 111.4 121.9 115.4 49.2 61.35 132.8 152.7 125.8 161.4 133.55 95.6
## pm2.5 28.0 62.0 28.0 66.0 53.00 114.0 187.0 146.0 139.0 127.00 148.0
## CV residual -83.4 -59.9 -87.4 16.8 -8.35 -18.8 34.3 20.2 -22.4 -6.55 52.4
## 32781 32785 32789 32790 32794 32795 32800 32801 32802 32806 32809
## Predicted 128 131.0 151.5 157.8 140 123 112 112 115 117 108
## cvpred 129 131.6 152.5 158.9 140 123 112 112 115 117 108
## pm2.5 292 211.0 217.0 226.0 269 272 221 234 237 283 289
## CV residual 163 79.4 64.5 67.1 129 149 109 122 122 166 181
## 32810 32812 32820 32821 32823 32827 32828 32829 32833 32836 32841
## Predicted 107 104 81.5 83.1 70.6 123.0 76.8 85.6 131.8 131.8 128.4
## cvpred 106 104 80.0 81.8 69.0 122.1 75.4 84.1 130.8 130.8 127.8
## pm2.5 280 284 204.0 207.0 222.0 213.0 221.0 208.0 210.0 226.0 98.0
## CV residual 174 180 124.0 125.2 153.0 90.9 145.6 123.9 79.2 95.2 -29.8
## 32859 32860 32866 32867 32869 32874 32876 32881 32882 32886 32889
## Predicted 134.5 134.5 94.6 106 106 60.0 131 136 133 130 80.0
## cvpred 133.6 133.6 93.3 105 105 58.5 131 135 133 130 78.4
## pm2.5 169.0 152.0 115.0 36 27 12.0 26 34 36 11 13.0
## CV residual 35.4 18.4 21.7 -69 -78 -46.5 -105 -101 -97 -119 -65.4
## 32890 32896 32904 32906 32907 32908 32910 32915 32922 32933 32936
## Predicted 36.5 12.05 136 115.8 119.9 106.9 153 100.27 101.4 148.7 154.9
## cvpred 34.8 11.07 136 115.5 119.6 106.7 153 99.88 100.5 148.7 155.1
## pm2.5 8.0 5.00 41 42.0 60.0 53.0 43 95.00 65.0 58.0 75.0
## CV residual -26.8 -6.07 -95 -73.5 -59.6 -53.7 -110 -4.88 -35.5 -90.7 -80.1
## 32941 32943 32944 32948 32949 32950 32954 32955 32959 32965 32978
## Predicted 111.4 106.1 106.1 137 115 120 118 125 115 93.1 136
## cvpred 111.3 106.1 106.1 137 115 119 118 124 114 92.3 135
## pm2.5 139.0 170.0 172.0 214 276 357 395 379 290 296.0 365
## CV residual 27.7 63.9 65.9 77 161 238 277 255 176 203.7 230
## 32979 32983 32987 32988 32989 32992 32994 32998 33004 33006 33008
## Predicted 136 140 136.25 130.0 83.8 103.4 105.0 102 114.2 105.6 97.7
## cvpred 135 140 134.99 128.6 81.9 101.8 103.5 100 113.2 104.5 96.4
## pm2.5 320 252 143.00 147.0 152.0 183.0 185.0 211 187.0 173.0 161.0
## CV residual 185 112 8.01 18.4 70.1 81.2 81.5 111 73.8 68.5 64.6
## 33010 33012 33013 33015 33023 33025 33026 33027 33028 33030 33032
## Predicted 68.7 12.0 -7.17 -13.8 117.7 121.8 92.9 121.8 129.7 115.5 125.8
## cvpred 66.8 9.9 -9.30 -15.7 116.4 120.5 91.3 120.5 128.6 114.6 125.1
## pm2.5 113.0 38.0 41.00 23.0 86.0 76.0 81.0 66.0 32.0 38.0 49.0
## CV residual 46.2 28.1 50.30 38.7 -30.4 -44.5 -10.3 -54.5 -96.6 -76.6 -76.1
## 33035 33036 33045 33046 33047 33051 33060 33072 33075 33079 33082
## Predicted 50.42 83.9 130.4 137.1 137.1 146.6 139.3 156.2 159.5 117.9 108.8
## cvpred 48.75 83.1 130.1 137.5 137.5 147.3 139.3 156.7 160.1 118.1 108.3
## pm2.5 56.00 67.0 95.0 86.0 74.0 96.0 112.0 247.0 203.0 193.0 146.0
## CV residual 7.25 -16.1 -35.1 -51.5 -63.5 -51.3 -27.3 90.3 42.9 74.9 37.7
## 33083 33085 33088 33090 33093 33098 33099 33107 33110 33111 33116
## Predicted 34.3 5.65 20.71 21.3 51.7 133 140 83.6 47.0 53.11 117.92
## cvpred 33.9 4.86 19.99 20.6 51.4 134 141 83.1 46.4 53.18 118.29
## pm2.5 21.0 16.00 11.00 9.0 10.0 23 27 45.0 38.0 47.00 111.00
## CV residual -12.9 11.14 -8.99 -11.6 -41.4 -111 -114 -38.1 -8.4 -6.18 -7.29
## 33120 33121 33122 33124 33126 33127 33133 33135 33137 33140 33141
## Predicted 115.2 115.2 110.5 114.8 109 111.6 32.7 63.0 66.4 108.2 119
## cvpred 114.9 114.9 110.2 114.8 109 111.4 31.3 62.6 65.6 107.5 118
## pm2.5 107.0 100.0 92.0 66.0 63 75.0 52.0 50.0 82.0 65.0 81
## CV residual -7.9 -14.9 -18.2 -48.8 -46 -36.4 20.7 -12.6 16.4 -42.5 -37
## 33143 33144 33149 33155 33158 33162 33164 33166 33168 33171 33176
## Predicted 88.2 83.41 78.0 89.3 126 131.6 136.3 134.3 133 103.8 76.2
## cvpred 87.0 82.34 77.2 88.2 126 131.7 136.4 133.7 132 102.8 75.0
## pm2.5 98.0 92.00 38.0 44.0 57 73.0 55.0 59.0 73 86.0 48.0
## CV residual 11.0 9.66 -39.2 -44.2 -69 -58.7 -81.4 -74.7 -59 -16.8 -27.0
## 33181 33186 33202 33204 33209 33211 33214 33215 33217 33218 33222
## Predicted 29.3 27.9 22.01 -16.9 3.99 47.9 99.8 126.5 139.0 109.6 97.3
## cvpred 28.0 26.8 20.57 -18.5 3.11 47.7 100.0 126.3 139.1 109.3 97.0
## pm2.5 13.0 8.0 13.00 9.0 17.00 28.0 54.0 59.0 67.0 59.0 38.0
## CV residual -15.0 -18.8 -7.57 27.5 13.89 -19.7 -46.0 -67.3 -72.1 -50.3 -59.0
## 33224 33229 33235 33238 33240 33241 33242 33248 33259 33266 33271
## Predicted 101.4 27.5 64.5 129.3 101 133.5 106.9 151.8 85.9 109 146.7
## cvpred 101.1 26.3 64.5 129.6 100 133.2 106.4 152.3 85.4 109 146.6
## pm2.5 51.0 43.0 38.0 107.0 139 174.0 181.0 142.0 159.0 231 244.0
## CV residual -50.1 16.7 -26.5 -22.6 39 40.8 74.6 -10.3 73.6 122 97.4
## 33275 33278 33281 33282 33287 33295 33296 33297 33298 33302 33306
## Predicted 111 79.0 84.7 106 104 89.3 83.3 25.6 15.2 -22.8 8.35
## cvpred 110 78.4 84.2 105 103 88.3 82.5 24.4 13.9 -24.4 6.94
## pm2.5 247 232.0 227.0 234 273 68.0 32.0 30.0 30.0 20.0 12.00
## CV residual 137 153.6 142.8 129 170 -20.3 -50.5 5.6 16.1 44.4 5.06
## 33313 33318 33326 33331 33332 33333 33334 33336 33338 33341 33342
## Predicted 86.7 65.9 4.33 97.6 99.8 74.9 70.8 128.6 137.4 151.6 113.86
## cvpred 86.0 65.1 2.91 97.6 99.9 74.9 70.8 128.5 137.3 151.8 113.81
## pm2.5 40.0 18.0 11.00 28.0 34.0 46.0 46.0 57.0 70.0 114.0 106.00
## CV residual -46.0 -47.1 8.09 -69.6 -65.9 -28.9 -24.8 -71.5 -67.3 -37.8 -7.81
## 33344 33346 33347 33352 33355 33357 33364 33368 33369 33373 33374
## Predicted 145.3 118.5 99.62 46.7 107.0 128 143.64 149.9 110.4 98.4 89.6
## cvpred 145.4 118.1 98.94 46.4 106.4 128 143.68 150.1 109.8 98.1 89.4
## pm2.5 97.0 82.0 92.00 87.0 69.0 93 141.00 184.0 174.0 166.0 151.0
## CV residual -48.4 -36.1 -6.94 40.6 -37.4 -35 -2.68 33.9 64.2 67.9 61.6
## 33375 33378 33385 33386 33387 33388 33392 33398 33400 33404 33408
## Predicted 84.9 111.0 115 108.6 111.7 96.6 103.7 -16.1 -26.4 38.9 28.9
## cvpred 84.7 110.4 115 108.5 111.5 96.4 103.9 -16.5 -26.9 38.8 28.5
## pm2.5 144.0 148.0 73 58.0 51.0 49.0 16.0 17.0 20.0 49.0 12.0
## CV residual 59.3 37.6 -42 -50.5 -60.5 -47.4 -87.9 33.5 46.9 10.2 -16.5
## 33421 33424 33426 33429 33431 33432 33436 33437 33443 33446 33456
## Predicted 7.01 4.25 16.83 32.45 57.9 41.22 80.9 87.1 20.7 -7.76 98.3
## cvpred 5.80 2.87 15.65 31.39 57.0 40.13 80.2 86.6 19.2 -9.30 98.2
## pm2.5 17.00 22.00 25.00 38.00 41.0 45.00 41.0 40.0 36.0 28.00 110.0
## CV residual 11.20 19.13 9.35 6.61 -16.0 4.87 -39.2 -46.6 16.8 37.30 11.8
## 33458 33459 33462 33464 33465 33468 33470 33472 33473 33474 33475
## Predicted 94.2 94.2 108.4 100.5 83.5 24.7 56.921 46.40 50.21 60.60 71.557
## cvpred 94.1 94.1 108.6 100.5 83.1 23.8 56.436 46.37 50.41 60.87 71.932
## pm2.5 34.0 39.0 36.0 39.0 40.0 47.0 56.000 50.00 47.00 57.00 71.000
## CV residual -60.1 -55.1 -72.6 -61.5 -43.1 23.2 -0.436 3.63 -3.41 -3.87 -0.932
## 33478 33479 33480 33481 33487 33488 33489 33496 33498 33499 33501
## Predicted 139.75 146.5 147.7 143.6 124.2 123 124.5 98.0 123 140 122
## cvpred 140.09 147.5 148.2 144.1 124.7 123 124.7 98.5 124 140 122
## pm2.5 150.00 168.0 188.0 215.0 107.0 108 113.0 258.0 234 274 310
## CV residual 9.91 20.5 39.8 70.9 -17.7 -15 -11.7 159.5 110 134 188
## 33503 33506 33510 33515 33517 33518 33523 33524 33527 33538 33540
## Predicted 155 118 120 76.6 55.3 50.6 129 120 95.0 44.0 14.44
## cvpred 156 118 120 76.0 54.5 49.8 129 120 94.1 42.5 12.85
## pm2.5 347 402 273 279.0 284.0 274.0 327 348 385.0 21.0 9.00
## CV residual 191 284 153 203.0 229.5 224.2 198 228 290.9 -21.5 -3.85
## 33542 33547 33549 33552 33553 33556 33561 33567 33569 33570 33579
## Predicted -6.63 89.4 100.4 132.1 135.8 104.4 98.4 67.83 69.5 75.7 118
## cvpred -8.10 89.5 100.6 132.6 135.7 104.1 97.7 67.44 69.2 75.5 118
## pm2.5 10.00 38.0 36.0 57.0 64.0 128.0 44.0 74.00 101.0 103.0 224
## CV residual 18.10 -51.5 -64.6 -75.6 -71.7 23.9 -53.7 6.56 31.8 27.5 106
## 33582 33585 33590 33594 33600 33603 33606 33607 33608 33609 33611
## Predicted 109.6 97.8 77.8 99.0 143 150 107 118 151.3 118.7 122.4
## cvpred 109.3 97.1 76.9 98.8 143 150 107 118 151.3 118.1 121.7
## pm2.5 126.0 118.0 122.0 149.0 280 311 297 233 178.0 167.0 145.0
## CV residual 16.7 20.9 45.1 50.2 137 161 190 115 26.7 48.9 23.3
## 33612 33613 33614 33618 33619 33622 33623 33628 33629 33630 33631
## Predicted 114 113.1 119.2 106.3 115.1 125.5 128.9 149.4 155.7 157.8 160.0
## cvpred 113 112.4 119.1 106.3 115.1 125.5 128.6 149.5 155.9 158.2 160.5
## pm2.5 166 189.0 190.0 206.0 177.0 188.0 209.0 213.0 223.0 231.0 238.0
## CV residual 53 76.6 70.9 99.7 61.9 62.5 80.4 63.5 67.1 72.8 77.5
## 33632 33635 33641 33642 33645 33648 33650 33652 33658 33660 33662
## Predicted 157.8 141 119 134 145 147 149 96.3 26.7 -0.411 -29.4
## cvpred 158.2 141 119 134 145 148 149 95.8 25.5 -1.799 -30.9
## pm2.5 242.0 297 292 309 331 316 326 212.0 13.0 15.000 10.0
## CV residual 83.8 156 173 175 186 168 177 116.2 -12.5 16.799 40.9
## 33668 33669 33670 33672 33675 33681 33684 33686 33688 33689 33692
## Predicted 43.2 101.6 64.5 78.9 120 79.5 34.109 37.23 34.75 34.75 109.7
## cvpred 42.5 101.3 64.0 78.5 119 78.5 32.834 36.66 34.31 34.31 109.9
## pm2.5 13.0 13.0 11.0 6.0 19 48.0 33.000 38.00 25.00 27.00 62.0
## CV residual -29.5 -88.3 -53.0 -72.5 -100 -30.5 0.166 1.34 -9.31 -7.31 -47.9
## 33693 33695 33701 33706 33707 33708 33709 33713 33717 33720 33724
## Predicted 121 121.80 130.8 73.6 69.0 102.6 97.9 101.6 148 114 126
## cvpred 121 121.64 130.9 73.1 68.4 102.3 97.7 102.1 149 114 126
## pm2.5 79 115.00 170.0 162.0 163.0 185.0 188.0 173.0 260 295 266
## CV residual -42 -6.64 39.1 88.9 94.6 82.7 90.3 70.9 111 181 140
## 33731 33733 33736 33738 33741 33742 33743 33744 33753 33754 33759
## Predicted 81.2 -14.5 -35.0 -27.6 -3.48 15.68 24.4 24.4 108.4 60.5 32.18
## cvpred 81.1 -14.8 -35.2 -27.6 -3.67 15.53 24.3 24.3 108.8 60.5 32.95
## pm2.5 162.0 149.0 18.0 13.0 12.00 8.00 6.0 8.0 27.0 20.0 38.00
## CV residual 80.9 163.8 53.2 40.6 15.67 -7.53 -18.3 -16.3 -81.8 -40.5 5.05
## 33768 33769 33774 33781 33785 33787 33788 33789 33790 33791 33796
## Predicted 129.9 102.6 121.8 92.3 85.2 133.6 131.5 136 129.4 132 106.7
## cvpred 130.8 103.3 122.5 92.9 85.8 134.7 131.9 136 129.6 132 106.8
## pm2.5 118.0 164.0 167.0 128.0 175.0 191.0 178.0 195 181.0 169 161.0
## CV residual -12.8 60.7 44.5 35.1 89.2 56.3 46.1 59 51.4 37 54.2
## 33797 33798 33800 33801 33803 33806 33816 33819 33820 33821 33823
## Predicted 134.6 146.6 98.8 92.5 63.3 32.7 -12.3 -22.6 -12.2 -10.6 -0.799
## cvpred 134.9 147.1 98.7 92.3 62.7 31.9 -12.7 -22.5 -12.1 -10.4 -0.503
## pm2.5 164.0 171.0 176.0 179.0 179.0 79.0 6.0 3.0 4.0 3.0 6.000
## CV residual 29.1 23.9 77.3 86.7 116.3 47.1 18.7 25.5 16.1 13.4 6.503
## 33826 33827 33828 33831 33833 33835 33839 33843 33846 33848 33849
## Predicted -13.4 -34.2 -47.6 -41.9 -36.2 25.2 42.3 95.9 80.9 83.1 72.7
## cvpred -13.3 -34.2 -47.6 -41.9 -36.1 26.1 42.4 96.2 80.9 83.2 72.4
## pm2.5 10.0 14.0 9.0 5.0 9.0 46.0 56.0 20.0 24.0 17.0 26.0
## CV residual 23.3 48.2 56.6 46.9 45.1 19.9 13.6 -76.2 -56.9 -66.2 -46.4
## 33854 33855 33857 33859 33861 33865 33870 33871 33874 33886 33888
## Predicted 21.38 23.0 39.1 74.7 109 107.71 109.25 109.3 51.03 93.0 125.9
## cvpred 21.53 23.2 39.5 75.5 110 108.08 109.77 109.8 50.53 93.5 126.3
## pm2.5 15.00 38.0 42.0 52.0 76 103.00 102.00 89.0 52.00 54.0 82.0
## CV residual -6.53 14.8 2.5 -23.5 -34 -5.08 -7.77 -20.8 1.47 -39.5 -44.3
## 33889 33891 33896 33897 33898 33904 33905 33907 33913 33915 33920
## Predicted 126.3 138.3 125.2 118.9 139.3 121 123 107 108 116.5 83.4
## cvpred 127.2 139.4 125.5 119.1 139.6 121 124 108 108 117.2 84.1
## pm2.5 76.0 106.0 155.0 163.0 157.0 225 248 296 252 199.0 19.0
## CV residual -51.2 -33.4 29.5 43.9 17.4 104 124 188 144 81.8 -65.1
## 33921 33923 33924 33926 33927 33928 33930 33931 33932 33933 33937
## Predicted 98.7 21.401 2.25 -6.52 -4.9 -9.00 -2.71 58.68 69.07 102.0 115.3
## cvpred 99.4 21.321 2.12 -6.62 -4.9 -8.97 -2.58 59.66 70.12 102.8 116.1
## pm2.5 14.0 21.000 14.00 22.00 24.0 27.00 69.00 64.00 65.00 65.0 81.0
## CV residual -85.4 -0.321 11.88 28.62 28.9 35.97 71.58 4.34 -5.12 -37.8 -35.1
## 33938 33941 33942 33943 33945 33948 33949 33951 33952 33954 33956
## Predicted 144.5 123.1 129.4 131.0 161 18.4 7.41 35.9 34.3 57.3 63.5
## cvpred 146.3 124.1 130.5 132.3 163 18.4 7.30 36.9 35.2 58.4 64.8
## pm2.5 88.0 108.0 115.0 145.0 272 70.0 76.00 69.0 118.0 84.0 93.0
## CV residual -58.3 -16.1 -15.5 12.7 109 51.6 68.70 32.1 82.8 25.6 28.2
## 33957 33958 33963 33965 33967 33968 33971 33976 33978 33979
## Predicted 121.3 103.45 110 93.5 48.11 42.384 18.359 5.00 24.7 23.1
## cvpred 122.5 104.38 111 94.4 48.51 42.724 18.367 5.04 24.8 23.1
## pm2.5 93.0 101.00 214 150.0 47.00 43.000 18.000 8.00 6.0 9.0
## CV residual -29.5 -3.38 103 55.6 -1.51 0.276 -0.367 2.96 -18.8 -14.1
## 33981 33985 33986 33989 33991 33996 33997 34001 34003 34005 34007
## Predicted 32.4 57.0 113 156 87.6 -6.94 -11.6 -1.22 1.54 19.07 33.6
## cvpred 32.5 57.4 114 158 88.2 -7.04 -11.7 -1.26 1.67 19.15 33.7
## pm2.5 5.0 11.0 27 21 8.0 9.00 8.0 9.00 12.00 10.00 9.0
## CV residual -27.5 -46.4 -87 -137 -80.2 16.04 19.7 10.26 10.33 -9.15 -24.7
## 34009 34012 34013 34015 34018 34020 34024 34029 34031 34032 34039
## Predicted 52.1 60.1 39.3 35.7 21.5 4.87 -6.94 30.1 45.2 51.4 85.9
## cvpred 52.3 60.4 39.5 36.0 21.5 4.65 -7.04 30.3 45.4 51.8 86.6
## pm2.5 14.0 12.0 10.0 11.0 11.0 8.00 9.00 14.0 10.0 16.0 15.0
## CV residual -38.3 -48.4 -29.5 -25.0 -10.5 3.35 16.04 -16.3 -35.4 -35.8 -71.6
## 34047 34050 34054 34056 34059 34061 34064 34065 34066 34067 34068
## Predicted 53.3 75.70 46.1 127.8 112.8 112.8 108.7 73.7 54.8 34.3 34.42
## cvpred 54.5 77.18 46.4 129.1 113.8 113.8 109.7 74.3 55.1 34.2 34.26
## pm2.5 23.0 73.00 94.0 93.0 130.0 134.0 75.0 62.0 69.0 48.0 43.00
## CV residual -31.5 -4.18 47.6 -36.1 16.2 20.2 -34.7 -12.3 13.9 13.8 8.74
## 34069 34073 34077 34080 34090 34091 34092 34110 34119 34120 34126
## Predicted 62.7 53.9 78.2 132.5 74.6 47.5 28.6 109.8 55.8 53.7 131
## cvpred 62.9 54.1 79.0 133.2 74.4 47.1 27.9 110.4 55.9 53.5 131
## pm2.5 32.0 19.0 89.0 144.0 86.0 71.0 77.0 128.0 82.0 125.0 347
## CV residual -30.9 -35.1 10.0 10.8 11.6 23.9 49.1 17.6 26.1 71.5 216
## 34133 34137 34139 34140 34142 34147 34153 34154 34159 34161 34163
## Predicted 120 151.8 115.7 61.4 -2.70 37.2 116 146 94.9 78.2 47.0
## cvpred 121 152.9 116.3 61.5 -3.13 37.0 116 147 95.6 78.8 47.4
## pm2.5 394 163.0 143.0 153.0 122.00 249.0 229 251 49.0 47.0 46.0
## CV residual 273 10.1 26.7 91.5 125.13 212.0 113 104 -46.6 -31.8 -1.4
## 34164 34167 34170 34178 34179 34181 34183 34187 34188 34191 34192
## Predicted 48.67 20.5 91.2 63.2 59.1 67.8 60.2 15.9 21.95 22.72 18.62
## cvpred 49.11 21.1 92.8 64.2 60.1 68.9 61.3 16.6 22.47 23.55 19.48
## pm2.5 46.00 69.0 78.0 16.0 24.0 11.0 18.0 27.0 13.00 17.00 17.00
## CV residual -3.11 47.9 -14.8 -48.2 -36.1 -57.9 -43.3 10.4 -9.47 -6.55 -2.48
## 34193 34194 34196 34198 34199 34200 34203 34204 34208 34210 34215
## Predicted 14.52 20.8 19.19 111.0 118.9 141.6 150.1 112.4 163 52.8 10.4
## cvpred 15.41 21.8 20.08 112.7 120.8 143.5 152.2 114.2 165 53.8 11.3
## pm2.5 14.00 11.0 11.00 16.0 29.0 59.0 97.0 78.0 25 17.0 22.0
## CV residual -1.41 -10.8 -9.08 -96.7 -91.8 -84.5 -55.2 -36.2 -140 -36.8 10.7
## 34216 34218 34227 34228 34230 34240 34247 34250 34252 34255 34257
## Predicted 0.31 0.875 52.1 70.7 50.2 13.61 25.1 25.1 37.1 35 31.1
## cvpred 1.46 2.058 53.4 72.0 51.6 14.48 26.1 26.1 38.3 36 32.0
## pm2.5 24.00 10.000 6.0 3.0 5.0 9.00 7.0 5.0 4.0 10 10.0
## CV residual 22.54 7.942 -47.4 -69.0 -46.6 -5.48 -19.1 -21.1 -34.3 -26 -22.0
## 34261 34265 34270 34273 34276 34278 34281 34284 34285 34286 34288
## Predicted -30.4 -19.3 28.0 34.3 88.2 92.3 131.9 1.46 7.19 -2.14 35.7
## cvpred -29.7 -18.7 28.4 34.8 89.4 93.4 133.2 1.58 7.36 -1.98 37.0
## pm2.5 9.0 10.0 85.0 46.0 25.0 27.0 37.0 39.00 37.00 33.00 77.0
## CV residual 38.7 28.7 56.6 11.2 -64.4 -66.4 -96.2 37.42 29.64 34.98 40.0
## 34294 34295 34302 34303 34304 34305 34306 34308 34310 34311 34313
## Predicted 77.3 43.2 94.7 89.0 93.6 58.6 45.1 -0.929 -5.59 9.25 35
## cvpred 78.8 43.9 95.7 89.9 94.6 59.2 45.3 -1.227 -5.90 9.24 36
## pm2.5 94.0 90.0 38.0 40.0 31.0 22.0 24.0 20.000 12.00 14.00 20
## CV residual 15.2 46.1 -57.7 -49.9 -63.6 -37.2 -21.3 21.227 17.90 4.76 -16
## 34315 34322 34323 34328 34332 34333 34334 34335 34339 34341 34344
## Predicted 68.5 93.1 108.3 133.0 49.3 12.7 3.94 39.59 70.76 104.1 120.8
## cvpred 69.3 94.1 109.2 134.4 49.5 12.7 3.93 40.55 71.93 105.6 121.9
## pm2.5 23.0 28.0 36.0 99.0 69.0 43.0 38.00 44.00 63.00 130.0 134.0
## CV residual -46.3 -66.1 -73.2 -35.4 19.5 30.3 34.07 3.45 -8.93 24.4 12.1
## 34346 34358 34359 34367 34372 34373 34375 34377 34378 34380 34382
## Predicted 118 58.5 47.6 124.2 111.92 111.9 111.9 96.7 48.3 6.71 -8.91
## cvpred 119 59.2 48.2 125.5 113.14 113.1 113.1 97.6 48.2 6.31 -9.43
## pm2.5 219 96.0 88.0 211.0 115.00 87.0 60.0 82.0 73.0 56.00 33.00
## CV residual 100 36.8 39.8 85.5 1.86 -26.1 -53.1 -15.6 24.8 49.69 42.43
## 34384 34385 34386 34392 34393 34394 34396 34398 34401 34402 34403
## Predicted -13.6 -11.4 -9.20 91.1 118.2 107.5 143.3 159.44 111.64 122.3 42.7
## cvpred -14.1 -11.8 -9.46 91.9 119.2 108.5 144.7 160.98 112.57 123.2 42.8
## pm2.5 28.0 30.0 33.00 164.0 167.0 180.0 163.0 159.00 113.00 137.0 92.0
## CV residual 42.1 41.8 42.46 72.1 47.8 71.5 18.3 -1.98 0.43 13.8 49.2
## 34407 34412 34413 34417 34419 34423 34424 34426 34428 34429 34432
## Predicted 12.7 75.89 112.9 116.0 91.2 75.6 72.4 33.28 9.04 3.74 42.2
## cvpred 12.6 76.55 113.9 116.8 91.7 76.0 72.6 33.11 8.76 3.45 42.5
## pm2.5 47.0 83.00 130.0 83.0 162.0 25.0 39.0 27.00 12.00 9.00 11.0
## CV residual 34.4 6.45 16.1 -33.8 70.3 -51.0 -33.6 -6.11 3.24 5.55 -31.5
## 34438 34439 34440 34443 34445 34446 34448 34449 34450 34451 34459
## Predicted 96.5 119.4 137.6 118.21 114.1 137.2 166.0 124.5 124.5 114.1 126.9
## cvpred 98.1 121.3 138.9 119.53 115.5 138.7 167.9 125.9 125.6 115.1 127.8
## pm2.5 59.0 66.0 77.0 112.00 139.0 155.0 141.0 182.0 138.0 119.0 115.0
## CV residual -39.1 -55.3 -61.9 -7.53 23.5 16.3 -26.9 56.1 12.4 3.9 -12.8
## 34460 34461 34462 34464 34468 34472 34479 34481 34482 34484 34486
## Predicted 137.8 130.0 154.5 168 170 172.0 128 138 152 136 165
## cvpred 138.9 131.2 155.7 170 171 173.8 129 138 153 137 166
## pm2.5 124.0 152.0 170.0 294 415 197.0 366 421 450 429 460
## CV residual -14.9 20.8 14.3 124 244 23.2 237 283 297 292 294
## 34495 34498 34508 34509 34510 34511 34512 34513 34515 34517 34519
## Predicted 111 111 33.2 37.9 42.5 48.8 48.8 53.5 59.8 53.5 55.7
## cvpred 111 111 33.6 38.2 42.9 49.3 49.3 54.0 60.4 54.0 56.3
## pm2.5 435 346 17.0 11.0 15.0 12.0 14.0 12.0 8.0 7.0 8.0
## CV residual 324 235 -16.6 -27.2 -27.9 -37.3 -35.3 -42.0 -52.4 -47.0 -48.3
## 34520 34521 34522 34523 34525 34526 34527 34530 34537 34551 34555
## Predicted 60.3 54.0 41.5 31.1 13.55 12.98 20.90 27.2 98.0 29.0 29.1
## cvpred 61.0 54.6 41.8 31.3 13.85 13.24 21.35 27.7 99.2 29.9 30.0
## pm2.5 8.0 11.0 12.0 11.0 9.00 17.00 12.00 14.0 63.0 14.0 10.0
## CV residual -53.0 -43.6 -29.8 -20.3 -4.85 3.76 -9.35 -13.7 -36.2 -15.9 -20.0
## 34557 34563 34565 34566 34568 34569 34572 34577 34587 34589 34591
## Predicted 42.0 59.2 67.1 128 139 122 68.8 16.1 149.8 127.2 143
## cvpred 42.8 60.3 68.4 131 141 124 70.7 17.1 152.1 129.3 145
## pm2.5 11.0 6.0 5.0 11 8 23 30.0 29.0 53.0 48.0 39
## CV residual -31.8 -54.3 -63.4 -120 -133 -101 -40.7 11.9 -99.1 -81.3 -106
## 34595 34597 34598 34600 34603 34604 34606 34612 34614 34619 34625
## Predicted 16.00 13.81 -2.59 3.70 43.6 57.1 111 115.7 100.5 90.96 62.6
## cvpred 17.28 14.96 -1.32 5.07 45.2 58.6 113 117.9 102.2 92.01 64.4
## pm2.5 10.00 12.00 8.00 13.00 9.0 16.0 12 45.0 43.0 87.00 79.0
## CV residual -7.28 -2.96 9.32 7.93 -36.2 -42.6 -101 -72.9 -59.2 -5.01 14.6
## 34627 34629 34632 34633 34634 34635 34641 34643 34656 34658 34661
## Predicted 87.5 79.6 96.2 100.3 107 116.934 93.5 53.1 57.2 57.2 68.1
## cvpred 88.9 80.7 97.6 101.6 108 118.478 94.7 53.6 57.6 57.6 68.7
## pm2.5 114.0 101.0 69.0 71.0 123 118.000 53.0 28.0 80.0 39.0 42.0
## CV residual 25.1 20.3 -28.6 -30.6 15 -0.478 -41.7 -25.6 22.4 -18.6 -26.7
## 34666 34667 34669 34681 34682 34683 34688 34689 34692 34693 34694
## Predicted 65.1 13.2 29.3 131 131 124 104.4 105.0 109.1 81.7 83.3
## cvpred 65.5 13.0 29.4 132 132 125 105.2 105.8 109.6 82.2 83.9
## pm2.5 27.0 24.0 44.0 271 331 291 66.0 88.0 89.0 117.0 135.0
## CV residual -38.5 11.0 14.6 139 199 166 -39.2 -17.8 -20.6 34.8 51.1
## 34697 34699 34702 34703 34705 34706 34709 34717 34720 34722 34726
## Predicted 93.6 120.7 119 123 85.3 87.5 79.0 28.19 36.75 55.9 57.6
## cvpred 94.8 122.1 120 123 85.5 87.8 79.1 28.01 36.76 56.0 57.8
## pm2.5 174.0 194.0 284 281 310.0 280.0 198.0 19.00 30.00 28.0 17.0
## CV residual 79.2 71.9 164 158 224.5 192.2 118.9 -9.01 -6.76 -28.0 -40.8
## 34730 34732 34735 34736 34742 34746 34748 34749 34754 34756 34758
## Predicted 74.8 86.9 102.6 107.3 67.5 102.3 119.0 118.6 93.8 107.0 115
## cvpred 75.2 87.4 103.6 108.3 68.3 104.1 120.9 119.9 94.8 108.2 116
## pm2.5 12.0 11.0 12.0 27.0 20.0 78.0 97.0 97.0 41.0 11.0 9
## CV residual -63.2 -76.4 -91.6 -81.3 -48.3 -26.1 -23.9 -22.9 -53.8 -97.2 -107
## 34759 34760 34763 34765 34766 34768 34769 34771 34774 34779 34784
## Predicted 104.4 94.3 78.6 57.2 58.9 44.4 48.5 105 88.3 89.5 112.4
## cvpred 105.8 95.4 79.2 57.7 59.4 44.8 48.9 106 89.0 90.2 113.4
## pm2.5 8.0 10.0 26.0 31.0 27.0 27.0 33.0 43 93.0 40.0 36.0
## CV residual -97.8 -85.4 -53.2 -26.7 -32.4 -17.8 -15.9 -63 4.0 -50.2 -77.4
## 34785 34786 34789 34791 34792 34797 34801 34802 34805 34806 34813
## Predicted 108.6 72.8 38.2 58.3 29.40 90.7 70.5 76.8 76.8 92.5 34.07
## cvpred 109.4 72.8 38.0 58.5 29.26 90.9 70.6 77.0 77.0 93.2 33.93
## pm2.5 40.0 24.0 17.0 15.0 20.00 57.0 37.0 28.0 17.0 21.0 42.00
## CV residual -69.4 -48.8 -21.0 -43.5 -9.26 -33.9 -33.6 -49.0 -60.0 -72.2 8.07
## 34816 34818 34826 34833 34836 34837 34838 34839 34842 34848 34851
## Predicted 47.30 74.8 143.6 103.9 108.0 98.7 85.8 79.5 117.415 124 111
## cvpred 47.39 75.7 144.5 104.7 108.4 99.1 86.3 79.9 118.657 124 112
## pm2.5 45.00 121.0 177.0 62.0 80.0 112.0 144.0 139.0 118.000 334 337
## CV residual -2.39 45.3 32.5 -42.7 -28.4 12.9 57.7 59.1 -0.657 210 225
## 34858 34860 34865 34870 34872 34873 34877 34880 34881 34883 34884
## Predicted 79.6 40.6 23.61 123.1 139.7 105 109 153 128 93.9 114.9
## cvpred 79.7 40.3 23.38 123.6 140.4 105 109 154 129 93.8 114.9
## pm2.5 93.0 66.0 33.00 202.0 216.0 247 457 346 332 211.0 201.0
## CV residual 13.3 25.7 9.62 78.4 75.6 142 348 192 203 117.2 86.1
## 34885 34889 34890 34891 34892 34893 34894 34897 34899 34904 34905
## Predicted 114 115 134 104 115 104 121 119 124 128 126
## cvpred 114 115 135 105 116 105 122 119 125 129 127
## pm2.5 235 362 333 312 309 332 294 267 329 247 265
## CV residual 121 247 198 207 193 227 172 148 204 118 138
## 34906 34910 34912 34913 34914 34915 34920 34921 34924 34930 34932
## Predicted 122 61.4 34.1 16.0 14.7 19.91 44.9 49.0 53.6 38.4 25.79
## cvpred 123 61.5 34.2 16.2 15.1 20.33 45.4 49.5 54.1 38.5 25.75
## pm2.5 262 286.0 58.0 43.0 36.0 26.00 20.0 13.0 13.0 17.0 16.00
## CV residual 139 224.5 23.8 26.8 20.9 5.67 -25.4 -36.5 -41.1 -21.5 -9.75
## 34934 34935 34938 34943 34945 34946 34949 34956 34960 34968 34976
## Predicted -2.13 3.59 8.26 29.0 58.3 41.6 43.2 40.5 27.8 88.2 71.6
## cvpred -2.19 3.60 8.27 29.2 58.8 42.0 43.7 40.8 28.4 89.4 72.6
## pm2.5 15.00 14.00 11.00 17.0 13.0 23.0 12.0 21.0 15.0 45.0 15.0
## CV residual 17.19 10.40 2.73 -12.2 -45.8 -19.0 -31.7 -19.8 -13.4 -44.4 -57.6
## 34978 34980 34986 34988 34991 34995 34997 34998 34999 35000 35001
## Predicted 57.9 33.1 16.29 18.8 26.7 42.8 38.13 52.3 58.6 109 131.9
## cvpred 58.7 33.7 17.31 19.7 27.8 44.0 39.35 53.8 60.2 111 134.2
## pm2.5 21.0 14.0 20.00 30.0 38.0 74.0 32.00 27.0 24.0 33 60.0
## CV residual -37.7 -19.7 2.69 10.3 10.2 30.0 -7.35 -26.8 -36.2 -78 -74.2
## 35004 35006 35009 35028 35030 35033 35034 35040 35044 35045 35047
## Predicted 60.20 44.73 46.4 12.6 13.7 11.2 19.96 78.58 118.61 101.36 65.5
## cvpred 61.59 46.82 48.5 13.7 14.8 12.4 21.17 81.03 121.04 103.59 67.5
## pm2.5 67.00 42.00 68.0 34.0 27.0 25.0 25.00 88.00 129.00 109.00 83.0
## CV residual 5.41 -4.82 19.5 20.3 12.2 12.6 3.83 6.97 7.96 5.41 15.5
## 35048 35061 35065 35068 35072 35073 35080 35086 35087 35088 35089
## Predicted 40.9 19.39 23.494 31.4 35.5 39.6 10.6 98.3 140.4 92.2 111.7
## cvpred 42.6 20.57 24.636 32.7 36.8 40.9 11.3 99.7 142.7 93.3 113.1
## pm2.5 71.0 18.00 24.000 70.0 75.0 58.0 24.0 70.0 81.0 111.0 144.0
## CV residual 28.4 -2.57 -0.636 37.3 38.2 17.1 12.7 -29.7 -61.7 17.7 30.9
## 35091 35094 35095 35097 35098 35104 35105 35107 35110 35122
## Predicted 157.2 151.67 163.9757 132.7 122.03 101.1 107.4 134.5 152.2 54.8
## cvpred 159.2 153.83 166.0435 134.1 123.03 102.2 108.6 135.9 154.3 55.1
## pm2.5 174.0 149.00 166.0000 107.0 114.00 128.0 146.0 173.0 232.0 36.0
## CV residual 14.8 -4.83 -0.0435 -27.1 -9.03 25.8 37.4 37.1 77.7 -19.1
## 35123 35124 35127 35134 35135 35141 35146 35150 35151 35154 35159
## Predicted 22 17.37 17.16 126.2 133.2 166.1 160.0 143.1 138.8 105 170
## cvpred 22 17.34 17.35 127.4 134.8 167.5 161.5 144.2 140.5 106 172
## pm2.5 36 23.00 26.00 68.0 60.0 77.0 101.0 178.0 176.0 224 203
## CV residual 14 5.66 8.65 -59.4 -74.8 -90.5 -60.5 33.8 35.5 118 31
## 35160 35163 35166 35169 35170 35175 35177 35178 35181 35185 35188
## Predicted 132.7 135.2 137.9 125.6 111.4 45.1 74.4 93.2 133.3 156.8 152.47
## cvpred 134.1 136.4 139.3 126.6 112.1 45.3 75.5 94.7 134.4 157.7 153.05
## pm2.5 221.0 175.0 155.0 109.0 140.0 32.0 29.0 37.0 53.0 128.0 157.00
## CV residual 86.9 38.6 15.7 -17.6 27.9 -13.3 -46.5 -57.7 -81.4 -29.7 3.95
## 35189 35190 35191 35199 35206 35208 35209 35211 35215 35221 35222
## Predicted 154.5 154.1 154.5 153.11 153.7 154.9 154.9 170 132 63.2 52.2
## cvpred 155.8 154.8 155.8 154.53 155.1 155.9 155.9 171 133 63.4 52.3
## pm2.5 144.0 138.0 128.0 145.00 177.0 201.0 217.0 204 203 102.0 77.0
## CV residual -11.8 -16.8 -27.8 -9.53 21.9 45.1 61.1 33 70 38.6 24.7
## 35228 35234 35237 35239 35242 35246 35247 35249 35254 35259 35263
## Predicted 65.9 57.7 66.5 68.7 59.1 1.68 17.8 17.7911 58.6 81 60.2
## cvpred 66.3 58.2 67.0 69.3 59.5 1.85 18.1 18.0963 59.4 82 61.1
## pm2.5 35.0 12.0 15.0 15.0 18.0 23.00 16.0 18.0000 21.0 30 11.0
## CV residual -31.3 -46.2 -52.0 -54.3 -41.5 21.15 -2.1 -0.0963 -38.4 -52 -50.1
## 35265 35266 35270 35274 35275 35277 35284 35285 35286 35287 35290
## Predicted 75.2 38.1 -9.29 58.9 73.4 86.2 100.89 107.2 109 113.5 84.5
## cvpred 76.2 38.5 -8.67 60.5 75.0 87.8 102.32 108.7 111 115.1 85.5
## pm2.5 20.0 22.0 14.00 44.0 53.0 56.0 104.00 88.0 85 66.0 61.0
## CV residual -56.2 -16.5 22.67 -16.5 -22.0 -31.8 1.68 -20.7 -26 -49.1 -24.5
## 35295 35299 35301 35302 35303 35305 35307 35308 35311 35316 35319
## Predicted -8.51 51.0 98.7 57.1 114.16 110.02 99 105 115.4 42.1 -7.16
## cvpred -8.13 52.4 99.6 57.8 115.76 111.13 100 106 116.9 42.5 -6.98
## pm2.5 63.00 87.0 126.0 126.0 106.00 118.00 199 262 177.0 85.0 81.00
## CV residual 71.13 34.6 26.4 68.2 -9.76 6.87 99 156 60.1 42.5 87.98
## 35320 35323 35326 35328 35335 35338 35341 35343 35344 35345 35351
## Predicted 26.1 68.4 77.1 94.855 53.1 31.31 37.5 -9.48 -20.4 -14.1 79.6
## cvpred 26.9 69.8 77.9 95.595 53.6 31.06 37.6 -9.70 -20.8 -14.4 80.3
## pm2.5 111.0 189.0 218.0 95.000 12.0 33.00 10.0 12.00 12.0 8.0 62.0
## CV residual 84.1 119.2 140.1 -0.595 -41.6 1.94 -27.6 21.70 32.8 22.4 -18.3
## 35358 35364 35365 35366 35367 35368 35369 35372 35373 35375 35376
## Predicted 105.85 91.0 83.9 62.8 62.3 52.31 51.9 94.4 134.37 135 104
## cvpred 107.02 91.6 84.5 63.6 63.0 53.51 52.5 95.4 136.08 137 105
## pm2.5 105.00 118.0 106.0 96.0 82.0 63.00 79.0 115.0 131.00 287 299
## CV residual -2.02 26.4 21.5 32.4 19.0 9.49 26.5 19.6 -5.08 150 194
## 35381 35385 35386 35392 35393 35396 35398 35400 35404 35405 35408
## Predicted 93.8 110.8 96.3 49.5 63.8 89.3 126.9 137.3 112 111.9 107.8
## cvpred 94.8 111.7 96.7 49.7 64.6 90.2 127.6 138.1 113 112.8 108.8
## pm2.5 49.0 170.0 180.0 111.0 133.0 103.0 93.0 122.0 213 196.0 90.0
## CV residual -45.8 58.3 83.3 61.3 68.4 12.8 -34.6 -16.1 100 83.2 -18.8
## 35412 35413 35416 35417 35422 35425 35426 35427 35430 35431 35432
## Predicted 44.87 65.6 43.40 39.3 133 145 150 150 161 125 125
## cvpred 44.87 66.0 43.81 39.7 133 146 151 151 162 126 126
## pm2.5 52.00 55.0 48.00 60.0 513 569 659 648 623 618 532
## CV residual 7.13 -11.0 4.19 20.3 380 423 508 497 461 492 406
## 35437 35439 35441 35446 35462 35467 35469 35471 35472 35473 35475
## Predicted 81.8 100.1 79.9 148 97.8 2.46 12.8 52.8 7.13 23.8 19.99
## cvpred 82.0 101.1 80.8 148 97.9 2.39 12.9 53.0 7.06 23.9 19.88
## pm2.5 457.0 161.0 298.0 422 77.0 195.00 293.0 381.0 296.00 38.0 22.00
## CV residual 375.0 59.9 217.2 274 -20.9 192.61 280.1 328.0 288.94 14.1 2.12
## 35476 35477 35482 35490 35491 35494 35495 35499 35502 35505 35512
## Predicted 55.3 74.1 60.2 69.6 63.8 98.5 124.0 143.6 158.5 161.7 124
## cvpred 55.3 74.5 60.0 70.4 64.6 99.5 125.1 144.8 159.4 162.8 126
## pm2.5 20.0 14.0 42.0 87.0 95.0 145.0 184.0 133.0 114.0 143.0 195
## CV residual -35.3 -60.5 -18.0 16.6 30.4 45.5 58.9 -11.8 -45.4 -19.8 69
## 35518 35521 35523 35526 35527 35532 35534 35535 35538 35540 35543
## Predicted 33.0 60.0 48.6 53.3 59.6 18.8 7.90 1.61 12.56 26.0 41.3
## cvpred 33.6 60.9 49.4 54.0 60.4 19.2 8.15 1.76 12.82 26.2 41.4
## pm2.5 22.0 16.0 7.0 8.0 7.0 7.0 14.00 13.00 14.00 8.0 9.0
## CV residual -11.6 -44.9 -42.4 -46.0 -53.4 -12.2 5.85 11.24 1.18 -18.2 -32.4
## 35547 35548 35553 35555 35556 35559 35564 35567 35571 35579 35582
## Predicted 39.4 63.0 71.8 35.6 8.54 35.77 64.892 118.03 107 70.4 74.4
## cvpred 39.7 63.5 72.3 35.6 8.30 36.27 66.295 119.32 108 71.4 76.0
## pm2.5 15.0 13.0 22.0 24.0 24.00 42.00 67.000 112.00 164 101.0 119.0
## CV residual -24.7 -50.5 -50.3 -11.6 15.70 5.73 0.705 -7.32 56 29.6 43.0
## 35583 35584 35587 35590 35597 35598 35600 35604 35610 35613 35614
## Predicted 60.5 56.4 89.7 136.4 122 166 128 77.4 98.5 122 141
## cvpred 61.6 57.6 91.3 138.8 124 168 130 78.8 100.2 123 143
## pm2.5 115.0 125.0 184.0 237.0 350 321 239 311.0 282.0 301 325
## CV residual 53.4 67.4 92.7 98.2 226 153 109 232.2 181.8 178 182
## 35621 35622 35623 35628 35630 35631 35632 35634 35637 35640 35642
## Predicted 111 119 119 50.6 35.0 8.31 2.59 -0.947 19.3 44.14 64.9
## cvpred 113 121 121 51.5 35.8 9.06 3.27 -0.197 20.2 45.17 66.1
## pm2.5 270 252 234 210.0 142.0 122.00 59.00 40.000 32.0 43.00 55.0
## CV residual 157 131 113 158.5 106.2 112.94 55.73 40.197 11.8 -2.17 -11.1
## 35644 35646 35648 35649 35651 35659 35661 35664 35667 35672
## Predicted 111.4 86 39.27 48.0 18.0863 70.7 44.293 135.0 151 140
## cvpred 112.8 87 40.01 48.8 18.0717 71.7 44.805 135.6 152 141
## pm2.5 60.0 42 32.00 14.0 18.0000 14.0 45.000 59.0 30 26
## CV residual -52.8 -45 -8.01 -34.8 -0.0717 -57.7 0.195 -76.6 -122 -115
## 35674 35678 35679 35682 35683 35685 35686 35687 35693 35696 35697
## Predicted 133 103.7 107.0 107.7 113.6 126.0 140.5 156.6 146.0 147.7 141.4
## cvpred 134 104.7 108.1 109.2 114.6 127.8 142.3 158.5 147.9 149.6 143.3
## pm2.5 29 38.0 49.0 74.0 80.0 106.0 113.0 139.0 111.0 119.0 125.0
## CV residual -105 -66.7 -59.1 -35.2 -34.6 -21.8 -29.3 -19.5 -36.9 -30.6 -18.3
## 35702 35714 35716 35717 35718 35721 35724 35729 35730 35731 35739
## Predicted 65.6 47.0 64.2 70.5 106.3 101 84.1 89.7 93.5 108.3 171
## cvpred 66.5 47.6 65.1 71.5 107.7 102 85.0 90.7 94.7 109.8 173
## pm2.5 149.0 9.0 13.0 13.0 14.0 18 15.0 64.0 81.0 75.0 74
## CV residual 82.5 -38.6 -52.1 -58.5 -93.7 -84 -70.0 -26.7 -13.7 -34.8 -99
## 35742 35750 35752 35755 35757 35760 35761 35766 35771 35775 35777
## Predicted 158.7 143.6 138.5 138.9 133 171 167.3 114.0 25.626 28.1 28.1
## cvpred 160.7 146.1 140.4 140.9 135 173 169.5 115.9 26.602 30.0 30.0
## pm2.5 81.0 163.0 190.0 217.0 226 213 229.0 20.0 26.000 12.0 17.0
## CV residual -79.7 16.9 49.6 76.1 91 40 59.5 -95.9 -0.602 -18.0 -13.0
## 35787 35788 35790 35792 35795 35796 35799 35805 35807 35808
## Predicted 156 162 139.07 125.85 104.79 98.5 139.4 148.21 148.2 152.3
## cvpred 158 164 140.49 127.07 105.58 99.2 140.6 149.34 149.3 153.4
## pm2.5 344 281 150.00 133.00 103.00 81.0 117.0 148.00 167.0 180.0
## CV residual 186 117 9.51 5.93 -2.58 -18.2 -23.6 -1.34 17.7 26.6
## 35811 35814 35822 35824 35827 35828 35830 35831 35840 35842 35854
## Predicted 104 122.0 148.7 154.9 160.6 168.5 174.8 174.8 146.8 97.6 -2.80
## cvpred 105 122.9 149.9 156.6 162.4 170.5 176.9 176.9 148.4 98.5 -1.31
## pm2.5 172 179.0 124.0 143.0 120.0 135.0 132.0 141.0 162.0 141.0 7.00
## CV residual 67 56.1 -25.9 -13.6 -42.4 -35.5 -44.9 -35.9 13.6 42.5 8.31
## 35860 35863 35865 35869 35872 35874 35878 35881 35883 35885 35889
## Predicted 56.7 2.15 8.72 -19.2 -40.8 -32.1 19.76 25.4 23.8 23.8 20.5
## cvpred 58.2 3.45 9.87 -18.1 -39.6 -30.9 20.97 26.7 25.0 25.0 21.6
## pm2.5 9.0 7.00 6.00 6.0 4.0 6.0 11.00 3.0 6.0 6.0 10.0
## CV residual -49.2 3.55 -3.87 24.1 43.6 36.9 -9.97 -23.7 -19.0 -19.0 -11.6
## 35891 35893 35895 35898 35901 35902 35903 35904 35905 35906 35912
## Predicted 1.67 -13.4 -29.0 33.4 81.6 67.4 67.4 73.9 105.10 94.4 113.5
## cvpred 2.39 -12.7 -27.9 35.4 83.7 69.2 69.2 75.0 106.99 96.5 115.1
## pm2.5 12.00 11.0 6.0 18.0 71.0 91.0 109.0 126.0 104.00 80.0 148.0
## CV residual 9.61 23.7 33.9 -17.4 -12.7 21.8 39.8 51.0 -2.99 -16.5 32.9
## 35913 35915 35917 35918 35919 35921 35932 35934 35935 35936
## Predicted 113.55 106.58 80.9 94.784 105.0 105.04 149.5 122.2 148 154.1
## cvpred 115.14 107.74 81.6 95.504 106.4 106.36 150.7 123.2 149 155.4
## pm2.5 114.00 117.00 116.0 96.000 96.0 99.00 203.0 187.0 168 158.0
## CV residual -1.14 9.26 34.4 0.496 -10.4 -7.36 52.3 63.8 19 2.6
## 35937 35938 35944 35945 35947 35950 35951 35954 35961 35962 35963
## Predicted 127.8 94.1 86.9 96.1 99.45 119.3 142.0 147.7 168.2 168.2 168.2
## cvpred 128.6 94.2 87.4 97.1 100.18 120.4 143.1 148.9 169.8 169.8 169.8
## pm2.5 155.0 154.0 125.0 121.0 102.00 155.0 131.0 86.0 105.0 105.0 112.0
## CV residual 26.4 59.8 37.6 23.9 1.82 34.6 -12.1 -62.9 -64.8 -64.8 -57.8
## 35965 35972 35975 35978 35980 35981 35987 35989 35991 35995 36001
## Predicted 163.6 162.1 172.5 172.5 172.5 170 132.1 68.8 58.4 72.7 71.7
## cvpred 165.1 163.8 174.3 174.3 174.3 171 132.6 69.1 58.7 73.3 72.2
## pm2.5 94.0 107.0 108.0 95.0 88.0 115 79.0 20.0 10.0 10.0 9.0
## CV residual -71.1 -56.8 -66.3 -79.3 -86.3 -56 -53.6 -49.1 -48.7 -63.3 -63.2
## 36007 36009 36011 36019 36021 36022 36023 36030 36033 36034 36038
## Predicted 84.9 87.3 51.8 41.9 57.0 67.3 84.6 101.5 93.4 77.3 86.0
## cvpred 85.6 88.0 51.9 42.0 57.1 67.6 85.0 102.5 93.8 77.6 87.3
## pm2.5 10.0 12.0 12.0 11.0 15.0 26.0 24.0 9.0 13.0 13.0 20.0
## CV residual -75.6 -76.0 -39.9 -31.0 -42.1 -41.6 -61.0 -93.5 -80.8 -64.6 -67.3
## 36039 36041 36045 36046 36047 36049 36055 36056 36059 36060 36062
## Predicted 85.5 80.8 112.0 132.3 138.6 159.1 130.9 126.8 93.5 118.3 109
## cvpred 86.7 82.1 113.4 133.4 139.8 160.6 132.5 128.4 94.2 119.3 111
## pm2.5 20.0 24.0 47.0 53.0 64.0 66.0 112.0 100.0 64.0 73.0 103
## CV residual -66.7 -58.1 -66.4 -80.4 -75.8 -94.6 -20.5 -28.4 -30.2 -46.3 -8
## 36063 36064 36072 36074 36077 36078 36079 36081 36085 36086 36087
## Predicted 100.2 94.4 155.8 142 122.7 114.8 113 105.3 22.8 43.63 49.36
## cvpred 101.3 95.9 157.1 143 123.8 115.7 114 105.9 22.8 44.32 50.11
## pm2.5 126.0 146.0 177.0 268 181.0 146.0 141 124.0 36.0 39.00 55.00
## CV residual 24.7 50.1 19.9 125 57.2 30.3 27 18.1 13.2 -5.32 4.89
## 36088 36090 36093 36094 36100 36103 36104 36105 36107 36109 36112
## Predicted 54.6 70.1 95.9 112.8 130 122.2 122.2 118.1 124.6 117.5 118.0
## cvpred 54.9 71.0 96.7 113.5 131 122.9 122.9 118.8 125.2 118.2 118.7
## pm2.5 114.0 95.0 229.0 175.0 193 176.0 181.0 185.0 205.0 214.0 208.0
## CV residual 59.1 24.0 132.3 61.5 62 53.1 58.1 66.2 79.8 95.8 89.3
## 36118 36123 36126 36130 36133 36135 36140 36148 36151 36153 36155
## Predicted 109 135 132 130.2 135.5 128 153 134 126 131 105
## cvpred 109 136 133 130.8 136.2 129 154 135 127 132 106
## pm2.5 250 261 259 206.0 218.0 264 327 466 322 319 277
## CV residual 141 125 126 75.2 81.8 135 173 331 195 187 171
## 36157 36159 36160 36161 36162 36169 36170 36171 36176 36177 36178
## Predicted 133 122 117 117 122 120 129 122 124 113 105
## cvpred 134 123 118 117 123 121 130 123 124 114 105
## pm2.5 279 348 418 423 366 382 393 388 328 323 297
## CV residual 145 225 300 306 243 261 263 265 204 209 192
## 36180 36181 36182 36183 36185 36186 36190 36194 36196 36198 36202
## Predicted 98.3 64.2 57.9 55.9 78.6 88.9 123 122.1 137.1 106 104.8
## cvpred 98.9 64.2 57.8 56.4 79.1 89.6 124 122.8 137.9 106 104.5
## pm2.5 267.0 259.0 177.0 161.0 185.0 211.0 238 142.0 117.0 52 70.0
## CV residual 168.1 194.8 119.2 104.6 105.9 121.4 114 19.2 -20.9 -54 -34.5
## 36204 36211 36217 36218 36219 36222 36223 36226 36228 36229 36232
## Predicted 63.9 78.90 113.4 123.8 125.4 127.6 129.2 125.4 112.3 103.5 103.7
## cvpred 64.2 79.77 114.1 124.6 126.3 128.6 130.4 126.3 112.9 104.2 104.7
## pm2.5 78.0 71.00 45.0 28.0 27.0 65.0 60.0 71.0 76.0 82.0 63.0
## CV residual 13.8 -8.77 -69.1 -96.6 -99.3 -63.6 -70.4 -55.3 -36.9 -22.2 -41.7
## 36236 36238 36241 36242 36244 36250 36251 36256 36258 36259 36260
## Predicted 126.2 97.39 103.7 110.0 113.1 90.7 56.0 27.91 63.5 86.5 99.3
## cvpred 126.9 97.71 104.1 110.5 113.9 90.7 55.9 27.93 64.5 87.8 100.6
## pm2.5 80.0 93.00 118.0 116.0 119.0 103.0 89.0 18.00 16.0 15.0 34.0
## CV residual -46.9 -4.71 13.9 5.5 5.1 12.3 33.1 -9.93 -48.5 -72.8 -66.6
## 36265 36268 36269 36270 36277 36280 36281 36286 36287 36292 36293
## Predicted 147.74 160.32 158.1 157.7 133.5 133 141 129 158 168 168
## cvpred 148.86 161.64 159.3 158.3 134.4 134 142 129 158 169 169
## pm2.5 152.00 160.00 173.0 174.0 221.0 273 327 394 448 357 367
## CV residual 3.14 -1.64 13.7 15.7 86.6 139 185 265 290 188 198
## 36296 36299 36300 36305 36313 36314 36315 36319 36320 36323 36328
## Predicted 166 98.4 92.1 117 111 113 111 94.3 92.7 82.6 111
## cvpred 166 98.3 91.9 117 111 113 111 94.2 92.5 82.0 112
## pm2.5 328 268.0 247.0 326 384 383 399 296.0 333.0 305.0 360
## CV residual 162 169.7 155.1 209 273 270 288 201.8 240.5 223.0 248
## 36330 36333 36334 36337 36341 36342 36346 36347 36351 36353 36355
## Predicted 117 127 129 132 131 131 129 123 126 122 132
## cvpred 117 127 129 132 132 131 129 124 126 122 133
## pm2.5 339 352 355 287 245 228 246 252 283 336 348
## CV residual 222 225 226 155 113 97 117 128 157 214 215
## 36364 36378 36379 36383 36387 36396 36397 36399 36400 36401 36404
## Predicted 93.7 107 120 119 132 120 114 103 107 106 134
## cvpred 93.6 107 120 119 132 120 114 103 107 106 134
## pm2.5 339.0 391 425 353 453 374 397 389 410 436 501
## CV residual 245.4 284 305 234 321 254 283 286 303 330 367
## 36408 36409 36410 36413 36417 36420 36425 36427 36428 36429 36430
## Predicted 149 155 120 111 115 139 83.2 94.4 99.1 92.8 114.8
## cvpred 149 156 120 111 115 139 82.9 94.0 98.7 92.3 114.5
## pm2.5 577 541 532 483 519 557 525.0 188.0 111.0 82.0 58.0
## CV residual 428 385 412 372 404 418 442.1 94.0 12.3 -10.3 -56.5
## 36436 36440 36443 36449 36451 36455 36460 36461 36462 36464 36466
## Predicted 41.8 37.2 15.05 9.61 53.1 117.5 151.3 153 155 151.1 138.8
## cvpred 41.8 37.2 14.63 9.36 54.1 118.2 152.3 154 155 151.9 139.2
## pm2.5 17.0 11.0 13.00 17.00 17.0 42.0 114.0 61 48 54.0 63.0
## CV residual -24.8 -26.2 -1.63 7.64 -37.1 -76.2 -38.3 -93 -107 -97.9 -76.2
## 36471 36475 36480 36486 36490 36499 36501 36502 36506 36508
## Predicted 107.737 96.5 107.1 113.4 68 22.90 46.160 54.4 146.0 127.63
## cvpred 108.648 97.6 107.4 113.8 68 24.24 47.514 55.7 147.5 128.37
## pm2.5 108.000 118.0 172.0 181.0 45 29.00 48.000 74.0 133.0 124.00
## CV residual -0.648 20.4 64.6 67.2 -23 4.76 0.486 18.3 -14.5 -4.37
## 36510 36511 36516 36517 36522 36528 36533 36535 36536 36539 36542
## Predicted 156.5 156.9 104.8 100.6 68 140 163 169.1 175.2 150 131
## cvpred 157.6 158.6 105.3 101.6 69 141 164 170.4 177.1 151 132
## pm2.5 143.0 139.0 157.0 174.0 144 257 182 209.0 225.0 269 295
## CV residual -14.6 -19.6 51.7 72.4 75 116 18 38.6 47.9 118 163
## 36543 36546 36547 36549 36550 36553 36556 36558 36561 36563 36567
## Predicted 103 88.1 92.2 94.7 93.1 91.7 105 124.4 43.7 -19.7 -31.5
## cvpred 104 88.7 92.8 95.1 93.4 92.3 105 124.9 43.6 -19.8 -31.5
## pm2.5 322 240.0 230.0 242.0 241.0 266.0 226 75.0 7.0 14.0 13.0
## CV residual 218 151.3 137.2 146.9 147.6 173.7 121 -49.9 -36.6 33.8 44.5
## 36569 36572 36577 36578 36579 36581 36584 36591 36592 36595 36596
## Predicted -50.1 -24.1 45.9 62.6 60.4 102.6 121.4 21.64 23.26 39.38 48.143
## cvpred -50.1 -23.9 46.5 63.4 61.1 103.5 122.3 22.64 24.36 40.61 49.353
## pm2.5 7.0 12.0 14.0 10.0 9.0 14.0 30.0 25.00 27.00 39.00 49.000
## CV residual 57.1 35.9 -32.5 -53.4 -52.1 -89.5 -92.3 2.36 2.64 -1.61 -0.353
## 36599 36600 36601 36607 36610 36614 36615 36617 36620 36628 36629
## Predicted -9.07 -4.41 -12.6 48.7 6.42 2.69 -37.8 -38.6 24.959 118.7 118.7
## cvpred -8.73 -4.06 -12.2 49.4 6.56 3.14 -37.8 -38.4 26.172 119.2 119.2
## pm2.5 16.00 12.00 12.0 12.0 23.00 15.00 12.0 12.0 27.000 91.0 99.0
## CV residual 24.73 16.06 24.2 -37.4 16.44 11.86 49.8 50.4 0.828 -28.2 -20.2
## 36630 36631 36635 36637 36649 36652 36653 36659 36663 36665 36674
## Predicted 123.4 150.1 4.94 -17.7 88.9 119.0 139.2 136.3 90.3 86 140.9
## cvpred 123.9 150.8 4.74 -17.9 90.1 120.3 140.6 136.7 90.7 87 141.9
## pm2.5 97.0 100.0 64.00 26.0 111.0 110.0 143.0 188.0 201.0 201 131.0
## CV residual -26.9 -50.8 59.26 43.9 20.9 -10.3 2.4 51.3 110.3 114 -10.9
## 36675 36679 36683 36685 36688 36696 36698 36699 36703 36705 36709
## Predicted 113.6 150.13 96.9 81.1 61.5 142.5 145 145 125.5 111 111.4
## cvpred 114.4 151.66 97.7 81.0 62.1 143.6 146 146 126.1 111 111.7
## pm2.5 154.0 143.00 119.0 145.0 147.0 78.0 40 36 78.0 76 96.0
## CV residual 39.6 -8.66 21.3 64.0 84.9 -65.6 -106 -110 -48.1 -35 -15.7
## 36714 36715 36717 36718 36719 36721 36723 36726 36727 36730 36733
## Predicted 97.0 102.7 123.6 140.7 142.9 148.2 156 130 139 92.7 96.5
## cvpred 98.1 103.9 124.4 142.2 144.6 149.3 157 132 140 93.3 97.0
## pm2.5 122.0 135.0 159.0 183.0 187.0 224.0 260 260 259 245.0 272.0
## CV residual 23.9 31.1 34.6 40.8 42.4 74.7 103 128 119 151.7 175.0
## 36736 36738 36742 36747 36753 36758 36760 36764 36767 36768 36769
## Predicted 86.0 81.4 41.2 53.6 12.78 -37.5 3.67 35.3 37.1 14.7 27.26
## cvpred 86.9 81.8 41.2 53.5 12.76 -37.8 4.16 36.5 37.7 15.1 27.83
## pm2.5 225.0 209.0 18.0 14.0 11.00 10.0 13.00 20.0 52.0 66.0 36.00
## CV residual 138.1 127.2 -23.2 -39.5 -1.76 47.8 8.84 -16.5 14.3 50.9 8.17
## 36774 36776 36777 36778 36789 36790 36792 36794 36797 36800 36801
## Predicted 123 123 34.89 -0.3764 44.18 46.22 -28.1 -19.3 -2.65 21.17 -10.3
## cvpred 124 124 35.37 -0.0815 45.67 47.03 -27.5 -18.8 -1.95 21.92 -10.0
## pm2.5 15 21 32.00 21.0000 40.00 39.00 37.0 19.0 11.00 12.00 15.0
## CV residual -109 -103 -3.37 21.0815 -5.67 -8.03 64.5 37.8 12.95 -9.92 25.0
## 36804 36810 36812 36814 36815 36816 36820 36821 36822 36825
## Predicted -31.6 7.21 40.6 50.959 60.783 64.884 126.2 98.9 123.9 115.54
## cvpred -31.6 8.42 42.1 52.578 62.435 66.505 128.2 100.7 125.7 117.18
## pm2.5 7.0 20.00 32.0 52.000 63.000 66.000 78.0 85.0 82.0 116.00
## CV residual 38.6 11.58 -10.1 -0.578 0.565 -0.505 -50.2 -15.7 -43.7 -1.18
## 36830 36833 36839 36846 36858 36859 36869 36870 36877 36880 36884
## Predicted 39.8 7.92 78.8 118 59.7 70.1 148.1 125.5 -10.2 -17.1 -8.78
## cvpred 40.5 8.87 79.9 119 60.7 71.1 149.7 126.9 -10.3 -17.3 -9.03
## pm2.5 110.0 136.00 189.0 141 121.0 137.0 144.0 150.0 36.0 30.0 24.00
## CV residual 69.5 127.13 109.1 22 60.3 65.9 -5.7 23.1 46.3 47.3 33.03
## 36889 36896 36899 36900 36902 36903 36904 36911 36914 36923 36925
## Predicted 20.84 67.2 30.1 46.5 52.2 57.9 60.1 71.1 93.5 91.12 36.7
## cvpred 20.72 67.4 30.2 46.5 52.2 58.0 60.4 72.0 94.6 91.31 36.5
## pm2.5 23.00 14.0 16.0 27.0 67.0 76.0 79.0 47.0 29.0 96.00 79.0
## CV residual 2.28 -53.4 -14.2 -19.5 14.8 18.0 18.6 -25.0 -65.6 4.69 42.5
## 36937 36938 36944 36945 36947 36956 36961 36962 36963 36965 36967
## Predicted 17.73 5.15 14.98 -15.9 -28.5 10.76 -7.78 -14.1 -10.3 23.1 94.6
## cvpred 17.46 4.68 14.54 -16.8 -29.6 10.56 -8.22 -14.6 -10.6 23.1 95.8
## pm2.5 10.00 7.00 11.00 9.0 13.0 12.00 6.00 5.0 7.0 13.0 16.0
## CV residual -7.46 2.32 -3.54 25.8 42.6 1.44 14.22 19.6 17.6 -10.1 -79.8
## 36968 36969 36971 36973 36975 36976 36979 36981 36983 36985 36986
## Predicted 96.6 61.1 12.7 -15.4 -29.2 -27.2 1.50 41.15 24.2 38.4 90.2
## cvpred 97.2 61.1 12.3 -15.2 -29.7 -26.9 2.09 42.18 24.8 39.3 91.1
## pm2.5 26.0 18.0 21.0 20.0 18.0 19.0 36.00 49.00 55.0 71.0 76.0
## CV residual -71.2 -43.1 8.7 35.2 47.7 45.9 33.91 6.82 30.2 31.7 -15.1
## 36989 36993 36998 36999 37003 37005 37009 37010 37011 37014 37016
## Predicted 95.95 30.4 -86.1 -77.5 -64.1 14.2 55.5 78.6 97.2 122.1 82.2
## cvpred 96.74 30.5 -86.8 -78.1 -64.7 14.4 55.2 78.6 97.2 122.2 81.9
## pm2.5 93.00 109.0 21.0 17.0 11.0 31.0 98.0 96.0 119.0 147.0 150.0
## CV residual -3.74 78.5 107.8 95.1 75.7 16.6 42.8 17.4 21.8 24.8 68.1
## 37020 37028 37031 37039 37041 37045 37050 37052 37055 37057 37062
## Predicted 42.9 79.2 101 153 140 88.8 65.9 76.8 127 111 110
## cvpred 42.5 79.5 101 154 142 88.8 66.4 77.5 129 111 111
## pm2.5 166.0 155.0 214 270 260 270.0 167.0 184.0 252 290 279
## CV residual 123.5 75.5 113 116 118 181.2 100.6 106.5 123 179 168
## 37064 37066 37067 37070 37072 37073 37074 37075 37076 37082 37086
## Predicted 102 54.3 81.6 67.9 59.0 56.6 67.0 77.3 98.7 114.3 156
## cvpred 103 54.3 81.8 67.8 59.5 57.1 67.6 78.0 99.5 114.7 157
## pm2.5 228 233.0 239.0 223.0 206.0 189.0 188.0 163.0 165.0 201.0 275
## CV residual 125 178.7 157.2 155.2 146.5 131.9 120.4 85.0 65.5 86.3 118
## 37095 37096 37098 37102 37105 37107 37113 37123 37125 37126 37129
## Predicted 83.8 79.5 81.2 134 119 154 134 67.4 88.2 88.2 125.6
## cvpred 83.5 79.8 81.5 135 119 155 134 67.6 88.5 88.5 126.4
## pm2.5 327.0 286.0 269.0 387 465 435 340 95.0 107.0 111.0 145.0
## CV residual 243.5 206.2 187.5 252 346 280 206 27.4 18.5 22.5 18.6
## 37135 37138 37139 37141 37142 37145 37150 37151 37153 37156 37170
## Predicted 118.8 96.1 95.5 75.4 54.1 85.0 130.7 110 152.0 162 47.7
## cvpred 119.3 96.1 95.4 75.2 53.6 85.6 131.6 110 153.1 163 47.5
## pm2.5 194.0 194.0 165.0 100.0 83.0 60.0 183.0 217 222.0 22 25.0
## CV residual 74.7 97.9 69.6 24.8 29.4 -25.6 51.4 107 68.9 -141 -22.5
## 37171 37173 37174 37177 37180 37182 37183 37190 37191 37205 37206
## Predicted 64.8 63.8 67.9 115.9 130.6 97.6 102 -10.4 -19.2 89.8 98.0
## cvpred 65.3 64.2 68.3 116.1 131.2 97.9 102 -11.1 -19.9 90.4 98.5
## pm2.5 26.0 36.0 47.0 61.0 63.0 39.0 42 14.0 11.0 153.0 116.0
## CV residual -39.3 -28.2 -21.3 -55.1 -68.2 -58.9 -60 25.1 30.9 62.6 17.5
## 37209 37218 37219 37224 37229 37230 37232 37234 37237 37240 37244
## Predicted 106.6 19.1 19.08 139.3 159.6 165.9 122.2 93.3 71.3 26.5 43.2
## cvpred 106.3 18.3 18.28 139.8 160.3 166.7 122.3 92.8 70.8 26.9 43.8
## pm2.5 180.0 72.0 27.00 175.0 174.0 180.0 214.0 216.0 121.0 63.0 69.0
## CV residual 73.7 53.7 8.72 35.2 13.7 13.3 91.7 123.2 50.2 36.1 25.2
## 37245 37246 37247 37251 37256 37259 37260 37270 37271 37273 37280
## Predicted 70.27 82.7029 115 131.0 121.4 30.7 20.6 90.43 92.9 89.4 -4.74
## cvpred 71.09 82.9027 116 132.1 121.7 30.0 19.5 90.56 92.9 89.4 -5.27
## pm2.5 65.00 83.0000 90 103.0 138.0 119.0 80.0 87.00 72.0 64.0 15.00
## CV residual -6.09 0.0973 -26 -29.1 16.3 89.0 60.5 -3.56 -20.9 -25.4 20.27
## 37282 37283 37284 37285 37294 37295 37298 37301 37302 37307 37309
## Predicted -38.7 -59.4 -68.2 -89.3 33.9 25.24 91.3 121.0 139 40.7 44.33
## cvpred -39.6 -60.5 -69.2 -90.2 34.8 25.63 92.3 122.4 140 40.9 44.98
## pm2.5 6.0 9.0 14.0 14.0 22.0 20.00 35.0 32.0 36 53.0 41.00
## CV residual 45.6 69.5 83.2 104.2 -12.8 -5.63 -57.3 -90.4 -104 12.1 -3.98
## 37316 37319 37322 37324 37325 37326 37327 37330 37332 37334 37338
## Predicted -26.4 75.9 95.7 104.0 110.3 128 117.1 -22.0 -41.1 -6.48 -1.74
## cvpred -26.4 76.6 96.4 104.1 110.5 128 117.5 -22.7 -41.9 -6.90 -1.35
## pm2.5 14.0 31.0 33.0 28.0 32.0 37 36.0 8.0 11.0 4.00 10.00
## CV residual 40.4 -45.6 -63.4 -76.1 -78.5 -91 -81.5 30.7 52.9 10.90 11.35
## 37341 37344 37348 37350 37352 37353 37355 37357 37366 37371 37377
## Predicted 42.58 88.4 140.0 146.3 101.07 80.2 13.2 -35.1 35.4 112.5 111.75
## cvpred 42.87 88.4 140.7 147.1 101.03 80.3 12.8 -35.1 35.8 113.6 112.05
## pm2.5 37.00 49.0 65.0 61.0 102.00 91.0 51.0 39.0 82.0 63.0 105.00
## CV residual -5.87 -39.4 -75.7 -86.1 0.97 10.7 38.2 74.1 46.2 -50.6 -7.05
## 37378 37379 37382 37386 37388 37390 37391 37392 37393 37398 37401
## Predicted 91.264 74.6 34.1 27.4 67.0 94.5 82.3 97.4 114.1 125.0 120.8
## cvpred 91.163 74.3 33.6 27.6 67.7 94.6 82.2 97.9 114.8 125.3 120.8
## pm2.5 92.000 103.0 92.0 88.0 105.0 123.0 147.0 155.0 166.0 195.0 181.0
## CV residual 0.837 28.7 58.4 60.4 37.3 28.4 64.8 57.1 51.2 69.7 60.2
## 37407 37410 37415 37418 37424 37426 37435 37441 37442 37443 37447
## Predicted 35.9 39.1 87.5 109.9 141 80.4 -30.9 83.6 88.2 94.5 92.9
## cvpred 35.7 39.2 88.0 110.6 141 79.9 -31.7 83.6 88.2 94.6 92.9
## pm2.5 158.0 139.0 136.0 136.0 196 162.0 73.0 165.0 175.0 112.0 106.0
## CV residual 122.3 99.8 48.0 25.4 55 82.1 104.7 81.4 86.8 17.4 13.1
## 37449 37450 37451 37454 37462 37475 37478 37479 37480 37489 37490
## Predicted 80.9 64.8 54.4 45.6 75.5 85.9 14.0 55.5 47.17 101.3 117.5
## cvpred 80.7 64.5 54.0 45.3 75.0 85.5 13.2 55.2 47.45 102.1 117.9
## pm2.5 101.0 88.0 125.0 74.0 65.0 47.0 43.0 36.0 41.00 78.0 82.0
## CV residual 20.3 23.5 71.0 28.7 -10.0 -38.5 29.8 -19.2 -6.45 -24.1 -35.9
## 37497 37498 37500 37503 37504 37508 37509 37514 37518 37521 37533
## Predicted 76.1 42.1 48.6 31.6 33.2 68.4 73.1 113.6 109.5 126.8 87.6
## cvpred 75.9 41.6 48.2 31.7 33.4 68.9 73.6 114.3 109.7 127.1 87.5
## pm2.5 143.0 190.0 187.0 78.0 75.0 119.0 119.0 128.0 150.0 157.0 136.0
## CV residual 67.1 148.4 138.8 46.3 41.6 50.1 45.4 13.7 40.3 29.9 48.5
## 37535 37537 37539 37541 37545 37548 37550 37551 37557 37563 37564
## Predicted 113.1 123 131 115 124 94.5 68.5 63.4 92.5 102.1 114.7
## cvpred 113.1 124 131 115 124 94.0 67.8 62.1 92.2 102.1 114.9
## pm2.5 186.0 254 262 280 244 274.0 266.0 239.0 252.0 55.0 57.0
## CV residual 72.9 130 131 165 120 180.0 198.2 176.9 159.8 -47.1 -57.9
## 37573 37575 37578 37582 37594 37603 37605 37609 37611 37614 37615
## Predicted 82.8 47.75 49.4 60.60 86.0 40.2 56.9 92.2 97.9 135.2 149.7
## cvpred 81.9 47.51 49.2 60.87 86.4 40.9 57.8 93.2 99.0 135.8 150.3
## pm2.5 93.0 53.00 38.0 54.00 52.0 67.0 91.0 127.0 112.0 124.0 107.0
## CV residual 11.1 5.49 -11.2 -6.87 -34.4 26.1 33.2 33.8 13.0 -11.8 -43.3
## 37620 37622 37625 37626 37629 37630 37633 37636 37637 37640
## Predicted 106.9 100.65 123.1 123.08 130.2 128.6 137.9 148.32 147.89 148.74
## cvpred 106.6 100.28 123.5 123.48 130.5 128.8 138.1 148.59 147.59 148.23
## pm2.5 93.0 103.00 101.0 117.00 127.0 141.0 152.0 156.00 143.00 150.00
## CV residual -13.6 2.72 -22.5 -6.48 -3.5 12.2 13.9 7.41 -4.59 1.77
## 37641 37643 37647 37650 37653 37654 37656 37657 37658 37660 37665
## Predicted 140.8 111.6 101.1 109.0 104.6 105.2 95.39 105.8 119.8 117.4 111.5
## cvpred 140.1 110.5 100.4 108.5 104.5 105.1 95.26 105.7 119.3 116.9 111.5
## pm2.5 162.0 179.0 158.0 162.0 92.0 83.0 86.00 83.0 84.0 77.0 72.0
## CV residual 21.9 68.5 57.6 53.5 -12.5 -22.1 -9.26 -22.7 -35.3 -39.9 -39.5
## 37672 37673 37677 37678 37679 37680 37682 37683 37690 37697 37700
## Predicted 114.7 110.1 130.6 133.0 145.2 145.6 126.7 124.3 65.099 44.9 80.2
## cvpred 114.9 110.3 131.2 133.5 145.3 146.3 126.6 124.2 64.308 45.0 80.5
## pm2.5 46.0 55.0 59.0 67.0 72.0 78.0 105.0 112.0 64.000 33.0 56.0
## CV residual -68.9 -55.3 -72.2 -66.5 -73.3 -68.3 -21.6 -12.2 -0.308 -12.0 -24.5
## 37701 37704 37705 37708 37711 37712 37716 37719 37720 37724 37727
## Predicted 82.7 89.8 89.4 89.401 90.0 119.7 -4.79 22.80 26.05 60.0 24
## cvpred 82.8 89.3 89.2 89.238 89.8 119.7 -5.95 22.43 25.87 60.2 23
## pm2.5 59.0 72.0 76.0 90.000 46.0 49.0 39.00 24.00 25.00 32.0 66
## CV residual -23.8 -17.3 -13.2 0.762 -43.8 -70.7 44.95 1.57 -0.87 -28.2 43
## 37731 37740 37741 37749 37751 37753 37758 37760 37761 37762 37763
## Predicted 95.7 36.8532 25.9 76.30 83.2 108.0 141 141.7 129.1 122.8 120.6
## cvpred 95.6 35.9678 24.9 76.36 83.4 108.3 142 142.1 129.3 122.9 120.6
## pm2.5 106.0 36.0000 56.0 73.00 60.0 73.0 99 129.0 136.0 151.0 162.0
## CV residual 10.4 0.0322 31.1 -3.36 -23.4 -35.3 -43 -13.1 6.7 28.1 41.4
## 37774 37776 37777 37782 37784 37791 37793 37799 37802 37804 37805
## Predicted 109.9 116.8 118.7 135.9 134.3 92.2 85.1 112.21 122 128.7 135.46
## cvpred 110.1 117.1 118.8 136.3 134.6 91.6 84.6 111.96 122 128.4 135.78
## pm2.5 71.0 80.0 82.0 96.0 109.0 135.0 121.0 121.00 136 155.0 141.00
## CV residual -39.1 -37.1 -36.8 -40.3 -25.6 43.4 36.4 9.04 14 26.6 5.22
## 37806 37816 37817 37819 37820 37824 37833 37834 37835 37836 37842
## Predicted 141.7 51.2 55.0 27.9 53.3 104.8 89.2 79.8 56.5 28.8 94.5
## cvpred 142.2 50.3 54.4 26.5 52.1 103.9 88.2 78.4 55.2 27.2 94.0
## pm2.5 110.0 102.0 90.0 112.0 101.0 55.0 31.0 38.0 39.0 61.0 48.0
## CV residual -32.2 51.7 35.6 85.5 48.9 -48.9 -57.2 -40.4 -16.2 33.8 -46.0
## 37843 37847 37853 37854 37855 37859 37863 37864 37870 37871 37874
## Predicted 105.4 127.3 113.8 113.8 112.2 21.2 -17.7 32.4 89.32 108.47 117.1
## cvpred 105.1 127.2 113.2 113.2 111.5 19.7 -19.3 31.8 88.81 108.02 116.3
## pm2.5 52.0 35.0 72.0 80.0 58.0 35.0 72.0 84.0 98.00 116.00 37.0
## CV residual -53.1 -92.2 -41.2 -33.2 -53.5 15.3 91.3 52.2 9.19 7.98 -79.3
## 37880 37883 37886 37888 37892 37898 37903 37904 37905 37910 37915
## Predicted 91.7 45.8 25.7 23.1 62.17 116.9 116.8 120.5 95.7 60.5 61.2
## cvpred 90.6 44.1 24.4 22.5 61.95 117.2 116.6 120.3 95.3 60.1 61.2
## pm2.5 80.0 132.0 51.0 41.0 63.00 92.0 83.0 96.0 113.0 136.0 99.0
## CV residual -10.6 87.9 26.6 18.5 1.05 -25.2 -33.6 -24.3 17.7 75.9 37.8
## 37917 37922 37925 37928 37930 37932 37933 37934 37935 37936 37937
## Predicted 80.4 126.3 122.2 113.72 114.0 90.5 75.0 66.7 60.4 62.0 63.6
## cvpred 80.4 126.9 122.3 113.57 114.2 90.3 74.2 66.4 60.1 61.8 63.5
## pm2.5 95.0 89.0 97.0 115.00 156.0 170.0 135.0 98.0 86.0 81.0 79.0
## CV residual 14.6 -37.9 -25.3 1.43 41.8 79.7 60.8 31.6 25.9 19.2 15.5
## 37942 37946 37963 37969 37973 37974 37989 37992 37993 37997 37998
## Predicted 95.94 125.2 40.6 60.9 66.9 61.2 96.8 113.5 134.2 152 131.3
## cvpred 96.08 125.7 40.2 60.7 67.1 61.3 96.5 113.3 134.2 152 131.7
## pm2.5 90.00 97.0 130.0 47.0 34.0 34.0 21.0 42.0 42.0 42 39.0
## CV residual -6.08 -28.7 89.8 -13.7 -33.1 -27.3 -75.5 -71.3 -92.2 -110 -92.7
## 37999 38005 38013 38015 38017 38021 38022 38023 38025 38026 38027
## Predicted 159.6 54.4 13.9 25.4 48.69 53.1 57.2 55.54 26.0 1.117 -19.7
## cvpred 160.3 54.8 13.6 25.3 48.57 53.2 57.3 55.57 25.9 0.913 -20.0
## pm2.5 64.0 121.0 96.0 50.0 52.00 38.0 41.0 46.00 51.0 59.000 57.0
## CV residual -96.3 66.2 82.4 24.7 3.43 -15.2 -16.3 -9.57 25.1 58.087 77.0
## 38028 38033 38036 38041 38042 38045 38049 38050 38052 38053 38054
## Predicted -21.9 -21.9 -5.17 124.4 112.1 118.4 23.0 2.26 33.9 28.71 28.1
## cvpred -22.3 -22.3 -5.48 124.9 112.7 119.1 22.5 1.58 33.7 28.46 27.9
## pm2.5 56.0 43.0 26.00 67.0 82.0 63.0 49.0 35.00 52.0 31.00 39.0
## CV residual 78.3 65.3 31.48 -57.9 -30.7 -56.1 26.5 33.42 18.3 2.54 11.1
## 38056 38058 38059 38065 38067 38071 38072 38074 38077 38083
## Predicted -21.1 31.26 41.7 115 131.1 136 71.0 106.4 96.50 112.38
## cvpred -21.8 31.69 42.1 116 132.2 137 71.1 107.2 97.22 112.96
## pm2.5 33.0 38.00 32.0 59 63.0 71 61.0 97.0 103.00 106.00
## CV residual 54.8 6.31 -10.1 -57 -69.2 -66 -10.1 -10.2 5.78 -6.96
## 38087 38090 38091 38099 38101 38106 38107 38115 38118 38119
## Predicted 127.44 158.3 164.6 36.5 -2.34 -25.6 -14.6 147 132.95 125.03
## cvpred 128.09 159.4 165.8 36.1 -2.80 -26.1 -15.0 148 132.86 124.75
## pm2.5 134.00 126.0 127.0 105.0 84.00 12.0 12.0 109 125.00 126.00
## CV residual 5.91 -33.4 -38.8 68.9 86.80 38.1 27.0 -39 -7.86 1.25
## 38131 38132 38134 38142 38147 38148 38149 38152 38156 38162 38167
## Predicted 83.2 87.82 98.8 109.3 108.4 108.4 108.4 99.1 86.8 106.0 122.7
## cvpred 83.4 88.03 99.1 109.2 108.5 108.5 108.5 99.1 86.9 105.7 122.6
## pm2.5 67.0 80.00 63.0 75.0 83.0 79.0 69.0 74.0 45.0 50.0 50.0
## CV residual -16.4 -8.03 -36.1 -34.2 -25.5 -29.5 -39.5 -25.1 -41.9 -55.7 -72.6
## 38173 38175 38183 38184 38189 38190 38192 38195 38199 38202 38204
## Predicted 71.19 95.8 92.0 121.5 139.4 133.2 140 142 125 118 160
## cvpred 70.16 95.7 92.2 121.9 139.7 133.3 141 143 126 119 162
## pm2.5 62.00 63.0 40.0 42.0 49.0 46.0 39 34 16 17 20
## CV residual -8.16 -32.7 -52.2 -79.9 -90.7 -87.3 -102 -109 -110 -102 -142
## 38208 38209 38210 38213 38214 38216 38222 38223 38225 38227 38228
## Predicted 170 176 184 186 148.5 136.5 54.8 50.7 60.5 76.6 85.4
## cvpred 172 177 187 188 149.9 137.1 55.2 51.1 61.0 77.2 86.0
## pm2.5 35 40 46 47 57.0 72.0 23.0 23.0 30.0 40.0 52.0
## CV residual -137 -137 -141 -141 -92.9 -65.1 -32.2 -28.1 -31.0 -37.2 -34.0
## 38229 38238 38241 38243 38246 38247 38251 38256 38257 38259 38260
## Predicted 95.8 182 111.38 121.8 32.5 18.0 -13.5 0.325 19.5 36.16 38.64
## cvpred 96.4 183 111.61 122.6 31.9 17.4 -13.5 0.581 19.8 36.63 38.99
## pm2.5 64.0 57 106.00 112.0 82.0 52.0 30.0 25.000 32.0 34.00 32.00
## CV residual -32.4 -126 -5.61 -10.6 50.1 34.6 43.5 24.419 12.2 -2.63 -6.99
## 38262 38271 38273 38276 38279 38280 38283 38288 38289 38292 38295
## Predicted 45.2 20.06 59.1 102.3 78.4 134 133.0 95.2 72.2 24.4 40.0
## cvpred 45.4 19.84 59.5 103.1 79.7 135 134.2 95.9 72.6 24.4 40.6
## pm2.5 29.0 14.00 18.0 19.0 25.0 27 68.0 37.0 89.0 45.0 96.0
## CV residual -16.4 -5.84 -41.5 -84.1 -54.7 -108 -66.2 -58.9 16.4 20.6 55.4
## 38302 38305 38310 38315 38316 38318 38320 38321 38322 38323 38326
## Predicted 87.9 95.3 117.4 23.2 16.9 -25.3 -6.35 28.7 1.846 29.22 70.57
## cvpred 88.9 96.5 118.1 22.3 15.9 -26.6 -7.37 28.6 0.768 29.22 70.57
## pm2.5 105.0 203.0 93.0 50.0 74.0 48.0 49.00 45.0 42.000 38.00 63.00
## CV residual 16.1 106.5 -25.1 27.7 58.1 74.6 56.37 16.4 41.232 8.78 -7.57
## 38328 38329 38331 38333 38342 38346 38351 38353 38355 38361 38369
## Predicted 90.3 102.4 98.8 96.5 37.5 42.38 89.7 93.5 116.5 99.12 56.8
## cvpred 90.4 102.2 99.1 96.2 36.9 42.06 89.8 93.8 117.1 98.64 56.5
## pm2.5 105.0 74.0 80.0 76.0 87.0 52.00 28.0 34.0 64.0 89.00 77.0
## CV residual 14.6 -28.2 -19.1 -20.2 50.1 9.94 -61.8 -59.8 -53.1 -9.64 20.5
## 38372 38380 38392 38395 38396 38397 38400 38402 38405 38406 38411
## Predicted 85.8 107.6 94.7 92.27 111.4 129.9 140.8 147.1 115.7 108.4 42.8
## cvpred 85.6 107.1 94.8 92.43 111.6 129.8 140.9 147.3 115.7 108.2 42.0
## pm2.5 146.0 61.0 143.0 102.00 97.0 104.0 167.0 196.0 197.0 168.0 17.0
## CV residual 60.4 -46.1 48.2 9.57 -14.6 -25.8 26.1 48.7 81.3 59.8 -25.0
## 38414 38418 38421 38423 38424 38425 38426 38429 38432 38433 38434
## Predicted 45.7 51.3 104.1 113.68 110.15 122.2 130.5 145 134.6 71.74 67.9
## cvpred 45.0 51.2 104.1 114.04 110.58 122.8 130.5 145 134.6 71.03 67.0
## pm2.5 18.0 20.0 45.0 122.00 114.00 106.0 62.0 80 79.0 80.00 79.0
## CV residual -27.0 -31.2 -59.1 7.96 3.42 -16.8 -68.5 -65 -55.6 8.97 12.0
## 38436 38441 38448 38451 38458 38463 38467 38473 38475 38476 38480
## Predicted 92.19 74.3 119.1 128 116 15.5 29.73 110.7 94.6 98.7 108.95
## cvpred 91.55 73.9 119.3 128 115 14.7 29.19 110.6 94.4 98.5 107.95
## pm2.5 85.00 115.0 144.0 165 259 59.0 38.00 73.0 84.0 80.0 102.00
## CV residual -6.55 41.1 24.7 37 144 44.3 8.81 -37.6 -10.4 -18.5 -5.95
## 38481 38483 38484 38489 38491 38492 38493 38495 38497 38501 38502
## Predicted 92.7 53.1 46.8 33.1 53.84 58.50 89.2 79.28 97.58 118.1 137.2
## cvpred 92.1 52.0 45.6 32.2 53.09 57.76 88.1 78.68 97.25 118.1 137.3
## pm2.5 105.0 94.0 92.0 46.0 57.00 59.00 61.0 87.00 104.00 99.0 98.0
## CV residual 12.9 42.0 46.4 13.8 3.91 1.24 -27.1 8.32 6.75 -19.1 -39.3
## 38504 38510 38511 38512 38513 38518 38520 38521 38522 38523 38532
## Predicted 149.8 151.7 153.3 118 147.0 146.0 152.3 152.3 153.5 153.9 3.39
## cvpred 150.1 151.9 153.6 117 147.2 146.1 152.5 152.5 153.2 154.2 2.45
## pm2.5 83.0 88.0 78.0 84 99.0 91.0 92.0 95.0 107.0 123.0 113.00
## CV residual -67.1 -63.9 -75.6 -33 -48.2 -55.1 -60.5 -57.5 -46.2 -31.2 110.55
## 38535 38536 38539 38540 38541 38544 38547 38549 38560 38561 38567
## Predicted -16.1 -16.1 -5.66 12.64 84.3 145 145 159 33.66 29.00 15.3
## cvpred -16.8 -16.8 -6.32 12.25 84.5 146 147 160 34.16 29.49 16.1
## pm2.5 12.0 7.0 8.00 10.00 13.0 21 8 8 26.00 27.00 29.0
## CV residual 28.8 23.8 14.32 -2.25 -71.5 -125 -139 -152 -8.16 -2.49 12.9
## 38572 38573 38574 38575 38577 38583 38584 38587 38589 38590 38591
## Predicted 146 3.99 64.1 130.8 12.2 29.7 54.6 24.5 3.51 88.0 94.8
## cvpred 147 4.44 64.9 131.9 12.0 29.5 54.5 24.2 3.38 88.5 95.5
## pm2.5 39 39.00 40.0 40.0 102.0 12.0 16.0 12.0 11.00 8.0 17.0
## CV residual -108 34.56 -24.9 -91.9 90.0 -17.5 -38.5 -12.2 7.62 -80.5 -78.5
## 38593 38597 38598 38605 38607 38608 38610 38612 38614 38616 38624
## Predicted 116 121.0 121.0 7.24 2.01 3.63 13.2 32.325 49.9 61.6 117.2
## cvpred 116 121.5 121.5 7.00 1.72 3.44 13.3 32.471 50.0 62.1 117.5
## pm2.5 12 27.0 38.0 15.00 29.00 21.00 32.0 32.000 34.0 40.0 78.0
## CV residual -104 -94.5 -83.5 8.00 27.28 17.56 18.7 -0.471 -16.0 -22.1 -39.5
## 38626 38635 38637 38638 38641 38642 38646 38649 38650 38652 38654
## Predicted 47.1 11.3 53.5 97.6 105.0 91.2 73.074 61.3 55.5 42.9 46.4
## cvpred 46.5 11.0 53.0 97.2 104.8 91.3 72.718 60.2 54.8 42.0 45.5
## pm2.5 75.0 30.0 38.0 63.0 79.0 71.0 73.000 88.0 85.0 104.0 99.0
## CV residual 28.5 19.0 -15.0 -34.2 -25.8 -20.3 0.282 27.8 30.2 62.0 53.5
## 38657 38661 38665 38667 38668 38672 38674 38676 38688 38693 38695
## Predicted 58.4 84.1 102.0 118.2 124.5 109.72 87.3 68.3 99.4 110.4 90.6
## cvpred 57.7 83.8 101.9 117.8 124.1 109.04 86.4 67.6 98.4 109.5 89.7
## pm2.5 104.0 95.0 72.0 84.0 90.0 108.00 123.0 132.0 83.0 46.0 59.0
## CV residual 46.3 11.2 -29.9 -33.8 -34.1 -1.04 36.6 64.4 -15.4 -63.5 -30.7
## 38696 38699 38701 38702 38703 38716 38717 38718 38720 38721 38722
## Predicted 90.6 44.12 42.6 30.27 36.00 122.8 116.5 126 100.1 76.5 72.4
## cvpred 89.7 42.57 40.9 28.68 34.47 122.9 116.5 126 99.1 75.3 71.2
## pm2.5 52.0 40.00 29.0 33.00 37.00 55.0 24.0 21 25.0 25.0 18.0
## CV residual -37.7 -2.57 -11.9 4.32 2.53 -67.9 -92.5 -105 -74.1 -50.3 -53.2
## 38724 38725 38733 38736 38738 38740 38741 38748 38749 38753 38755
## Predicted 105.4 82.5 54.29 71.0 85.2 105.7 105.7 66.0 60.1 50.79 63.37
## cvpred 104.5 81.2 53.09 69.9 84.4 105.3 105.3 64.9 59.5 50.14 62.92
## pm2.5 24.0 20.0 44.00 48.0 53.0 52.0 37.0 33.0 25.0 43.00 54.00
## CV residual -80.5 -61.2 -9.09 -21.9 -31.4 -53.3 -68.3 -31.9 -34.5 -7.14 -8.92
## 38756 38762 38763 38765 38766 38773 38774 38778 38781 38782 38783
## Predicted 80.0 99.7 99.7 111.7 146.9 77.4 75.4 81.1 97.8 92.1 51.74
## cvpred 79.8 99.0 99.0 111.2 146.8 76.5 75.1 80.9 97.7 91.9 50.65
## pm2.5 56.0 48.0 62.0 83.0 87.0 48.0 38.0 52.0 51.0 54.0 54.00
## CV residual -23.8 -51.0 -37.0 -28.2 -59.8 -28.5 -37.1 -28.9 -46.7 -37.9 3.35
## 38786 38791 38792 38795 38797 38803 38804 38811 38812 38817 38819
## Predicted 119.1 140.0 134.2 85.63 30.7 59.20 71.8 133.1 131.1 122.7 116.4
## cvpred 119.3 139.8 134.4 84.59 29.2 58.76 71.5 133.2 131.4 122.7 116.3
## pm2.5 53.0 95.0 108.0 76.00 43.0 55.00 59.0 108.0 109.0 101.0 104.0
## CV residual -66.3 -44.8 -26.4 -8.59 13.8 -3.76 -12.5 -25.2 -22.4 -21.7 -12.3
## 38821 38822 38823 38827 38831 38832 38834 38836 38839 38840 38848
## Predicted 91.39 118 114 128 115 121 167 119 100 87.6 23.5
## cvpred 90.74 118 114 127 115 121 168 119 100 87.2 22.7
## pm2.5 88.00 9 9 7 10 17 24 19 8 6.0 5.0
## CV residual -2.74 -109 -105 -120 -105 -104 -144 -100 -92 -81.2 -17.7
## 38851 38852 38853 38854 38860 38861 38862 38868 38871 38874 38876
## Predicted 74.2 90.9 103.5 133 154 154 118 96.5 70.2 135 134
## cvpred 74.4 91.3 104.1 134 154 154 118 96.1 69.9 135 135
## pm2.5 9.0 8.0 19.0 26 33 24 29 59.0 48.0 11 25
## CV residual -65.4 -83.3 -85.1 -108 -121 -130 -89 -37.1 -21.9 -124 -110
## 38880 38893 38896 38898 38902 38904 38906 38909 38911 38912 38919
## Predicted 119.5 33.1529 47.7 57.8 86.9 120.4 143.8 137.5 105.9 143.6 128.7
## cvpred 119.7 32.0526 47.7 57.0 86.2 120.1 144.3 137.9 105.4 143.3 128.6
## pm2.5 33.0 32.0000 17.0 20.0 22.0 49.0 59.0 58.0 71.0 76.0 79.0
## CV residual -86.7 -0.0526 -30.7 -37.0 -64.2 -71.1 -85.3 -79.9 -34.4 -67.3 -49.6
## 38921 38925 38927 38933 38934 38936 38945 38947 38948 38953 38955
## Predicted 118.4 131.1 139.8 109.0 104.89 93.2 57.2 61.3 68.0 122.7 106.0
## cvpred 118.2 130.6 139.3 108.3 104.25 92.1 56.1 60.2 67.6 122.8 105.4
## pm2.5 59.0 88.0 87.0 122.0 96.00 23.0 16.0 20.0 17.0 33.0 37.0
## CV residual -59.2 -42.6 -52.3 13.7 -8.25 -69.1 -40.1 -40.2 -50.6 -89.8 -68.4
## 38956 38961 38963 38966 38968 38970 38971 38975 38976 38985 38986
## Predicted 101.3 68.3 65.4 33.1 30.1 43.1 49.4 92.4 107.4 101.5 92.77
## cvpred 100.7 67.1 64.3 31.7 28.7 42.5 48.9 92.0 107.1 100.4 91.62
## pm2.5 50.0 31.0 27.0 16.0 14.0 10.0 20.0 38.0 50.0 78.0 93.00
## CV residual -50.7 -36.1 -37.3 -15.7 -14.7 -32.5 -28.9 -54.0 -57.1 -22.4 1.38
## 38995 38998 39000 39002 39004 39005 39009 39011 39015 39016 39023
## Predicted 151 96.9 114.2 122.1 157 109.5 88.4 65.5 78.8 72.5 118.9
## cvpred 152 96.1 113.5 121.6 157 108.8 87.3 64.1 77.6 71.2 118.7
## pm2.5 19 22.0 30.0 35.0 38 35.0 25.0 24.0 46.0 47.0 90.0
## CV residual -133 -74.1 -83.5 -86.6 -119 -73.8 -62.3 -40.1 -31.6 -24.2 -28.7
## 39024 39025 39027 39028 39029 39034 39035 39036 39040 39045
## Predicted 118.9 119.42 106.81 137.72 133.2 97.6 95.89 89.60 81.9 133.6
## cvpred 118.7 119.29 105.94 137.86 132.8 96.8 95.44 89.05 81.4 133.8
## pm2.5 106.0 128.00 111.00 131.00 153.0 117.0 101.00 94.00 130.0 84.0
## CV residual -12.7 8.71 5.06 -6.86 20.2 20.2 5.56 4.95 48.6 -49.8
## 39047 39050 39052 39053 39054 39059 39066 39068 39069 39073 39081
## Predicted 151.5 155.6 157.6 157.6 153.54 120.0 101.81 118.5 129.0 129.4 115.4
## cvpred 151.4 155.4 158.1 158.1 154.08 119.4 101.71 118.6 128.6 129.6 115.1
## pm2.5 80.0 134.0 112.0 130.0 148.00 155.0 111.00 105.0 108.0 176.0 24.0
## CV residual -71.4 -21.4 -46.1 -28.1 -6.08 35.6 9.29 -13.6 -20.6 46.4 -91.1
## 39082 39083 39088 39091 39092 39098 39102 39104 39105 39107 39109
## Predicted 120.2 143 123.16 159 161 117.6 122.3 109.7 108 115.9 86.4
## cvpred 119.8 143 123.24 160 162 117.4 122.1 109.3 107 115.3 85.7
## pm2.5 32.0 40 119.00 38 60 67.0 79.0 53.0 46 45.0 11.0
## CV residual -87.8 -103 -4.24 -122 -102 -50.4 -43.1 -56.3 -61 -70.3 -74.7
## 39112 39118 39119 39121 39122 39130 39131 39133 39135 39136
## Predicted 81.6 122.1 128.39 153.0 146.82 125.1 118.9 114.8 114.19 118.85
## cvpred 81.4 122.1 128.51 153.5 146.69 125.1 118.7 114.6 114.01 118.69
## pm2.5 47.0 108.0 121.00 143.0 151.00 191.0 200.0 181.0 106.00 114.00
## CV residual -34.4 -14.1 -7.51 -10.5 4.31 65.9 81.3 66.4 -8.01 -4.69
## 39138 39142 39143 39146 39150 39153 39154 39159 39161 39162 39172
## Predicted 126.8 132.0 131.6 142.9 156 107.3 107.3 98.2 93.5 104.4 146.0
## cvpred 126.8 132.1 131.1 143.1 156 106.5 106.5 97.4 92.7 104.2 146.1
## pm2.5 87.0 73.0 72.0 89.0 48 59.0 35.0 10.0 17.0 20.0 71.0
## CV residual -39.8 -59.1 -59.1 -54.1 -108 -47.5 -71.5 -87.4 -75.7 -84.2 -75.1
## 39175 39182 39183 39184 39185 39187 39189 39197 39202 39203 39205
## Predicted 145.6 99.5 101.1 90.7 86.6 92.9 139 114.1 122.9 112.5 97.4
## cvpred 145.1 99.0 100.7 90.3 86.2 92.6 140 113.5 121.9 111.4 96.3
## pm2.5 60.0 61.0 54.0 51.0 53.0 66.0 15 23.0 51.0 49.0 40.0
## CV residual -85.1 -38.0 -46.7 -39.3 -33.2 -26.6 -125 -90.5 -70.9 -62.4 -56.3
## 39208 39211 39212 39215 39216 39221 39224 39230 39232 39233 39236
## Predicted 94.4 70.5 127 140 137 110.0 83.3 65.7 65.3 61.2 79.5
## cvpred 93.3 69.4 127 139 137 109.4 82.2 64.3 64.7 60.6 79.2
## pm2.5 38.0 34.0 13 39 42 23.0 18.0 17.0 17.0 16.0 28.0
## CV residual -55.3 -35.4 -114 -100 -95 -86.4 -64.2 -47.3 -47.7 -44.6 -51.2
## 39237 39238 39246 39247 39248 39249 39253 39263 39264 39267 39271
## Predicted 98.4 107.1 158.3 106.4 131.6 119.4 83.0 101.9 114 126.5 138.1
## cvpred 98.3 107.1 158.4 105.9 131.1 119.3 82.6 101.8 114 126.8 137.9
## pm2.5 27.0 34.0 66.0 66.0 63.0 64.0 47.0 64.0 54 62.0 89.0
## CV residual -71.3 -73.1 -92.4 -39.9 -68.1 -55.3 -35.6 -37.8 -60 -64.8 -48.9
## 39276 39278 39279 39281 39287 39291 39297 39300 39301 39308 39311
## Predicted 116.4 114 115.8 123.7 137.15 149.2 140.8 111.0 94.32 119.3 97.8
## cvpred 116.3 114 115.7 123.8 137.26 149.4 140.3 110.1 93.24 119.2 96.6
## pm2.5 75.0 93 96.0 98.0 133.00 178.0 168.0 91.0 87.00 75.0 68.0
## CV residual -41.3 -21 -19.7 -25.8 -4.26 28.6 27.7 -19.1 -6.24 -44.2 -28.6
## 39320 39321 39323 39324 39325 39329 39332 39333 39336 39343 39348
## Predicted 55.1 38.4 17.617 4.75 44.6 31.6 54.6 55.2 84.1 79.9 -4.29
## cvpred 53.6 36.8 15.865 3.05 43.4 30.9 54.2 54.8 83.3 79.2 -6.26
## pm2.5 4.0 15.0 16.000 7.00 11.0 11.0 11.0 18.0 25.0 17.0 13.00
## CV residual -49.6 -21.8 0.135 3.95 -32.4 -19.9 -43.2 -36.8 -58.3 -62.2 19.26
## 39349 39350 39351 39352 39355 39356 39357 39360 39363 39365 39369
## Predicted -17.2 -17.2 -21.8 11.77 51.3 61.7 57.7 116.9 127 111.2 84.00
## cvpred -19.1 -19.1 -23.7 10.16 50.6 61.1 56.6 116.9 127 110.6 82.87
## pm2.5 14.0 9.0 15.0 15.00 15.0 15.0 26.0 28.0 43 37.0 77.00
## CV residual 33.1 28.1 38.7 4.84 -35.6 -46.1 -30.6 -88.9 -84 -73.6 -5.87
## 39370 39371 39376 39377 39378 39385 39386 39387 39388 39390 39391
## Predicted 94.4 77.7 52.14 47.5 45.6 119.0 123.1 123.1 96.4 91.7 81.6
## cvpred 93.3 76.5 51.28 46.6 44.9 118.3 122.4 122.4 95.5 90.8 80.3
## pm2.5 45.0 36.0 61.00 59.0 31.0 70.0 67.0 59.0 68.0 104.0 94.0
## CV residual -48.3 -40.5 9.72 12.4 -13.9 -48.3 -55.4 -63.4 -27.5 13.2 13.7
## 39393 39398 39400 39408 39410 39412 39414 39417 39421 39426 39428
## Predicted 102.6 60.3 55.7 89.9 106.6 110.7 127.3 110.94 83.3 100 110.9
## cvpred 101.5 59.4 54.7 89.6 106.5 110.5 127.4 110.58 82.7 100 110.5
## pm2.5 65.0 104.0 74.0 57.0 58.0 63.0 86.0 108.00 102.0 121 163.0
## CV residual -36.5 44.6 19.3 -32.6 -48.5 -47.5 -41.4 -2.58 19.3 21 52.5
## 39429 39430 39434 39436 39437 39438 39439 39440 39441 39443 39453
## Predicted 119.3 123.4 156 126.7 157 117.3 156.0 156.0 149 147 144.5
## cvpred 119.2 123.3 155 126.2 157 116.8 156.4 156.4 149 147 144.8
## pm2.5 168.0 149.0 30 43.0 45 65.0 59.0 58.0 57 33 110.0
## CV residual 48.8 25.7 -125 -83.2 -112 -51.8 -97.4 -98.4 -92 -114 -34.8
## 39454 39455 39457 39459 39461 39467 39468 39470 39471 39472 39476
## Predicted 143 148.7 152.4 152.4 152.0 136 131 125 126.7 122 129.2
## cvpred 143 148.4 152.9 152.9 151.9 136 131 125 126.7 122 129.1
## pm2.5 114 101.0 110.0 169.0 214.0 277 274 232 212.0 177 150.0
## CV residual -29 -47.4 -42.9 16.1 62.1 141 143 107 85.3 55 20.9
## 39477 39478 39482 39484 39486 39489 39492 39504 39514 39519 39520
## Predicted 126.7 141.3 123 112 105 102 103 104.9 130.4 98.1 98.1
## cvpred 126.7 140.8 123 112 104 101 102 103.7 129.8 97.2 97.2
## pm2.5 153.0 206.0 291 303 281 201 145 156.0 112.0 71.0 67.0
## CV residual 26.3 65.2 168 191 177 100 43 52.3 -17.8 -26.2 -30.2
## 39525 39536 39538 39541 39545 39549 39551 39558 39559 39560 39562
## Predicted 118.6 139.9 133.6 116.4 115.8 124.3 129.0 139.6 139.6 137.4 126.5
## cvpred 118.1 139.6 133.2 115.8 115.2 123.9 128.6 139.6 139.6 137.3 126.2
## pm2.5 91.0 233.0 218.0 180.0 150.0 184.0 181.0 99.0 94.0 84.0 80.0
## CV residual -27.1 93.4 84.8 64.2 34.8 60.1 52.4 -40.6 -45.6 -53.3 -46.2
## 39563 39566 39569 39572 39573 39577 39579 39582 39583 39586 39587
## Predicted 120.2 108.7 110.3 124.5 126.7 126.8 141.0 151.41 99.5 94.2 60.7
## cvpred 119.8 108.2 109.9 124.4 126.7 126.3 140.8 151.27 98.8 93.1 59.3
## pm2.5 88.0 151.0 191.0 189.0 188.0 196.0 192.0 156.00 163.0 131.0 115.0
## CV residual -31.8 42.8 81.1 64.6 61.3 69.7 51.2 4.73 64.2 37.9 55.7
## 39589 39596 39597 39598 39599 39606 39608 39610 39613 39616 39617
## Predicted 15.1 96.7 105.4 111.8 132.6 99.6 82.9 54.2 32.9 61.5 76.4
## cvpred 13.4 96.5 105.3 111.3 132.2 98.9 82.0 53.0 31.5 60.7 76.2
## pm2.5 26.0 10.0 16.0 49.0 45.0 21.0 17.0 16.0 14.0 10.0 14.0
## CV residual 12.6 -86.5 -89.3 -62.3 -87.2 -77.9 -65.0 -37.0 -17.5 -50.7 -62.2
## 39632 39635 39637 39639 39641 39642 39644 39650 39651 39658 39663
## Predicted 81.5 20.50 41.7 28.24 32.3 40.2 56.9 132 144.5 40 15.92
## cvpred 80.8 19.18 41.3 27.86 31.9 40.0 56.9 132 144.8 39 14.54
## pm2.5 25.0 28.00 15.0 18.00 17.0 17.0 24.0 52 53.0 18 9.00
## CV residual -55.8 8.82 -26.3 -9.86 -14.9 -23.0 -32.9 -80 -91.8 -21 -5.54
## 39666 39667 39668 39671 39673 39677 39681 39682 39684 39685 39696
## Predicted 47.0 57.8 70.4 110 61.4 60.0 56.2 49.9 31.0 22.3 99.4
## cvpred 46.1 57.5 70.3 110 60.5 59.4 55.3 48.9 29.8 21.0 99.5
## pm2.5 16.0 9.0 18.0 33 46.0 12.0 10.0 10.0 7.0 6.0 20.0
## CV residual -30.1 -48.5 -52.3 -77 -14.5 -47.4 -45.3 -38.9 -22.8 -15.0 -79.5
## 39698 39699 39700 39702 39703 39706 39708 39711 39720 39722 39724
## Predicted 85.9 84.3 90.5 97.5 111.6 51.8 6.87 33.3 138.1 144.3 106.6
## cvpred 85.4 83.8 90.1 97.1 111.2 50.7 5.28 32.2 137.9 144.3 106.4
## pm2.5 35.0 30.0 13.0 20.0 18.0 10.0 13.00 12.0 45.0 58.0 46.0
## CV residual -50.4 -53.8 -77.1 -77.1 -93.2 -40.7 7.72 -20.2 -92.9 -86.3 -60.4
## 39728 39732 39733 39734 39744 39745 39747 39760 39761 39763 39764
## Predicted 86.2 57.1 52.5 50.7 69.6 101.3 104.1 76.2 77.8 84.1 90.4
## cvpred 85.5 56.0 51.4 50.0 68.7 101.2 104.1 75.6 77.4 83.7 90.1
## pm2.5 24.0 19.0 21.0 22.0 19.0 30.0 40.0 55.0 57.0 51.0 49.0
## CV residual -61.5 -37.0 -30.4 -28.0 -49.7 -71.2 -64.1 -20.6 -20.4 -32.7 -41.1
## 39765 39768 39769 39770 39779 39786 39787 39790 39794 39795 39808
## Predicted 92.8 118.3 117.9 109.490 120.3 119.3 121.5 135.5 111 141.8 118.6
## cvpred 92.5 118.1 117.1 108.777 119.4 119.2 121.5 135.5 110 141.9 118.1
## pm2.5 54.0 81.0 93.0 108.000 148.0 111.0 90.0 70.0 82 111.0 162.0
## CV residual -38.5 -37.1 -24.1 -0.777 28.6 -8.2 -31.5 -65.5 -28 -30.9 43.9
## 39814 39817 39820 39825 39826 39831 39840 39841 39843 39844
## Predicted 102.7 104 100.8 122.183 113.7056 89.6 117.2 123.5 118 130.4
## cvpred 101.3 103 99.6 121.671 112.9589 88.5 116.4 122.8 117 129.8
## pm2.5 172.0 220 158.0 122.000 113.0000 143.0 81.0 87.0 73 72.0
## CV residual 70.7 117 58.4 0.329 0.0411 54.5 -35.4 -35.8 -44 -57.8
## 39846 39850 39853 39860 39862 39864 39866 39870 39872 39873 39876
## Predicted 124.1 93.1 65.87 77.6 96.8 103.0 106 125.3 119.4 107 89.6
## cvpred 123.4 91.1 64.18 76.3 95.5 101.9 105 124.1 118.7 106 88.5
## pm2.5 77.0 60.0 66.00 53.0 72.0 66.0 46 64.0 55.0 52 52.0
## CV residual -46.4 -31.1 1.82 -23.3 -23.5 -35.9 -59 -60.1 -63.7 -54 -36.5
## 39877 39880 39882 39884 39886 39889 39891 39895 39898 39900 39901
## Predicted 84.9 81.90 81.0 89.8 96.1 108.1 122.3 59.9 83.7 66.4 64.9
## cvpred 83.8 80.88 80.3 89.0 95.4 107.6 122.1 58.7 82.6 65.1 63.4
## pm2.5 55.0 87.00 60.0 59.0 55.0 56.0 60.0 53.0 20.0 15.0 12.0
## CV residual -28.8 6.12 -20.3 -30.0 -40.4 -51.6 -62.1 -5.7 -62.6 -50.1 -51.4
## 39903 39906 39912 39918 39922 39923 39926 39932 39935 39936 39942
## Predicted 24.89 62.6 34.5 64.6 40.0 94.4 48.2 102.3 47.9 47.9 133
## cvpred 23.28 61.3 33.2 63.5 38.5 93.3 46.6 101.4 46.6 46.6 133
## pm2.5 14.00 11.0 9.0 16.0 15.0 12.0 18.0 8.0 21.0 17.0 12
## CV residual -9.28 -50.3 -24.2 -47.5 -23.5 -81.3 -28.6 -93.4 -25.6 -29.6 -121
## 39944 39948 39949 39950 39952 39953 39954 39955 39963 39965 39966
## Predicted 66.2 49.0 38.6 72.6 21.07 25.17 26.79 26.79 142 109.5 104.7
## cvpred 65.2 47.7 37.3 72.2 19.78 23.85 25.57 25.57 142 108.8 104.1
## pm2.5 19.0 19.0 13.0 22.0 16.00 20.00 21.00 21.00 52 74.0 73.0
## CV residual -46.2 -28.7 -24.3 -50.2 -3.78 -3.85 -4.57 -4.57 -90 -34.8 -31.1
## 39971 39972 39974 39975 39978 39979 39981 39988 39994 39997 39998
## Predicted 125.0 123.8 72.53 102.0 104.1 93.7 113.1 115 53.94 72.5 66.6
## cvpred 124.1 123.4 71.03 100.9 103.6 93.1 112.9 114 52.43 71.2 65.8
## pm2.5 90.0 103.0 67.00 85.0 69.0 51.0 33.0 127 61.00 31.0 27.0
## CV residual -34.1 -20.4 -4.03 -15.9 -34.6 -42.1 -79.9 13 8.57 -40.2 -38.8
## 39999 40001 40002 40009 40016 40019 40021 40024 40029 40031 40032
## Predicted 62.5 68.3 64.2 104.9 122.3 90.9 78.3 50.8 70.2 81.2 77.1
## cvpred 61.7 67.5 63.5 104.8 121.3 89.3 76.5 49.6 69.4 80.4 76.4
## pm2.5 32.0 31.0 38.0 72.0 142.0 119.0 112.0 67.0 57.0 59.0 57.0
## CV residual -29.7 -36.5 -25.5 -32.8 20.7 29.7 35.5 17.4 -12.4 -21.4 -19.4
## 40035 40038 40044 40059 40063 40064 40065 40066 40071 40072 40073
## Predicted 98.4 115.1 72.6 127.1 139.63 131.7 119.1 110 51.0 52.63 58.92
## cvpred 97.9 114.7 70.8 126.8 139.61 131.5 118.7 109 50.1 51.79 58.19
## pm2.5 76.0 102.0 114.0 113.0 138.00 141.0 143.0 125 73.0 61.00 67.00
## CV residual -21.9 -12.7 43.2 -13.8 -1.61 9.5 24.3 16 22.9 9.21 8.81
## 40074 40076 40081 40084 40085 40089 40090 40092 40093 40097 40100
## Predicted 66.8 83.80 117.7 124.0 128.7 114 107.6 90.9 82.74 70.9 98.00
## cvpred 66.3 83.18 117.5 123.9 128.5 114 107.1 90.2 82.06 70.4 97.67
## pm2.5 80.0 77.00 96.0 101.0 114.0 179 151.0 101.0 92.00 89.0 92.00
## CV residual 13.7 -6.18 -21.5 -22.9 -14.5 65 43.9 10.8 9.94 18.6 -5.67
## 40102 40104 40106 40109 40110 40112 40123 40130 40134 40135 40136
## Predicted 102.7 149.5 145.4 151.2 111.32 120.7 124.9 132.1 142.5 143.0 143.0
## cvpred 102.3 149.5 145.4 150.8 110.49 119.9 124.5 131.1 141.6 142.6 142.6
## pm2.5 85.0 82.0 69.0 88.0 117.00 142.0 144.0 193.0 192.0 208.0 219.0
## CV residual -17.3 -67.5 -76.4 -62.8 6.51 22.1 19.5 61.9 50.4 65.4 76.4
## 40140 40141 40143 40144 40147 40148 40151 40156 40158 40167
## Predicted 114 109.0 98.1 98.1 107.6 112.3 121.6 135.384 142.11 91.8
## cvpred 113 108.3 97.2 97.2 107.1 111.7 121.1 134.571 141.96 90.8
## pm2.5 176 180.0 163.0 155.0 122.0 125.0 187.0 135.000 136.00 103.0
## CV residual 63 71.7 65.8 57.8 14.9 13.3 65.9 0.429 -5.96 12.2
## 40168 40175 40177 40182 40186 40188 40191 40198 40199 40201 40210
## Predicted 93.42 131.01 139 141.1 126.3 113.2 99.8 108.68 132.8 110.3 72.5
## cvpred 92.55 129.93 139 140.4 125.3 111.9 98.5 108.17 132.1 109.3 70.9
## pm2.5 98.00 137.00 78 78.0 77.0 97.0 109.0 115.00 121.0 138.0 88.0
## CV residual 5.45 7.07 -61 -62.4 -48.3 -14.9 10.5 6.83 -11.1 28.7 17.1
## 40215 40229 40234 40239 40242 40244 40245 40246 40249 40250 40252
## Predicted 58.5 105.5 92.8 108 95.8 102.7 98.0 102.6 111 116 115
## cvpred 56.9 104.6 91.9 108 94.8 101.9 97.2 101.8 110 115 115
## pm2.5 95.0 82.0 12.0 7 7.0 4.0 2.0 2.0 6 14 10
## CV residual 38.1 -22.6 -79.9 -101 -87.8 -97.9 -95.2 -99.8 -104 -101 -105
## 40255 40256 40260 40261 40263 40267 40268 40270 40271 40279 40281
## Predicted 115 102.6 101.0 88.1 59.0 100.0 104.1 123.8 132 98.8 67.37
## cvpred 115 101.8 99.8 86.9 58.3 99.5 103.6 123.4 131 97.8 65.85
## pm2.5 11 14.0 25.0 31.0 26.0 32.0 25.0 27.0 28 62.0 63.00
## CV residual -104 -87.8 -74.8 -55.9 -32.3 -67.5 -78.6 -96.4 -103 -35.8 -2.85
## 40282 40287 40289 40291 40292 40296 40297 40298 40301 40303 40305
## Predicted 53.53 11.12 44.5 36.3 88.0 124.9 130.79 108.2 114.5 97.8 68.5
## cvpred 51.95 9.48 43.7 35.6 87.3 124.6 129.99 107.2 113.6 96.7 67.1
## pm2.5 50.00 3.00 5.0 8.0 15.0 71.0 125.00 142.0 89.0 85.0 40.0
## CV residual -1.95 -6.48 -38.7 -27.6 -72.3 -53.6 -4.99 34.8 -24.6 -11.7 -27.1
## 40307 40313 40315 40318 40319 40320 40321 40323 40324 40325 40328
## Predicted 50.3 57.4 78.1 97.9 104.2 110.4 110.4 104.1 139.3 145.6 129.2
## cvpred 48.5 56.6 77.5 97.3 103.7 110.1 110.1 103.1 138.7 145.1 128.3
## pm2.5 62.0 43.0 37.0 48.0 56.0 41.0 48.0 40.0 42.0 47.0 79.0
## CV residual 13.5 -13.6 -40.5 -49.3 -47.7 -69.1 -62.1 -63.1 -96.7 -98.1 -49.3
## 40339 40344 40345 40346 40348 40350 40351 40353 40357 40358 40359
## Predicted 75.7 116.2 136.7 130.4 136.7 142.5 116.1 124 92.1 81.7 75.1
## cvpred 75.1 115.9 136.7 130.4 136.7 142.1 115.3 124 91.4 80.9 74.5
## pm2.5 49.0 60.0 72.0 71.0 120.0 132.0 144.0 160 72.0 70.0 58.0
## CV residual -26.1 -55.9 -64.7 -59.4 -16.7 -10.1 28.7 36 -19.4 -10.9 -16.5
## 40365 40367 40369 40370 40371 40372 40376 40377 40380 40381 40385
## Predicted 99.7 98.0 123 108 123 154 105.3 131 97.1 48.4 70.6
## cvpred 99.5 97.2 122 107 123 154 104.7 130 96.2 47.1 70.3
## pm2.5 42.0 15.0 17 22 22 24 31.0 24 38.0 37.0 23.0
## CV residual -57.5 -82.2 -105 -85 -101 -130 -73.7 -106 -58.2 -10.1 -47.3
## 40391 40392 40395 40396 40397 40398 40401 40406 40407 40413 40417
## Predicted 96.9 103.2 99.0 101.2 101.2 105.9 58.3 36.9 15.99 109.4 141.7
## cvpred 96.0 102.4 98.3 100.6 100.6 105.3 57.1 35.7 14.63 108.9 141.5
## pm2.5 53.0 78.0 58.0 53.0 26.0 20.0 12.0 6.0 11.00 22.0 50.0
## CV residual -43.0 -24.4 -40.3 -47.6 -74.6 -85.3 -45.1 -29.7 -3.63 -86.9 -91.5
## 40419 40421 40422 40423 40426 40434 40438 40441 40443 40449 40450
## Predicted 83.2 87.6 71.5 79.7 34.6 64.4 109.0 135 138 152 146.0
## cvpred 82.6 87.2 71.0 79.1 33.3 64.0 108.8 135 138 152 146.1
## pm2.5 29.0 23.0 18.0 15.0 8.0 24.0 64.0 23 15 36 53.0
## CV residual -53.6 -64.2 -53.0 -64.1 -25.3 -40.0 -44.8 -112 -123 -116 -93.1
## 40456 40457 40458 40462 40466 40471 40473 40476 40481 40484 40485
## Predicted 107.3 101.0 128 146 150 156 89.0 105.3 85.5 96.5 106.8
## cvpred 106.5 100.1 128 145 150 156 87.9 104.4 85.0 96.0 106.5
## pm2.5 17.0 15.0 19 26 19 35 25.0 26.0 27.0 32.0 38.0
## CV residual -89.5 -85.1 -109 -119 -131 -121 -62.9 -78.4 -58.0 -64.0 -68.5
## 40501 40503 40506 40513 40516 40522 40525 40526 40527 40535 40536
## Predicted 67.3 54.9 71.0 134.5 108.9 79.0 78.0 75.8 73.3 118.1 124
## cvpred 66.0 54.2 70.5 134.4 108.2 77.5 76.5 74.2 71.8 117.6 123
## pm2.5 26.0 12.0 48.0 55.0 88.0 49.0 48.0 44.0 38.0 89.0 97
## CV residual -40.0 -42.2 -22.5 -79.4 -20.2 -28.5 -28.5 -30.2 -33.8 -28.6 -26
## 40537 40538 40539 40542 40543 40545 40547 40548 40549 40550 40551
## Predicted 132.6 128.5 128.5 127.7 109.4 85.8 60.0 43.35 76.9 77.4 74.9
## cvpred 132.1 128.1 128.1 127.5 108.4 84.5 58.3 41.49 75.4 76.4 74.0
## pm2.5 172.0 209.0 72.0 31.0 27.0 38.0 39.0 44.00 37.0 36.0 28.0
## CV residual 39.9 80.9 -56.1 -96.5 -81.4 -46.5 -19.3 2.51 -38.4 -40.4 -46.0
## 40555 40562 40563 40566 40567 40570 40572 40573 40576 40592 40593
## Predicted 90.0 132.6 103 96.7 96.7 74.7 94.9 94.9 85.6 103.36 71.8
## cvpred 89.2 132.2 102 95.6 95.6 73.0 93.9 93.9 84.5 102.03 70.0
## pm2.5 20.0 91.0 51 34.0 35.0 39.0 38.0 59.0 74.0 111.00 107.0
## CV residual -69.2 -41.2 -51 -61.6 -60.6 -34.0 -55.9 -34.9 -10.5 8.97 37.0
## 40598 40602 40604 40607 40612 40613 40615 40616 40622 40623 40646
## Predicted 71.38 62.3 85.3 110.7 135.9 137.5 142 100.3 72.15 63.38 87.7
## cvpred 70.03 61.3 84.5 110.1 135.7 137.4 142 99.1 71.12 62.38 86.8
## pm2.5 69.00 13.0 74.0 78.0 88.0 99.0 106 115.0 69.00 69.00 141.0
## CV residual -1.03 -48.3 -10.5 -32.1 -47.7 -38.4 -36 15.9 -2.12 6.62 54.2
## 40647 40649 40651 40652 40655 40657 40659 40661 40664 40670 40671
## Predicted 89.3 89.3 85.2 106.6 106 78.0 95.4 147 97.2 109.3 103.0
## cvpred 88.5 88.5 84.4 105.9 106 76.9 94.4 147 96.1 108.9 102.5
## pm2.5 137.0 123.0 115.0 123.0 19 22.0 21.0 18 19.0 41.0 56.0
## CV residual 48.5 34.5 30.6 17.1 -87 -54.9 -73.4 -129 -77.1 -67.9 -46.5
## 40673 40678 40679 40680 40681 40682 40683 40687 40690 40693 40694
## Predicted 104.7 138.0 135.9 138.0 138.0 138.0 135.8 121.298 121 97.8 82.3
## cvpred 104.2 137.9 135.2 137.9 137.9 137.9 135.6 120.473 120 97.2 81.1
## pm2.5 76.0 124.0 123.0 110.0 115.0 120.0 149.0 120.000 153 116.0 106.0
## CV residual -28.2 -13.9 -12.2 -27.9 -22.9 -17.9 13.4 -0.473 33 18.8 24.9
## 40696 40702 40707 40708 40710 40711 40715 40719 40721 40725 40726
## Predicted 84.367 128.5 104 102.1 145 144.9 40.3 50.4 52.0 114.0 112.4
## cvpred 83.778 127.6 103 101.2 145 144.9 39.1 49.1 50.9 113.5 111.8
## pm2.5 83.000 151.0 25 31.0 39 45.0 7.0 6.0 7.0 17.0 46.0
## CV residual -0.778 23.4 -78 -70.2 -106 -99.9 -32.1 -43.1 -43.9 -96.5 -65.8
## 40727 40732 40733 40734 40736 40743 40750 40751 40759 40761 40767
## Predicted 115.1 98.3 100.5 107 84.1 27.5 68.4 68.4 95.9 45.6 -6.95
## cvpred 114.7 97.3 99.6 106 82.8 26.0 67.7 67.7 95.0 43.9 -8.83
## pm2.5 44.0 24.0 27.0 19 16.0 7.0 21.0 30.0 27.0 19.0 6.00
## CV residual -70.7 -73.3 -72.6 -87 -66.8 -19.0 -46.7 -37.7 -68.0 -24.9 14.83
## 40769 40773 40776 40780 40781 40783 40784 40785 40793 40800 40802
## Predicted -9.43 43.5 77.1 128.9 135.2 97.5 91.5 45.6 42.97 93.564 110.2
## cvpred -11.18 42.7 75.9 128.3 134.7 96.7 90.4 43.9 41.58 92.732 109.6
## pm2.5 10.00 27.0 39.0 79.0 89.0 31.0 21.0 27.0 47.00 93.000 90.0
## CV residual 21.18 -15.7 -36.9 -49.3 -45.7 -65.7 -69.4 -16.9 5.42 0.268 -19.6
## 40806 40808 40810 40813 40816 40818 40822 40833 40835 40837 40840
## Predicted 91.91 110.7 60.39 33.3 80.55 99.6 136.2 127.9 73.25 96.5 98.1
## cvpred 90.45 109.2 58.46 31.1 78.95 98.5 135.8 126.7 71.27 94.7 96.4
## pm2.5 91.00 69.0 67.00 66.0 80.00 84.0 125.0 68.0 66.00 49.0 81.0
## CV residual 0.55 -40.2 8.54 34.9 1.05 -14.5 -10.8 -58.7 -5.27 -45.7 -15.4
## 40841 40842 40845 40846 40849 40850 40852 40854 40858 40870 40872
## Predicted 91.79 100.1 125.15 129.8 124 100.96 129.8 107.3 124 133.5 133.5
## cvpred 90.05 99.2 123.75 128.4 123 99.22 128.4 105.6 122 132.9 132.9
## pm2.5 85.00 88.0 121.00 139.0 107 102.00 174.0 154.0 151 143.0 102.0
## CV residual -5.05 -11.2 -2.75 10.6 -16 2.78 45.6 48.4 29 10.1 -30.9
## 40879 40881 40882 40887 40895 40896 40900 40902 40903 40906
## Predicted 101.1 141 131.3 109.4 99.47 110.50 143.9 141 110.50 127.21
## cvpred 99.7 140 130.5 108.4 97.95 109.05 143.3 141 109.05 126.46
## pm2.5 86.0 79 80.0 65.0 104.00 104.00 87.0 102 101.00 123.00
## CV residual -13.7 -61 -50.5 -43.4 6.05 -5.05 -56.3 -39 -8.05 -3.46
## 40909 40910 40914 40920 40922 40923 40930 40931 40937 40938 40944
## Predicted 116.3 117.9 139.8 147 148.0 150.5 123.3 115.4 112.9 146 103
## cvpred 115.4 117.1 138.8 147 147.4 149.8 122.3 114.2 111.9 146 102
## pm2.5 144.0 153.0 149.0 21 50.0 59.0 25.0 34.0 24.0 25 11
## CV residual 28.6 35.9 10.2 -126 -97.4 -90.8 -97.3 -80.2 -87.9 -121 -91
## 40949 40950 40954 40962 40963 40969 40972 40973 40977 40978 40984
## Predicted 115 115 73.7 63.4 80.0 126 163 165 89.76 113.0 43.1
## cvpred 115 115 72.3 62.9 79.8 126 164 165 89.03 112.5 42.5
## pm2.5 9 7 17.0 16.0 12.0 23 47 50 81.00 48.0 17.0
## CV residual -106 -108 -55.3 -46.9 -67.8 -103 -117 -115 -8.03 -64.5 -25.5
## 40985 40992 40996 40997 40998 40999 41000 41001 41002 41003 41004
## Predicted 51.3 134.2 118.0 146.9 122.7 121.1 111.0 99.0 119.3 111.3 109.112
## cvpred 50.6 134.4 117.6 146.8 122.3 120.5 110.1 97.9 118.4 110.7 108.377
## pm2.5 15.0 52.0 74.0 80.0 76.0 70.0 73.0 86.0 93.0 96.0 109.000
## CV residual -35.6 -82.4 -43.6 -66.8 -46.3 -50.5 -37.1 -11.9 -25.4 -14.7 0.623
## 41005 41008 41009 41018 41021 41025 41031 41032 41033 41034 41035
## Predicted 102.82 93.5 93.5 136.3 144.7 105.8 102.3 102.3 103.9 103.9 106.07
## cvpred 101.99 92.6 92.6 135.3 144.4 104.4 101.4 101.4 103.1 103.1 105.42
## pm2.5 109.00 74.0 75.0 157.0 147.0 139.0 135.0 127.0 109.0 94.0 100.00
## CV residual 7.01 -18.6 -17.6 21.7 2.6 34.6 33.6 25.6 5.9 -9.1 -5.42
## 41036 41039 41040 41042 41046 41047 41048 41049 41052 41056 41060
## Predicted 101.97 124.9 124.9 124.9 139.1 142.8 145.3 139.4 118.1 85.50 104.7
## cvpred 101.35 124.6 124.6 124.6 139.1 142.2 144.5 139.1 117.6 84.98 104.2
## pm2.5 110.00 138.0 151.0 155.0 154.0 163.0 170.0 174.0 198.0 79.00 123.0
## CV residual 8.65 13.4 26.4 30.4 14.9 20.8 25.5 34.9 80.4 -5.98 18.8
## 41065 41072 41074 41075 41076 41077 41078 41086 41087 41093 41095
## Predicted 103.48 59.8 26.2 26.8 2.91 -3.38 38.1 131 134 118.8 117
## cvpred 102.47 58.9 24.7 25.3 1.40 -5.00 37.0 131 133 118.7 117
## pm2.5 104.00 3.0 7.0 7.0 3.00 3.00 4.0 20 19 42.0 25
## CV residual 1.53 -55.9 -17.7 -18.3 1.60 8.00 -33.0 -111 -114 -76.7 -92
## 41098 41100 41103 41114 41115 41119 41120 41122 41123 41124
## Predicted 63.1 80.0 78.8 105.8 116.2 115.152 135.5 108.75 102.5 90.3
## cvpred 61.8 78.9 77.7 104.9 115.4 114.264 134.8 107.47 101.1 89.3
## pm2.5 27.0 22.0 54.0 46.0 44.0 115.000 96.0 112.00 118.0 92.0
## CV residual -34.8 -56.9 -23.7 -58.9 -71.4 0.736 -38.8 4.53 16.9 2.7
## 41125 41126 41127 41131 41132 41133 41135 41139 41141 41144 41148
## Predicted 85.7 71.2 67.1 85.4 99.9 112.4 112.6 130 131.4 127.6 108.62
## cvpred 84.6 70.1 66.0 84.6 99.1 111.9 111.5 129 130.7 126.6 107.86
## pm2.5 74.0 50.0 36.0 43.0 48.0 57.0 83.0 73 86.0 89.0 101.00
## CV residual -10.6 -20.1 -30.0 -41.6 -51.1 -54.9 -28.5 -56 -44.7 -37.6 -6.86
## 41150 41153 41156 41157 41158 41160 41163 41166 41169 41181 41183
## Predicted 68.4 109 94.8 97.0 141.5 91.3 141.54 148 136.2 119.6 115.5
## cvpred 66.6 108 93.3 95.6 140.6 89.8 140.57 147 135.8 118.9 114.9
## pm2.5 88.0 92 120.0 124.0 113.0 106.0 135.00 60 54.0 57.0 63.0
## CV residual 21.4 -16 26.7 28.4 -27.6 16.2 -5.57 -87 -81.8 -61.9 -51.9
## 41188 41192 41193 41195 41198 41201 41202 41206 41209 41214 41221
## Predicted 113 113 134.2 101.3 83.7 75.0 82.9 108.9 139.6 105.1 26.4
## cvpred 112 112 133.1 100.4 82.9 74.1 82.2 108.4 138.8 103.8 24.9
## pm2.5 62 93 94.0 51.0 46.0 47.0 46.0 61.0 74.0 86.0 11.0
## CV residual -50 -19 -39.1 -49.4 -36.9 -27.1 -36.2 -47.4 -64.8 -17.8 -13.9
## 41223 41227 41228 41229 41233 41234 41237 41238 41239 41243 41245
## Predicted 40.3 102.2 119 88.4 102.6 142.5 99.0 94.9 107.5 15.64 -26.2
## cvpred 38.8 101.1 119 87.1 101.5 141.8 98.1 94.0 106.8 13.82 -28.1
## pm2.5 6.0 10.0 15 23.0 42.0 47.0 20.0 23.0 16.0 11.00 4.0
## CV residual -32.8 -91.1 -104 -64.1 -59.5 -94.8 -78.1 -71.0 -90.8 -2.82 32.1
## 41246 41248 41255 41259 41261 41270 41279 41281 41285 41290 41292
## Predicted 6.83 -38.0 63.0 113.3 96.0 91.9 111.4 107.3 142 103.7 95.7
## cvpred 5.25 -39.8 62.6 112.6 95.1 90.7 110.9 106.8 142 102.4 94.3
## pm2.5 3.00 8.0 20.0 30.0 49.0 30.0 56.0 56.0 10 18.0 29.0
## CV residual -2.25 47.8 -42.6 -82.6 -46.1 -60.7 -54.9 -50.8 -132 -84.4 -65.3
## 41293 41297 41299 41304 41305 41308 41312 41316 41318 41319 41324
## Predicted 101.5 92.6 103.5 133 120.7 145.5 99.3 74.41 66.99 50.45 91.4
## cvpred 100.1 91.7 102.8 132 119.7 144.8 98.1 72.75 65.15 49.26 91.0
## pm2.5 44.0 60.0 35.0 55 56.0 99.0 108.0 78.00 69.00 51.00 34.0
## CV residual -56.1 -31.7 -67.8 -77 -63.7 -45.8 9.9 5.25 3.85 1.74 -57.0
## 41325 41328 41332 41336 41339 41341 41344 41345 41346 41347 41349
## Predicted 102.4 93.9 151 116.0 125.6 99.1 98.1 108.5 104.4 83.9 117.3
## cvpred 102.1 93.4 151 115.4 125.3 98.1 97.9 108.3 104.2 82.8 116.5
## pm2.5 37.0 63.0 84 92.0 136.0 118.0 67.0 60.0 53.0 53.0 97.0
## CV residual -65.1 -30.4 -67 -23.4 10.7 19.9 -30.9 -48.3 -51.2 -29.8 -19.5
## 41350 41351 41360 41361 41365 41367 41368 41370 41371 41374 41376
## Predicted 144 150.8 154.6 104.6 110.58 93.8 94.96 93.5 118.5 143.3 139.5
## cvpred 144 150.4 154.4 103.7 109.67 93.2 93.94 93.2 117.8 143.3 139.2
## pm2.5 105 119.0 110.0 116.0 115.00 113.0 89.00 78.0 140.0 180.0 228.0
## CV residual -39 -31.4 -44.4 12.3 5.33 19.8 -4.94 -15.2 22.2 36.7 88.8
## 41378 41386 41392 41397 41399 41405 41411 41412 41414 41421 41422
## Predicted 121.5 114.5 99.1 127.3 121.0 121.6 88.5 90.1 91.7 97.3 97.3
## cvpred 121.2 113.4 98.0 126.6 120.2 120.8 86.5 88.2 90.0 95.7 95.7
## pm2.5 200.0 63.0 88.0 88.0 80.0 81.0 120.0 119.0 128.0 108.0 119.0
## CV residual 78.8 -50.4 -10.0 -38.6 -40.2 -39.8 33.5 30.8 38.0 12.3 23.3
## 41424 41433 41434 41436 41440 41442 41445 41446 41452 41453 41460
## Predicted 137 99.5 93.8 106.5 141 143 149.4 147.8 116.0 122.3 112.2
## cvpred 136 98.0 92.3 105.1 140 143 149.2 147.4 114.9 121.3 111.4
## pm2.5 120 63.0 45.0 40.0 27 38 56.0 75.0 46.0 35.0 17.0
## CV residual -16 -35.0 -47.3 -65.1 -113 -105 -93.2 -72.4 -68.9 -86.3 -94.4
## 41463 41464 41467 41479 41485 41492 41493 41496 41498 41499 41500
## Predicted 88.0 90.0 111.4 145.4 127.3 133.8 110.8 136.0 142.3 143.9 143.4
## cvpred 86.6 89.3 110.8 144.7 126.6 133.4 109.6 135.7 142.1 143.9 142.9
## pm2.5 14.0 11.0 31.0 103.0 148.0 144.0 147.0 74.0 75.0 86.0 87.0
## CV residual -72.6 -78.3 -79.8 -41.7 21.4 10.6 37.4 -61.7 -67.1 -57.9 -55.9
## 41505 41506 41513 41515 41516 41520 41525 41528 41530 41531 41535
## Predicted 145.5 139.2 112.6 106.2 111 111.5 155 106 69.3 57.3 59.7
## cvpred 145.6 139.2 111.8 105.4 110 110.7 155 105 67.9 55.7 59.1
## pm2.5 120.0 121.0 193.0 203.0 217 149.0 9 51 26.0 14.0 10.0
## CV residual -25.6 -18.2 81.2 97.6 107 38.3 -146 -54 -41.9 -41.7 -49.1
## 41538 41541 41543 41544 41546 41547 41553 41554 41555 41556 41558
## Predicted 70.1 132.6 112.5 108.4 142.3 139.4 91.6 123.0 114.5 115.0 113.8
## cvpred 69.5 131.9 111.4 107.4 142.2 138.9 90.5 122.1 113.4 114.3 113.1
## pm2.5 16.0 54.0 59.0 59.0 83.0 83.0 63.0 71.0 82.0 87.0 101.0
## CV residual -53.5 -77.9 -52.4 -48.4 -59.2 -55.9 -27.5 -51.1 -31.4 -27.3 -12.1
## 41562 41563 41570 41573 41575 41576 41578 41583 41585 41586 41589
## Predicted 119.3 123.9 128 160.4 157.1 113.5 78.8 30.8 24.8 27.5 102.3
## cvpred 118.9 123.6 127 160.3 156.8 112.5 77.1 29.0 23.2 26.1 101.7
## pm2.5 53.0 46.0 79 105.0 103.0 102.0 99.0 10.0 12.0 13.0 14.0
## CV residual -65.9 -77.6 -48 -55.3 -53.8 -10.5 21.9 -19.0 -11.2 -13.1 -87.7
## 41590 41591 41593 41599 41601 41603 41604 41605 41606 41607 41608
## Predicted 102.8 97.1 108.0 104.5 104.1 93.7 89.5 80.7 75.6 71.4 78.8
## cvpred 102.3 96.5 107.6 104.1 103.1 92.7 89.0 80.3 74.6 70.9 78.0
## pm2.5 21.0 17.0 26.0 20.0 18.0 17.0 23.0 22.0 16.0 22.0 21.0
## CV residual -81.3 -79.5 -81.6 -84.1 -85.1 -75.7 -66.0 -58.3 -58.6 -48.9 -57.0
## 41609 41612 41614 41615 41618 41622 41626 41627 41628 41632 41633
## Predicted 80.9 107.4 134.0 131.8 135.1 142.4 139.7 130 87.22 119.7 121.4
## cvpred 80.7 107.4 133.8 131.4 134.9 142.4 139.5 130 86.37 119.4 121.2
## pm2.5 23.0 31.0 53.0 57.0 85.0 80.0 73.0 77 90.00 77.0 76.0
## CV residual -57.7 -76.4 -80.8 -74.4 -49.9 -62.4 -66.5 -53 3.63 -42.4 -45.2
## 41634 41637 41638 41641 41645 41650 41657 41659 41661 41663 41666
## Predicted 121.4 119.7 123.8 125.5 131 145.9 120.6 138 154.7 141.5 154
## cvpred 121.2 119.4 123.5 125.2 131 145.8 120.6 138 154.5 141.6 154
## pm2.5 100.0 93.0 88.0 82.0 62 64.0 21.0 33 79.0 129.0 115
## CV residual -21.2 -26.4 -35.5 -43.2 -69 -81.8 -99.6 -105 -75.5 -12.6 -39
## 41669 41670 41671 41677 41678 41679 41682 41684 41687 41698
## Predicted 147.9 145.70 105.81 131.5 137.2 131.37 137 141.3 139.7 147.0
## cvpred 147.6 145.27 104.97 130.8 136.6 131.17 137 140.6 138.9 146.9
## pm2.5 115.0 149.00 109.00 84.0 91.0 133.00 201 199.0 156.0 58.0
## CV residual -32.6 3.73 4.03 -46.8 -45.6 1.83 64 58.4 17.1 -88.9
## 41701 41702 41704 41708 41717 41718 41720 41722 41723 41725 41729
## Predicted 140.7 144.4 109.22 145.4 151.2 124.1 105.8 57.6 39.0 11.34 26.7
## cvpred 140.5 143.6 107.99 145.2 151.1 123.2 104.6 55.8 37.2 9.26 25.0
## pm2.5 78.0 97.0 103.00 116.0 64.0 67.0 54.0 21.0 11.0 8.00 8.0
## CV residual -62.5 -46.6 -4.99 -29.2 -87.1 -56.2 -50.6 -34.8 -26.2 -1.26 -17.0
## 41730 41735 41738 41744 41749 41750 41751 41752 41753 41754 41755
## Predicted 33.0 83.8 102.7 105 45.8 41.5 43.2 44.8 52.7 67.2 88.0
## cvpred 31.4 82.5 101.7 104 44.3 40.7 42.4 44.1 52.2 66.7 87.7
## pm2.5 6.0 43.0 32.0 22 18.0 22.0 20.0 25.0 22.0 25.0 33.0
## CV residual -25.4 -39.5 -69.7 -82 -26.3 -18.7 -22.4 -19.1 -30.2 -41.7 -54.7
## 41756 41762 41764 41769 41771 41777 41778 41781 41782 41785 41786
## Predicted 115 139.6 151.8 102 83.6 94.5 104.9 149.2 122 149 149
## cvpred 115 139.9 151.7 101 82.5 94.0 104.5 149.2 121 149 149
## pm2.5 50 94.0 114.0 75 66.0 179.0 182.0 245.0 255 301 289
## CV residual -65 -45.9 -37.7 -26 -16.5 85.0 77.5 95.8 134 152 140
## 41788 41790 41794 41797 41799 41800 41801 41808 41811 41812 41814
## Predicted 105 112 95.2 94.7 117 113 116 153 126 128 122
## cvpred 104 111 94.0 93.5 117 112 115 152 125 127 121
## pm2.5 249 222 224.0 272.0 280 320 364 406 355 349 345
## CV residual 145 111 130.0 178.5 163 208 249 254 230 222 224
## 41816 41817 41818 41821 41824 41825 41829 41830 41831 41832 41833
## Predicted 149 111 112 111 107 106 107 103 141 147 143
## cvpred 149 110 111 110 106 105 106 102 140 147 142
## pm2.5 337 342 342 343 373 385 443 438 420 454 430
## CV residual 188 232 231 233 267 280 337 336 280 307 288
## 41839 41841 41843 41844 41846 41847 41848 41852 41855 41856 41858
## Predicted 106 143 122 116 100.0 102 102 135 141 141 146
## cvpred 105 141 121 114 98.8 100 100 134 140 140 145
## pm2.5 338 324 331 332 310.0 298 267 302 308 322 303
## CV residual 233 183 210 218 211.2 198 167 168 168 182 158
## 41865 41866 41868 41869 41871 41873 41875 41894 41897 41903 41904
## Predicted 145.7 144.0 133 127 115 73.9 47.7 -3.57 18.8 59.0 50.8
## cvpred 145.2 143.5 132 126 114 72.0 45.8 -5.69 17.0 57.6 49.5
## pm2.5 202.0 196.0 256 246 237 239.0 108.0 5.00 4.0 10.0 10.0
## CV residual 56.8 52.5 124 120 123 167.0 62.2 10.69 -13.0 -47.6 -39.5
## 41905 41906 41907 41912 41917 41918 41919 41920 41921 41922 41925
## Predicted 59.3 71.9 71.9 90.2 -9.11 -11.6 27.7 33.5 35.5 60.4 139
## cvpred 58.2 71.0 71.0 89.6 -10.45 -12.8 26.9 32.7 35.4 60.4 139
## pm2.5 7.0 5.0 3.0 5.0 9.00 9.0 8.0 10.0 10.0 8.0 35
## CV residual -51.2 -66.0 -68.0 -84.6 19.45 21.8 -18.9 -22.7 -25.4 -52.4 -104
## 41928 41929 41931 41932 41937 41939 41940 41941 41943 41944 41946
## Predicted 151.6 155.7 158 115.5 90.3 85.9 77.4 66.5 52.9 48.2 62.4
## cvpred 151.8 155.9 158 115.5 90.0 85.5 76.8 65.7 52.7 48.0 62.5
## pm2.5 59.0 61.0 42 45.0 22.0 26.0 28.0 31.0 49.0 37.0 31.0
## CV residual -92.8 -94.9 -116 -70.5 -68.0 -59.5 -48.8 -34.7 -3.7 -11.0 -31.5
## 41947 41948 41949 41950 41951 41952 41953 41963 41966 41968 41970
## Predicted 67.1 77.5 94.2 93.18 149.5 155.8 162.1 9.26 2.97 -27.9 -16.4
## cvpred 67.2 77.7 94.5 92.91 149.9 156.2 162.6 8.42 2.03 -28.8 -17.1
## pm2.5 54.0 67.0 75.0 88.00 114.0 128.0 141.0 23.00 9.00 9.0 9.0
## CV residual -13.2 -10.7 -19.5 -4.91 -35.9 -28.2 -21.6 14.58 6.97 37.8 26.1
## 41972 41974 41975 41976 41980 41983 41986 41993 41996 41997 42000
## Predicted -8.98 23.6 49.1 109.1 149 160 93.9 30.78 84.9 97.5 145.3
## cvpred -9.52 23.1 48.7 109.3 149 160 93.2 30.63 85.3 98.0 146.3
## pm2.5 7.00 20.0 17.0 20.0 29 36 44.0 36.00 57.0 55.0 80.0
## CV residual 16.52 -3.1 -31.7 -89.3 -120 -124 -49.2 5.37 -28.3 -43.0 -66.3
## 42001 42010 42011 42012 42016 42028 42029 42032 42036 42037 42045
## Predicted 144.9 73.58 62.6 83.64 55.3 112.7 160.5 113.22 89.9 79.0 145
## cvpred 145.3 73.02 62.0 83.08 55.0 112.5 160.9 113.11 88.9 77.9 146
## pm2.5 85.0 76.00 80.0 87.00 116.0 197.0 193.0 110.00 110.0 155.0 296
## CV residual -60.3 2.98 18.0 3.92 61.0 84.5 32.1 -3.11 21.1 77.1 150
## 42046 42048 42053 42054 42055 42058 42059 42060 42061 42062 42065
## Predicted 150 147 157 128 157 136 131 124 109 109 114.9
## cvpred 150 147 157 128 157 136 131 124 109 109 114.8
## pm2.5 315 382 413 373 362 352 357 353 292 213 161.0
## CV residual 165 235 256 245 205 216 226 229 183 104 46.2
## 42066 42069 42071 42078 42080 42084 42085 42088 42090 42092 42093
## Predicted 121.2 141 141 162.1 158.7 136 136 123 130 137 130
## cvpred 121.2 141 141 162.1 159.1 136 136 123 129 137 129
## pm2.5 153.0 200 178 189.0 192.0 265 268 253 239 253 262
## CV residual 31.8 59 37 26.9 32.9 129 132 130 110 116 133
## 42094 42096 42099 42111 42118 42125 42127 42128 42130 42134 42136
## Predicted 136 124.1 114.8 66.5 141.9 145.6 135 135 116.9 126 121.3
## cvpred 135 123.8 114.5 65.8 142.4 145.4 135 135 116.4 126 121.4
## pm2.5 239 71.0 36.0 36.0 84.0 73.0 104 90 79.0 100 86.0
## CV residual 104 -52.8 -78.5 -29.8 -58.4 -72.4 -31 -45 -37.4 -26 -35.4
## 42137 42138 42141 42143 42144 42149 42150 42151 42154 42158
## Predicted 127.0 133.3 132.90 139.19 134.53 108.28 108.28 148.2 91.6 117.5
## cvpred 127.2 133.5 132.55 138.94 134.27 107.87 107.87 148.2 91.0 117.3
## pm2.5 85.0 83.0 124.00 132.00 130.00 102.00 110.00 113.0 130.0 149.0
## CV residual -42.2 -50.5 -8.55 -6.94 -4.27 -5.87 2.13 -35.2 39.0 31.7
## 42159 42170 42171 42172 42176 42178 42179 42182 42184 42188 42190
## Predicted 123.21 166.7 129.0 129.0 131.2 112.6 104.1 138 140 162 171
## cvpred 123.09 167.2 129.2 129.2 131.6 112.4 103.7 138 141 162 171
## pm2.5 133.00 217.0 195.0 183.0 183.0 192.0 199.0 281 317 341 356
## CV residual 9.91 49.8 65.8 53.8 51.4 79.6 95.3 143 176 179 185
## 42194 42200 42201 42209 42210 42214 42217 42225 42226 42228 42229
## Predicted 131 133 122 130 143 160 121 38.3 36.6 1.926 -10.4
## cvpred 131 133 122 130 143 160 121 37.2 35.5 0.648 -11.6
## pm2.5 352 312 310 402 423 453 395 14.0 16.0 10.000 9.0
## CV residual 221 179 188 272 280 293 274 -23.2 -19.5 9.352 20.6
## 42232 42233 42240 42243 42246 42253 42255 42263 42265 42267 42269
## Predicted -17.2 -23.2 16.76 21.43 85.5 40.34 37.30 113.6 136.5 108.9 140.3
## cvpred -18.6 -24.4 15.84 20.51 85.2 39.71 36.75 113.4 136.7 108.2 140.7
## pm2.5 9.0 10.0 9.00 12.00 14.0 35.00 30.00 51.0 50.0 43.0 87.0
## CV residual 27.6 34.4 -6.84 -8.51 -71.2 -4.71 -6.75 -62.4 -86.7 -65.2 -53.7
## 42272 42273 42274 42279 42280 42281 42284 42285 42290 42294
## Predicted 121 111 118.8 92.1 91.7 92.1 92.1 108.4 141.7 118.25
## cvpred 121 110 118.2 91.8 90.8 91.8 91.8 107.7 141.4 117.91
## pm2.5 91 99 92.0 60.0 53.0 51.0 47.0 47.0 101.0 127.00
## CV residual -30 -11 -26.2 -31.8 -37.8 -40.8 -44.8 -60.7 -40.4 9.09
## 42297 42302 42306 42308 42313 42314 42316 42317 42321 42323 42325
## Predicted 101.857 89.0 82.5 134.8 134.8 134.8 130.2 113 136.8 97.6 111.4
## cvpred 101.085 87.9 81.3 134.8 134.8 134.8 129.7 113 136.1 96.5 110.5
## pm2.5 102.000 108.0 141.0 170.0 215.0 210.0 214.0 272 158.0 156.0 163.0
## CV residual 0.915 20.1 59.7 35.2 80.2 75.2 84.3 159 21.9 59.5 52.5
## 42327 42328 42332 42333 42334 42335 42336 42340 42352 42354 42360
## Predicted 110.8 108.7 133.8 87.6 132.1 132.1 136.2 104 124.3 135.9 141.0
## cvpred 109.9 108.6 133.2 86.5 131.5 131.5 135.5 103 124.2 135.4 141.1
## pm2.5 180.0 179.0 208.0 212.0 193.0 205.0 206.0 223 145.0 165.0 184.0
## CV residual 70.1 70.4 74.8 125.5 61.5 73.5 70.5 120 20.8 29.6 42.9
## 42363 42365 42368 42371 42373 42376 42378 42379 42381 42391 42393
## Predicted 157.5 168.2 169 58.3 20.85 13.71 15.89 26.3 32.9 43.6 36.0
## cvpred 157.5 168.5 169 57.4 20.18 13.15 15.47 25.9 32.4 43.5 35.4
## pm2.5 215.0 81.0 26 14.0 12.00 12.00 10.00 10.0 18.0 2.0 8.0
## CV residual 57.5 -87.5 -143 -43.4 -8.18 -1.15 -5.47 -15.9 -14.4 -41.5 -27.4
## 42396 42397 42399 42401 42404 42407 42411 42414 42417 42418 42424
## Predicted 15.20 4.24 -0.712 -7.00 15.97 124 131 113.8 140 95.5 24.8
## cvpred 14.48 3.42 -1.287 -7.68 15.56 125 131 114.3 141 95.4 24.8
## pm2.5 8.00 6.00 8.000 10.00 10.00 7 28 25.0 28 39.0 10.0
## CV residual -6.48 2.58 9.287 17.68 -5.56 -118 -103 -89.3 -113 -56.4 -14.8
## 42425 42428 42435 42438 42445 42446 42450 42451 42452 42458 42461
## Predicted 24.8 70.2 139.0 180 104.8 96.1 119.7 151.40 156.06 165.1 161.0
## cvpred 24.8 70.1 139.9 181 105.5 96.8 120.2 152.15 156.82 166.1 162.1
## pm2.5 10.0 34.0 68.0 80 118.0 141.0 152.0 157.00 159.00 232.0 174.0
## CV residual -14.8 -36.1 -71.9 -101 12.5 44.2 31.8 4.85 2.18 65.9 11.9
## 42464 42468 42470 42472 42477 42480 42483 42486 42487 42493 42497
## Predicted 121.7 19.72 -12.3 -12.3 40.4 71.6 53.2 61.0 59.4 20.9 -8.97
## cvpred 122.4 18.97 -13.0 -13.0 40.0 71.5 52.9 60.5 58.8 19.9 -9.78
## pm2.5 98.0 14.00 8.0 9.0 7.0 6.0 4.0 9.0 7.0 7.0 7.00
## CV residual -24.4 -4.97 21.0 22.0 -33.0 -65.5 -48.9 -51.5 -51.8 -12.9 16.78
## 42501 42506 42508 42509 42514 42518 42521 42523 42525 42526 42530
## Predicted 116.2 129.6 139.7 137.5 100.9 89.4 90.4 119.7 101.3 114 121.6
## cvpred 115.9 129.4 139.8 137.5 100.3 88.7 89.8 119.4 101.2 113 121.5
## pm2.5 40.0 44.0 79.0 76.0 66.0 41.0 18.0 46.0 57.0 37 56.0
## CV residual -75.9 -85.4 -60.8 -61.5 -34.3 -47.7 -71.8 -73.4 -44.2 -76 -65.5
## 42531 42532 42535 42538 42539 42540 42547 42548 42551 42553 42558
## Predicted 117.5 161.0 117.2 83.90 62.6 60.4 98.3 128 152.1 120.2 118.3
## cvpred 117.5 161.2 117.4 83.18 61.7 59.3 97.8 128 152.9 120.3 118.5
## pm2.5 69.0 79.0 69.0 78.00 87.0 82.0 74.0 84 92.0 92.0 87.0
## CV residual -48.5 -82.2 -48.4 -5.18 25.3 22.7 -23.8 -44 -60.9 -28.3 -31.5
## 42564 42569 42570 42571 42573 42577 42578 42579 42580 42581 42588
## Predicted 16.0 60.4 64.5 106.3 141.7 127.6 162.8 131.4 105.93 108.1 70.6
## cvpred 15.1 60.4 64.5 106.9 141.9 127.8 163.4 131.8 106.24 108.6 70.4
## pm2.5 39.0 45.0 39.0 44.0 77.0 104.0 106.0 108.0 98.00 79.0 34.0
## CV residual 23.9 -15.4 -25.5 -62.9 -64.9 -23.8 -57.4 -23.8 -8.24 -29.6 -36.4
## 42589 42590 42591 42594 42595 42597 42598 42606 42609 42610 42611
## Predicted 55.6 63.6 61.17 83.13 116.5 129 149.85 92.4 45.1 45.1 34.8
## cvpred 55.3 63.8 61.47 83.11 116.8 130 150.52 92.7 45.1 45.1 34.6
## pm2.5 38.0 41.0 56.00 79.00 79.0 147 153.00 28.0 9.0 11.0 15.0
## CV residual -17.3 -22.8 -5.47 -4.11 -37.8 17 2.48 -64.7 -36.1 -34.1 -19.6
## 42612 42613 42614 42616 42617 42620 42624 42625 42628 42630 42632
## Predicted 32.6 26.3 42.4 38.9 34.8 39.4 23.1 33.5 31.6 37.9 40.6
## cvpred 32.3 25.9 42.2 38.7 34.6 39.3 23.1 33.6 31.8 38.2 41.2
## pm2.5 13.0 14.0 17.0 16.0 11.0 13.0 8.0 9.0 2.0 3.0 4.0
## CV residual -19.3 -11.9 -25.2 -22.7 -23.6 -26.3 -15.1 -24.6 -29.8 -35.2 -37.2
## 42633 42635 42641 42648 42652 42655 42656 42657 42659 42660 42661
## Predicted 27.0 0.477 3.448 52.7 109 148 129 112.4 74.9 13.85 5.08
## cvpred 27.3 0.552 3.415 52.9 110 149 130 112.8 75.5 13.33 4.59
## pm2.5 4.0 6.000 3.000 17.0 12 15 21 21.0 40.0 20.00 16.00
## CV residual -23.3 5.448 -0.415 -35.9 -98 -134 -109 -91.8 -35.5 6.67 11.41
## 42664 42668 42669 42671 42679 42683 42686 42687 42696 42697 42698
## Predicted -0.436 63.1 75.7 86.1 113.6 65.0 39.0 28.58 111.3 88.3 138.3
## cvpred -0.714 63.9 76.6 87.1 114.4 64.7 38.5 28.07 112.2 88.4 138.6
## pm2.5 25.000 30.0 33.0 53.0 49.0 24.0 22.0 20.00 90.0 138.0 182.0
## CV residual 25.714 -33.9 -43.6 -34.1 -65.4 -40.7 -16.5 -8.07 -22.2 49.6 43.4
## 42700 42702 42704 42706 42707 42711 42713 42718 42720 42725 42727
## Predicted 109.4 100.6 115.7 111.2 104.9 99.1 63.3 76.5 123 148.9 137
## cvpred 109.4 100.6 115.7 111.2 104.8 99.0 62.7 76.1 123 149.5 137
## pm2.5 208.0 122.0 62.0 52.0 59.0 167.0 227.0 250.0 283 206.0 299
## CV residual 98.6 21.4 -53.7 -59.2 -45.8 68.0 164.3 173.9 160 56.5 162
## 42734 42736 42744 42747 42752 42753 42757 42758 42759 42760 42769
## Predicted 31.6 33.2 46.7 48.9 108.9 92.5 7.64 2.98 4.60 0.501 98.9
## cvpred 30.8 32.5 46.0 48.3 108.8 92.0 6.49 1.82 3.54 -0.533 98.9
## pm2.5 15.0 18.0 13.0 12.0 11.0 17.0 14.00 15.00 15.00 8.000 81.0
## CV residual -15.8 -14.5 -33.0 -36.3 -97.8 -75.0 7.51 13.18 11.46 8.533 -17.9
## 42771 42772 42780 42783 42785 42789 42792 42793 42797 42798 42800
## Predicted 111.52 109.3 66.1 52.12 60.47 127.31 148.2 119 122 168 126
## cvpred 111.64 109.3 65.4 51.37 60.48 127.49 149.4 119 123 169 126
## pm2.5 121.00 78.0 53.0 59.00 59.00 136.00 203.0 221 354 273 165
## CV residual 9.36 -31.3 -12.4 7.63 -1.48 8.51 53.6 102 231 104 39
## 42801 42804 42812 42815 42821 42822 42825 42826 42829 42831 42833
## Predicted 157.1 131 161 169 141 182 187 173 147 136 136
## cvpred 157.6 131 162 170 142 184 188 174 149 137 137
## pm2.5 198.0 284 351 409 334 334 324 299 314 306 315
## CV residual 40.4 153 189 239 192 150 136 125 165 169 178
## 42834 42855 42857 42861 42863 42865 42866 42868 42870 42871 42872
## Predicted 147 79.03 -8.14 45.8 61.4 57.3 45.3 87.4 83.3 110 108.8
## cvpred 149 79.04 -8.34 45.8 61.5 57.5 45.3 87.7 83.7 111 109.3
## pm2.5 332 86.00 33.00 31.0 38.0 17.0 9.0 12.0 10.0 13 15.0
## CV residual 183 6.96 41.34 -14.8 -23.5 -40.5 -36.3 -75.7 -73.7 -98 -94.3
## 42874 42875 42878 42880 42881 42882 42884 42889 42890 42892 42896
## Predicted 50.5 33.86 49.9 49.5 59.9 76.6 97.9 145.2 156.2 117.5 119.65
## cvpred 50.0 33.17 49.6 50.0 60.4 77.3 98.8 145.9 156.9 117.4 119.68
## pm2.5 31.0 37.00 26.0 26.0 38.0 48.0 79.0 107.0 106.0 100.0 110.00
## CV residual -19.0 3.83 -23.6 -24.0 -22.4 -29.3 -19.8 -38.9 -50.9 -17.4 -9.68
## 42901 42903 42905 42906 42907 42914 42918 42921 42932 42934
## Predicted 132.1 131.1 129.0 139.54 150.49 131 125.2 82.1 110 136.8
## cvpred 132.5 130.9 129.5 139.61 150.67 131 125.5 82.0 111 137.3
## pm2.5 111.0 119.0 149.0 134.00 143.00 289 150.0 42.0 46 80.0
## CV residual -21.5 -11.9 19.5 -5.61 -7.67 158 24.5 -40.0 -65 -57.3
## 42935 42936 42938 42941 42942 42944 42945 42946 42949 42951 42957
## Predicted 136.85 140.9 149.3 167.2 158.4 135.8 133.6 143.6 136.2 129 170
## cvpred 137.32 141.4 150.5 168.1 159.3 136.5 134.2 144.2 136.6 129 172
## pm2.5 129.00 118.0 78.0 144.0 121.0 111.0 146.0 159.0 157.0 199 280
## CV residual -8.32 -23.4 -72.5 -24.1 -38.3 -25.5 11.8 14.8 20.4 70 108
## 42958 42961 42966 42967 42969 42973 42976 42979 42982 42985 42994
## Predicted 164 174 192 185.9 193 148.4 144 156 165 170 31.2
## cvpred 165 176 194 187.6 195 149.3 145 157 166 170 31.4
## pm2.5 266 323 236 241.0 215 241.0 289 350 436 470 14.0
## CV residual 101 147 42 53.4 20 91.7 144 193 270 300 -17.4
## 42999 43000 43001 43007 43009 43012 43023 43026 43028 43030 43033
## Predicted 30.6 30.6 36.3 90.3 77.0 80.8 98.3 115.0 134.17 159.9 170.3
## cvpred 30.8 30.8 36.6 90.8 77.2 81.2 99.2 116.1 135.27 161.4 171.9
## pm2.5 14.0 18.0 17.0 37.0 34.0 51.0 70.0 91.0 129.00 200.0 219.0
## CV residual -16.8 -12.8 -19.6 -53.8 -43.2 -30.2 -29.2 -25.1 -6.27 38.6 47.1
## 43036 43039 43041 43044 43045 43046 43050 43052 43056 43058 43062
## Predicted 142 149 168 158 157 159 124 127 121 134 127
## cvpred 142 150 169 158 158 159 125 127 121 134 128
## pm2.5 254 277 287 325 301 311 344 343 264 254 242
## CV residual 112 127 118 167 143 152 219 216 143 120 114
## 43063 43064 43065 43066 43075 43080 43086 43090 43096 43104 43106
## Predicted 127 119.6 86.5 82.4 13.04 35.80 63.2 53.6 33.9 80.7 93.3
## cvpred 128 119.6 86.5 82.4 13.88 36.64 64.0 54.1 34.3 81.5 94.2
## pm2.5 235 168.0 20.0 18.0 18.00 33.00 13.0 11.0 9.0 8.0 11.0
## CV residual 107 48.4 -66.5 -64.4 4.12 -3.64 -51.0 -43.1 -25.3 -73.5 -83.2
## 43107 43117 43120 43121 43123 43124 43127 43128 43129 43132 43134
## Predicted 89.2 95.1 87.5 106 106 134.9 125.21 118.6 101.9 151 56.8
## cvpred 90.2 96.1 89.4 108 108 136.7 126.65 120.2 103.3 152 58.0
## pm2.5 13.0 52.0 40.0 67 96 108.0 120.00 125.0 123.0 26 13.0
## CV residual -77.2 -44.1 -49.4 -41 -12 -28.7 -6.65 4.8 19.7 -126 -45.0
## 43137 43139 43141 43147 43148 43151 43152 43154 43155 43156 43169
## Predicted 57.6 43.4 25.9 46.1 44.5 59.6 51.6 55.5 61.7 61.7 25.3
## cvpred 58.7 44.2 26.7 47.0 45.3 60.4 52.3 56.3 62.7 62.7 26.1
## pm2.5 13.0 16.0 11.0 15.0 14.0 6.0 8.0 9.0 11.0 9.0 8.0
## CV residual -45.7 -28.2 -15.7 -32.0 -31.3 -54.4 -44.3 -47.3 -51.7 -53.7 -18.1
## 43174 43179 43184 43186 43190 43194 43195 43196 43197 43200 43208
## Predicted 55.5 80.6 94.1 55.7 16.87 52.5 110.8 94.08 147.8 102.2 115.3
## cvpred 56.3 81.9 95.4 56.4 17.37 53.4 112.7 95.84 149.5 103.4 116.8
## pm2.5 9.0 9.0 12.0 11.0 9.00 11.0 32.0 97.00 115.0 158.0 32.0
## CV residual -47.3 -72.9 -83.4 -45.4 -8.37 -42.4 -80.7 1.16 -34.5 54.6 -84.8
## 43209 43211 43212 43213 43218 43220 43223 43225 43226 43227 43228
## Predicted 104.6 59.9 43.2 62.8 89.7 94.4 98.2 121.3 127 131.11 139.7
## cvpred 105.7 60.5 43.6 63.5 91.2 95.9 98.8 122.2 128 132.07 141.2
## pm2.5 44.0 31.0 30.0 16.0 66.0 83.0 95.0 102.0 174 137.00 80.0
## CV residual -61.7 -29.5 -13.6 -47.5 -25.2 -12.9 -3.8 -20.2 46 4.93 -61.2
## 43230 43233 43234 43239 43240 43241 43242 43245 43246 43249 43250
## Predicted 149.6 162.4 158.1 18.213 22.314 35.2 43.9 47.6 43.5 83.9 105.4
## cvpred 151.1 163.9 159.2 18.518 22.587 35.4 44.1 47.7 43.6 84.4 105.9
## pm2.5 72.0 72.0 79.0 18.000 22.000 21.0 15.0 17.0 18.0 18.0 16.0
## CV residual -79.1 -91.9 -80.2 -0.518 -0.587 -14.4 -29.1 -30.7 -25.6 -66.4 -89.9
## 43251 43252 43254 43256 43257 43260 43262 43273 43291 43295 43299
## Predicted 75.5 100.6 102.8 113.8 129 81.2 80.7 132.6 104 112 159
## cvpred 75.6 101.2 103.5 114.6 129 81.2 80.6 133.3 104 112 160
## pm2.5 15.0 17.0 15.0 20.0 21 31.0 102.0 180.0 352 361 331
## CV residual -60.6 -84.2 -88.5 -94.6 -108 -50.2 21.4 46.7 248 249 171
## 43301 43305 43314 43317 43319 43323 43324 43325 43330 43334 43335
## Predicted 131 133 40.4 56.3 61.0 65.6 70.3 70.3 73.4 24.6 22.11
## cvpred 132 134 40.7 56.4 61.1 65.8 70.5 70.5 73.4 24.5 22.11
## pm2.5 301 325 13.0 14.0 16.0 17.0 9.0 16.0 13.0 14.0 14.00
## CV residual 169 191 -27.7 -42.4 -45.1 -48.8 -61.5 -54.5 -60.4 -10.5 -8.11
## 43338 43339 43341 43342 43350 43351 43352 43354 43355 43356 43358
## Predicted 84.4 95.2 51.1 26.49 66.1 66.1 59.8 57.7 36.9 34.4 31.4
## cvpred 85.0 96.5 51.2 26.75 66.8 66.8 60.4 58.1 37.2 34.9 31.9
## pm2.5 40.0 92.0 81.0 32.00 14.0 9.0 7.0 12.0 13.0 9.0 18.0
## CV residual -45.0 -4.5 29.8 5.25 -52.8 -57.8 -53.4 -46.1 -24.2 -25.9 -13.9
## 43360 43367 43370 43374 43376 43377 43379 43383 43385 43390 43392
## Predicted 25.1 137 137 155 131 131.3 57.9 59.0 67.3 119.8 141
## cvpred 25.5 138 139 157 132 132.6 58.2 59.5 68.6 120.9 142
## pm2.5 10.0 18 16 16 13 33.0 36.0 43.0 44.0 86.0 112
## CV residual -15.5 -120 -123 -141 -119 -99.6 -22.2 -16.5 -24.6 -34.9 -30
## 43398 43401 43403 43404 43409 43411 43413 43415 43417 43425
## Predicted 121.3 117.5 54.9 29.5 64.3 104.19 114.14 122.78 124.8 56.5
## cvpred 122.6 118.5 55.2 29.6 65.6 105.72 115.19 124.32 125.7 56.9
## pm2.5 86.0 71.0 75.0 58.0 50.0 110.00 123.00 132.00 167.0 24.0
## CV residual -36.6 -47.5 19.8 28.4 -15.6 4.28 7.81 7.68 41.3 -32.9
## 43426 43427 43428 43434 43435 43436 43437 43438 43440 43442 43445
## Predicted 50.2 50.2 39.8 46.2 46.8 51.4 49.8 56.1 56.1 61.8 73.8
## cvpred 50.5 50.5 40.1 46.6 47.2 51.8 50.1 56.5 56.5 62.3 74.5
## pm2.5 17.0 12.0 9.0 12.0 10.0 9.0 18.0 10.0 11.0 6.0 10.0
## CV residual -33.5 -38.5 -31.1 -34.6 -37.2 -42.8 -32.1 -46.5 -45.5 -56.3 -64.5
## 43447 43448 43452 43455 43457 43458 43460 43463 43468 43471 43474
## Predicted 79.6 69.2 56.6 41.5 47.8 60.4 67.3 58.8 150 141.4 141.3
## cvpred 80.3 69.8 57.0 41.9 48.3 61.1 68.0 59.3 152 143.6 142.6
## pm2.5 11.0 11.0 11.0 23.0 8.0 10.0 12.0 10.0 17 57.0 88.0
## CV residual -69.3 -58.8 -46.0 -18.9 -40.3 -51.1 -56.0 -49.3 -135 -86.6 -54.6
## 43477 43481 43484 43487 43489 43492 43493 43494 43501 43509 43510
## Predicted 95.3 78 87.3 124.9 119.0 121.1 116.45 106 88.9 155.4 139
## cvpred 96.1 79 87.8 125.8 119.8 122.1 117.42 107 89.0 156.5 140
## pm2.5 152.0 65 104.0 225.0 180.0 146.0 125.00 130 132.0 240.0 235
## CV residual 55.9 -14 16.2 99.2 60.2 23.9 7.58 23 43.0 83.5 95
## 43513 43514 43518 43522 43523 43524 43528 43532 43537 43540 43554
## Predicted 136 134 141.5 52.9 51.3 40.3 38.4 44.8 67.0 73.3 38.5
## cvpred 137 135 142.8 53.4 51.6 40.6 38.8 45.3 67.5 73.9 38.9
## pm2.5 274 253 198.0 19.0 16.0 11.0 12.0 7.0 9.0 12.0 12.0
## CV residual 137 118 55.2 -34.4 -35.6 -29.6 -26.8 -38.3 -58.5 -61.9 -26.9
## 43557 43563 43564 43565 43571 43572 43575 43577 43580 43581 43582
## Predicted 56.0 63.4 63.4 71.4 54.1 53.6 45.3 51.0 89.4 95.7 118.1
## cvpred 56.4 64.0 64.0 72.1 54.7 54.1 45.8 51.6 91.2 97.6 120.2
## pm2.5 7.0 6.0 8.0 7.0 11.0 17.0 20.0 13.0 32.0 33.0 46.0
## CV residual -49.4 -58.0 -56.0 -65.1 -43.7 -37.1 -25.8 -38.6 -59.2 -64.6 -74.2
## 43583 43588 43591 43592 43596 43599 43602 43606 43607 43609 43613
## Predicted 115.9 153.5 158.0 141.3 93.1 62.85 79.528 152 154.8 129.8 133.0
## cvpred 117.9 155.3 160.3 142.9 93.7 63.82 80.674 154 156.4 131.2 134.6
## pm2.5 53.0 95.0 117.0 117.0 95.0 67.00 80.000 125 115.0 142.0 145.0
## CV residual -64.9 -60.3 -43.3 -25.9 1.3 3.18 -0.674 -29 -41.4 10.8 10.4
## 43614 43619 43623 43624 43626 43627 43632 43633 43636 43637
## Predicted 128.9 88.9539 24.9 0.0458 99.2 110 99.5 97.5 100.8 82.5
## cvpred 130.6 89.9006 25.3 0.3401 100.9 111 100.5 98.3 101.7 83.1
## pm2.5 114.0 90.0000 89.0 95.0000 62.0 234 14.0 13.0 11.0 9.0
## CV residual -16.6 0.0994 63.7 94.6599 -38.9 123 -86.5 -85.3 -90.7 -74.1
## 43638 43643 43646 43651 43653 43655 43658 43660 43671 43673 43674
## Predicted 97.6 64.4 25.7 44.0 48.7 47.1 55.0 82.6 37.8 73.4 88.0
## cvpred 98.3 64.1 25.1 43.7 48.4 46.6 54.8 82.7 37.3 73.9 88.1
## pm2.5 15.0 17.0 14.0 12.0 23.0 17.0 22.0 10.0 9.0 18.0 31.0
## CV residual -83.3 -47.1 -11.1 -31.7 -25.4 -29.6 -32.8 -72.7 -28.3 -55.9 -57.1
## 43680 43691 43692 43693 43695 43701 43712 43715 43716 43722 43733
## Predicted 126.5 105.4 132.5 123.28 114.0 108 122 99.2 76.3 110 125
## cvpred 127.4 105.4 133.2 123.51 114.2 108 123 99.4 76.2 111 126
## pm2.5 69.0 118.0 116.0 131.00 163.0 244 227 185.0 191.0 249 334
## CV residual -58.4 12.6 -17.2 7.49 48.8 136 104 85.6 114.8 138 208
## 43735 43737 43738 43742 43748 43749 43752 43760 43765 43766 43767
## Predicted 118 135.8 122.7 39.41 53.6 112.4 156 144.3 45.34 30.3 27.81
## cvpred 120 137.1 123.7 39.86 54.4 113.8 158 146.7 46.13 31.0 28.65
## pm2.5 264 160.0 160.0 48.00 110.0 175.0 341 136.0 56.00 48.0 27.00
## CV residual 144 22.9 36.3 8.14 55.6 61.2 183 -10.7 9.87 17.0 -1.65
## 43769 43775 43777 43780 43784 43786 43792 43795 43796 43799 43804
## Predicted 23.71 128.6 149.5 103.9 148 73.9 89.8 84.93 67.6 33.0 61.8
## cvpred 24.58 130.5 151.6 105.5 150 74.8 91.6 85.87 67.8 33.6 62.2
## pm2.5 20.00 164.0 189.0 28.0 13 16.0 55.0 79.00 35.0 8.0 9.0
## CV residual -4.58 33.5 37.4 -77.5 -137 -58.8 -36.6 -6.87 -32.8 -25.6 -53.2
## 43810 43811 43815 43817 43819 43820 43821 43824
## Predicted 45.7 39.4 3.30 26.0 41.0 35.3 45.7 49.8
## cvpred 46.0 39.7 3.57 26.2 41.4 35.6 46.0 50.1
## pm2.5 8.0 7.0 9.00 8.0 10.0 8.0 10.0 12.0
## CV residual -38.0 -32.7 5.43 -18.2 -31.4 -27.6 -36.0 -38.1
##
## Sum of squares = 9e+07 Mean square = 6465 n = 13919
##
## Overall (Sum over all 13919 folds)
## ms
## 6436ings of the Royal Society A, 471, 20150257.